{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Data Driven Modeling\n", "### (Theme of this semester: CODING AS LITERACY)\n", "
\n", "### PhD seminar series at Chair for Computer Aided Architectural Design (CAAD), ETH Zurich\n", "[Vahid Moosavi](https://vahidmoosavi.com/)\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "\n", "# 14th Session \n", "
\n", "04 April 2017\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Introduction to Representation Learning 1\n", "\n", "### To be discussed\n", "* ** Signal Processing is a main part of Data Driven Modeling cases**\n", "* **Harmonic Analysis, Fourier Series and Idealized Filters**\n", "* **Fourier transfrom in 1D and 2D**\n", "* **Introduction to Representation Learning**" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [], "source": [ "import warnings\n", "warnings.filterwarnings(\"ignore\")\n", "import datetime\n", "import pandas as pd\n", "# import pandas.io.data\n", "import numpy as np\n", "import matplotlib\n", "from matplotlib import pyplot as plt\n", "import sys\n", "import sompylib.sompy as SOM# from pandas import Series, DataFrame\n", "\n", "from ipywidgets import interact, HTML, FloatSlider\n", "\n", "%matplotlib inline\n", "# from bokeh.models import CustomJS, ColumnDataSource, Slider,TextInput\n", "# from bokeh.models import TapTool, CustomJS, ColumnDataSource\n", "# from bokeh.layouts import column\n", "# from bokeh.layouts import gridplot\n", "# from bokeh.models import ColumnDataSource\n", "# from bokeh.layouts import gridplot\n", "# from bokeh.plotting import figure\n", "# from bokeh.io import output_notebook, show\n", "# from bokeh.plotting import Figure, output_file, show\n", "# from bokeh.layouts import widgetbox\n", "# from bokeh.models.widgets import Slider\n", "# from bokeh.io import push_notebook\n", "# from bokeh.io import show\n", "# from bokeh.models import (\n", "# ColumnDataSource,\n", "# HoverTool,\n", "# LinearColorMapper,\n", "# BasicTicker,\n", "# PrintfTickFormatter,\n", "# ColorBar,\n", "# )\n", "# output_notebook()\n", "# from bokeh.layouts import column\n", "# from bokeh.models import CustomJS, ColumnDataSource, Slider\n", "# from bokeh.plotting import Figure, output_file, show" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Signal Processing is a main part of Data Driven Modeling cases\n", "* **Usually observations are homogeneous**\n", " * **Pixels of image**\n", " * **Sequence of values in sound signal or any other time series**\n", "* ** Usually, we are looking for something on top of the observations**\n", " * **Message of the sentence** \n", " * **A certain pattern in an image such as a face in the picture** \n", "* ** All the methods are developed in a way to capture \"invariances\" within categories of interest**\n", " * **translation invariance**\n", " * **rotation invariance**\n", " * **scale invariance** \n", " * **Deformation**\n", "* **Hierarchical Representation and Compositionality**\n", " * Text\n", " * Video\n", " * A Building\n", " * Cities" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## An example of translation\n", "### If we naively compare two signals elementwise we get nothing!" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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uqhzustqeVnEguS12MxWQtJpV3Nkt76YwqYLnyHTA3f6MIRMHUmF16tXAjOIZ\nw9JuUuj+Amd20I2FTupVKix+xkCIlDNJ6YxBHa1EYxqGBswEXNjPFhFO5uQ/FF1kr6JHdgAbWSsw\nDNlCCWuxtCr+09MBNxKZAqKpvPyHeGckesYASO69nXd2uWIJ67G0Kg142u9CLF1ArB2t+OFDojs7\nQBpwKNUqo4pWM4NuJHNFbO21kc9JTa0UuqxmCyVsxDOG318ATMPQEO6N0tbaeUQyDL5p8QUamGVn\n/WY7S3O9HEmBUgiNYeDwir7Yzki44n6pgmHwz7IzpHOdBUitRdMoU7GbqZyOtOL1So3ObmAW2FsH\n8p0dO7oaSYNSdTZTuf7Lu22ULaKiYRiYBdIRNivpgBVJK3PGcIzhHWhbG9DRBQCE5bMRTSVnUmez\nhoUd1hHNqjBjmOnEZXX3GkvJ4J0UXp7KZn2HSyRLUkekxlLSVCdaRebB6tWk8PJUOtAOj0RdVMFV\nlTPuYx5hK+2cKx6ZZylk1NCKt+vYUkePL6rgFagWpmFowEhfD3q6LG3OGBaA/qCYxF21KHQt5JVS\njQY85nXAbmtTq93rLCWDVXlunSP4lRoGSasB8VqFvA7YLKS9fYboAks0qEa9UuiZtFRx6xWv1ajH\ngS4rwUq0nRnDPOAZZ6lkRMNXAqIdGgYVjahoTMPQAIuFYNrvbnPGsKjOMhLARivE2rHL6ko0jaG+\nblUSd1ktBJMDzva8uGLL6mnlmwZAOt6TWdpNweeyq3Lsos1qwfiAs80Bx7z4jWcO3w/rcMCxFE7B\n7+5GX494rawWgpDP2f6MQY1lJIANZICDvcQ2WQynMNTXLSTRoNoIMQyEkHsJIXOEkHlCyCN13v8I\nISRMCLkkfX206r0HCSHXpa8HRZRHFJN+Z3tpMdRwKeTY7GzU2OE0djWSxoRPvZFKWy6rlLJRlxpL\nbgA7utIT6njZbUlyVVWLtrVSwy+fY3cBfWOKtFIz78+Ezyl/j0ELrdzDHc8YlnaTho945ig2DIQQ\nK4A/B3AfgLMAPkQIqZco6G8opeelr89Iz/oA/CGAuwDcCeAPCSFepWUSxbjPhbVYGqWyDHe5dJS5\nq6o1CgZYR9phpVyJpjA+IC6Kt5apgAtrUZlapcIs0aBPJcMAHORM6gDVDUPAheWIXK122TGxanV2\ngKRVh0uUKms1MeDCSkSmy2pym6WtUFMr31TnM4bdlOFzJHFEzBjuBDBPKV2klOYBfA3AAzKffSeA\nxymlUUrI+m4ZAAAgAElEQVRpDMDjAO4VUCYhjPucKJQoNhMyEnnxyqLWlB9gG2odzBgy+RK293KY\n8KlnGNrTSvob1JoxAJJWy20/lsoVsb2XU3nG4EK+WMaNuAyt1Mj7U0uHhmEvW8BuMqdqZzcx4EQq\nX0JEjnsvXzpUUyvfdEdtMJbKI54uGD6rKkeEYRgDUJ2Fa126VssvEkJeIoR8gxASavNZXZiQRtir\ncja/Km5yalbKKSmIrj13OV5+NWcM3OjI0oo3LDVnDN4pIBtnerXBckT9DUL+f1iTo1VUo3qVTbSt\n1VJYfa0mJQcAWfsMaiQarMU3Bexvtn0Ge6UNqjg4E4lWm8//E8AkpfQWsFnBF9r9AELIw4SQi4SQ\ni+FwWHgB68H/ibL2GSquqpPqFajiLrfc1mO8UU2o4GXDCbWl1RIAwrxH1IL/H9rUSo1MobWMt2NE\nI/PMrbffeFpxb6FJFesVH5zJ2meILQFWO9AXVK08nbZB/r9Wsw2KRIRh2AAQqvo5KF2rQCmNUEp5\nCPFnALxO7rNVn/FpSukFSumFQCAgoNitGenvgc0i010uugj0h9Rxk+P4OvOjrlRKFUcrox7mhil7\nxtAf1Eir5bYe42clTKg4uxrpd7RXr7wT6rj1crhhaHP/is94Qj5xSRlrCXqdsBDI0yq2zAYbFhXH\nux26rK5qoJVIRCj4LIAThJApQogdwAcBPFp9AyFkpOrH+wHwE8i/DeDnCCFeadP556RrhsBmtSDo\ndchfShpQceMZ6LgBr0TS6O2xwaOC+yXHaiEIeh0yO7sldWdWQMdarUbSCPR2w2lXryPmWskzosvq\n7sUAHc8Y1qJp+N3qamW3WTDqcchbSootq1+vOnRZ1UIrkSg2DJTSIoDfBuvQXwXwdUrpZULIxwkh\n90u3/Q4h5DIh5EUAvwPgI9KzUQD/Ccy4PAvg49I1wzA+4Gq9PEIpW0pSc+MZYLn4nf62Zwwr0TQm\nBpyqZ3QM+Zzy1s1jS+ruLwBVWi239dhqNK3JOvD4gEumVsvqd3aKtFJ/BDw5wLy4WqKFVg4v+2rT\nMGillSiEzLkopY9RSk9SSmcopZ+Qrv0BpfRR6fvfo5Seo5TeSil9K6X0atWzn6OUzkpfnxdRHpFM\nyAmwycTY5p3anR3Afke7DTiSUjWGgTMx4Gx9bGVun7mrqj0KBjry4lqLpRHyqt+Ax30yZgy8Xnkn\nVC9PJ15c2hlRJ1bltkG1DQPQkWfSSkQbrURhRj63YNznxF62iHi6ibtcfJW9erRowFNAdFn27cVS\nGeuxjKoeSZxxnxOJTAGJdKHxTbzzMaARLZSYC6kmnZ3PiXi6gESmmVYr7FWLzq5Nw6ClVpMDTsTS\nreqVhlr5ptuaMeSLZWwmtNFKFKZhaMG4HJdVfmauml42HN8Uy4ZZlJe2eTORRbFMVd145oxLs5K1\nWBOttIhh4HgngcQ6UGrSoVRxI55BmR54WKkJ7ySaLifxjlorw2BQrbgnz0q0yaxBS61800yroryU\n/FpqJQrTMLSAe6c0XSKpzBg0MAzeSYCWD35nCw68bNRfSjrIhtnMMPBAQC0Mw1RbWq1FWcCZFg04\n1I5h0GQmOgnQEuvwZKClX37FZbVZvdJUq/bq1XFzVQVMw9CSkFfGjCG+CtjdbFNKbdr0o+ajLDXd\nLzmyZlexJcDhE3tQeyPa9LbRsrOrGNGm9WpF0qpP9fK06wqtRdAkh++PrTTLSBtbBpwDGmnFXVbl\nLScdt+A2wDQMLXF12+B3dzf3TIqvstmCFue4ttuAI2nYbRYM96mQsrkGd7cNAy47VptN+aMaeCRx\nOujs7FYLhjTQqrenCz6XvYURXdZmaQToyIjarRYM9aqvlcNuhd/djfVYkxQimmolzUpkz0RZGxzs\nVTFuRzCmYZDBxICz+fpmfE2bZSQAcA8BNods//yVCPOysVi0OXw85HO2njFosb8AsEyY1m7Znd1a\nLI0xrwNWDbVquZSkhUcSAPSOsKhhuVpF0whqWq8cWI8bxIi6hwBbD5vRyUDrNigC0zDIYNzXIv02\nnzFoASFtuWGyGAbt1jabuqyWCmwNW6sZg8XCOlaZRnQtmtZ0g3C8mREtl9iAQ6vOzmJldbiNGYOW\nWgW9zsYzhlKROYBopRUhLMtBG3sMx2kZCTANgyzGfU5s7mWRK5aOvpmJA7mEdoYBkFL/yuvs1jXy\ny+eM+5y4Ec+gUCoffXNvg23aabFByPFOHbgytkDrIKRxnwMbsQyKdbW6AZQL2nV2QFsuq6sa++UH\nvQ7ciGfqpyrf2wDKRW218ozLMgyUUqyZhuFfJhMDTlCK+iMWXjn6Q0ffUwvvFJvGtshRn8gUsJ8t\nYkxDwxDyOVGmqJ9SuuK9paVWk6yza6HVXraAeLpQcTbQggmfC8UyxWYie/RNLb1sOF55cR+JdAF7\n2aLmhqFQotjea6KV1oZBxoAjni5gP1c8Vq6qgGkYZBGUOouNZoZByxmDZxwopIF0pOltvLxBTTu7\nJi6rcQ3jPTi+KSC/31KrNR08R5q6rOrR2XknZaXf5nEqWnZ23GDXHZzpZRgyURbJ34Tj6KoKmIZB\nFnzEXbdSVoLbNBzZ8RF3i82vdakBj3m0nTGw393IiBJ10yLXwv8vLbQ6yBSq4R7DQBOX1fgKO+O7\nX0OtZCYe1MP9Mlhpgw2MqMXGjijViopn0lrT246jqypgGgZZDPV2w2Yh2KjnFRFfBbpcgNOnXYH4\niLtFpdyI8xmDdoZhqI+lKq/bgBNrzPvFZtesPAdaNV8P5sFtWvjlc4b7etBlbZCqPLbMjIJVvYy4\nR5DpsqpHCulRT5PBWSXdtlWz8hwMOJrXK66Vlm1QBKZhkIHNasGIp6fxKFirGAYO389oUSnXYxn0\ndFngc2nXEVstpIVWGu4vAFWzq9YNuN/Rhb4e7Tpiq4VgpN9Rf4lSS1dVDtcq0XoU7HV2oVdDrXq6\nrBjs7W687KbljB2QPeDYiGfgc9nh6j4e6bY5pmGQSdDTwF0uvqJ9Z+fwsMjhloYhjaBX/XTbtQQ9\nzsps5RDxFW33FwCmU0+/rCm/HtP9oNfReHlEyzVzoEqr1gMOPTZTmVYNBhxaG1FXQFYsw3oso+lS\nrihMwyCThg1YyxiGamS4y23EM7pMYetqVSoyF0yDarUWS+tyulbQ6zhqRPMplppc61EwIGnV3Iiu\nx9K6dHYhn/NokFs+BaR3tfUKBNgKgWe8pWHYiKWP3TISYBoG2Yx5Hdjeyx2OZcgm2JcenV1/685O\nr9FKXa32N5mvudYNGGipFaUUG7GMpt5bnDGP86hWcR0cGjiytdLHiG7Gs4fjPnjSP92MaAut4q/h\nGQMh5F5CyBwhZJ4Q8kid9z9GCLlCCHmJEPIEIWSi6r0SIeSS9PVo7bNGgXcaN+JVftR6uF9yeKVs\n4J+fzBURTxd06ez479ys1krL1OS1eMbZ72+g1W4yj1yxrEsD5h1sfa10MKKG1sqJYpliqzqWQY/Y\nGI5noqlhiKTyyBbKmsYRiUKxYSCEWAH8OYD7AJwF8CFCyNma214AcIFSeguAbwD446r3MpTS89LX\n/TAovAEf2iisBLfp1NkVUg19znk59aiUwXruvXrEe3A840A+2VgraSlHr9kV0EArPWZXcrXSZcBh\nQK0yMSC7V/ftdR3iiEQhYsZwJ4B5SukipTQP4GsAHqi+gVL6JKWULw4+A0BD52wx1PWj1ruzAxqu\ncXLXWj2m/GOeelpJo2At/fI5LeI+KoGAOu0xADVaJdYASxfQO6x5eWRrpcuAo06MjK5ajR+UoQ6V\nwdlrdClpDEC1MuvStUY8BOBbVT/3EEIuEkKeIYS8p9FDhJCHpfsuhsNhZSXugOG+Hlgt5GiltDkA\nl1/z8rRyl6uMVnSolCP9TKtDm6rxFcA1CHTp0EhaxH3oEQjI4fXqsFarQP+Ytn75HLla6WAYRj09\nIKTO4Ew3raQV8QapMfjg7DguJWnqXEsI+TCACwDeXHV5glK6QQiZBvA9QsjLlNKF2mcppZ8G8GkA\nuHDhQvPENypgs1ow0t9TUylXtI9h4LQwDBuxDOw2C/xu7XPA26zs/IcjRlSPmRXQWqt4Bn09Nk39\n8jl1tYqv6bM0ArSMkdmIZ9DbY9M03oPTbbNiqNdAWskYnPX22NDv0F4rpYiYMWwAqP7PBKVrhyCE\nvB3A7wO4n1JaOSyVUrohvS4C+D6A2wSUSRXGPI6j65t6dXYOD9Dd17RSjnn0ywF/xGVVj+A2Tk9z\nrfTySOIEvTVBbok1fbxsAHYKob236fKI3lodCnLTUyuXH+hyGrZeKUGEYXgWwAlCyBQhxA7ggwAO\neRcRQm4D8Ckwo7BTdd1LCOmWvvcDeAOAKwLKpApBr/PolF+vzg5o6nO+rlMMA2esOhipXGZuhXoZ\n0Rb589djGV2n+2PVRrSYY669etWrin9+8wGHXhwKcjOMVvWXkvTWSgmKDQOltAjgtwF8G8CrAL5O\nKb1MCPk4IYR7Gf0/ANwA/rbGLfUMgIuEkBcBPAngk5RSAxsGB7b2ssgXyyyrYiamX2cHNG3AGzoF\nIXGCXie2uVbJbaCU12/KDxy4YdZgBF/zoNeJrb0sO8OC++XrqlWo7oCDa6XngCPkY1oVDaNV/TZo\nBK2UIGSPgVL6GIDHaq79QdX3b2/w3I8B3CyiDFoQ9DpAKbCZyGCiqKNfPsczDiz9kPmcV+1zZAsl\n7CbzulbKoNeBMgW2ElmMp3UM2OJ4xoGVHx3Rai9TRDJX1Fcrz4FWIT1jGDiecWDl6SOXE5mC/lp5\nHShJZ1iE9IyN4XjGgbWfHrlsBK2UYEY+t8Ehd7mKq6rOnV1+/4jPuRH8p4PVLqt6uvVyPCEgtwdk\n44cu87MF9O7sKmXRM2iS0x9ipxJmDmu1bgD3y/ptUGcjmo2zDAhVGEErJZiGoQ0O+ZwbobNr4EGi\np0shp9KA45mDNVi9GzBwZInkILhNPyPK/08bvLMjFm3PFqilgX/+QRp3fTefgSojahStjrRB/bVS\ngmkY2mC4vwcWwhvwCsuu6AroV6CWDVg/w8C1YiO7NcA5ANh1PMWqQQPWM0KcM9LvkPzzMwdnVmh5\nDkMtLTo7Y2k1qrNW9c9lOIgQP54zhuOVJFxnuqwWjPRzr4hVNmLXI4aB06QB2ywEg709OhSKYbdx\n//w0kFvVd4MQaNiA12MZOO1WeJ36dS5cq414BkjqGO/BaTS7imXg6NJfqxFer1I6ewUCjQ2DAeqV\nEswZQ5tU3DD1DNjicJ/zOpVy1OOAVacYBs4Y9883ilZdrjqzK+a9pfWZFbWwGBlpiVJvI+ocqOuf\nvxFnKaT11irodR7MRHXXysfqVZ3lXCPUq04xDUObVAK39Axu4zTwOdcrX34tQa8T61FpLdigWm3E\n9Y1h4AS9DmxGk8Dehv6j4Ercx2H/fL3jPThBrwNbFa3MeqUGpmFok6DXib29OJCO6F8pgYaV0ghu\nckGvA4X9HaCYMZBWhzu7DYMEIY15HSjvbQK0pP8oGKgb92GkelXe22Ba6W1EAaZV7KgRNYJWnWIa\nhjYJehwYwS77wRCd3eFgpFyxhO29nCFGK2MeB0Z4oLshOrvD0c+pXBExnc6sqCXodWKYSskhDVGv\nDg84+PkeenpvcYJeJ0Z5GzREvTqs1X62gETGGFp1imkY2iTodWCMGKwBV/mc8wNfjNLZjREjGdHx\ng1P3YCzPkTGPA0FD1asQi4/J7QMwhvcWh7VBXq90jCPi1LRBI3gFKsU0DG0S9DoRNFpnB1RGLEYK\nrAl6qzs7g4zsgMoMy0j58g91dnqcWVFLrVY6nu9Ry1h1vTKEVlLdTtTUKwNo1SmmYWiT4f4ehEgY\nRWJn5wvoTY1hMFIDHvH0YIzsImvtBXr69S7OwUl7FSPKtAoZQKtRDzMMqa4Bfc6sqOWIVvqd71HL\nSL8DQQvXSj+X7ApHjKhxtOoU0zC0id1mwaw9imjXIGAxgHw1ftTrsQysFoKRfv0bTLfNipmuKCJd\nOpyuVY+agMD1eAZ2qz5nVtTS02XFVFcUEZsBBhvAEa02YsbRym6zYMoWxa5tSO+iMOoYUb3OQhGF\nAXq248eEdRebMEgD5v75fMYQy2C4rwc2qzH+tSFrBDegwwl39XD52Yl7VVqNenp0O7OilnFL2Dha\nuQdZZL/kxbUuuV8aRauQZRc3qEG04vWqyojqeRaKCIzRexwzhsphLJcG9C4GgxC2xslHwQbxNQcA\nUIqh8jaWikbS6sBldd1IB6mUywiUw8bSqj9YWR4x1NkCklaLRtLKE6qqV2lDLOUqwTQM7ZJPo7cU\nw/Wcj+WENwJV7nLrsbRx1jYzMfSUM7ie9aJU1vw01vpUuffqfQ7DIVJhdNEC5rJelA2j1fih2ZVh\nOrvUDmy0gGtZj8HaoAHrVYcIMQyEkHsJIXOEkHlCyCN13u8mhPyN9P5PCCGTVe/9nnR9jhDyThHl\nURVpZL5a9mNrL6tzYSSk08kKpTK29rLGacBSp7Ja9mPbYFplCyWE940R7wHgQKvSAHb2cy1u1ogq\nrXaTOeN0dtX1ymBaZfL6n4UiAsWGgRBiBfDnAO4DcBbAhwghZ2tuewhAjFI6C+BPAPwX6dmzYEeB\nngNwL4D/T/o848JHUNR/+JxePZFywm+Hd1GmBnKT47MY6j98JKqeeMaBTBSbO8w11DCdXaKqXsXT\nLW7WCM84kN7FjXAUgBHrVcBYbTATxY2wVK+MolWHiJgx3AlgnlK6SCnNA/gagAdq7nkAwBek778B\n4G2EZZd6AMDXKKU5SukSgHnp84wLX0ekAQN1dsyPend9HoAxgtsAHOx70MDBmcZ6I3nbRG9wrQzS\ngPkyBPUfnGmsN5JWkQ1j1iumlbHqFdfqOEc9A2IMwxiA6qQq69K1uvdIZ0QnAAzIfNZYxNdALV3Y\ngcc4DVhyl0tuLwAw0Cg4vgpqdyMBl7FGdgCS20sADDSyS6yB9niQhNM49cqoWsVXQR1epNFjuHqV\nkrQyzICjQ47N5jMh5GFCyEVCyMVwOKxfQeKrIJ4Q/L0Ow1XKfGQFhLDAMkMQXwPxjMPv7jZOZyfl\n1ilEVmC1EAz3GUUrVq98LrsBtVqG1UIw1GsQv3xD16tl2CwEQ0apVx0iwjBsAKjOdxCUrtW9hxBi\nA9APICLzWQAApfTTlNILlNILgYCOp6ZJ6bbHPA6sG2Ut2BUArN2wJNYw2NuNbptBtmmkswXGvE7j\nLLu5hwCrHWRvzVDxHiw1+QSCXodxtOodBixdsCTWMNJvIK0S7BwGQ2kl1SvL3jpGPD26n4WiFBH/\n6WcBnCCETBFC7GCbyY/W3PMogAel798P4HuUUipd/6DktTQF4ASAnwook3pInV3Qa6AZg8UCeELo\nSW0YZx0YYBuqnnEEPQbTqj+IntQN4yyNUFrp7CoH9hgBixXoH0NPasM4y5OUHgzOvEbSitUrh5G0\nUoBiwyDtGfw2gG8DeBXA1ymllwkhHyeE3C/d9lkAA4SQeQAfA/CI9OxlAF8HcAXAPwH4LUppSWmZ\nVKOQAVI7gGcCY14HbsSzxvE57w+hL79lnLVNnsXUM84ON4pnjKOVZxye3Kah4j2QTwKegwEHGzcZ\nAM84+vNbxhlwpKNAIV2pV4Zqg55x9Oc3j/3GMyDozGdK6WMAHqu59gdV32cB/KsGz34CwCdElEN1\nEuvs1TOOoN2BfKmMcDJniPXEcn8Ig6XnjDNa4WdEeEIYsziQL5axm8rpeg41p9wXQqB8yTgzBp7L\nvz+EsbIDuWIZu8k8AgZY0y/1hTBYfsk4WiUOtApSY7XBUl8QQ+UXjDM4U4BBFg2PCfz0L894ZQRl\nlM2vpGMUfrKHiT6D/Et5ZyftxwDG0Wq/ZxiDJI5xo2jFT0qrqldGWTvf7xnFEIljvNdA+1aANLsy\nVhvc6x5FgCQw3ne89xcA0zC0R3VnJ40KjNKAd60sqd+UPaZzSSR4Z9df1dkZpAGHrSzb61RXXOeS\nSMSrDIOPG1FjrJ2HpXo1bY/qXBKJKq2M1ga5VlM2g7RBBZiGoR3iq4DFBvQOV42CjdGA16VMk5UD\nTPQmvsoyTrr8lQZslJHdgVY7OpdEIr7KMuQ6vJV6ZRQjyrWqHCKkN/FVwN4L9HgM1wbXeL2yGEQr\nBZiGoR3iayzjpMUKV7cNXmeXYRrwQt4HAAgUt3UuiUR8hUVkEwJ3tw0eZ5dhUj0s5llWzgGjaJVY\nY7EohKC3pwv9ji7DGNEFA2tltDa4KLVBX3FL55IoxzQM7SC5yXGYu5wxKuW1tBtFWNG1v653URjx\ntcNaeQykVcaJIiwG0mr10NGnYx7j+OfPpd0owgKbobQ6qFdBr3EixedSLhRhhW3PIFopwDQM7VBb\nKT3GCdxai+exawkcrO3rjRTvwTFS3MdqvICIJXCwXq03Rzo74/jnr8bziFr8B/trelM7ODOQEV2N\nFxC1GkgrBZiGQS6FLJDcOjjGD2zGYBSf8414Bnvdw8bo7HJJIBOtGQWzkZ0RtFqPca0M0ICzCSAb\nrzsTNYJWrF6NGEOrTBzI7dU1okbQaj2WlrQyQBtUiGkY5FIVw8AZ8ziQKZQQTeV1KhSjXKbYiGWQ\ndY0aowFX3C8nKpeCXqZVLF3QqVCMUpniRjyDrCtojNlVlZcNJ+h1Ip0vIa6zVsVSGZuJLHLuMWN0\ndlWuqpwxrwPZQln3NsjPQsm6xozRBhViGga5JA5cVTlBg7jLhZM55Etl0P5xYH8TKOrbSBDj8R4H\nhqHiWqjzctL2XhbFMmWdixG0ih+tV0aJ+9jay6JUpqD9IWD/BlDS11DV08oosQxbiSzKFKxsRqhX\nCjENg1zqNWCDdHZrUbYe3e2fAECBvbp5CLWDa+WtMgwGcS3kHYh9YAKgZeNoVTO7AqC7FxfXqts/\nZVitKu69Og/O1mK8DU6CtcHjvQFtGga5VGIYRiqXgh5jjFb47+8dmmYX9J7KxlcAWw/L+ioRMkhE\nLzdMvcOSVnovJ8VXgS4n4Dw42D5okLiPg3o1xS7oXq9WAbsbcHgrlw5iZIxhRCv1yghLbwowDYNc\n4qtA3yhgPUgv1eewobfbZpjOzh88wS4YobOTfM05fQ4b3N02w3R2A2Oz7ILund3KEa36HV0G0SoN\nQgBvRSvj1at+Rxd6e2y6z9o3YhkQAvhGDVKvFGIaBrlI+fKrIYQYIvXveiwDv7sb3b4QAKJ/paxx\nKQSYVkEDxH2sx9LszArfOJhWBunsqiCEGCLuYz2WqdHKePUKMEYsw3osg6HeHti9QYBY9B+cKcQ0\nDHJpWCmN0YCDXgdgs7NZjQE7OwCGOGvgkFa9BnDDbFKv9J6JbsQybHOXa6V3Z5doXK/01mo9ljZW\nvVKIaRjkUMwxTwOjV0qABZXp2YBz+1IMgzE7u3Xe2QGsjHpqVSeGgWOImWi8ql55Qvp2dpl45XyP\nWoIGiPvYiGeqtBo3DcNrgsQ6ANqwAe9ni0hk9HHlK5epVCl5Zxc6SA+uB3W8tzh6a8VjGA53dnpq\ndTSGgRPUWatiqYzNeNY4nV0lW2/oyFtBrwPJXBF7maLGhWLweI+x6sGZ3rN2hSgyDIQQHyHkcULI\ndenVW+ee84SQpwkhlwkhLxFCfqnqvb8ihCwRQi5JX+eVlEc1qg5SqUXvlNI7+zkUShQhX1UD3rsB\nlPRpJAeGYfLIW3prxWMYDs0YDKFVvZmozlrt5w5r1R9i7qplnQ5YbKIVN15rOs2weLzH4Xq1oV+9\nEoDSGcMjAJ6glJ4A8IT0cy1pAL9KKT0H4F4Af0oI8VS9/7uU0vPS1yWF5VGHpg1YX3c5/nsPNeBy\nkS196YGhtWKd7KFlN0NoNXHkLb2DJ9ejvF5VDTgMqlXFiOqlVW298oQAWmJBgccUpYbhAQBfkL7/\nAoD31N5AKb1GKb0ufX8DwA6AQO19hia+ChAr0Dd25C29DwtZi9U2YGlWo9faedU5DLXordW6EbWq\niWHgBHX2z+edXeWoWG7o9VpO4mdWOH1H3tI77mOjYhiqZgzAsd5nUGoYhiilfAixBWCo2c2EkDsB\n2AEsVF3+hLTE9CeEEP0Pua1HfAXoHzsUw8AZcNnR02XRbcq/Hq1twNKISq81zjp++RzdtZJ+7+gx\n0MonaaVbZxev1coAhqGBVh5nF5x2q+71aqRfOneaJ9o8xvsMR3u6Gggh3wUwXOet36/+gVJKCSEN\n3QIIISMAvgTgQUppWbr8e2AGxQ7g0wD+A4CPN3j+YQAPA8D4+NFlClWJrdSdwgL6+5yvxzII9Haj\np0s6k7c/yF71bsB10F8rFsNwXLQKep06dnaNtNJxdtVUK/28uAxXrwTQcsZAKX07pfSmOl//AGBb\n6vB5x1/3rERCSB+AfwTw+5TSZ6o+e5MycgA+D+DOJuX4NKX0AqX0QiCg8UpUfOVQ3p9agl79zmU4\n5FIIAF0OwDV4kPRPa5o0YEBnrWKZY6XVmMeBdZ3yJTXUSi8vLhla6VWvDrmqAkBXD+Ae0q9eCUDp\nUtKjAB6Uvn8QwD/U3kAIsQP4OwBfpJR+o+Y9blQI2P7EKwrLI55CBkhuN5wxANK5DLp2ds7DFz06\nuctl94BMrHkD1nVk10grHRpwkxgGjp6HG9XXSqe4j4pWR70COXpGPzfU6l/yjKEFnwTwDkLIdQBv\nl34GIeQCIeQz0j0fAPAmAB+p45b6FULIywBeBuAH8J8Vlkc88aNnC9Qy5nEgmsojndfWPY375Yeq\nRyuA5EetQ6Wsk1W1lqDXgVi6gFROH62CtVp5xvUxok1iGDhjhtNKr3olT6tEpoD9rLZxH1yrsbpt\n8PjuMSgyDJTSCKX0bZTSE9KSU1S6fpFS+lHp+y9TSruqXFIrbqmU0nsopTdLS1MfppQmlf9JguFT\n5xadHaC9z/nOfhaFEm0wslsHyuX6D6pFE1dVjl5pknf2a2IYODxS3IBaBXXKSMvjPY50dgauV3q5\n9wwTQx0AACAASURBVB7ExhhEK0GYkc+t4IZBRqXUeip7xH+a4xkHSjkgVXfLRz2a+Jpz9Apya65V\n3pBa6RX3sV7rfsnpDzGtktualqcdrbSuV9wQ1V2iLBfYccDHENMwtCK2Ali7AXc9xywGD7BZ13i0\nslYbhMThEdpaT2Wb+OVz9PLPPxLDwNHLDVOGViGdZqL8gKCjWkkds9b7DIk1GfVKn7NRGtcr7gp9\nPPcZTMPQivgKs/6WxlIN9nbDbrVUokW14ohfPocve2ntQdLEL58TcEtaaWxEebzHEa10MwyttfJz\nrbTu7GpjYzh889eQWtnRbbNovpTUWKvjHctgGoZWNIlh4FgsBEGfA6uaG4Ya/2kOL29sSdPyVBpw\nEywWglFPjy7LbnW16ters2vufgkwrca8Du2NaG1sDMfAWul1Ngo/C+WoVjyWQcckjQowDUMrZFRK\nABj3OXUwDHU8RwDA7mR+1LFlTcsjV6uQz1lZBtOKI/EenG434PQbVis9AgKbauXw6WMY6iSwrEWP\ngMAjMQwcu4vVK73PsOgQ0zA0g58t0MQjiTPuc2I1ktY0J3xd/2mOd5LNdrSiSb78WvQzos20Wtau\nMDJiGDghn0OXJcojSyMc74S2o2AZsTEcPYzoarSBEQX0P8NCAaZhaAbvWFssJQGss9vPaZc/vxLD\n4GvUgCe17ewSreM9OBMDTsTTBc21atiAtdZKhl8+J+RzIpLKI6lRLMOBVgYxogn5WgW9DkQ0jCcq\nlsrYiGcwMdBAq2Mc5GYahmbE2zMMADQbCR85W6AW7yTzoy7mNSmPHF9zDtdKq+WkhvEeHN8U06qk\nUXBUG1pN+FwAgNWINlptJjIolGjlf3QE7xQrv1ZnDUSlfTLvZMtbQ5V6pc2s4UacncPA/0dH8Eww\nrfQ6w0IBpmFohoxIXs74gLaGoaFfPsc7CYBqt8Ypw9ecE9LYiPJOtalWtKSdVnzE3daAI6VigQ7g\nWjUcBXsn2bkMe+ualKfiQOGbannrhKTVSkQjraT6G2pkRH1TLO5j7/idy2AahmbEVqQc8I39pzkh\nr7adHR9tN14LnmSvWnkmVbQ6mi+/Fq1nVyvS75kcaDCyq2i1rEl5EFsCuvtk1SutBxxcq4YzBt5B\na6VVdAno8QCOI4dDHmFCc61Sh37vEbxcK429AwVgGoZm8KyqTfynOa5uG/xuu2bLIyvRNCykTsQl\nR4/OzjspS6veni74XHasaLQ8shpJwya5ydaFN+CoRg04Kl+rfkcXPM4u7bSKptFlJUfjPThaaxVb\nljVbAACP046+Hpum9cputWC4r0G98mmslUBMw9CM2LKs6T4npKG3zWokhVGPA3Zbg3+he5hFbGs5\nspPZgAFtXVaXIymMeR2wWRto1TsCWO0aarXYllZaenGtRtIIep2wWhoYrb5RwNKl4Ux0Sdb+Amdi\nwFWZ9ajNajSNoM8BS0OtgoDFZs4Y/kVBqdTZTct+RMsGvBxJN57CAixS2zuhTWdXLrc1sgPYerBm\nnV003XhpBGBaebTSqsT2Y7zGNAwr0VQLraza1atSsX2tBpxY1WiPYSWSruxr1MVqYw4G5ozhXxD7\nW0Ax0/bI7kY8i0JJ/YyKq9E0JhqtmXO0ci3cv8GS9rVpRDfiGU20WmllRAH2f9ZiZJdYZ8nV2jGi\nAyxwq6iyVpRSeVp5p7Tp7PbW2UZ3m21wPZZBqaxuPBGltPWAA2BaaR08KQDTMDQiushe2+jsQj4n\nSmWKzXhWpUIxEpkCoql889EKcBDkpnbQHdeqzVGwFlrF03kkMoXGLoUcrbTixqdNrYplis2E2loV\nsJ8tyujsJllnp3q9al+rCUmrGyqnEYmlC0jmihhvNTjTasAhGNMwNKIDw6CVt82BS6GMzi4nRY6q\nCW/A7WilkQfJSiv3S46RtZKMmtqbqi09kji+KW20asNVlaNdvZI8kuTMGLIJIB1VtTyiUWQYCCE+\nQsjjhJDr0mtdnzJCSKnq9LZHq65PEUJ+QgiZJ4T8jXQMqDGILrKNIxk5Wji8Qa2o7HPe0k2Owzft\n1J72RxfZhiRPHCYD7bRqw4gC6msVW2Ib3X2jsh/h/2fVteKdXUutNPK2iS4xB4redrTSxohywzMu\nZ4kSOHazBqUzhkcAPEEpPQHgCennemSqTm+7v+r6fwHwJ5TSWQAxAA8pLI84YktsQ9Jqk/3IUF8P\n7FaLsUbBgPqVMrbENiQt1tb3SmilFd+IlLUWDKivVVSqV4bUSuaMQfN6Jb+bGpa0UtuIytfqeLqs\nKjUMDwD4gvT9FwC8R+6DhBAC4B4A3+jkedVp06UQAKwWgqDXobob5kokhUBvN5z2FkZLq1iG6GJb\n68CApJVPC61YanKHvUVHzKPbVdeqPbde4EArtdNirETlajXJXlU3osttuaoC2mo11Fcn3XYtlXr1\n2jIMQ5TSTen7LQBDDe7rIYRcJIQ8Qwjhnf8AgDillCddWQcwprA8YujAVZUT8jlVn8YuR9KYbDVb\nAFjqX9egupWSUtaAO9BqXAOtVqIyvGwA7bSKLbVtRAG2lq368ogcjyRASus+zP7vamF0reR4JAGs\nXrmH1NVKBVoaBkLIdwkhr9T5eqD6PsryTTdyU5iglF4A8K8B/CkhZKbdghJCHpaMy8VwONzu4+2R\njrDNtQ46u8kBVinVTL+9GklXNiRb4lPZtTC1C+T32x4FA1Isg8parURS7WmlZqry1C6QT3ak1bgU\nEKiqVtE2tFLbFVqBVhMDLqyqrFVbbdB7/DyTWhoGSunbKaU31fn6BwDbhJARAJBe656oTindkF4X\nAXwfwG0AIgA8hBC+HhIEsNGkHJ+mlF6glF4IBAJt/Ikd0IFHEmfK70IyV0Q4mRNcKEa2UMLWXlbe\njAEABk4AkXlVygKgynOks9nVfq6IWFqdrKbZQgnbezn5WnknD/73aqBAq/EBlyZayZoxAOq7YXKj\n08GMIeRzIpkrIppSJ7Mwb4OyZgyA+oMzFVC6lPQogAel7x8E8A+1NxBCvISQbul7P4A3ALgizTCe\nBPD+Zs/rggLDMB1wAwCWwupsfsn2huAMzADJbXbgiRp0EMPAmQ6wEdfSblJkiSq0r9UssLcB5FXa\nuOzAL59T8eJSKap3LSrToYHjnWRZQwsqxVZ04KrKqWRZVWn/ih8fKl+rKRYEWtD2ECElKDUMnwTw\nDkLIdQBvl34GIeQCIeQz0j1nAFwkhLwIZgg+SSm9Ir33HwB8jBAyD7bn8FmF5RFDdAkgFln58muZ\n8vPOTp0GvCx9bsNMobUMzLLX6IIq5WGdHZGVmryWaT8zogsqGdEVufEeHK5VRCWtYp1rpXa9WpHr\nZcMZmAVA1Zth8XrVRq4yTiXLqkr7DLy+8v9JSyouq8fn/Gf5vph1oJRGALytzvWLAD4qff9jADc3\neH4RwJ1KyqAK0UXmk2/rbvtRnthuUaUGvNruyM5/gr3uzgOjt4kvkAKtgl4HuqwEi6oZBplBSByu\nVeQ6MHKL+AJFF4G+sY60GvexxHZqabUc6XDAEbkODJ0VX6DoAtOqq0Hm0iaEfE4Qop4R5f8DPuNt\nCV95iC4Ag6dVKZNozMjnekQXO1pGApi73NSAS9UGzFIxy4wF9E4BIOrtM8Tad7/k2KwWTAy4sBhW\nZylpOZJCb48NHmeXvAd8kk/ErkpadeACzbHbLBj3ObGo0rLbQjgJn8sOr0tmveKGYfe6KuXB7rUD\nQ90mPV1WBL0O1QZni+EkAr3d6O2RWa/U1koFTMNQDwWGAWBTTLXWzWUlOaumq4cdSq6WYegghqGa\nKb9LxQacwkzADSLj3AMAzA2zXyWtKGUdQ4edHQDMBFxY2FFHq4WdFGbkjoABoNvNIpLV6OwqWp3s\n+CNmAm4s7KjTBhd3U5iWu4wEAA4Pc1k1DcMxJhMDMlFlhiHA3OXUyIa5GE7JX9vkDMyq09mlo8y1\nl4+IOmA64MJKJKWKVvM7ScwOutt7aGCGLY+IJhUGsnHAf6rjj5gOuLEUSamSOXRxN4mZQJta+U+o\no9X+JnNVVWRE3VjcTaKsglYL4WTFyUQ2/pPqaKUSpmGoJdK5RxJnyu9CoUQr5zKLIpUrYiOewWy7\nlZK7rIr26969xl4DnXd2M343CiWKDcHZMPeyBezs59rv7AZOsKUktbRS0NlN+13IF8vCM4fG03ns\nJvPy18w5frW0un7w+R0yE3AjWyjjRkKsVtFUHvF0ob3ZFcD+lvCc+hlpBWEahlp259hroPNNopmA\nOh4kfN+i/VHwLBuBJbeFlgdhSSsFU37eGYnek+Gf11EDzu8bUqsZ6f8+L3hPZqGiVQdGNJdgsyGR\nVIyoEesV074jrbJxNsM+BpiGoZbwVZb9sgM3Oc6U5IYpeu18PrwPoBPDIG2qil5O2r0G2Ho6cuvl\n8GWxBcGd3by0vtyREQVU0Oo60OVinjYdwte1RXd2C512dn6+qXpNaHmwex2wu9mRqx3C/xbR9apt\njyQON3KitVIJ0zDUEp5jnUMbWVVr8Tq70O/oEr4BPb+ThNVC5PvlcypumII7u/AcGwm1kSm0Fp/L\njn5Hl3AjuhBOostKEJLrqsqpuPcKXg/evcY60jYyhdZS0UqFzs5utSDodbT3YKWzU0OrE4Bcp4E6\n+N129PXYhBuGhd2kpFWn9co0DMeT8JyiNXMAIIQwbxvBI7v5nSQmBpyw29r8t/UFWV574Q14Dgh0\nPt0HmFbTAfEuqws7SUwMuNBl7UArW486sysFSyPAgVbCO7twEpN+J2wdaeVQZ3YlQKuZQbdwL66F\nnRQmBlhMSVv0h1i9OiaeSaZhqKaQYTlaFHiOcKYDLuF7DPM7yfY3ngE2Sh2YERvRm08D8TUxWvnd\nwrVaCCvQyjcjtgHnU0BCjFYzAbcqS0k8Cr0teL0SrdXeOpuJKmQm4Ba/lNSJ9xYgaXXCNAzHksg8\nAKp4xgCw9eDNRBbpfLH1zTIolMpYiaTbXzPniHZZjVwH00rZyA5gRnR7L4dkTqxWM4NtLrlx/KK1\nkj5LgZcNZzrgws5+DvtZMcn0CqUyVpVoNTArdnlEoFYzAbcqWrW9v8DxnzCXko4l3HNEgGHgG9Ci\nRsIrkTSKZarMMMSWgJKg7Jxh7jkixogC4hIPcq06GtkBbGQXWwaKgrJzhpV72XD4yF7UrGE1qlAr\n/0kgvgIUBWUTrriqihlwAOK0WpO0ajuGgeM/IVYrFTENQzXhOZY8T0HAFod34POCoi879rLhBE4B\n5aK49L+7XKu2j9Y4Am9ootI98OWDjrXynwBoSdx5A7vXhGk1K43shWm106FHEsd/AqBlgfVK0kpB\nHBFHtGfSQqceSRz/SUkrFVO7C8I0DNWEr7L0Dh0kOatlyu+CzUJwbXtfQMEUuBRyeFzGzpXm98kl\nPCdMq4kBJywEuL4t1ogqGtkBrD6IYHeOpakWoNW4zyU0mZ7izq46mZ4Idq8xV/EOkufVMjHghM1C\nhBmGSgxDJ/sxwLHyTDINQzW71xQFtlVjt1kw6XfhmsDObrS/B67uDt1o/ScBEIGd3TUhS24AS3rG\ntBJnRIf7euDuVCteB4RppdzLhsOT6YkyogvhJAbbSQhXi3AjOi9kfwEAuqwWjA84hXkmze8k4Xfb\n0S83KWMtAyrFfaiAaRg4pQLb+BKwmco5NdQrrLOb30lWIl87wu5kmT1FzBhKRebhJKgBA8DpYXFa\nLYRTnS8jAeycXu+kGK3KJVavBBkGADg55BZbrzqdWQFAdy/QPw7svKq8MOUSm3kI1Gom4BYWKT63\nvY9Tw72df4DdxdxWw6ZhOD5EF9kavKAZAwCcGHJjNZpGJl9S9DnlMsVCWGEDBoDAGWBHwMgutgSU\nC0I2njknh3qxIkArSikWd5Ltp8KoZfCsmM4utgyU8kI7u1PDfViOpJAtKK9X15R2dgA7j2FbgBGN\nLgLFLNNeEKeGerG0q1yrEtdqqE9ZgQbPiFvOVRFFhoEQ4iOEPE4IuS69euvc81ZCyKWqrywh5D3S\ne39FCFmqeu+8kvIoQkAum1pODfWCUuUb0Jt7WaTzJWWjYIBVysi8cq8Igd5bHFFarccy2M8VcWpY\naQM+y5aAlGq1fZm9CjzM5vRwL8pU+Z7MWiyNdL6EMyMKDcPgWTbSV+rFVdHqnLLPqeL0SC9KZaq4\nXq1G08gWyjit2IieY+1HlMebSiidMTwC4AlK6QkAT0g/H4JS+iSl9Dyl9DyAewCkAXyn6pbf5e9T\nSi8pLE/nqGAYTgyxSjSncNp/dZOd16y4Ug6eYd42SoNsti8DIEJnVyeHxWj1KtdKcWcnUCtiYbM1\nQZwSpNXVLfb8aaVGdOgcm20rXTuvaCWuXvG/bW5LmVZzW6xeKZ9d3cRm2wZPwa3UMDwA4AvS918A\n8J4W978fwLcopeocxqqE7VeYN0S3wlF5FZMDTnTbLJWOvVMOOjsBDRg4GJl1yvbLzJ1QqFYu2G2W\nSgPslKtb+yCEzUAUwZcz/v/2zjw4iuvO45+fBklcOhCXTiRuBEhcAhtsiOMLQ8VF7DiOU5vEqU3s\nrRy72cpmN85md4s4cQ5vHNduVWprk2wc23HsOHEcOz5iwBfYHEYggS4EAiR0S1ySAKNj5u0frweP\nxhrN1T2DNe9TpepR9+uZ3+/br/vX74622N9ZrUdSp4Q5t84oFE2dRKodWrVrrRZEq5U3X0WtVY1u\noLWhR5KXK/egTfnKNq3sqHpzkGgDw0ylVLv1uQOYGST9PcDTfvseEpHDIvKoiATszyci94tIuYiU\nd3fbPM0vQEeV7ev8jnMlsSg7jZq26DJlbXsvhVMnRt7LxsvU+Xq+lo7D0X1PRzVkL43uO/xwJQkL\nZk6+8hYbKXXtvRRmTYy895aXqfP0LLud1dF9T2e1rVUjoLWab4NWRzp6KZo6iQkpkU+CCGitkpKj\nf+HoqrFdq3GuJFu0qu/oozBroo1aRZmvHCZoYBCRHSJSPcLfFt90SikFBFyFQkRygBLgNZ/d3wEW\nAauBLODbgc5XSv1CKVWmlCqbPn16MLPDo79PL9Sdbf8C8ItzM6ht70VFsUBHXXsfxdEW90HPGDtj\ncXSB4XKvbnzOLoneHj+W5mZQ3doTpVa9FEdbsgIYl6Krk9oPRf4dl3t147PNQRSgODuduijz1ZGO\nvuirJwFcyXqR+46qyL+jv09rZXNgAF2dZMcLhy35ypWsq8qiDaIOEzQwKKVuVkotHeHvBaDTeuB7\nH/xdo3zV3cDzSqkrczIopdqVph94DFgTnTsR4r1IDgSGJbn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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "N = 256\n", "t = np.arange(N)\n", "fi = .1*t\n", "r = 1\n", "z = np.cos(.1*t)\n", "z1 = np.cos(.1*(t-30))\n", "# .0*np.random.rand(N)\n", "plt.plot(z)\n", "plt.plot(z1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Deformation/rotation, ...\n", "![](Images/MNISTDeformed.png)\n", "\n", "\n", "### Scale Invariance\n", "![](Images/scaleinv_tree.png)\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Fourier Analysis is among the most fundamental methods in this field, developed in early 19th century\n", "\n", "# Interplay between Time and Frequency domains!\n", "\n", "### Essentially is says it is possible to represent any integrable function as a linear sum of sinosoidal functions with different frequencies\n", "\n", "#### Much related with more general concepts such as Taylor Series: https://en.wikipedia.org/wiki/Taylor_series\n", "
\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Fourier Series as Harmonic Analysis\n", "\n", "### Examples of known functions\n", "![an image](Images/fourier_decomp2.gif)\n", "![an image](Images/fourier_decomp1.gif)\n", "\n", "\n", "Source = https://gist.github.com/amroamroamro/617305c05001caffc8d0\n", "
\n", "\n", "\n", "# A more interactive version\n", "https://bl.ocks.org/jinroh/7524988" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\n", "# Fourier Series as Basis Functions (Linear Algebraic View)\n", "\n", "## The Fourier series is linear algebra in infinite dimensions, where vectors are functions\n", "![](Images/Fourier1.png)\n", "\n", "# The Coefficients need to be calculated \n", "![](Images/Fourier2.png)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\n", "# More Data Driven Way\n", "## In practice we don't know the functions in advance, but we have observed signals. \n", "## So mainly we use Fourier transform from time domain to frequency domain.\n", "\n", "\n", "\n", "
\n", "# Discrete Fourier Transform (DFT) \n", "https://en.wikipedia.org/wiki/DFT_matrix" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### An important concept\n", "### Euler's formula\n", "![](Images/euler_formula.svg)\n", "It manages to encapsulate both cosine and sine function in a single complex exponentials.\n", "https://en.wikipedia.org/wiki/Euler%27s_formula#Using_power_series" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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DcXv7c/J8PSntY/W3Z5Hoqrrezcdds7jVBPWWiqsGTuIHibX8Z7CvGkxVtYvk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\naZLZCIYOIOPcAX7jP6k6oFOtdZV39LzP2N2YeBv2hLsiKm1IVfp2asm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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Complex Exponentials\n", "N = 256\n", "t = np.arange(N)\n", "fi = .1*t\n", "r = 1\n", "cos = np.cos(.1*t)\n", "sin = np.sin(.1*t)\n", "ex = cos + 1j*sin\n", "plt.plot(cos,linewidth=3)\n", "plt.plot(np.real(ex),'.r')\n", "plt.plot(np.imag(ex),'.g')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# DFT\n", "### We design a Matrix, W which has as many as possible waves and use them as filters\n", "\n", "## $$X= Wx\\ $$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "![](Images/DFT_W.svg)\n", "![](Images/DFT_omega.svg)\n", "![](Images/euler_formula.svg)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[ 1.+0.j 1.+0.j 1.+0.j 1.+0.j]\n", " [ 1.+0.j 0.-1.j -1.-0.j -0.+1.j]\n", " [ 1.+0.j -1.-0.j 1.+0.j -1.-0.j]\n", " [ 1.+0.j -0.+1.j -1.-0.j 0.-1.j]]\n" ] } ], "source": [ "#Base Filters 1D\n", "def base_filter_1D(N):\n", " dd = -2*np.pi/N\n", " w = np.exp(dd*1j)\n", "# w = np.exp(-2*np.pi*1j/N)\n", " \n", " W = np.ones((N,N),dtype=complex)\n", " \n", " for i in range(N):\n", " for j in range(N):\n", " W[i,j] = np.power(w,i*j)\n", "\n", "# W = W/np.sqrt(N)\n", " return W\n", "\n", "\n", "N = 4\n", "W = base_filter_1D(N)\n", "print np.around(W,decimals=3)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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y6dkVwI4i/Epk84bnvWfsgf5141eQGK9CnmAZEgczGznmGeoYT1kfKctzaNrD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\n10UOgzLx3RdbXaUMswPNTSSCbH/gI81ms15MlJV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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def DFT_1D_basis_vis(i):\n", " fig = plt.figure(figsize=(10,5))\n", " plt.subplot(1,2,1)\n", " #Real Part of the vector\n", " plt.plot(np.real(W)[i],'r')\n", " #Imaginary Part of the vector\n", " plt.title('real part')\n", " plt.axis('off')\n", " plt.subplot(1,2,2)\n", " plt.title('imaginary part')\n", " plt.plot(np.imag(W)[i],'b')\n", " plt.axis('off')\n", "N = 256\n", "W = base_filter_1D(N)\n", "interact(DFT_1D_basis_vis,i=(0,N-1,1));" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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Bari/JMOOndFlqtLYVHso1Ll+6OLntWxKIgiHpVjmKms6jjQ2xWLiyzCKZR5w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\nGfZc8vAmgk6inG2RlJLS7Q0/bwBfQKRYK+yQyT/lpqDzT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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(10,10))\n", "for i in range(16):\n", " plt.subplot(4,4,i+1)\n", " plt.plot(np.real(W)[i],'r')\n", " plt.plot(np.imag(W)[i],'b')\n", " plt.axis('off')" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "-0.0\n", "-0.0\n" ] } ], "source": [ "# They are orthogonal basis\n", "#Each row of W is a basis\n", "\n", "#Orthogonal Basis\n", "a = np.imag(W)[2].dot(np.imag(W)[1])\n", "print np.around(a)\n", "\n", "\n", "#Sin and Cos\n", "a = np.real(W)[2].dot(np.imag(W)[1])\n", "print np.around(a)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Now from Time domain to Frequency domain" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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zpujy5mjqBk6HvEsisCYDICpDru3v5RuMWHqpr+rJm83EAJCZzMmdvXT/4yjJ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\nvw6k7h4Wix//2+vDrFrUn7kXb1yt88KZngDGwhOAc3WqZ2pr7p2s4qW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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "N = 128\n", "t = np.arange(N)\n", "x = 1*np.sin(.05*t) + 1*np.cos(5*t+.1)\n", "plt.plot(x)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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GGtXN3XQHqBMrqpp988YC7YOL89M40trjKHT/bAvBZKWrqG71xb1wsjVW1rRxzxOb8Cp4\nY89xs/NhqBXDjZABnq2s5ZUdR7lu2Qw+Vl5MTWsP7T2h1b52Xtt1lD6PN2pvUI1mvPjbvuNhv6HR\nYMoIqLLiTNbcXc6Vi/NQgDdiCqNxcAlcunAaly6cRlyMK6whvTTHUINZrt/lpdmsmpVFnFv46ZsH\nHHsUuxuN0cSiGf6CI82cz/Srd6uCeiPWCGTRDH/BUVnTRlVzN3XtJ4PSWHYfpxGU5QDx8DuH/NK8\nuK2BkwODpCU4h2RcWpAeNIL6+4GmkEIDDMFxrLPPz9ZjV3PGOXg8Ls5PQymCRiqzsoOf91Aao5xO\nKsgYM1qFW4bSlZdmE+s2MuHkmWef1Gt1PvLSElgwPZV3wwioypo2vvjsdsCITZiRaKgiN1SHti9a\n9HkGeXPPMd927DA8BjWaU8GuVo5WxZyZZLRZLonsuXy6mDICCgwh9cBHzyY1IYbfV0SO5v7arqOc\nU5JFdko8qQmxXDQvlz9vaeBnbzkLG8tj7Y7yYp+6bldDJx6vYvORdsdh7+4GZwHV0GEY3528B3c3\ndhDjEuZN97cLVVS1+FSQgZERdtZ3IgILZwSPoA42nUAwvOGsPFbWtPEfzxkN68PvVDmWd0mBoRp8\nYO2QzjnJdH8P9ZJagsOusltRlEFKfAyLZ6Q5BnldXGAJG39h2GvO3brzvJKgdIsLQjtXHO/qZUZ6\nAv9+xXxfurLiTL73T0sBfHPE7NhH3PZyfWBeLhuqW3lwrbPe/e29x30C2zPopbWnj/gYl194Kies\nycCHmrq5fGEeAF++ZuGwAuBq25VmJFSaUzTuf20fNz/8Pjc9/H5U02xODhjd/n+9eM6YBWueUgIK\nICkuho+smMmrO46G9HYDeGl7A/uPnfBToy2akUZrTz8/Wrs/hLDpwCXwn9cONSQVVS0+Q7xTOJ3d\njZ0UZCSSnuQfAaK8NCfkJNVdDZ3MmZZCfIw7IE028THOHmx/P9hEZlKso73EniefyquqhYFB/xFD\nIElxxv1/+taQzrm+7SRxbuGzl851fEktu9ljf6/2Pb/9x07Q2evhzvNLHF/q/PQEMpJig4TNxsNt\npCbE8LXrFgWlm5ZqeCcG2q6siB3nlmYHCaIbzi4g1i30ONgL80zPwssWTvMrV356Ah6v4sdvOuvd\nMwJ6lefPyWV5UUbYEZQ1925rbQdul3BHeRGAo8ekE0op/vf1fdz0i/e17UrjI9oOi+VxqjACDUQb\nhHl7XTuzcowoNWO1ksCUE1AAt68uon/Qy7897RxtoLKmjfv+sBWANeuP2M4x3cFD2AN2N3YyO9ff\nS668NJvYMHHodjd0BDk7gDHau+uCWQD86Oaz/Sp8l4ODhJVmzT3lzMxIpChryBBfebiVjYfbaO0e\ncGysDPWWKdjMPC41RzpO6jMLy/HD/jze2d/EeXNy+OxlzstqHDwePFqznuO5IVQCIsLi/DQH54pW\nyoozffEFA1mcnxak4qtvP0lTV58vwoWduBgjnJOTQ8a2WmPfZy6d61eujpOGjSvUB2w9o09fMtSr\nXDUrm10NHY72McCvc4BS7GropDQnmS1h7J8Wf93ZyMX3/42fvnXQ18Bo25XG8GJexw9f2xcxMLKf\nyt30YIbIk9J31HX4nKfGiikpoLp6PbgE3j3Q5NhgO9kbAD4wbxpWU+jUaO9q6AxyXLDi0MW6g4Oy\n9vR7qGruDkpjccvKQsC/53y8q5emrj6fqiyQsuJMbltdRFVzD8e7DC+2ZzfX+447NVaGYFtNcpyb\nlaa6q8kcXd6xuijkcP2Cubl+L29JdhLVzd0+5wEnKqpaggyp6w61UJCRSGFWUsh0i/PT2Xe0i4FB\nQ43Q3tPP/mMnfCGfnNOkceD4CXoHhkZEW0K4wFssyU9nZ31wtIttdUY8wgXT/evqgrm5Yd+JbXUd\nlOYm82+XD/Uqy2dl4VVQedi5kXCaerC8KJPNR9rDurRX1rTx/36/mcMtPbhtMjuSPWAk9gbN+DKc\neqo83Mrnn9lG/2B0gZHLijPJSYljfl4qT917Lt83Vd//GmZSelNXHw0dvZzl4FA1mkxJAWVXuzk1\n2OWl2Y6NTllxJlcsziPO7eJ3AVHDW7v7aezodRQcq2YZzhI1AZM69x7tQqlg+5PFnGkp5KTEsc6W\nP2sRwHCRFSwB8d7+ZgAa2o37usMYL88pyeKfVhSwtbaDk/2DvLrzKPnpCXz7xiUhX8qy4kx+8BHj\n5f14eTGt3f1+93fC7k0pIqyelUVF9dDk5FAsmpFG/6CX775seDVa3pQrS0J7Yy7OT2fQq9hvCzu1\n5Ug7CbEuv8nKfmkK0mnrGaC+/aTf/m217SzKT/PzBAXjGVy8IJfEWDdrHCLJ76hv56yAXuXyokzc\nLvhFgFPKUL6N+WKrZmX5OgcrijNo7e7nSGvoicFv7DnmtwJXcVYSqfExYe0BdnvDLQ+/zy0Pr9Nq\nwTFkJB2C9VUt3BylXaiypo1bHqnwC54caTmajp4Bjnf1c8PyfMqKM7lheQFxMS66wqiYd9QbHb+z\nZgZrJkaTURdQInKViOwTkYMi8qXRvh/4q7Sc1G5z81JQwIVzcoI+7isWTad/0OsXYQKGjP5OqjeA\nlcVZ7D3aSZdNreNzkAiRRkRYXZptClRFZU0b3391L4Cj+7nFohlp5KTE887+JjpODrC+upUrFuX5\nOQU4cfWSGZwcGOTlHY28e6CJK5dM9wtV5MRNZYUsLUjnH4da+Nu+JoqykpgVZpHBsuJMnrqnnDnT\nUoiLceFV0N4zENHjx3S844n3D3PHoxX8ZVsjMS5jknEonKJQbKlt46yCDF/9B2KpKHbWD6UZ9Cp2\n1HewLETv8OIFeZwcGPTZqSyOdfZyrLMv6KPd3diJVxmefE4NzL6jXQx64RPnDdnkVhRZk7BDN0YZ\nif72rosX5NLV56EozMjUbm8YVDCoolv4ErQTxqlidQ6G2yF48M0Dhm2IyPX09t7jvqkvLox3pDAz\n/Dy8XY1GW2Z1tuNiXCzOTwsZbQaMCf0ihNQGjRajvaKuG3gIuBpYBNwmIotG855gNJKPfWIlQND8\nIxgSHJ+8cFbQMct2EWgPsNKEqqCVJZl41ZCKCYyGKi0hxi/KQCDlpdk0dvRS09LDu/ubHFWPgbhc\nwkXzcnn3QBMvbK6jd8DLpy+Z6+idZmf1rCwyk2L571f20O/xcvWSGSHPtXPLOYXsaezkb/ubuGhe\nbkShVlacyYMfPZue/kE+/8w2s5zh56XVthojGoWhothY3cqSgnQS49wh0xRmJpEU6+bpjYYdsc8z\nyK76Tkf7k8WC6am4XeJnhzp4/AQ9/YO++WKBWIJre8A8Mms7UO1RUdXiW2zYqYGxXPft+vx5eamk\nxMewuSZ0I9HdZ0w2/ozpoHLN0nwzH6HTlJdm4zLrazj2hsqaNm5++H1++No+bvtVBU+uPxK9ymmC\nC7aR5m9DdQsPve3s4euE1TnwqujXI9te185623mR6ikreajTEhfr4vJF0zjS2kNPf+jR0K764LZs\n2cwMdtR14Bl0nqCzva6DObkpviDWY8Voj6BWAQeVUlVKqX7gD8ANo3xPAC6cm8vcaSmOsdd8c4Yc\n1HWzcpJJT4z1EzRg9NILMhLJSIpzvN/yokxcYkQut9hY3Up6YmzI0EQw5DhQUdXiswtFM8/govm5\ntPcM8MAbB1icn+Y42TaQGLeLKxZNp6W7n6Q4NxHkjI/rl+UT5xYGvYqZmdEtWbGkIJ3LF+VxpLWH\n9MQY39IXobB7KHoVNHScpCjC8hhbatvp9QyytbaDOx6t4PnN9fQPesMKqIRYN3OnpfjFC7QC6YYS\nUPOnpxLrliABtaOuHZcQpPYtL80mxjQSuR0amB11HWQmxfo9S7dLWFaYHnYEtb2+g/nTU7nPdFBZ\nUmCoCrfVBTt9WJQVZ1KQkcisnOSo7Q0A7x9q9ltc8z//tCOqkcDaXcdG5F247lAzP3p937CFxnCF\nzUhHNesONXPLLyu4/zVnD18nFuen+VSykdZ/s+7xid9sJCMxjq9euxCAz14avp4sZ5tPma7f1yzN\nx6uGnH6c2NnQwYz0BHJS4n37zi7M4OTAIAcdVllQSrG9rmPM1Xsw+gKqAKi1bdeZ+8aEs2ZmsK0u\n2PC8q6GTvLR4clPjg9KICMuLMhwEVIfjHCOLlPgYFuWnsdE0jK+vauHA8RPUtQVPqrUzOzeZ3NR4\n1u4+xsvbGykrzuRzEVR1YKgnwfAyOy+CfcfOnDxjblVP/yAfN8MAReLg8RNYHasHQswHcuKKRXlm\nHj0RP+qy4kyevKfcFyHeq+DVnUfDprHbGvsGvPxxo/GqWRN1Q7E4P50d9Z2+92JbbTupCTHMynZW\nXcbHuFk4Iy1opLK9voN5ealBo7yy4kx+8bEyAG5fVRhUj9vrO1g6MyNoJLqiKJO9R7sce79KqSAv\nqqS4GOZOSw07gurp91DX3sP1ywx7w/XL8w1X+4HQ64MB5KcbwlPMP6+KzmPwuc21w/YurKxp42OP\nbuAnbx0cVhzN9w40cdMvorPVWNhHNcPxfnxy/REgOrWbhdUxjYtxcU5JVtjvubKmjY8/toHW7n5O\n9Hk4qyCd+BgXzSecPUEtrI7z50zX77PNTla4js7O+o6gTpVv1QMHNV9jRy/NJ/rG3EECJoCThIjc\nKyKbRGRTU1P4kDLD5ezCdJpP9Act/7CzPry75PLCTPYf7/LZkyJ541msLM5ia207A4Ne7n99HxD5\nhbYCi7659zgdJwe4dWVhRFUdGEFurfbNigsYDXaPt2g/NMMzz2jMB4YRqft4V5/PGSWae5UVZ7K8\nKNOXxor+Hory0mziY10IxnO2Viz+16c2h30eSwrSaD7Rx3FzdL2trp1lMzP8AvMGYkXVsCZKW73K\nUO/RZQvzmJmZGBTpvndgkP3HuoIcK8BQLw96Fd/8y+6g/Dd09NLS3R/USJw1M53tdaHX4NpZb9jD\nlpnR6uNj3MzLSw271hfgi8x+94Wz+K456oLII3srpBUYQqqurSeKeTnNDJr5jzaOJsBzlXUohic0\nVs/K8o1qIjkT2KltG3KqiWaNsK7eAR7/RzVXLs7juqUz2He0K2ycT7tn8aDXy6aaNs4uzGBTTfgJ\n37sbO/06zpnJceaUBedOS3ef0ZbZ14wDKMlOIi0hhq0OI68/bTG8hAMdiMaC0b5jPVBo255p7vOh\nlHpEKbVSKbUyNze0d9hIcOoV9PR7ONR0IqQbNxgNhVJDNgafN14kAVWSycmBQX7+9iE2Hm7D7ZKw\nnnUW+Tbj+9de3Bl1T9BqTsPZqwI5b3YOCbGuqPJlYXnmDSeNlS5+BPeKNo0V3urzV87nXJuNK1Jj\nZQmV7768hyfer2Z3QyfTHEbTdpbNzKCr10ON6WVX336S1u5+zgqhFgRD7Rtky2zsZNCrHFWylq3o\njxtrg0YEVkzEpQFqlrMKDe+/ujZ/r0QL6923q2eWFji72tvZcqSNrOQ4vnLNQm5fXcTK4kyykuMi\njuwPt/awsjiT80qzUcAfNgSXJZDCzCEnD0WwTS8U3X1Dna1oF5a0B0VeNjMjqgmnRzt62V7X7pvy\ncPcFwbbrQH7w6j46ez1ctiCPc2dn09Ldz/7joYMO2/NuvffnlGSxq6EzKEalxcn+QaqaTgR1nK33\nzql+9zR2olSweUNEWFYYvOpBZU0bP1q7H4BvvrhrzO2Koy2gNgJzRWSWiMQBtwIvjvI9fSyYnkac\n2+X30PeYHlZOMessLMFmNS6vmiuxRlp2YWWx0Ug+8MZ+irOS+P1dqyJ61gF+Pfdoe4IjFRpWox5N\nvk4lzVjdq6w4k09dPIfPX7mA+CifhzU6eHFbA994cTdeBX/ZHhyA185Sn6OE8S751tEKOxLPoKGj\nl6O2EfyOEI4VMOSN6DQi2FZnhL9aEOA+H8qBYyhdOwUZiX72hlCu9na21rZzduGQGvL8OTm09fSz\ncIaz+z4YUzGqmrq5dGEe58/NCVmWQDp7jQb4urMMp52NIeaP2VFKGaMH0+nlkgWRl8oBI7yZ2yV8\nZMVMtteFnkxt57nNdXgV3H/zMqanJVBlc+l2Yt2hZn6/3gi19rUXd5Jqxrp8/2DoZ1Bo2lsvXjAU\nyeScWVndMy4MAAAgAElEQVQMelXI0dDeo0ZbFthxXlGcQUt3v8/xyE64mJ1nF2aw71iX38oM9pHd\ncLQnp4tRFVBKKQ/wr8BrwB7gj0qpXaN5TztxMS4W5qf5rSZruRcHDnHtpCfGMmdaCluOtPP6rqM8\n+p6x5MN9T28N24jVt5/0jWqOdvYSF+OOSl132cK8YY9qRio0rLTR5OtU04zlvSwbVjTPY2ttO4Ha\nvEjqRGOdLZdPELy26xgugZMDob2lLGeNrbVD78z2ug5yUuKZnpYQdH55abbPyy7wPdhR18GCGal+\nUUxgqBMWyg61ra7dp96zcHK1t9PZO8DBphM+ewYMBfTd0xh6FGBfDsUenDfSQqDrq1uZlhrPT29b\nztVLpvPIO4f44Wt7w35r1c3d1Lef5PbyYq5fls/fDzSH9VyzeG3XUcpLs3zRZuzBep1QSvFsZR2r\nZmVRkpPMxQtyee9As29CuRMvbR8KOD3g8XKoqZvi7CTeD7G8Dgw913svLLVNPcjAJbDxsLOab1cI\nz+LlhaGnLOxq6CQnJY68tGCNwbKZhor52y8NqZit1RHCRZwZTUZdqaiUekUpNU8pNVsp9d3Rvl8g\nZ89MZ0ddh2+uwM76DrKT4xwbCDtFmYm8e6CJTz25OeykXzsVVS0+u9Bw1G6nMkIZidCYqkT7PKzR\np/XyR+M1GeN2UZydzMvbG7jnt5v401ZjyZFP/CZ4yRGLRfmG8LD3gDdUt5CWEOPo2VlWnMmnL5kD\nwLdvGJpAbdi72lla4By+qSgrkVd2NAblo9XsRQfOJbNc7UPZobbXdqAUft6QoQL62tlU00qsWzhr\nZjplxZn8/HbDUeTj5UUh60QpxfqqFjO6hnD1kun0erz8/O1DYVWDVoT5i+bmcsfqIrr6PPx7hA7k\nweNdVDV1c+Xi6SwvzCA/PYGXt4devQDgqQ1HqG7u5pwSI/8fnD+NE30eNoUZ5VkxLO3v1Xmzs1lf\n1RLSjdspqHRqQiwLZ6SFFVDpibFB01jmT08lPsbFb9cdDnoeGw63kprg7FlstV1PbTjie/bW5N3b\nw0ScGU3G3UlitFlWmEF3/yCHTPfJnQ2dLClIDzuXp7KmjfcONjMwqBgYVMS6o7MljVTtBlrYjCVW\nh+BzV87ne/+0NCqvycqaNg4eP8HRzj7W7h7qdYfrtMTHuFlckOYTUO8fbKa27STVzd0hG1+n8FfG\nulceR7VgZU0b1S091Dp4i1qjqkD3YJ+rfQhhY6m27elCBfT1y8vhNpYUpPtGeZctmkZ2cpxPhefE\n4ZYejnf1sdq0IVrOCJFUg+8daKYkO4mi7CSfp+Ffd4VejBKMUS8Yk/FdLuGapTN4d39zSDVfZU0b\nX/uzofB57D0j+PH5c3KIdQt/23c8ZJm6ej2kxLv53BXzfO/VubNz6OrzhHx+uxo6HINKn1OSxabD\nbfzUYYWF3Y2dLJqRFtSWWY5agSssrDvUTE1LD4dDvH9WoGn7s393fxOpCTF88/rF49I2TXkBZX1k\n33lpN09tOML+o530eQYjui9bIy63wM0rC6Ma3ZyK2k0ztlgdgttXF0XVMbCifYDRGMZE6QCzvDCT\n7fVGg/GDvxpRQsI1vvkZiczMTPSLhv6nMOGvwi3Bsq3WmP3v5JCxJIyjxJbaduZMS/GLphIqoK9F\nn2eQ7fUdfrETRcRcLTm0ULMmpa6eZTzD8tJs3OKs5rTo93hZV9XChXMNp6oK27MKNyH2+c11TE9P\n8Nnerj1rBv2DXr703HbH9sDeDlj2l5T4GBZMT+W5zXUh25BdDZ0sK8zgUxcPBR625jv+7+vO0zR2\nNwbH+QTITo6jf9DLAwErLHgGvextdA4qHSrUm+WNF+r981PLul2Uz8ri3f3NXDAnJ2jF7bFiygso\na2XTdw808+XndzCoYH2Vcwgai8CR0EdWzIx6dKNHQlMT+zsRH+viWzcsiaojsrwog94BL195fgfb\n6jqi8uxcVZLFxsOtvvBXP3nzAABf+3Owh6c99mHgEizvHWgiKymOfQ5LsCwtMKZgBE6gVkr5HCQC\nCQzoa2dnfQf9Hi9lxf4RQxblp3HgeJef+7mdiqoWclLimZ1rzEErK87kkxeUAPDjW5c7PtvKmjZ6\n+gf5gBkTMtKKAgCv7zrKoaZujnX0+r59S7C/suOoY3uw3HwGdvtLZU0bexq7aD7R7xg1fGDQy76j\nXUFewkdaexCcA1j39Huobu52FDYnB4JXFADDBtfn8ToKNfvzsLvSd5w0RrKh3r+y4kx+/YlziHEJ\nH5ibQ2piLEc7e33PeTyY8gJqfXWrzyBu9T8jqQ/0SEgTSOA7Ee3Iy7LjPFNZx6qSTJ6+N/J7tWpW\nFs0n+qlq7ubNPceGevEhItU/eU8501LjmZeX4rcEy6aaNlq6+x0bX8tJ6Ad/9XdGeGVHI63d/WQn\nB0dMWZxvBPQ9cCw42oBlkwks0+L8dAYGFQccXKwrD7fy5p7jzMtL8VNTXb3U8OYLpYT/46ZaXIJv\ngrS1ooDbVNs5PdcXtxmjUPu3bx95OT3bBPP6N5yd76uviqoWvObwpN/Bznyo6QT9g96gANFOUf4t\nwgWVvnRhnmNg65fC2M7KijN56u7VZCTFsjjfsAd6vYrKI22Ul2aFff8unJvLh1cU8P6hFl7dYXgv\nawE1iviNhtwStY1Ij4Q0gYzknTjW0etrYIyAmxLxGueYq/turG7lwHFDGIRz5CgrzuTDK2Zy4PgJ\n35yZF0y1IDg3vn3m6qh/2lLvt8ryfU8b66T95v1gA7vTaskWb+w5RkZSbFA0dqeAvmCMgm5/dD1d\nfR42VLf63WvhdCOEk5NqsLKmzeegcvcTQw4qq2ZlsyQ/jeOhQmqZ0sH+7ZeXZvvUpk7zqHaZTiRf\nuGrB0FIqYUasRhpnz7og9VnAAqXgPM+yrDiT68/Oxy3Cr+88h7LiTCpr2vjZ2wcB+MoLOxw1QWUl\nWXx0ZSE76zvoODlA5ZE2mrr6uH11ccT379ZVRfT0D/Lzvx1kdm5y2Fiio82UF1D2nu9T957LU1G6\nIms0p4OK6lafd1S080hKc5LJSYnjmco63tp7nKuXTI/oyPGBuTkMDCrWVxvXb2gLvwSLFXXDb0Rh\nW0hx0CGvs3KSSYx1BwmOTeaCme09wQtmzspOJinOHbSwZEVVi0/t51X+Lv6JcW5Kc1McBeF7B5pC\netUuKUhnZ4OzXe1oZy/zp6f6fftlxZl864YlANx32dygZ7ujvoOs5Di/ifRWe1KSncRMh6jhuxo6\nSYh1UZqb4re/rDiTh83wV7eU+Ye/2h3CG8/i5rJCBpWi1zPoe3bhRtUWVy2ZjsereHPPMV7Z0Uhc\njItLFkxzPNfO8sIMCjMT6fN4g+bdjTVjG5p2nLBeRvu2RjMWWD3uAY83as9OEWHOtBQqqlpJjHXz\n7RuX+E20daKsJJOEWBfv7m+mrCiL96tauHxRHmcXZlBemh30zlujB49X+UYPdhdop7y6XcLCGalB\nwsZSn8FQg2ndz+USFs5ICxI2VpT1QaWIc7jXkvw01lcHu1dnmapHpxHl0oJ01qw/Qk1LDyW2JWE8\ng152NnRw2ypDLWvnwysK+Pqfd/p5TVrsrDccFwK95IxRTQE/e+sAJ/o8pNgifO9q6GDB9DTHVaAv\nXZjH7Nxk6tv9R5mhvPEsVtrq9pIFeeSmGM8g0tykZTMzmJGewCs7jrKroYOL5uX65TUUm4+002hO\nLl+7+xiVNW3j1mZO+RGURjOejMSeWVnT5rPpDAx6gxbCdCI+xs3qWdm8d6CJ57cYS7B89tLQS7CU\nFWfyo48uA4zFKMuKM30G+Q8vLwiZ12mpCWypbfOL2u+xebw6NZiL89PY3dDpF4uurDiTzORY5k5L\ncbzX4vx0Gjt6aTnhr7KzBMm/fHBOUDorOsKOgPldxqrLXse1xRJi3cyfnhoUiaPPY8RMDBVrcUVR\nBl4F221RaqzoFuFidq6alc2mw22+EdCG6hZjbmaK8yoJVh7LS7N9c7821bQR53bx6UuDn4Edl0u4\ncvF03tx7jMaOXq5eMj3kPezY7WyDESawjzZaQGk0o8xwbVf2BkKp6BuIC+fmcKipm1++U8XZhRlh\nw3kBXL+swG8+1F93HiUlPobvfXhpSO+5N/ceY2BQcfujQ5HwDx4/QUl2UkghvGhGGt39g744hmAE\nkW0+0c8dq50n8YayXW2uaac0J5nPXzk/KN28vFTi3K6gCchD88Gcn8dZM40YdHbV4L6jXXi8KuQz\ndIrWUNd2kq5eT9iYneWlWXT1edjd0OmLYD7oVby2K3zk/gvn5lLV3M2uhg5e3NbAR8oK+PfLg59B\nIFctmY5Sxogz0ih8KI8jn895utECSqOZYIy0gbDmBR3t7OX8OdGluWrJdDZUt3K8s5fXdh3l0oXT\ngsIpWTjZPrp6B9hc08ZVS2aEFMKWc4VdNbi+yhiBrQ5RtiGHjKE0Sim2HGljeZFzoxwX42L+9NSg\nEdS2ug5SE2IoCbGcyrKZ6XT2ejhsG6n6QqKFCCqdnmSM/uxCxVJjhgtEbc33Wl/d4lv6AyKPVC6a\nZ8Q2/MIz2+kd8HLH6uKQ59qxVI1eBff+blNUwV4nkhezFlAazQRjpA3ECVtEBCvyQSSuXDwdr4Lv\nvLyHtp6BsKss2z3YFIaaa90hI5joB8wG1Il501NwC36hd9ZXt5CRFMv8PGcjfLq5oKM92sWR1h5a\nuvtZURw6grzTBOTtde2cNTM95HIqVnBoezzDnQ0dpCXE+IK4OrGiKJMttpHXG3uOIQInw8QEnJ6e\nQHF2EuurWynMHFpzy8kOZ2d2bgo5yXHsbuxk7rSUiKNjiw22aTbDWf9qongxawGl0UxARtJAVFS3\nDq2/FaXH4OL8NGZmJvLitgZi3UJ6YmgjuiU4P3qOEY6psaOXd/Y3kRTn9kXyd8Jak2p99dAE+fXV\nrZxTkhV2Da4l+el+oy5LnbYixAgKDEeJzl6PL5J378Agexu7wq4GawUC3lprDyrdETEk2oriDNp7\nBqhq7qaypo3nN9ejFPzz46HjM4IxEXtDdSsvbKknKdbNv1w8O2JHZPORdtp6jA7I4ZbuqJe9mEjq\nupGgBZRGM0UYyfpbIsIKczLxwKCK2LiWFWfy/Q8vpTQnmSfXH+HdA02cNzs77GJ2dkHZ7/GydvdR\nalp6IuZvcX4a1c3dPLDWWAp+c007yXHGgouhWBrgKLGnsROPV/mWJXEixu1iaUG6z1FiYNDL3sau\niKMUS1Burmnj8X9U4w3h/h7I6tJsOk4O8Pa+Jj5SNpMvXLkgYkfEvmhopMj7diaSum4knBFu5hrN\nmYDVGFWY0cGjbYzSE4c8yALdxJ0QEW5bVcR3X9kDGGrCcFiCs3fAi1JDdpHVs0KPugCfLewnbx7k\nl+9WMSM9gWWFGY4u3BbzpqfgdsET6w4zPT3B5zARbgRlHf99RQ0Dg15e3NpA/6CX5Agu2bNzU0iK\nc3P/6/to6upDxOjxR+ocJMcN2fie2VTLjcsLoo7AP5zpChaB02wmE1pAaTRTiJE0RjcuL+CPm2rx\nDEbf+M3JG5qI+rt1NVy9xDnEkJWnNXeX8+T6Gp7bXM8fNtSSmhDjt1S5E9ZaWwpj5HW4pYdrl+aH\nTWOpEzdUt3L7rypYOCOVpDg3je0nyQ8TEeGsmen0ebxc9cC7HDIXJPz52we5YE5OyHJtqW2nd2CQ\nnv5BBPjP6xbSO+CN2Dmoau5GzHJZqthIdTbSzsdkZ9RUfCLyQxHZKyLbReQFEQnfhdFoNOPCcBZ7\ntLDbhqJZ+6ysOJP7b17Geeby59NS4/1sPk6cPyeXeFN16FWgFKSFsZGBqU40VW19Hi9bazvo6R/k\njsfWh1VdxpnRug/ZVsuNVC571HCXQO+AN+r1yIarioWJ47gwloymDWotsEQpdRawH/jyKN5Lo9Gc\nAsNt/MpLs4e9CrSI8E/LCwCoagq9JpY9T0/eU84NZw+NmkItV2HPl9X42zWBkexCVc3dfudHs4Ls\nqQiayWwXGktGTcWnlHrdtlkB3DRa99JoNGPLSFVOx7v6cIn/8hGR1lirqGrxpfFEUInZ85WZFMe3\nXtoVld3GbuNxu4SbVxby4RUzo1r/bSRqt8lsFxpLxsoG9UngaacDInIvcC9AUVHRGGVHo9GcKiNp\nZEdi7B9uGnu+5k9PjUqAjFTYaEEzuohT5N+oE4u8ATi58HxVKfVn85yvAiuBD6sINxORJqBmxBky\nyAGaT/EaE5WpWjZdrsnFKZVL4hKTXXFJqd7+ni7Vf7I7coqRpRkhus7GhmKlVMSFpk5JQEW8uMgn\ngP8LXKqUihzx8vTcc5NSauVY3Gusmapl0+WaXEzVcsHULdtkLdeoqfhE5Crgi8BFYyWcNBqNRjN1\nGE0vvp8BqcBaEdkqIg+P4r00Go1GM8UYTS++OZHPGhUeGaf7jgVTtWy6XJOLqVoumLplm5TlGlUb\nlEaj0Wg0I0UHi9VoNBrNhEQLKI1Go9FMSKaUgBKRq0Rkn4gcFJEvjXd+RoqIFIrI2yKyW0R2ichn\nzf1ZIrJWRA6Y/yflDEERcYvIFhF5ydyeJSLrzXp7WkTiIl1jIiIiGSLyrBmDco+InDsV6kxE/s18\nD3eKyFMikjAZ60xEfi0ix0Vkp22fY/2IwU/M8m0XkRXjl/PIhChbyHioIvJls2z7ROTK8cl1ZKaM\ngBIRN/AQcDWwCLhNRBaNb65GjAf4nFJqEVAOfMosy5eAN5VSc4E3ze3JyGeBPbbtHwAPmI41bcBd\n45KrU+fHwF+VUguAZRhlnNR1JiIFwGeAlUqpJYAbuJXJWWePA1cF7AtVP1cDc82/e4FfjFEeR8rj\nBJfNMR6q2ZbcCiw20/zcbD8nHFNGQAGrgINKqSqlVD/wB+CGcc7TiFBKNSqlNpu/uzAaugKM8jxh\nnvYEcOP45HDkiMhM4FrgUXNbgEuAZ81TJmu50oEPAI8BKKX6lVLtTIE6w/D2TRSRGCAJaGQS1plS\n6l2gNWB3qPq5AfitMqgAMkRkxtjkdPg4lU0p9bpSylp/vgKYaf6+AfiDUqpPKVUNHMRoPyccU0lA\nFQC1tu06c9+kRkRKgOXAeiBPKdVoHjoK5I1Ttk6FBzEmcHvN7Wyg3fYhTdZ6mwU0Ab8x1ZePikgy\nk7zOlFL1wP3AEQzB1AFUMjXqDELXz1RrTz4JvGr+njRlm0oCasohIinAc8B9SqlO+zEzruGkmiMg\nItcBx5VSleOdl1EgBlgB/EIptRzoJkCdN0nrLBOjxz0LyAeSCVYlTQkmY/1EgxkP1QOsGe+8DJep\nJKDqgULb9kxz36RERGIxhNMapdTz5u5jlprB/H98vPI3Qs4HrheRwxgq2Esw7DYZpvoIJm+91QF1\nSqn15vazGAJrstfZZUC1UqpJKTUAPI9Rj1OhziB0/UyJ9sSMh3odcIctWPekKdtUElAbgbmmd1Ec\nhhHwxXHO04gw7TKPAXuUUj+yHXoRuNP8fSfw57HO26mglPqyUmqmUqoEo37eUkrdAbzN0Hphk65c\nAEqpo0CtiMw3d10K7GaS1xmGaq9cRJLM99Iq16SvM5NQ9fMi8H9Mb75yoMOmCpwU2OKhXh8QD/VF\n4FYRiReRWRiOIBvGI48RUUpNmT/gGgxvlUMYS36Me55GWI4LMFQN24Gt5t81GPaaN4EDwBtA1njn\n9RTK+EHgJfN3KcYHchB4Bogf7/yNsExnA5vMevsTkDkV6gz4JrAX2An8DoifjHUGPIVhRxvAGPHe\nFap+MBbVfchsS3ZgeDGOexmGWbaDGLYmqw152Hb+V82y7QOuHu/8h/rToY40Go1GMyGZSio+jUaj\n0UwhtIDSaDQazYRECyiNRqPRTEi0gNJoNBrNhEQLKI1Go9FMSLSA0mg0Gs2ERAsojUaj0UxItIDS\naDQazYRECyiNRqPRTEi0gNJoNBrNhEQLKI1Go9FMSLSA0mg0Gs2ERAsoTdSIyHwR2SoiXSLymfHO\nz0RHRA6LyGXjcN8TIlI61vd1yMcHRaRuvPOhmbzERD5Fo/HxReBtpdTZ450RTWiUUinjnYfxwFwI\n826l1BvjnRfN6UGPoDTDoRjYFeqgiLjHMC+aUca2Yu6EZrLkUzN8tIDSRIWIvAVcDPzMVCHNE5HH\nReQXIvKKiHQDF5urdN4vIkdE5JiIPCwiibbrfEFEGkWkQUQ+KSJKROaYx/4mInfbzv2EiPzdtr1A\nRNaKSKuI7BORW2zHHheRh0TkZVMFuV5EZtuOL7alPSYiXzH3u0TkSyJySERaROSPIpJlHntZRD4d\n8By2i8g/hXhGHxeRGvM6Xw04Fi8iD5rlbjB/x5vHPigidSLyRRE5bj6fG0XkGhHZb+b5K7ZrrRKR\ndSLSbp77M3MVaeu4/ZmGfS4BeSwx094lIkeAt8z95SLyvnm/bSLyQVuafxaRPea1q0Tk/zpdO8T9\nlIh8xkzXLCI/FBGXeWy2iLxlPstmEVkjIhm2tIdF5D9EZDvQLSJPAUXAX8z384vR5kMzgRnvFRP1\n3+T5A/6GoUKxth8HOoDzMTo7CcADGEtKZwGpwF+A/zbPvwo4BiwBkoEnMVYOnhPi+p8A/m7+TsZY\nHfSfMVTTy4FmYJEtLy3AKvP4GuAP5rFUjNVGP2fmMRVYbR77LFABzMRYKfaXwFPmsVuA9bb8LDPv\nEefwbBYBJ4APmNf5EeABLjOPf8u8zzQgF3gf+LZ57IPmuV8HYoF7gCbz+aQCi4GTwCzz/DKg3Cxn\nCbAHuM+WF/szDflcHMpQYqb9rfm8E4ECM/01Zh1fbm7nmmmuBWZjrEB7EdADrLCVqy7M+6Qwlo7P\nwhAu+636B+aY94o3n9e7wIO2tIcxVoktBBJt+y4b7+9E/52+v3HPgP6bPH84C6jf2rYF6AZm2/ad\nC1Sbv38NfN92bB7RC6iPAu8F5OeXwDdseXnUduwaYK/5+zZgS4gy7QEutW3PwFg2OwZDmLUBc81j\n9wM/D3Gdr9sbfrOB72dIQB0CrrEdvxI4bP7+IIYAcpvbqeZzWW07vxK4McS97wNesG0HCijH5+Jw\nnRIzbalt338Avws47zXgzhDX+BPwWVu5Igmoq2zb/wK8GeLcG+11aAqjTwaccxgtoKbUn9bdak6V\nWtvvXCAJqBQRa58Alm0qH6OhtagZxn2KgdUi0m7bFwP8zrZ91Pa7B7CcBQoxBESo674gIl7bvkEg\nTylVLyJPAx8TkW9iCLqbQlwnH9uzUEp1i0hLwHF7eWvMfRYtSqlB8/dJ8/8x2/GTVnlEZB7GCG0l\nxvOOwf+5BhLquYTCXqfFwM0i8iHbvliMkQ8icjXwDYzOhsvMz44I1w91L98zEZE84MfAhRgC24XR\nWQiVVjMF0TYozamibL+bMRrSxUqpDPMvXQ15lTViCAuLooBrdWM0cBbTbb9rgXds181QSqUopf5f\nFHmsBUK5XdcCVwdcN0EpVW8efwK4A7gU6FFKrQtxHb+yiUgSkG073oDR2FsUmftGwi+AvRgjuzTg\nKxgdgdOFvU5rMUZQ9ueTrJT6vmlDew5jZJmnlMoAXhlmXgLfB+uZfM/Mx1KzjB9zuK6KsK2Z5GgB\npTltKKW8wK+AB0RkGoCIFIjIleYpfwQ+ISKLzAb8GwGX2Ap8WESSTCP/XbZjLwHzTEeEWPPvHBFZ\nGEXWXgJmiMh9prNCqoisNo89DHxXRIrN/OaKyA22Mq0DvMD/4j9aC+RZ4DoRucB0WPgW/t/XU8B/\nmtfPwVAJ/j6KvDuRCnQCJ0RkARCNkB4pvwc+JCJXiohbRBJMp46ZQByGjagJ8JijqSuGef0viEim\niBRi2AOfNvenYtj0OkSkAPhCFNc6RuiOiGYSogWU5nTzH8BBoEJEOoE3gPkASqlXgQcxvMMOmv/t\nPIBhtzmGMXJZYx1QSnVhNH63YvSyjwI/wGggw2KmvRz4kJnuAIZHIhhqpBeB10WkC8ORYXXAJX4L\nLCWMQFFK7QI+heHY0IihjrJPUv0OsAnYjqEC22zuGwmfB24HujA6BE+HP33kKKVqgRswRmlNGCOq\nLwAu87l+BqPj0Wbm6cVh3uLPGOrJrcDLwGPm/m8CKzCccF4Gno/iWv+N0QloF5HPDzMfmgmIKKVH\nxZrxQ0QUhqrq4HjnJRQi8n+Ae5VSF4x3XqYSk6HuNeOLHkFpNGEwVZH/Ajwy3nnRaM40tIDSaEJg\n2s6aMFSOT45zdjSaMw6t4tNoNBrNhESPoDQajUYzIZlQE3VzcnJUSUnJeGdjStLTP8iJPg8p8TEk\nxemYrhpNNOjvZnSorKxsVkrlRjpvQgmokpISNm3aNN7ZmHJU1rRxx6MVxHi8eGNc/PLucsqKM8c7\nWxrNhEZ/N6OHiEQVRUar+M4AKqpa6Pd48SoY8HipqGqJnEijOcPR3834owXUGUB5aTZxMS7cArEx\nLspLsyMn0mjOcPR3M/6cFi8+MVay7MIIsulRSq0UY02dpzEiJB8GblFKBQZ79GPlypVKq/hGh8qa\nNiqqWigvzdZqCo0mSvR3MzqISKVSamXE806jgFqplGq27fsfoNUMKvklIFMp9R/hrqMFlEaj0Ux9\nohVQo6niuwEjnhrm/xtH8V4ajUajmWKcLgGlMIJtVorIvea+PKVUo/n7KJB3mu6l0Wg0mjOA0+Vm\nfoG5uNs0YK2I7LUfVEopMzBkEKZAuxegqChweSCNRqPRnKmclhGUtbibUuo48AKwCjgmIjMAzP/H\nQ6R9RCm1Uim1Mjc34rwtjUaj0ZwhnLKAEpFkEUm1fmOs2bMTY12YO83T7sRY90Wj0Wg0mqg4HSq+\nPOAFEbGu96RS6q8ishH4o4jcBdQAt5yGe2k0Go3mDOGUBZRSqgpY5rC/Bbj0VK+v0Wg0mjMTHUlC\no9FoNBMSLaA0Go1GMyHRAkqj0Wg0ExItoDQajUYzIdECSqPRaDQTEi2gNBqNRjMh0QJKo9FoNBMS\nLcArwakAABwKSURBVKA0Go1GMyHRAkqj0Wg0ExItoDQajUYzIdECSqPRaDQTEi2gNBqNRjMh0QJK\no9FoNBMSLaA0Go1GMyHRAkqj0Wg0ExItoDQajUYzIdECSqPRaDQTEi2gNBqNRjMh0QJKo9FoNBMS\nLaA0Go1GMyHRAmoKU1nTxkNvH6Sypm28s6LRTHr09zT2xIx3BjSjQ2VNG3c8WkG/x0tcjIs1d5dT\nVpw53tnSaCYl+nsaH6bsCOpM7u1U1rTx4Bv76fd48SoY8HipqGoZ72xpNJOWiqoW3/fUP+DlwTf2\nn7Fty1i2q1NyBHUm9nYqa9qoqGohMymOb720i74BLwpwCcTGuCgvzR7vLGo0k5by0mziYlz0D3jx\nAv842MzGw618/brFtPX0U16afUa0MWPdro66gBKRq4AfA27gUaXU90f7nvbejjV6GM+XxxIelpAI\n9zszKc73wkd73BJK/R4vLhG8ShnCCTh/Tg73XTZvyn88Gs1oUlacyZq7y3nwjf3842CzbyT19T/v\nxKsUcTEuP2EFI/+ew/0ez+94PNrVURVQIuIGHgIuB+qAjSLyolJq92jczz6KiItxMeDxEhvjIjMp\njofePjhqL064c5/bXMezlXV4Br3EuAREQv4e8AyNeoZz3BJKXgUohcslCIrYGNe4Cyd7nZyO56mv\npa81Xu9zWXEm9102j42HWxnweBHbd2cXVqf6PYf7ffPKQj68YmbEZ+R0/HR0hO3t6lhoZUQpNXoX\nFzkX+C+l1JXm9pcBlFL/7XT+ypUr1aZNm0Z0r8Dhp9WbsY8uRuPFifZaAGL+V2F+E+Fcp+MuwOUS\nlDKE0qmqHZxGfKcysrOrG0dLSOtrnRnXGulI5XQKu0B1eqCwOtXvOdy5AsS6x6duAp/9qXQURKRS\nKbUy0nmjreIrAGpt23XAavsJInIvcC9AUVHRiG8UOPxs6+nnUxfP4aG3Dw7tH1SA8lV24L7hHB/u\ntewv1uCgF7cr+LfHY+i37S9GNMdPp1A6nQLdrm483c9TX+vMvNZIRirRCrtov5uy4kzfufOnpwYJ\nq1P9np3aBivfp/K8T7lubO3qWDHuThJKqUeAR8AYQY30OpYRM3D4ad8/Gi9OtOeGG5qfDrXI6RJK\ndnXhqb7QlroRpU7b8zyddaOvNfmuNdL3M5KwO53CajTUnJap4FTboVPtCI+1s9WUUfGBv2rK/oKd\nLpXVqZw70ZwU7CpR+0dvVxeezpHdRLBd6GtN/muNZKQSjbCz3ntLWE1Ez99IzlZjUTen65lEq+Ib\nbQEVA+wHLgXqgY3A7UqpXU7nn6qA0kTPQ28f5H9f3xcklALVhTAxXmiNxmIkHc5Iws5uQ3IL/PsV\n88dUlXWmMSEElJmRa4AHMdzMf62U+m6oc7WAGhsqa9r8VAanw4al0UxGnBwe7Cp5/S2MDhNGQA0H\nLaBGH7tqL0Z/iBqND3vHzfJam4iqvqlAtAJqyoY60jhj93Yc9CryMxL1B6jRYDg8FGQk4hnUIcIm\nClpAnWFYXo1u0SGQNJpA9PcxsZhQKj4RaQJqTvEyOUDzacjOROS0lE3iEpNdcUmp3v6eLtV/svs0\n5OtUmap1pss1+ciRuMSTE+z7OB1MtDorVkrlRjppQgmo04GIbIpGtzkZmapl0+WaXEzVcsHULdtk\nLZdW8Wk0Go1mQqIFlEaj0WgmJFNRQD0y3hkYRaZq2XS5JhdTtVwwdcs2Kcs15WxQGo1Go5kaTMUR\nlEaj0WimAFpAaTQajWZCMqUElIhcJSL7ROSgiHxpvPMzUkSkUETeFpHdIrJLRD5r7s8SkbUicsD8\nPylDQIiIW0S2iMhL5vYsEVlv1tvTIhI33nkcCSKSISLPisheEdkjIudOhToTkX8z38OdIvKUiCRM\nxjoTkV+LyHER2Wnb51g/YvATs3zbRWTF+OU8MiHK9kPzXdwuIi+ISIbt2JfNsu0TkSvHJ9eRmTIC\nyra8/NXAIuA2EVk0vrkaMR7gc0qpRUA58CmzLF8C3lRKzQXeNLcnI58F9ti2fwA8oJSaA7QBd41L\nrk6dHwN/VUotAJZhlHFS15mIFACfAVYqpZZgBH2+lclZZ48DVwXsC1U/VwNzzb97gV+MUR5HyuME\nl20tsEQpdRbGqhJfBjDbkluBxWaan5vt54RjyggoYBVwUClVpZTqB/4A3DDOeRoRSqlGpdRm83cX\nRkNXgFGeJ8zTngBuHJ8cjhwRmQlcCzxqbgtwCfCsecpkLVc68AHgMQClVL9Sqp0pUGcYC5smmsvn\nJAGNTMI6U0q9C7QG7A5VPzcAv1UGFUCGiMwYm5wOH6eyKaVeV0p5zM0KYKb5+wbgD0qpPqVUNXAQ\no/2ccEwlAeW0vHzBOOXltCEiJcByYD2Qp5RqNA8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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#DFT 1D\n", "# Now we can transform this original signals to a new vector space based on fourier base patterns\n", "# How to transform the original signal (DATA) to a new basis system \n", "W = base_filter_1D(N)\n", "X1 = W.dot(x)\n", "# plt.plot(X,'.r')\n", "plt.subplot(3,1,1)\n", "plt.plot(x,'.-');\n", "plt.title('time domain');\n", "plt.subplot(3,1,2)\n", "plt.plot(np.real(X1),'.');\n", "plt.title('frequencey domain real part')\n", "plt.subplot(3,1,3)\n", "plt.plot(np.imag(X1),'.');\n", "plt.title('frequencey domain imaginary part')\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Fast Fourier Transform (FFT) in Numpy\n" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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evKj/zg9UujlRv8pIfbmvl4+pViHf6rg8P7C59NK1H/edtt+A46aMQG/3tuCPfrR1aK8h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\nA12SCvH/ATw/eKHHFeeUAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\n", "plt.plot(np.abs(np.real(X1)),'or');\n", "\n", "\n", "X = np.fft.fft(x)\n", "plt.plot(np.abs(np.real(X)),'*b',markersize=3);\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## How does it deal with translation?\n", "### we have two similar signals with a different in time" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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76Dy5apuF0FLZp75wxbwJtIuYfwP8/e+4zTVGuyjhq2WbKpOPpOyjlq3jYEq3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\n75FG/tEzQzuv89/ed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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Two signals have the same frequencies but with a shift in time\n", "N = 256\n", "t = np.arange(N)\n", "x1 = .4*np.sin(1*t+.1) + .6*np.cos(-15*t+.1) + .3*np.random.rand(N)\n", "x2 = .4*np.sin(1*(t-2)+.1) + .6*np.cos(-15*(t-16)+.1) + .1*np.random.rand(N)\n", "plt.plot(x1)\n", "plt.plot(x2)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": true }, "outputs": [], "source": [ "W = base_filter_1D(N)\n", "X1 = W.dot(x1)\n", "X2 = W.dot(x2)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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97QoXwNptm6GsG717W29074IBIIYfipYk2bLkUcQPtCsdHPncu5MV9HB4qi0S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\nP0cN3DKYrLxiyqQI1h4MfUN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IZhEJiogD/IfoY3fKt9cY48WK23Mi8npocdoe39ra21qO\nbyoIelpPRm2MyTLG5ITfA8cCi7BtnBTabBIwPTkWNht1te9N4JxQNcRBwM6YR/eUpUac+NfYYwy2\nvWcYY9oZY/oDg4CvW9q+xmKMMcATwBIR+UfMqrQ8vnW1t9Uc32RnjRPMLJ+IzSb/BNyQbHt2c9sG\nYLPg3wGLw+0D8oCZwHLgI6BLsm1tQhtfwD6G+rExxAvqah+2+uGh0LH+HhidbPt3U3ufDbVnIfYi\n7xGz/Q2h9v4InJBs+3exrWOw4ZSFwILQ34npenzraW+rOL7aU1RRFCVNSIWQi6IoipIAKuiKoihp\nggq6oihKmqCCriiKkiaooCuKoqQJKuiKoihpggq6oihKmqCCriiKkib8f0HYpLnWWwKQAAAAAElF\nTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(np.abs(np.absolute(X1)),'b');\n", "plt.plot(np.abs(np.absolute(X2)),'g');" ] }, { "cell_type": "markdown", "metadata": { "collapsed": false }, "source": [ "## Reconstruction \n", "### From freq to time" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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Vq7pzwN1gmBV3r4n72xcxhOYYyjbEMcBqcwxVnLLJyfIjNEJzDD797IY1bY6B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\no/V2SFVg+CyAlxPRfQBObbwGEa0hoksbOs8DsJ6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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "N = 128\n", "t = np.arange(N)\n", "x = 1*np.sin(5*t) \n", "\n", "W = base_filter_1D(N)\n", "X = W.dot(x)\n", "W_inv = np.linalg.inv(W)\n", "\n", "def reconstruct_signal(howmanybasis=1):\n", " x_r = W_inv[:,:howmanybasis].dot(X[:howmanybasis])\n", " plt.plot(x[:],'b');\n", " plt.plot(x_r[:],'r--');\n", " plt.ylim(-1,1)\n", "interact(reconstruct_signal,howmanybasis=(0,N-1,1));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Denoising\n", "### Note that there of course many other methods for signal smoothing and denoising " ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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ONB86MV/e5oRdUh1bT7duPH/HjgWnpjpJURHH886jfQA/A/X1nF/p3p0/HTpw\neX884ruLF0euKRPKwIG8izx9Wu4STb9ZvyAeeyvp1cv6sjbnHRnht4diTIy9Rw9+oIynIPH11mHE\n3E3hmI0bOY4da13cDxywbOzenbf/5mIeD4+9Z0/WJjIroaMxcCAvhqH9UlOR0Fr4XkeEvZUoxXBM\nVlbzX6J27ayl4wa7x56WZqVUisfeOsxF1k3CXlREQe/Z01oJWl5ulRMw8Vwj+skWFkl5tBCPXfgX\nEyawmqN98VIk+vZtKuxKWYJkwjEi7K3DnEc3ZcZs3EhvHeDFOy8vvLDH02NvCQUFHCXl0X8eu8TY\n28Dvfhd7rY3Q1aemAJipuy7C3jbcFoo5cwbYsgX40pesfebi7haPPT+fzoV47OKxCza6do1diENX\nn4aWCBVhbxtuC8Xs2MFJSeOxA9bFPVTYBwygwIaucE407drxopLqwl5fz8+Nnzz2uAi7UmquUmq7\nUqpEKbU0Hsf0G336sHa7ScerrQ1unCDC3jbcFooxGTHjxln7zMU9VNi//W3gzTedyaGWlMfgxYJ+\noc3CrpRKB/AAgHkARgG4XCk1qq3H9Rt9+9IzMEuXQz32ggIWcrLnNQux47ZQzMaN7I41YoS1r29f\nrj42K5CNkHfrBpx/fvJtBETYAf+tOgXi47FPAVCitd6ltT4N4GkAC+JwXF8Ruvo0VNivvRb47LPY\nuuUITencmfMVbhH2oiLWPG/f3tpnPgPbttHWWFISE83AgSxA5qaFXcnGb3VigPgIez8ApbbtssC+\nIJRS1yql1iil1hyyF01JEUJXn4YKe1YWmzMLrUMpeu0mFPPiiyy85RQbNwaHYQDrM7B1K710NzQs\nHziQE72/+x1wzz3AG2+E78/rZ8RjbwNa64e11pO11pNzkj1L5ALswt7YyLienzwEN2Cv8PjkkyyV\na4puJZPDhxnesE+cAlaYbetW99QkMRefW25hk/B58yj2v/mNs3YlE/HYw7MfQH/bdn5gn2DDHoox\nbbiidZ0XWo69EFhxMS+gO3cm3w5TfjmSx370qHuEffp0fiZNF6fnnuMFaOlS4MQJp61LDuKxh+dT\nAEOVUoVKqXYAFgNYHofj+oqsLH6Zy8v9OQvvBkzp3sZGphsCbDqRbD75hGOox27vxOUWYQd4wend\nm47GwoXAdddxf6pETKurGRZzS42heNBmYdda1wP4fwBWANgK4Fmt9ea2HtePmHS3khJui7DHFxOK\nKS21QjBo1j1MAAAUYElEQVTJFnat2VDjC19gfrqdjAyrrpCbhD0Uk3pbWWnte/BB4Fe/csaeRFNU\nxAubG+Y84kVc/hSt9Wta62Fa68Fa6/+KxzH9SJ8+wGuvAXPnMlvCXiFSaDsmFFNcbO1LtrC//z6w\neTPwve+Ff96EY7wm7P/4B+ct/MamTcA//wl85ztOWxJffHSNcj/Tp9NLv/12dl8aPtxpi/yFCcUY\nYR82LFjkk8GDD9KOxYvDP+9VYa+osGLRfuLOO5l26mQGVSIQYU8iv/wlG1b//OeywjQRmFBMcTG/\nrLNmJc5jP3Om6SrXgweBF15gK8VI6xFMZoyXhF1ra3JVa+fsijfFxcAzz7C7ld/CoiLsgm/o2pX1\nWYqK6K0PH86JMZPOFk/+4z+YFrhihbXvkUco+N/9buTf84LH3qkT0LGjJezHjjFDpr6ej/3CXXex\nXs5NNzltSfwRYRd8g6kXs3Ythd3MYSTCa9+5kzVfLrgA+OlPgYsvBn72M5YGsJcRCMULwg7QazfC\nXlFh7fdLOKa+nnMGV10VWxtBryHCLvgGI+xHj7IJipnDSEScvboamDqVgn7nncD//i9w663AU09F\n/z0vCnu4BjFeZ+9e3t2ddZbTliQGqccu+AZ7HvKwYUBhIZCZmRiPvaqKC5Cefhr48ENg0iSuVWiO\nKVOYCjlxYvxtiie5uVbLPD967Gbh2pAhztqRKETYBd9gPHaAwp6RwQ5XiRD26mr2vU1LA2bMiP33\n+vYF1qyJvz3xJjeXRekAfwv74MHO2pEoJBQj+Aa7sA8dynH48PgLe0OD/1qphWJCMSYjxuAnYe/Q\nwb/ZaSLsgm8woZicHKsOz7BhXOkbz4qFdXUsW9CrV/yO6TZycznBWFdHj938rX4R9pISYNAgf602\ntePTP0tIRYzHbl/RO3w4J8ni2UzCpE/63WMH6LVXVLARTMeO/hH2nTv9G4YBRNgFH2E8druwm9TD\nTz+N3/tUVXH0u8cOUNjLy60iYX4Qdq2BXbv8O3EKiLALPiIzk3nJX/uatW/KFAr97bfTcw9l9eqW\ni5Xx2FNF2CsqGIvOzvaHsFdUcMGVeOyC4BEefZRF1gyZmcDvf89c9j/+Mfi1n38OzJnT8qqFxmNP\nhVDMgQMU9969/SPsprqqCLsgeJgLLuDPL37Bei6G/ftZAmD16pYdLxU8dvO3bd7M0IWfPHa/pzoC\nIuxCivD73wMnT7IQm8EswFm3Djh+PPZjVVXxTsANzagTRWYmhbyoiNt+8th37mQ2zMCBTluSOETY\nhZRg2DBg9mzg44+tfUbYGxqC9zdHVRU9WtMNya/k5rIpN+A/j33gQBYA8ysi7ELKUFgI7NljbRth\nB1jrJVbMqlO/k5trVXM0HvupU7zz8RpHjlh/i99THQERdiGFKCigt22+4KWlTJEcO5adj2Klqsrf\nE6cGe9VDI+yAN732Sy8Fpk1jNkxJiQi7IPiGggKOZrFSWRnQvz9wzjks5BXr6tRU8tgBVqLs0MG7\nwq416/Ns3gxcfTXtF2EXBJ9gJstMOKasDMjPZxGvo0eteHJzpIrHboS9d2+OXhX2igp21iosZMck\nQIRdEHyD8djDCTsQW5y9sTH1PHZTKMurwr51K8cHHmANfUCEXRB8Q14eQwp79nAV6sGDFPaBA4F+\n/WKLsx8+7P8CYAa/eOxG2MePB55/Hvj1rzmv4mekHruQMihFEd+zhysqtWaMXSl67R991PwxUmHV\nqSGSx56IHrKJZMsWTpL36cP/9dKlTluUeMRjF1KKggIKu0l1zM/nOGoUJ1U//zz676fCqlNDqMfe\nqRMXLnnRYx850v/rDuyIsAspRSRhLyykB99ced9U8tgLC4HFi4F587itlDcXKRlhTyVE2IWUwuSy\nb9vGbSPsgwZx3L07+u+nQsleQ2Ymm3OPGWPtCyfsjz/Onq9aJ9e+WDCNQkaNctqS5CLCLqQUJjPm\n/feBLl2s5hyFhRx37Yr++6kUiglHOGFfuZL1dtzoyZuJU/HYBcHHGGH/6CPLWwc4sda+fWwee0YG\nLwqpSDhhN+Gr/fuTb09zbNnCUYRdEHyMEfbjx4OFPS2NXnssHnsqFACLhNeEfetWXrDN/z1VEGEX\nUgqTyw4ECztAYY/FY0+FidNIhAp7YyOwbx8fu1XYR4wA0tOdtiS5iLALKYXJZQeYw25n0KDYPfZU\nJTubdzsmLbSy0mo5aK+W6RZSMSMGEGEXUhBzWx7OY6+rA2prub17N3DnncBFFwHnngts2iQeu1mk\nZM6RPT3UbR77iRNMbU1FYZeVp0LKEUnY7SmPPXowf3v7dt7K19YC06cD9fWsBpmq2Fef9u5tCXtW\nlvuEfcsWpmCmWqojIB67kIJE89gBhmNKSijq993H2/lPP+XzJ0+mtsduwlimIbQR9ilTnBf2jRt5\nx2UwXbGmTHHGHicRYRdSjosuAi67DBg+PHi/Efbdu4E33uDjCy7g2L8/c99vvBFYtCh5trqNsWM5\nT7F+Pbf37eNagJEjwwv7oUPAj3/cfKmGtvLBB8DEicBtt1n7Pv6YdxWhcympgIRihJRj9Gjg6aeb\n7u/WjaGGXbvYXWnIkODyrl26APfemzw73Ujnzuwfa4R9715gwABWx6yu5h1NVpb1+pdeAn73O4a1\n5sxJjE3V1Sx90NAAvPmmtf/jj1mmNxVTU8VjFwQbgwYx9PLuu8DcuU5b404mTAgWdlP2GGDVTDsm\nZLN5c2Js0Rr41rdYNuAb3wCKi5mdU1PDx6b+eqrRJmFXSi1SSm1WSjUqpSbHyyhBcIpBg4BVq5hR\nIcIengkTmG1SV2cJu5mvCA3HGGHftCkxtixfDvzzn8A99wA338x977wDfPIJH4uwt45NAC4FsCoO\ntgiC45gqj+3aAbNmOW2NO5k4keOqVWw8YvfYQ4V9xw6O8fDYT5wALrmEnrjhk0+4+Oi661isLCcH\nePtthmGUAianqLvZJmHXWm/VWm+PlzGC4DQm5XHmTNYfF5oyYQLHl1/maGLsQLCwax3ssbe1+uO2\nbYzZv/iitW/zZmDoUJYNSEsDZs+mx/7RR0xz7Nq1be/pVSTGLgg2TGaMhGEik5fHbJN//pPbAwdS\nQDt1Chb28nJOpo4eDRw50vZ0SLMoasMGa9/mzTy+4fzz+b7vvANMm9a29/MyzQq7UuptpdSmMD8L\nWvJGSqlrlVJrlFJrDh061HqLBSGBzJgB/OAHwJVXOm2Ju5k4kamMAIVdKcbZ7WUFTBjm4os5tjXO\nboTdTNyePAns3Bks7Cbz5syZ1I2vAzEIu9b6fK31mDA/L7fkjbTWD2utJ2utJ+fk5LTeYkFIIB07\nAvffz1itEBkTjmnXjh48wHCM3Ss3YZgFARewrXF2U3ysuJiivm0bwzt2YS8stO66RNgFQRBagBH2\nAQMY2wbCC3tGBr373r1j89i1trpUhWI89sZGHstcKOzCDjBnvkePpvtTibamO16ilCoDcDaAV5VS\nK+JjliAIbsZkxgwYYO3r14957I2N3N6xg5PRGRkU2XAe++rVDJsY3nqLTU9KS5u+1l4ueP16Hi8z\nk5Ondu66C1izJvVK9dppa1bMMq11vta6vdY6T2v9lXgZJgiCexk8mBOm9pW5/fqxSJqJvZeUcPUu\nYAm7EX2AOfAzZwavAt64kcewpzQaamuB3FyuAN6wgccbNozhIDtduljZTamKlBQQBKHFpKVx+b69\nkJp5XFZGAS4psdYCjBnDPPS9e60YeHk5x507rWOYyddwGTS1tSzAlp1Nj728PHXz1JtDYuyCILSK\nqVOt/HUgOJe9ooINOeweOxAcZzeNwe1hl2jCXlPD2LkpabB7d2rH0aMhwi4IQlwYPJgx73/8w8qI\niaew19bSWx8/nheN0IwYwUJCMYIgxIXsbJbNvf12q12emdjs1o3hGXvrwdYI+5gxFHaDCHt4xGMX\nBCFuLF1K4V22jNkwpjEHQGG3r000wr5vH73v+nor7h4tFDNmDGP87dpZdwRCMCLsgiDEjcxM4K9/\nZaphQQHF3ZCby+bXBpO+eOIEvfGDB1lTPT29afnf+nqWJcjO5iKyYcPYKCVDYg5hkdMiCEJcmTQJ\neOihpkW/cnKAtWutbeOxAwzHnDrFx2PHMu3RiDxgtbzr0YPjPfekZgONWBFhFwQh7nznO0335eQ0\nDcW0a8d4fGmp1T5v6lRmvRw8CPTty31m1alppn3hhYmz3Q9IKEYQhKSQm8v67UbAq6sZLwco7Gbi\n1NR4scfZjbAbj12Ijgi7IAhJwRRWM7VgqquZ1ZKRYQl7hw7AuHF83i7sJh4vwh4bIuyCICSF3FyO\nJhxTXU2x79fPEvb8/PBNO0JDMUJ0JMYuCEJSMB57ZSUnSk+cYImA/v0p7A0NFPbcXHrx4rG3HvHY\nBUFICkbYDx2yhNou7MZjT0tjhUeJsbceEXZBEJKCPRRjUh3twr5/v1VIzJQANtTWsvVeaCVHITwi\n7IIgJIXu3ZmXXlkZLOwDBrAm+5kzwcIeGooRbz12RNgFQUgKaWlAr17BHnt2Nj12QyRhNwXAhNiQ\nyVNBEJKGqRdj99jtzTfswn7kCHDsGNC5s3jsLUU8dkEQkkZOTtNQTDiP3aw4NV57ba0Ie0sQYRcE\nIWmYsgLV1UBWFn969uTCpMxMK3MmNJddQjEtQ0IxgiAkDROKqamhoAMs5tW/PydP0wKuZqiwSyim\nZYiwC4KQNHJyWC+mvNwSdoBlBEwNGSBY2E+dAk6eFI+9JYiwC4KQNEyoZft2q6k1ADz+eHCZ306d\n6N0XFcnipNYgMXZBEJKGWaS0Z0+wB96xI8XcziWXAMuXW1UfRdhjR4RdEISkYTx2rYNDMeH4+tfZ\ntPqxx7gtoZjYEWEXBCFpGGEHmhf2c85h+qMRdvHYY0eEXRCEpGFCMUDzwp6WBlx+ORcpAeKxtwQR\ndkEQkoapFwM0L+wAwzEG8dhjR4RdEISkkZZmhWNiEfbx44GRI/m4W7fE2eU3RNgFQUgqLRF2pYCb\nb2bzauPpC80jwi4IQlIxwh5rzPxb3wJeeSVx9vgREXZBEJKKmUCNxWMXWocIuyAISSUnhyEWmQxN\nHFJSQBCEpHL11SwnIDHzxCHCLghCUpkwgT9C4pBQjCAIgs8QYRcEQfAZIuyCIAg+o03CrpS6Wym1\nTSlVpJRappTqHi/DBEEQhNbRVo/9LQBjtNbjABQD+EnbTRIEQRDaQpuEXWv9pta6PrD5EYD8tpsk\nCIIgtIV4xtivBvB6HI8nCIIgtIJm89iVUm8D6B3mqZ9qrV8OvOanAOoBPBnlONcCuBYABgwY0Cpj\nBUEQhOZR2t5BtjUHUOoqANcBmKO1PhHj7xwCsLeVb9kLQFUrf9cNiP3OIvY7i9jfNgZqrXOae1Gb\nhF0pNRfAvQDO1VofavWBWvaea7TWk5PxXolA7HcWsd9ZxP7k0NYY+/0AugB4Sym1Xin133GwSRAE\nQWgDbaoVo7UeEi9DBEEQhPjgxZWnDzttQBsR+51F7HcWsT8JtHnyVBAEQXAXXvTYBUEQhCh4StiV\nUnOVUtuVUiVKqaVO29McSqn+Sql3lVJblFKblVI/DOzPVkq9pZTaERhd20tGKZWulFqnlHolsF2o\nlPo48D94RinVzmkbI6GU6q6Uej5Qz2irUupsj537GwOfm01KqaeUUh3cfv6VUn9VSlUqpTbZ9oU9\n54rcF/hbipRSk5yzPKLtEethKaV+ErB9u1LqK85YHR7PCLtSKh3AAwDmARgF4HKl1ChnrWqWegA/\n0lqPAjANwA8CNi8F8I7WeiiAdwLbbuWHALbatn8D4PeBifNaANc4YlVs/AHAG1rrEQDGg3+HJ869\nUqofgH8HMFlrPQZAOoDFcP/5/xuAuSH7Ip3zeQCGBn6uBfBQkmyMxN/Q1Paw9bAC3+PFAEYHfufB\ngEa5As8IO4ApAEq01ru01qcBPA1ggcM2RUVrXa61/izw+CgoLP1Aux8LvOwxABc7Y2F0lFL5AC4E\n8JfAtgIwG8DzgZe42fZuAGYCeAQAtNantdZ18Mi5D5ABIEsplQGgI4ByuPz8a61XAagJ2R3pnC8A\n8LgmHwHorpTqkxxLmxLO9ij1sBYAeFpr/bnWejeAElCjXIGXhL0fgFLbdllgnydQShUAmAjgYwB5\nWuvywFMVAPIcMqs5/j+AWwA0BrZ7AqizfdDd/D8oBHAIwKOBUNJflFKd4JFzr7XeD+AeAPtAQT8M\nYC28c/7tRDrnXvtO2+thudp2Lwm7Z1FKdQbwAoAbtNZH7M9ppiW5LjVJKTUfQKXWeq3TtrSSDACT\nADyktZ4I4DhCwi5uPfcAEIhDLwAvUH0BdELTMIHncPM5j0Ys9bDchJeEfT+A/rbt/MA+V6OUygRF\n/Umt9YuB3QfNLWdgrHTKvijMAPBVpdQeMOw1G4xZdw+EBgB3/w/KAJRprT8ObD8PCr0Xzj0AnA9g\nt9b6kNb6DIAXwf+JV86/nUjn3BPf6UA9rPkArtBWfrirbfeSsH8KYGggK6AdOHGx3GGbohKIST8C\nYKvW+l7bU8sBLAk8XgLg5WTb1hxa659orfO11gXguf4frfUVAN4FsDDwMlfaDgBa6woApUqp4YFd\ncwBsgQfOfYB9AKYppToGPkfGfk+c/xAinfPlAK4MZMdMA3DYFrJxBYF6WLcA+GpIkcPlABYrpdor\npQrBCeBPnLAxLFprz/wAuACcmd4Jlg123KZm7D0HvO0sArA+8HMBGKt+B8AOAG8DyHba1mb+jlkA\nXgk8HgR+gEsAPAegvdP2RbF7AoA1gfP/EoAeXjr3AO4AsA3AJgBPAGjv9vMP4ClwTuAMeNd0TaRz\nDkCBmW47AWwEM4DcZnsJGEs339//tr3+pwHbtwOY5/S5t//IylNBEASf4aVQjCAIghADIuyCIAg+\nQ4RdEATBZ4iwC4Ig+AwRdkEQBJ8hwi4IguAzRNgFQRB8hgi7IAiCz/g/ITlT3kven8sAAAAASUVO\nRK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "N = 128\n", "t = np.arange(N)\n", "x = 1*np.sin(.05*t) + 1*np.cos(.15*t+.1) + .83*np.random.rand(N)\n", "\n", "plt.plot(x[:],'b');\n" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "X = np.fft.fft(x)\n", "# plt.hist(X,bins=100);\n", "plt.plot(np.absolute(X),'.');" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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rsqcZKRQCfOlvFjqpnAj7SDvGHQiP60dnM05/CP2u2NXasDcoTCBVySRYW1uY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\nj1ljtk5TnwvzLbGxwuvnmtDvCuDj44NYUWGc0fP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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def denoise(howmany=1):\n", " X = np.fft.fft(x)\n", " X[np.argsort(-1*np.absolute(X))[howmany:]]=0\n", " plt.plot(np.fft.ifft(X),'r',linewidth=3)\n", " plt.plot(x)\n", "interact(denoise,howmany=(0,N,1));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 2D Fourier Transform\n", "http://www.robots.ox.ac.uk/~az/lectures/ia/lect2.pdf\n" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": false }, "outputs": [], "source": [ "N = 32\n", "W1D = base_filter_1D(N)\n", "def base_filter2d_vis(u=1,v=1):\n", " \n", " r = W1D[u][np.newaxis,:].T\n", " c = W1D[v][np.newaxis,:]\n", " W2 = r.dot(c)\n", " fig = plt.figure(figsize=(15,7))\n", " plt.subplot(1,2,1)\n", " plt.title('Real Part(CoSine Wave)')\n", " plt.imshow(np.real(W2),cmap=plt.cm.gray)\n", " plt.axis('off')\n", " plt.subplot(1,2,2)\n", " plt.title('Imaginary Part (Sine Wave)')\n", " plt.axis('off')\n", " plt.imshow(np.imag(W2),cmap=plt.cm.gray)" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "interact(base_filter2d_vis,u=(0,N-1,1),v=(0,N-1,1));" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": false }, "outputs": [], "source": [ "#Base Filters 2D\n", "def base_filter_2D(N):\n", " W1D = base_filter_1D(N)*np.sqrt(N)\n", " W2D = np.ones((N,N,N,N),dtype=complex)\n", " \n", " for u in range(0,N):\n", " for v in range(0,N):\n", " r = W1D[u][np.newaxis,:].T\n", " c = W1D[v][np.newaxis,:]\n", " W2D[u,v,:,:] = r.dot(c)\n", " W2D = W2D/(np.sqrt(N*N))\n", " return W2D" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "## Base Filters Dictionary\n", "* Note that these base filters are defined independent of the data!" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(8, 8, 8, 8)\n" ] }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "N = 8\n", "W2D = base_filter_2D(N)\n", "print W2D.shape\n", "fig = plt.figure(figsize=(7,7))\n", "k =1 \n", "for u in range(0,N):\n", " for v in range(0,N):\n", " W2 = W2D[u,v,:,:]\n", " plt.subplot(N,N,k)\n", " plt.imshow(np.real(W2),cmap=plt.cm.gray)\n", "# plt.imshow(np.imag(W2),cmap=plt.cm.gray)\n", " k = k +1\n", " plt.axis('off')\n" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "collapsed": false }, "outputs": [], "source": [ "#DFT in 2D is much more time consuming.\n", "# Each cell is calculate as the sum of the dot product of base filter corresponding of that cell and the whole image\n", "## Very slow: Don't use it :)\n", "def DFT2D(W2D,img):\n", " N = img.shape[0]\n", " M = img.shape[1]\n", " img_fr = np.ones((N,N),dtype=complex)\n", " for i in range(N):\n", " for j in range(M):\n", " img_fr[i,j]= W2D[i,j,:,:].dot(img).sum()\n", " return img_fr\n", "\n", "def InverseDFT2D(howmanybasis=1):\n", " img_rec = img\n", " for u in range(howmanybasis):\n", " for v in range(howmanybasis):\n", " W = W2D[u,v,:]\n", " W_inv = np.linalg.inv(W)\n", " for i in range(N):\n", " for j in range(M):\n", " img_rec[i,j]= W_inv.dot(IMG[:howmanybasis,:howmanybasis]).sum()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Edge Detection\n", "## Low Pass High Pass filters" ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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xOEl5VRvvs9BpWjvdL3ajn00qrI9LJ++eScbUuPzy8twJ7NaYjqQ+IiJiXyOP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\nvU5FAJ+fdaH++uq2B4xuLPalzzLnkXN7vw0bNzamRST1tzne8pa34C1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0ah3wt2Wm+Rmd\nb36u5ATHFduubKRRr2+dEBvte5j3osbz2bc5BjHySGddgT1JEJ6rDgrXRfE9By2UBfwLaFlvvC6d\nNRIiJGA4zg+HQze+qHzPRlL0GXlcnUntw/Zd2u/o+39UC0F9aKGF9tjNslo6OT/sYGcHeGWhOAHo\nDowK/MmGA0dby+tiWILiRCLh2P9+v49Go+EyYSQSCSQSCZ+EhsBNmVyCS04YBBhk3sjGRaNRdDod\nB2YVcHMyV0DLe3S7XdTrdTchAnDOC9cE2PMIpjkhKqPHyZX1yslZQb2CEC7ctRIjlZ/w2XZ3d3Hh\nwgVcvHgRd+/edRPp0tKSSw+6u7uLWq3m3pGmwQuSwVhmnM9BsADgPp0uHTw+O9dJcLFzMpn0PZ++\nTzpACr4UQBE8WafTsqlBwO+Daid9Rh0LLIvO6/Dd6/+sU75v4CiXO98j+xu/pzKzbrfrGHF+rgyy\ngme9hi2zAmZdY0MpoI0e8nztgywrSQQC/Ugk4ogCjUZpmwfgPtcoAI+pM6H6dRthU9mK9mcrP4lE\nDtftNJtNVCoVbG1tuedptVpotVou41U2m3Vrkvictt703QaRM9Yhsp/zvek4rNHReDzuiAWbSEHL\noEBco6wK6rU+Jn1uf5+GhaA+tNBCe6xmgYsdPIOO2b8nXReAb8K2+cY1RN3tdt05GuLmJKt53gng\nOBEHyS84aVM+QiaZnyt7CNyfrxqAA5DUsjcaDTSbTQyHQxSLRSSTSVcGy0Zns1nnkHie50Ap8+cT\n1Cs7qfp3fTZlLllm1Zxb0Eoj6KUOmOfyvTI15Xg8RqPRwI0bN/DZz34W/X4ft27dwng8Rrlcxuzs\nLGKxGGq1Gm7duoUbN25gc3PTgRq+QzoivBedFXtf1j+dOQX1XARMmRWvGY1G0W63fVKOWCyGQqHg\nnDyVChH0sJ1pBg6+L4I/TvoKCBWYvB+T/8/DTqO8k/q8Okva9ggaAfhkNQB8LC/PU+mZAlr2f3UQ\nOR7wGgr+FdhbRladOZaL7UCdC/YJzcyj1xmNRr7sN7rHBckF4GhBOfuAXp/jmUaV1DlSx1idSz4H\nnRjrSOlaBu1rnudhZ2cHq6urmJ6exvb2NiKRiIt4jkYjpNNplMtlzM/Po1Qquegny2JNGXNbXgX1\nHKN0zGKkgGQLo6Za9lar5dt0Th0ley/rlGtETkE9cEQw6bFHIa6CLAT1oT21dpKO8LWvfQ2f+9zn\nfg6lCe1RTFnJ44D7JJYjaPJRpovAiiCbEzInzFgshn6/j06ng1gshnQ67dI+Mpc7AWw+n3f69Eaj\ngUajgVgshna7jZmZGRSLRSQSCTSbTXQ6HczMzACAm3gHg4HTu+uEqBMmJyWVcRBcc3IhYNdJWhfF\nMdSsWTwikYhLt8n76mJTK8chy24BPVNHal2rA6YTsWaoAOCuCcA5G8PhEPv7+7h+/Tqmp6fxwgsv\n4OWXX8ZwOESlUkGlUsFgMMClS5fwuc99Dt///vfxj//4j1hdXUWn03HgSrPUqO6fz0DQo+CGx1mf\nrDcu7Mtms26H3larhWq1ilarhVQqhU996lN4/vnnsb297cBCt9v17bqrTh7fs2WUg9qxle88bYAe\nOHnmGj0e9JxB39N+ovIwZXLZFhiN4jsGjhbKU2ZH55kOfrfbxdTUFHq9HjKZjE+CRzAIHMnU7BoU\nq7+2zK1ltVVKo+3ESmgI6BVUB+n5bZ0o+NRIEY+zz5BksP1az9dr0vSaJE9Go8MF++vr64hGo9jf\n30c+n8doNEK73Uar1cJoNEKhUMDZs2dx8eJFnD9/HrOzs0gmkz4wrQ6b1qt16FQmY+tUJYi6vimR\nSCCTySCRSGAwGGB7exubm5uOQCHJwXvRGdSxUs1GV2y/DhonT6t/h6A+tNBCe+xmBz97TNmMSUAh\nCNQrg2QHUAJ8ThBcGEkgl0ql3ATPHWFjsRiy2azTynOi8jwPuVwOxWIR5XIZnU4Ht27dcllcyBwS\nNDL0zAiCsl92Mqa8gxNQOp12kxKZbmXalPk/ODhwC0kLhQIODg5Qr9fRbDZdfRLs0qnh9ej4jMdj\ndDodNJtNn/Y1l8s5TbvneY7tonECVNbUak/JNo7HYzSbTbz11luoVCp48803kc/n0e/3UalUsLe3\nBwA4f/48tra2cPbsWSwvL2Nrawvtdttp6jV9qAVeNizPetY0fqlUCnNzczh79iyeeeYZrKysYHZ2\n1smYarWa2zgsk8ng3Llz+OhHP4ovfelLaDabAODSb5INDHI0CVbUybAMsu0PQe3/abBHKW/QWKB/\nK5ClqYQJOALduvsrAAfoGTXhMbbTdrvtsldlMhmnpd/b23N9j/eiQ6lRAZV32SgWgSDBIWV8Kv0I\nkmfxuei8RyIR354ZzGpF8M8IUafT8UlnNFLG65I0SCaT7vrUuwdJiLQsWt/8m2C42+26frq5uekI\nEY6BAFAul51EMJ/PI5/PO1JF19cowWDrlX2YZdAIxGAwcBKgSqWC/f19n/QnnU67Tb16vR6q1SrW\n1tawvb3tEhXou7Ug3jo3QdIhfZdBbfu0LAT1oYX2CPa1r30NX/jCFx53MZ5aU+YiCLgHgfyTmp0A\nCZSoO9WQuw60zHiiEhvdgp3HFFDYkKsyYrqpDSfNXC7nwB/12YA/3RnBL8PE09PTKBaLyOVyGAwG\n2NjYQL1eRzqddten6bmDwQALCwvI5/M4ODhAs9l0O1GmUilkMhkHrjudjmM1KdOhY0FZCnXlnABr\ntZpjO3lv1l2v1/MxWgRYnCApA+p0Oi6jzN7eHjY3Nx04z2azmJubAwBcu3YNMzMzuHjxolu7kMlk\nnPPFeiAgYXSCURa2C2Xy+F22jVwuh8985jOYnZ3F66+/ju9///s4ODhAsVjEzMyMkzVVKhW8/fbb\n+Pu//3vs7OygVqu5Z+Y7VxmXyj0oC2L7U0kYWVjLkmp7ftJN+zIwedG0Hguy444pa6rMqDry2q9Z\nr6ott1Euq2W3ZVCygPfhe2NKVo2yEdxZJlkZZI4JBLvtdtvtoKwZlCxrzzbJlJYaPdMFoYxU2KxO\nlHuRBGCb5eedTseXCUfrWLPW8PlVZ89+2Ov13HO0Wi3U63X3/IlEAtlsFgCwtraGdDqNCxcuOGeX\nzoXKXnT9Q1C7sv2IDhzJh83NTbzzzju4ffs29vf3nfSHLD2dEMocGW3lmMJ3yvJMiqxx3NG+wHen\n/XpS33gUC0F9aKGF9lhN9aIc/IIGODvB24HRgggFFiqx0IVlqoNMJpMuL3q9Xke1WgVwlBmHWVkq\nlYoLB1NTPTU15dj5SqUCz/Nw5swZzM/Pu0lBB3syezaczPuRPad2m1GCfD7vGPdKpYJms+lLEaeA\nWpk2y7YB9y/4ssxg0OecZOkk6SJg1jkZSn2fPGZBK8sKHAKRXC7nQva9Xg+5XA5nzpzBwsICxuMx\narUaWq0WhsOhS+m5sLCAg4MD7O/vo1ar+RbBEUDYNH0K4FKpFIrFIqamplCpVJze/nvf+x7+7d/+\nDdVq1bWVubk5pFIpt/i41Wrd59jR6dN8+gTiCgBVIsRjCvhVgsEynab29v22Bznkx/Vz/dz2c/1b\nmXIrhVBmVxd/t9ttdz6BH5ljXQeRSqUQjR5mP9rb20O73Ua/30c+n0cul3MZWqxGnUDS9jnV5XMs\nIKhPpVIOxJI11k3VdK0Nn5HXn9QmbN/V3/Y4r6ng3DqWNspmx1vrnPIcAnRGBhj9KBQKyOfz7r0w\nBS3BPscC7ROs30lAmOWORCK+Be3RaBRbW1uo1Wq4efMmrl275vbxGI/HzlGnM6MRDyVcVGalbD2f\nle9I2yDfn9aRPe9RyCtrIagPLbTQHqvZySGI4bOhZwWLQeFfy4zqpGuBJNn0hYUFLC8vY3Z21gFu\nCxrI+DCNIllrgnqCzlQqhWeffRYvv/wy/uu//sstumo0Gi6crKy8PrMutiVwtpM4ASH18TxfdeV0\nBA4ODrC9vY29vT0HGiidoUacExd30qXGXaVBdB6Yt526caZ5PDg4QLvddhMpQYGylUEgRKUmjJ5Q\n7kQGkhM+ZU6U5eRyOZTLZVdOvk86YRo5UcBCR4lrJGZmZpzEiRGUtbU17O3t4cUXX0Q0GsX29ja2\ntrbQ7/eRTqdRKpUwNzeHXq/nwvnUOytzp6CPbVMjBfaYLroMYryfBmAfBLyDwLkFTfo9rUOaBXO2\nTvk5+zzfb6lUQjab9WW/AfxSFI3Y6MJwRrAYgVlcXMS5c+dQKpVce2PKVY0OqYyN91J22y6YZl2x\nv9vIG506suRc08PraUpergPis7E/0GHWsUc1+pQjsd9SgkhZUBD7bNvopDbAiAH7A6MHBPu6hiWT\nySCbzfrYeSUMJjHdZPXplDEtLcvf7/ddX11eXkYkEnHrolSKk8vl3HjGaKO2STpXdkybxMizPWjU\nRe00+3QI6h/SvvWtbz3uIoQW2lNvQYNb0CQe9H8Q2OHArxO8SkH4GQd+7vA6Go2wtLSEv/zLv8Tm\n5iZqtZqbnG0Y3bLPCko19WW73cbPfvYzvPXWW05v3e12USgUsLi46NgrboCidcFrKrigLnR7extT\nU1N47rnncPnyZezu7vq021zk2ev1UCqVsLKygkKh4OQjhULBTXDM8jAej93Ot2SsCKYJCriWgOxl\nu91Go9FApVLBzs4ONjc30el0XEq6wWDgZDqq8+fzcfJTCVS320Wz2XRMHjNn6MI4gnhmnFE2jBO+\nzfjB4wRanPwJEnSnXBrTkqbTaR/zx7+ZspTAg22PIEjTpXJS14xBuqaDz8Hv0mmzsoanAdDT3gv7\nqKAo6HP+rddUKYjKL9S5G4/HKBaLuHDhAlZWVlAsFh0zHyRx0nrWtSB0AimBW1pawtJ2pmh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LCOizL81vnTyEyQZE+196dtIagPLbTQHqsFAcNJx97LdQD/9upkrjkpaEhbwRYHZaaQ0x0YVY7B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\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6ctJOs8dUrDXVOx+/bS0Y9LTPzO6eMJZZaAk8JeUHdiwcjetIHOq3oRRmvLfzklSmIqXq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pK297FJ12f+eUM6lbrjaf8WrwjkIj58XwijmTxppLBsM1h9JOuG/NkA+uv+a50StOh3ftHHaL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8wxBTeOP9Rgdf88PUUjPnRC31Ww2jqBaAXD6dFTNHLbY9Q/DhPNFjEVnZ6kU3ovTS6WoLqX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LRGIlMg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\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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from skimage import data\n", "from skimage.color import rgb2gray\n", "\n", "fig = plt.figure(figsize=(9,6))\n", "\n", "img = data.astronaut()\n", "img = rgb2gray(img)\n", "img = img \n", "# + np.random.rand(img.shape[0],img.shape[1])\n", "\n", "\n", "N = img.shape[0]\n", "img = np.zeros((N, N))\n", "\n", "x = 60\n", "y = 60\n", "\n", "\n", "for i in range(20):\n", " indx = np.random.randint(x,N-x)\n", " indy = np.random.randint(y,N-y)\n", " img[indx:indx+x,indy:indy+y] = 1\n", "\n", "\n", "\n", "plt.subplot(2,3,1)\n", "\n", "plt.imshow(img,cmap=plt.cm.gray);\n", "plt.axis('off')\n", "\n", "F_img = np.fft.fft2(img)\n", "F_img = np.fft.fftshift(F_img)\n", "plt.subplot(2,3,4);\n", "plt.imshow(np.log(np.absolute(F_img)));\n", "plt.axis('off');\n", "\n", "Nx = img.shape[0]\n", "Ny = img.shape[1]\n", "\n", "x =30\n", "y = 30\n", "High_pass_freq = F_img.copy()\n", "High_pass_freq[Nx/2-x:Nx/2+x,Ny/2-y:Ny/2+y] = 0\n", "\n", "High_pass_img = np.fft.ifft2(High_pass_freq)\n", "plt.subplot(2,3,2);\n", "plt.title('High Pass Filter');\n", "plt.imshow(np.absolute(High_pass_img),cmap=plt.cm.gray);\n", "plt.axis('off');\n", "\n", "\n", "plt.subplot(2,3,5);\n", "plt.imshow(np.log(np.absolute(High_pass_freq)));\n", "plt.axis('off');\n", "\n", "\n", "\n", "Low_pass_freq = F_img.copy()\n", "Low_pass_freq[Nx/2+x:,:] = 0\n", "Low_pass_freq[:,:Ny/2-y] = 0\n", "Low_pass_freq[:Nx/2-x,:] = 0\n", "Low_pass_freq[:,Ny/2+y:] = 0\n", "\n", "Low_pass_img = np.fft.ifft2(Low_pass_freq)\n", "plt.subplot(2,3,3);\n", "plt.title('Low Pass Filter');\n", "plt.imshow(np.absolute(Low_pass_img),cmap=plt.cm.gray);\n", "plt.axis('off');\n", "\n", "\n", "plt.subplot(2,3,6);\n", "\n", "plt.imshow(np.log(np.absolute(Low_pass_freq)));\n", "plt.axis('off');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Effect of Shift " ] }, { "cell_type": "code", "execution_count": 78, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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yvnWEiGpnfSpFcyExf6Ww35XunP65YOsvSJspclmBsu5+qjFPNc0PNHwH+I6g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\nDIJ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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Example 1\n", "N = 128\n", "x = 5\n", "y = 10\n", "img = np.zeros((128,128))\n", "img[N/2-x:N/2+x,N/2-y:N/2+y] = 1\n", "plt.subplot(1,2,1);\n", "plt.imshow(img,cmap=plt.cm.gray);\n", "plt.axis('off');\n", "\n", "\n", "plt.subplot(1,2,2);\n", "F_img = np.fft.fft2(img)\n", "#To shift low pass (lower freq) to the center\n", "F_img = np.fft.fftshift(F_img)\n", "plt.imshow(np.log(np.absolute(F_img)));\n", "plt.axis('off');\n" ] }, { "cell_type": "code", "execution_count": 79, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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f1vB54POC4vMxZ/shy2tzZFQidIUpfMy5pr6rsZ+XjvY52IxG3LLvQk8zVOwO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ecy8hsCKDDhO3FBuGfyggAeokx3CfUVXC6hjoP38ZKCysCkgy0HQoMqgPMgI7/wAXys65iOTtYg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\nyr0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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Example 1\n", "# With shift stil the patters are similar in freq domain\n", "N = 128\n", "x = 5\n", "y = 10\n", "img = np.zeros((128,128))\n", "img[N/5-x:N/5+x,N/2-y:N/2+y] = 1\n", "plt.subplot(1,2,1);\n", "plt.imshow(img,cmap=plt.cm.gray);\n", "\n", "\n", "plt.subplot(1,2,2);\n", "F_img = np.fft.fft2(img)\n", "\n", "#To shift low pass (lower freq) to the center\n", "F_img = np.fft.fftshift(F_img);\n", "plt.imshow(np.log(np.absolute(F_img)));" ] }, { "cell_type": "code", "execution_count": 80, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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XqZGnTo5xttHx0PBJ0KVCkaNcoUKBPHWqskCAwiCMUaCKJYa8Ep4krbWIxwYM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EbGRsVKRBMkiLOCkaeETQ6fN0+F1cRKpkEfFpDfJgC+yzwDJtYuTZp0aaOyyxSVCTd985iiXK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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Example 1\n", "# With shift stil the patters are similar in freq domain\n", "N = 128\n", "x = 5\n", "y = 5\n", "img = np.zeros((128,128))\n", "\n", "for i in range(20):\n", " indx = np.random.randint(x,N-x)\n", " indy = np.random.randint(y,N-y)\n", " img[indx:indx+x,indy:indy+y] = 1\n", "plt.subplot(2,2,1);\n", "plt.imshow(img,cmap=plt.cm.gray);\n", "plt.axis('off');\n", "\n", "plt.subplot(2,2,2);\n", "F_img = np.fft.fft2(img)\n", "\n", "#To shift low pass (lower freq) to the center\n", "F_img = np.fft.fftshift(F_img)\n", "plt.imshow(np.log(np.absolute(F_img)));\n", "plt.axis('off');\n", "\n", "\n", "img = np.zeros((128,128))\n", "\n", "for i in range(20):\n", " indx = np.random.randint(x,N-x)\n", " indy = np.random.randint(y,N-y)\n", " img[indx:indx+x,indy:indy+y] = 1\n", "plt.subplot(2,2,3);\n", "plt.imshow(img,cmap=plt.cm.gray);\n", "plt.axis('off');\n", "\n", "\n", "plt.subplot(2,2,4);\n", "F_img = np.fft.fft2(img)\n", "\n", "#To shift low pass (lower freq) to the center\n", "F_img = np.fft.fftshift(F_img)\n", "plt.imshow(np.log(np.absolute(F_img)));\n", "plt.axis('off');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## So in principle we can use the representations at the frequency domain as the variables for our other ML tasks such as classification." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## However, it doesn't work well for Scale variations" ] }, { "cell_type": "code", "execution_count": 84, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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17VLjsUgYqzmqKt3Pw6JxoGnwVcNLL73Epz/96Qd+Px6P/ymjG7wXcbqAQSLB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\nFs/HOvewKIn6S8SXDD1J4uWG6OgH0FgTGE6WarK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JD52F37lePgB0kAB3USjL3zgFeQij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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Example 1\n", "# With shift stil the patters are similar in freq domain\n", "N = 128\n", "x = 5\n", "y = 5\n", "img = np.zeros((128,128))\n", "\n", "for i in range(2):\n", " indx = np.random.randint(x,N-x)\n", " indy = np.random.randint(y,N-y)\n", " img[indx:indx+x,indy:indy+y] = 1\n", "\n", "\n", "# img = np.zeros((128,128))\n", "# img[N/2-x:N/2+x,N/2-y:N/2+y] = 1\n", "\n", "plt.subplot(2,2,1);\n", "plt.imshow(img,cmap=plt.cm.gray);\n", "plt.axis('off');\n", "\n", "plt.subplot(2,2,2);\n", "F_img = np.fft.fft2(img)\n", "\n", "#To shift low pass (lower freq) to the center\n", "F_img = np.fft.fftshift(F_img)\n", "plt.imshow(np.log(np.absolute(F_img)));\n", "plt.axis('off');\n", "\n", "\n", "img = np.zeros((128,128))\n", "x = 15\n", "y = 15\n", "\n", "# img = np.zeros((128,128))\n", "# img[N/2-x:N/2+x,N/2-y:N/2+y] = 1\n", "\n", "for i in range(2):\n", " indx = np.random.randint(x,N-x)\n", " indy = np.random.randint(y,N-y)\n", " img[indx:indx+x,indy:indy+y] = 1\n", "plt.subplot(2,2,3);\n", "plt.imshow(img,cmap=plt.cm.gray);\n", "plt.axis('off');\n", "\n", "\n", "plt.subplot(2,2,4);\n", "F_img = np.fft.fft2(img)\n", "\n", "#To shift low pass (lower freq) to the center\n", "F_img = np.fft.fftshift(F_img)\n", "plt.imshow(np.log(np.absolute(F_img)));\n", "plt.axis('off');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# TO improve any of these exceptions there have been many different methods developed and this field sometimes is called \"Feature Engineering\"\n", "\n", "# For Example \n", "* Wavelets\n", "* Scattering Wavelets\n", "* SIFT https://en.wikipedia.org/wiki/Scale-invariant_feature_transform\n", " * https://github.com/PyWavelets/pywt/tree/master/demo\n", " * https://media.readthedocs.org/pdf/pywavelets/latest/pywavelets.pdf\n", " * http://www.di.ens.fr/data/software/index.php#haarscat\n", " * http://www.di.ens.fr/data/software/scatnet/\n", "* Many others\n", "\n", "# But there is a conceptual limit in these approaches.\n", "# As we can see filters in Fourier are just marginally effected by the data (via its dimension)\n", "# Conceptually, Fouries Transform is at the same level as Polynomial regression, where there is a parametric structure imposed to data set. " ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "\n", "
\n", "\n", "# So a fundamental quesion has been always that wheter one can let the models learn the filters? \n", "## Until recently there were no alternative than desiging the filters, which means less capacity for the model\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# PCA as a limited data driven feature learning doesn't work." ] }, { "cell_type": "code", "execution_count": 85, "metadata": { "collapsed": false }, "outputs": [], "source": [ "N = 30\n", "x = 2\n", "y = 2\n", "nsq = 30\n", "dim = N*N\n", "image_shape = [N,N]\n", "pattern_image = np.zeros((10000,dim))\n", "for k in range(pattern_image.shape[0]):\n", " img = np.zeros((N,N))\n", " for i in range(20):\n", " indx = np.random.randint(x,N-x)\n", " indy = np.random.randint(y,N-y)\n", " img[indx:indx+x,indy:indy+y] = 1\n", " pattern_image[k,:]= img.flatten()\n" ] }, { "cell_type": "code", "execution_count": 86, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "PCA(copy=True, iterated_power='auto', n_components=None, random_state=None,\n", " svd_solver='auto', tol=0.0, whiten=False)" ] }, "execution_count": 86, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from sklearn.decomposition import PCA\n", "X = pattern_image\n", "pca = PCA()\n", "pca.fit(X)" ] }, { "cell_type": "code", "execution_count": 87, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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KBem+hPBwOKQoGiOJkiODGCaDFsbrOo18vFXYDadtcORmHZyqIXq1PgIS2E3i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LrN53MD7wSppPOxxwA2sgTsxZcvX1owCnjF756dneni4kIXFxdqNBqKxWLGQLbbbfX7fUky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Yss8BgehmWANfPQibQwTo2TZ0UTB1sE2kW33uHAPlAe5gMNDp6amxJFQGwjAEpZClxwjS\np++I8j1DNRgMVK/X9e7dO223W6tExIEidoYZhUX1Hb45Q3QkJn3iP9uXZpMORwNwTDDx8PCgVqul\nzWajer2uyWSiXq+ner2uh4cHq2yTZI5lNBqZeJZ/k7TXVBD9DAEWVVKcZYJH30wVAONTvzAlxxRf\nSI+pT996gICzVCopFotZT6J3796p3+9bIQUpHh+cIn5G2O4F/JwD6ZONplM2KQ30j6SK7+7u9sBq\nEHAj7QNiAgP+AOp8+wD6wwB2OLNkEbyGjRJ9bCWMJOl/n504LICgHUQ+n7d0/DHaUu8/yJTgY0hP\nsx40nySgwtYMBgNjomDyAbvsL/Sz6JJ82twzr/gb5uSY7MRXERT7hjw8DKwLm9xHjP1+3zoT1ut1\n3d3dabf7dIHamzdvDIkjBD45OTEwNB6PLdpeLB5vC4ZOR6/BQcWYcyCCDoDMYaqLdBdGho1M1FUo\nFCy1Q06ZxSTHymEgDZBMJu2ytbdv36rdbtshr1ar1rIbhwXAwhEFHZ51IOLnWYiS0TAgzCQqx4Ej\nBIO58Sk5Di65Zcp0r6+v7f4YGCyU977iAnByDOPm++hIjwbQgwmiTe84EZnCImKY2Afr9dr0YFTQ\nsU9xpj5vjkASB8K88d8YtSDvdnZ2ZsyJFwXjlAE1NInze5Y1w7nj3GBufO7eVy7hXKDjP378qNFo\npFgsZgYJce92u91LhwQZzIfvcIxRJ4DwQQLGleDIrxXnEtH9YDCwtCGNEJlHmBJvy3xgBsvH7zxm\nAG6azeZe6wwceKlUsn1E2gvGFyAOIwZYJwUM+xaNRvckAOwHbz9JK7Mn+R6AP3+CDuwsVaCAZQS+\nkUjEgoBWq6V6vW5O0rOGpDAikYgGg8HeVQwwVRQK+M/BT5B27na76na7dkZgyI4BbrALpAH9lQSe\nkSVVCPD0hQj0kOGcYYcAE17fhnCc1CG9j/xc+7JrzvGxZ87/Xpg8fAuBKX2X8Om8g69e5HeR8cCP\n+CCKPcxZ5jwyh+xL+uShYwqqc/ticLPdbq2BFgYIx8/i+sVn0zUaDb19+1Y//PCDfvjhBys9LpVK\nJjj1US5RNVE3ETmoENbh4uLC8qIgyGMcpB9eu4PBA8mjBfLNvXwaAyEagkDoPt7B64gAUPP5XL1e\nz+4F4pI20lkIXumRARAIMpgTzz5IshSAp+px/sw9gIbDxbUCaDcwJJT4rddr63R8eXmpb775xppw\nRaNRa/w2m80UiUQsnwubckyZOxoKDlMmkzEGDB0RaQDmnKaJrDUsHJU4NA1rNBr67rvvzEkROZGe\n9XsCsESVBGJfGAbEgE8dsFoIsymlJ91AjyfSN379uLOFigpSiF6LQSXSoUCR1BflyoimfS8YmAD2\n0TF9YDCKu93OCg98FRf7EocFc8l7oT3wlRc8E0EVVDfXiOBMD8GN9OhQqRyBgT1mT5KepjcUgUsq\nlTLBLEEhFVr0gaJyNJPJWJrfi2ZxHlRmcraYJ4S+PigCIADIfcorKLjBuXF+YNIoxUZrB6PHngMM\nNBoNA5wAVO9EYRRJF/oUPvYU3Qbgg3PN+YeFDeokt9utrcHd3d2eFoWzTP8gGv0tFgsrZODM+mtu\nsLGkcg6rjFgLz35RmQh7BROCb+SMBh18rmeFfBEPn+2F076YxrP07C3ACQJo/DH6G9oh8PsAg9Pp\n1PY0l6kChoKC7q/WoRg6cr1eW8UDET/G3TtAJoOeBNxZRG6Z3+UX2QMUrzOAcfD9LXwpHoYhKK3l\nN2EoFLJ+F35zQcF74SlGFsRLBY6fA3KkaF3oz7HZbCw150WiCEERYeGApUc6+Ji14w+AhBJLr1vi\nc3xZn9/EIHeE1cwDeWXe1accfWUSqbhut2vlnJRV8lxBBmsNjU+/BQ6VB2GwHuSQvcYLAPHmzRvr\nnNlqtXR7e2vCcLRlACEuiItGo1osPt2fgoOEaSSdGbQHjH83jCEA2ws4vRjWO2xfAgurls/ntds9\nXrmB4JHyVuh7jB16F4wujCnGB+E1DjfICIfDe029YGIJEOLxT5fq8e84rqurK0sr+Z5QYZL3ZgAA\nIABJREFUnrKPRCIqlUoqlUrWzp91QKsA4whQgCbnb2/Qj4n+JRl49Kyf781CM8FoNGqNLUlLnZx8\nunjV9/XxXbgBS4BKn0IAXPsUO2DJ66u+JAiUZGuXz+etDxLzSbqGuQfIwNYQ+GLr2ctUivoUsi9P\nBnCShqKSiPmsVqsmBkcLE2QQYALsYZoASmgJSadw9iTtBX6kPz1QJ/VPIL7ZbOws4lvK5bLOz8+V\nSqUsYMEuo//CpwYtc2f+JBloAwAz136/+K7Z+CIYdr6OXIJ5AsDgA5mXUqm0xyqjRwLc0P+O4Mlf\nzfOU8dWa+LF5iTq4cAtqH2U3d1eQ695sNtY+nkY+6FiINABPOFEOIVUDh2wDtDVVSfP53CK8ICMU\nCplxTyaT9j69Xm+PJkf1DrMBuPGdajnY5MdJ/1SrVVP3E8lTNULZKwbYgypfbXAMuPEbF2oaytgb\nEJghfwCoQPH6GvYBqUmcGxQsRspXDXEwMUrdbtciHs8oHONIoGvZN57h8s/ry9kBAj4Cvrm50c9+\n9jOdn59btPju3Tv7eXQ2OA+0S6lUytgfej/B7vlqwWNBqQfLRDyUufvKQQzWIUPoc/ysx3w+V7vd\nVrPZtIoVcuR0Lu33+3uX6cFssddhWY5JlRLtQd97DR3nF2dyc3OjdDqteDyu8/Nz5fN5hUIhY7B2\nu51VFSJUR2ALgIO1I+VABOkF2QBeok/fLuGYgS0kxclaEej5dHy32zVHhg3z55Jzxu8FEGAvpUeH\ni8MC6HMmfDoA+3JM8QXPQPkyrT18xSPp+PV6bcAgGo1a/zMaGwJOWA9AAfMkyeYQf4CYn3YEsDuV\nSkVXV1c2dwQjQXQpBMukomkWeH19vWfjCUCx3QABzoKv+EGDQhqNy5Q5yxQ9cJffzc2NgYbJZKJO\np2MAh5TkMZVSkoy1wZ8dViD67IvvCYYdAqRJj/2LuHKGn4WMwKdHIp96K/m+Rh5AwbSXy2Wdnp6a\nb/iDghtJ5tRwDjQrIhLykTRiVAxsqVTaU/hzICSZqAi6m7yiLyXEgMIYIfi8v7+3i9S22631CwiC\n2mFWAGS8Hw7x/v7eNmm5XLbnAZVjIOnJwfPhFKrVql6/fm0N+yhXxllUKhW1220TZxGlE11Kss11\nTJSMzieRSKjVamk8HuvDhw+mB6KnCyXh0qNIFuPHv/t19/laoi+it+l0qmazacb2hx9+UL1et7JO\n5onL546JkmHc2G9ENOyFSCRiKSiMnHf6OGgAKoJI9CTtdtsEiqPRyJrakULxex3wQQ6d1Bvn4Jh+\nIkTktG0fDAa6u7tTs9m0+2zi8bgqlYpR/4hI2Z+wdOPx2NIlsK30Dlmv18YwUYoL08Va+z45ns07\nhgXwAuvDPU7Tvvl8rmw2q2+//dYMOgUE7K1+v28/wzP5e7R8xQ4GHCdB5Ikx9o3YiGqPZTdgA9lb\nCLGJ1rlewldIYQdgbd68eaOLiwurPMXukTojiMKR+qokHCuAkfeElQAEfQnzBvhArH16emp6H/ZY\nJBLR1dWVNeykOi8UCunDhw/68OGDOUFAAmmpcDhsZdHsF0S+h+tXKpV0dXWln/3sZ8pms5JkjGuQ\nCkxAI86VAhV0or57O+cJwAx7AaOJrQYQ+CCLtB7VlnTkzuVyKpfL9p7MKwEJjDqM8TFCfoAjKTEP\nRnh3AgzejbQcoBGfwvzzO7BX+HKaujKXNPAFrGEXAfzRaNR6rQUZX4W5gQ4nhUJE6PUp9PpAj8Bi\nE7lQHUX5r6cB+Trfj6PgpvDF4lNbeCj/Xq+nVqul+/t70wPhKIMMaFwoVsqzKf8jNUTUg2HxJe5Q\nz6QNeBbmiJwm9BuaARTllLPyOX6BAVbHiIlhpaD91+u17u/v7Zbl+XyucrlsNLN3NL4iAvCBMJJ/\nw6DiCEHmOBr2ysePH63ijfQTwNCL14K+GwDaCzcp06bc0ivyMTawL+xdjNjp6adrF2q1ml69eqV2\nuy1JphcClPPsvqIB6n273Vo6gTz2MeCG+UWvcH9/r3fv3lmkL8nWNhQKGZtKSkB6DAZgBLmTCrGp\nJNvLhULByqYBC+g5wuHw3vvw/p4JCDp4R1hK6ZGZYI1geEnpIPQktea7G+OEoP3pewK4wbj7u484\no+l02gAfrOOxGj6CJXqy4GQ5O4PBwGwgqSfWkAZyv/zlL61MejweW/NIGqOhHSN6xkZ5jQaAMJvN\nWqqbZ9lutyoUCns33D9lePZpt9tZx+NMJmNgknWBpa/Varq6urLiCwIqGF4YGN/Nnvn3GjZAACk+\n9DZXV1eqVCp2WzrpxWNEt55hBRDj2L3gl+srDqupCMaxn9gbnxL33cJhvLzt87/PM0CA0WOYYM4U\nQZ2v9ORv0tbMK7bH7ykyElQJE1ACbLkTbblcGlmAHtGfRbIvkUjEdH3o0ILakq/C3ABWPGOx3W4t\nj4riGmcBKgOBohRnA3PgmAwWMJ/PG82PyIvNStURugBuuia6O9TsPPW9YE2KxaIdFBC0JHNoRI5E\nvwhtYaN4N+bEbwrpceNScUKEhRHEePFcOBhfqRVEmwJNSiUDfQjoJzEajXR6eqpqtWo/w0Hweg6c\nmL/OgAEdzV1jMD4I4zabjQkmffmg7wvjGz0FWbdYLGYAhwicm895Nkm2D/k8LjEF9GB0eL5CoaCb\nmxvrudFoNOyqDZ+iQ3DIz+XzeZ2dnenh4cG0CLCQQfPk0mNDtm63q9vbW719+1bT6XSvpwgO6uHh\nYS8tQH8oUrZoqw7pYVKQnEFE1Tgg0j+wf1QWASgx5k8dfn8B5mE0MKTRaNQuT4Qto4IQptQ3EYXp\nIq1BiTBAzgdjnD1SX+l02lgQ33/kWPYGkII4Ex1Yu902sTZpcNgKSXZB6vX1tX7xi19YypY0ye3t\nrVqtllXXMOekS9mL/F6CNq4SmEwm+vjxo1UuknIOCm4I4mCZyuWyMpmM7u/vjZ14eHhQMpnU9fW1\nXr9+rdevX9vFv6vVaq95ZLPZ1GQyMXvIvHMmmaNisWgg/erqys6rr/IhNXLM8JkHSuV9sAd4hHGD\nHQZsITPw+ieYbACp18n5r3vQQyAPO57NZs2Oc/aOeUfsK++Ij4WFlh67DQOeOTteG+tL+LGBvV7P\n/uAvqFiUZH56u91aRRn2F0kCKX4qz546vkoTP0SApCg8HYXx9nQWNB0TiVNnUn1XScrEWMxUKqXp\ndGr3N3EpGQaWDXVycmK3cJMGClq9weL5EkKiPA9e+N3kZhEL0s7cRyNUl4BW379/r81mY5fbeS0E\n6Bc2BCaDefcaHf+1pw4PSqkqwZCiZaCklI0LdQ1yJyXBwQZU8D04HO9M6HnBYYLR86Jcr0k5Rk+E\n8Y5EIuYgDzsUp9NpM6w0oUSITg8OKjlgJSg5LZfLVoHCYYdGx4l6IR1g1YsjEecGATdEfVDBiA8B\ni5wp5gxn5lOkMAWSLI9PDpxzSRQFFe/TqTgSSss5w9JjVH2s8+fZEQcTJSIUxo6wxpxFng9dDcwP\nzMhhqpigi/nENnCG/L+zpwH0x4qJcZKkTmAwfSTMFQVen4hwG/uI7fj+++/1/fff68OHD+bw0C2i\nYaFfE/OHiB8G2fcXwYEeI+InjUK126tXr1QqlSQ9NtWEiSElynPh8CmgiMfj1oiPeTk5ObFnbLfb\nur29VTwe12az0cXFhVWOMT+dTker1cocKaw/ZzbouqEDwa9g/2GEO53OnmaRakTfVZv3huFmLyF2\nLxaLmk6n1gvp4eFTVSyN/GgVgt4NgTypTApefCfm3zd8YQ5/Y8851/gX3gEwhF05zN6gOfIBlPRY\nlICfJAgh5UVAhW0hMMb2Bg1yv8rdUr4hFovmxXggdl6IiUMwxeaRZL0EiK7813D6RIlQ5PF4XMVi\n0VTxnjZmM0HHBh0eqCHg9OW0RGK+TJWc4mazsfLOSqWidDqt8XhslByUHZQ3c0IXZNgAf1swjtAb\nvGPEjT5SIOqgPw9fu76+1osXL1Sr1RQKhQyc0FyKvDcpCyKleDxuxpZIhOgbxwKLBX09HA4lySpj\nYMSOoVoxLswh84binrVBx0Qvjmw2a4JH+mNw+DDO5XLZDq7XYAHgeVaMNZQvTrdUKqlWq9n3wsYF\nHd7RsgaSLGdOpEXprU9nsXbsAwwxjAjsDlSwr2bDSaCF8Dl6jKD/E3QAKABLOEPsCe8NK0NzO5hD\nbBBnDGPLmSV14PcYf4g4WXeCC84z83GsYBpbQgTrWWzYVzqSw2ozv6wBRRXD4dBuw4ZlzeVyuri4\nsOoxwBtMBj1TfIDEfBNgkPYLOtBblEolXV5e6urqSvF43CrTCDAAKGhsFouFMUR8D003sbHsZ5jx\n+/t7ffz40QTzNzc3VtRBr5vlcmk3hcMIo0c5JgiEySoUCuZPqN7jrivYQtgnhNBoVwCx6GvIbuTz\neevGPZ1Oje2iSS37nAZ5dDwul8t6+fKl3ZfWaDRMtxNksDfY29Lj9SLepuFrsd2AEc+qeOG2972c\nN9pPoOkiYPI6L6/pw4bB3gUp4/8q4IYcbqlU+h1RVCgU2uts6lkIjAyRUCKRsMoExGeorzEIRMc4\nL1r+f/vtt7q8vLQuogyEqvSpCDq8sApwAxCBVgbcQMvCUMHm5HI53dzcqFKpWB8E7r1pNps2Lyw0\nAlbSWV6sjYZI2jf8xzgSNqaP+km9pVIpvXjxQtVqVZlMxlD4arWyapNut2uHM5lM7l0oSb7Vzwlp\nE4wNF6ACeDabjfU28Z2gjwE3NLorFov2b0QMpDwRKVLdkc/nbX/RYn0ymejt27d69+6darWaXr58\naSkO7sxqNpsG5ohm2DOSTEBKZM0e5R6yIMNHSaRUoObpCM7cYxhhHchxw6KRLkbPkUqlLJVYr9ft\nElDE89vt1hwIANW3AZBkzhuqOui6oXnxfVeYRwwmejwEuL7DK4xFLpezW5Npfglo8PfD+f1JpRUR\nOGk6OiKzlvT3OQbceAEoTIVvCkrqCmexWCyMRYQhACwAwGGZuPfr5z//uXWsJfVB1A24gYVmbxYK\nBXNyx3SXBsDXajW9fv1apVJJDw8PVmUGoOZdxuOxbm9vraINYIeg+fLy0m71TqfTxlByNcrd3Z2t\n24sXL6ziiuD4/v5e33//vaXrsKm0dAjiJAmWKC7x4mKaMtbrdZtfMgwIt7EF7ClsOWt9dXWlP//z\nP1cul9N0OjUNJD2R0HkC+k9PT3V5ealEImGd3vGbQdeNFLLX+mCTON8AD0CGr9jD3gCg8YPYbc40\nGQH8GqlkWCx+F//PWh+y4n9QcCPJ6CiiG4wP0S3OxBs+nBlAxZc74/ygnTFqMDmktkDrFxcX+vbb\nb+32XA6pT435iXzqIMc5Ho8tAgLdwgxhxBHT8dzSJxYCatJXO5GKQajlNSdQ+mzSw/d4eHjYo/Cg\nCYM6EjYSOhQieUpRiSZ80zsYGH+zNu+VSCT2yt+hwVerlfXmIIIGgSO0ZR+s12tzQNCXx/bwgdFI\nJBKqVCoWGc9mM0kyWvf8/NwOm3emlFuiCeL3DAYDE9hyk/NoNDIqFxbDVxH4Eltfnu0FvkHWjTQR\ng9JprioBnFE1BMiGsiYlAdXOH9/ZmzPkGxFybxTRPmvuo2z/nEGHZ5d86mK321l6yDcIJW3Ic3jm\nkACEVAVn0DOuNFnzRhWqHHvjgSLspq8MC/p+sE8wiT6tyFohwAUANxoNS68T7DBHpIMQH9PXp1Qq\nKRwOW4o/kUjY1QukbSKRyF5lpCTTOARluQlyWQvAqRfBcr5wpPV6fU8oDhhDz4UAm7T4drvVx48f\nLeAkddntdvXx40ezlfV63didRqOh0Whkt1rDPAQFN75TLufPayxpeYIf8MwzOjiYKQDm6emp8vm8\nzs/PdXV1ZczxaDQymQKsMIEv88Gckingdx+j3/NtOQDs7EUCBRh1bDd+zKetWG+YNu+fyO4g7qbH\nl6+GxdaQNvdZCs/mPnV8tT43RII8IIidB8fYew2F17QgYIKuxQBBk6KFIPrhUNOZ2Kdx0IF4+vUY\nJ8lnUUIK3Yf40JeHg3hB+FQEIAqczWZWSgtAwlEg3DoUpAIEfZrPaxKYv2PTUmhQvNiP8lNfkg8b\nh6DMAzCvmQHxe8fGnJDGkB47T9MDIpVKqVwuW3MvgN0xInD/bpQa4hTQMUDPwzgBrDAUiGxx7r4J\nWjqdtvX2pf1oKXzVAikFX27M+eDvY8AN0T/7ORqNWhoCFo7vY74lWX8iKjtgHr1WTnrsVwJQp6KD\nVA0AlZQfqSq/bseuHYwUz/+53jPS45UvsFg4IMA/VXnsOZo34mz8DeFeZyM9MpqAK6JS1vlLzhz7\nzKe6vZ3ywRyiYc4c7w3z4kElTUwBsj5dyW3WCFdJcaGpQuSLrsHrJ4MOKie98Bd9E9ol3zYC1vnw\nvMCi+b4ogAYag7IPYZPZc5S1+7nChrJnjh0egPsKUd/+AQbX9xxCG8Y7ANjRvHnBMwCJs8k+AZCx\nv9Hk7HY7kzkcA268P2Z/skclWdqQ/cbnk+Zj7QAfBIfY3PV6bfPigZFvL4Iv2Gw2FqhAHPD9/yul\n4KBxoilPs5LG8REfE+eNFtQdE0qFEv9P6aovOfcGqtfrGfvgozscMwY/yKACChoYoEPzQQzdZDKx\nqCQej6tarZoAjDLVt2/fGmKnRX46nTbmgEgEI+DzkNJ+m3GiDzblMcwGRo6qIK8DgKrsdrv22UQG\niPNIKcHUkPZgTdEq+JQbjgb2gc8CLAHYfJ8kvyeCrBuiOwAT+4BonpYECNgpRSQlQYmpJIuiANxE\nZL5kF0NLObEHoYi9h8Oh7u7urN3BYDAIbIwwrjBF3nDS38anKfl+6VFoDcOCEyP6RVCKU2LP0WWV\nZ/UCYm8IYZOI1oKeNwIlnt+DaJgbUo4eBEkyhwIDyrnx6U3WwYvz+RsQwztLMkBDhRbzfEx/osP3\n9KkhH+Vztj2zjabCs4H8N8J59iXFFvST6fV6enh4UCaTsbWBqeW8kU4h6CDNFWSgC2q32/Zs6/Xa\n2CI0Qfzt2XzpUcC9231qwVAqlawqtdfrWeXi6emp9UZD1gDjCMMO+3N+fm5X8cBSclaDrhfpLnwK\n/g5WBpvC36vVyi7YPUxTs8bYoOFwqHfv3tlZhCUkVci+xCbRE225XOrjx4/GOOIfgwxsAjYOQMga\nAkiwYwAOumizb71ujVQrZ/ewwS42xgeCzA8+FpE0bNAx/Xu+SlqKkjVfy++dr2ckoCsxSnwNxOhR\nnO8EirjPR4VMGIvqtSj8Lgwv/xZ0YAB9aiGZTO4pynkuIgy6pRIJUbLujQkN0iqVij0rjoroEjbE\ng0K+xiH2Ys4gw6P0w3QKgAQQ5su+OWDcUo4CHpCHQ/A/w1rzt6+eYv/4PeFp7GPWDUMLOPUVITho\nT516cS2N7tBjlMtlcwgeWB5WEXDAfTTj1xMw2Ww2bV8AwoMOz9r49WRveJH5YeWUB0V8ny9PZT1I\nKcKsscZ8/qFBA4gyt8cwG/ws+9ALdwEogH6/X7ArPpV7CAAx+j5V4oXWPlL1DM/hZwGcghpaP/w+\nR5/As3Le+W8cg69Q8XPrBdhUCgEmaKUwm80MiBMJAz78XHsweoyeyGuUfOBCd2X63jDfrJH/TFJ+\nMByc43A4bOeMpn+sBWCTfU5hBCCYaitS4UFSUtJj41J0g9hvAiVSZv78LRYL9Xq9z9oygkGYik6n\ns6fFQmxMSwd8EIEvYmzfa4ZnChpQEIyyFw9ZSeaNAJh9ytd8EOeBCrbfM/eSjAXltnPOJ3bU/xzN\nAP1nBRlfBdx8zpgFpTYPo3NfAeI/xzsDohh6Nfy/GN748VywRQz/dZyB/xqiqMMBxfeU8bnv+xJ6\nlZ//3O9A3/O5QTrjcGAAnlJmCdj8fzlIK43H489+nXf/3Huenp6aDuVLhwchPzWvQX7fjzF1HrQ8\ndcDS/ViFBUbm9w1Yly8dGDNYksPxub13OL50bwHavvY4XDdS0T9mAwBgT7URvprycHzO1hw6sS8Z\nBEU/to8ikYjpeoKMw3ciNZxOp3/0Z5jTYz7vqc8hPXZC/9zA/nxu+HVAyM71C36QTgzyTEEH5+wp\nvvrH/MVPDd8rR3q6Dfyc/w86QsfkxZ/H83gez+N5PI/n8Tz+fx3B+/Y/j+fxPJ7H83gez+N5/H88\nnsHN83gez+N5PI/n8Tz+pMYzuHkez+N5PI/n8Tyex5/UeAY3z+N5PI/n8Tyex/P4kxrP4OZ5PI/n\n8Tyex/N4Hn9S4xncPI/n8Tyex/N4Hs/jT2o8g5vn8Tyex/N4Hs/jefxJjWdw8zyex/N4Hs/jeTyP\nP6lxdBvOf/7nf/6j7f73N3/zNz95GdOvf/3rP9p3+/Wvf/2T7/arX/3qj/bdfvOb3/zku/3jP/7j\nH+27/d3f/d1Pvtu//du//dG+21/+5V/+5Lv95je/+aN9t1/96le/92K3f/mXf/mjfb+//uu//sn3\n+9u//ds/2nf7p3/6p598t7/6q7/6o323f/3Xf/3Jd/v7v//7P9p3+4d/+IcnXab41XqM+7t0/C2j\nvp26/zd/R4X/+uHPHX7/4WfwPYff6z/Xf/8xl0zy8/xef//N4V093JfB17g/xd9F9bln/7Hn+9wF\nhP57j3mfz70bz8wzHc6fH5/rau3n43P3Ch2+M//v5+xzv+tzP//U9+Lvw33h18Kvl1/XH9vLP/a1\nw/uxeLfDKxH8PH+tcfj7Pvf7D/eXf3b/foc/81Pzfrjm/v4j5jbIVRCHd5Ad7o3D8/dj3/O5Zzk8\nwz91pj73O/isw3k7dhyet8N5ONz7h38+Z/N+bP9+bg4Pzzf3Oh175g6f53Pz9Dk7wp160v55+dzP\nf+4MH1438mO240vsv/85v4f87z7cf4d3NPk58d//ubuZPrdPf8wHHe7RoO/4Y+eAr/l1/dx+4pz4\n8+Lf6cd83e+zOz82t0HGVwE3XJ6YSCT2bszlMk3p8Y4JLgvk4jEenEsid7udXU/P31x7z50hXJ/u\nb8/l57jBm6voE4mEXR8f9OItnpur7Ll9lZtuuXiR22C5ITuRSNhzjEYju1mcK+C5+IxDwOdw2R2X\nwHF3yHw+37vbigvjuDxO+vwm+X2D+2ZYM+7u4mZY7vfwXz+88A7HzjrNZjO7XI4DweV+rC/3oXDf\nDLcas4bsEX9jcJARCoXsRnUufOOma25Cj0ajymazymazdov5ZDKxm8+5U4nfw7txmSS3a+92O7sk\nj0sLd7tPFxGm02klk0mdnZ0pmUzapXrceH7s8AceI+f3E5dAcoGtv4CSfcbljFwg6i++ZW1Yew8k\n+GwuuVsul5pMJhqNRhoOh3Z7cblcVjabfdK9VH74S26534tbsZfLpabTqSaTiWazmU5PT5VMJu1z\nmNtut6vRaKTtdmt7iz3Mei2XS7t1PBQK2TkIh8Oaz+d2X523O6lUyu678TdaBxn+nLNO/qLP3e7x\nYl0cv78wMZVK7V3Ay31uPPN4PNZ6vbZb4s/OzszmML+j0cjenf0Zi8XsnbiNPOh9U95uM9f+4lt/\nqSx30U2nU7MzqVTKLkbl5/0lm9gZ9isXm3LTNxfmYj88wOYiTr4vyMWu7A/OL3O03W7NN3DJ43K5\nVLfbVb/fV6/X27tcF7sdjUbt70QioWQyqUwmo0KhYO+yXC7trq5QKGTvysWag8FAk8nEvs6+OsbH\neRvCDeCSbG/hw7ko9OzsTOl02i4S7XQ66na7dgFxKpWyc8u585dZs6/YK8wlz8FdV5FIRMlk0s4c\nPv2p44vBDRPvjQygYzQa2YWRfnNhXEBwAAQuFFutVvY1jBmbGWfIbazeGXJJJTdOr9dru/wwHo8H\nZjrY1Ol0Wtls1m7d7fV6Go/HGg6HWq/XZsALhYKy2axyuZyBmn6/r1arpeVyqXw+r2q1ahuYxWaB\ncUY4ZYwf74+x41AA8kKhUGBjy4GIx+N2+yw3Z7OhvdH3xgrgwmHiZm0OZK/X03Q63QN+uVzOnM9w\nONRut7ODfXZ2pkqlYsap3+/vAWOcQZB3i0ajSiaTSiQSBg7n87m63a7m87mtaaFQUCaTsRt2R6OR\nFouFzQ03geOAVquVYrGY/X4A4Wg00sePH9VqtbTb7exG8XK5rJOTE2UyGZ2dnSkSiWg+n9tBPeb2\nbIAitw/jDAGErBM3QANS+CwMIUaDNcSYrlYrWxtA7W6323PMXCzJnHQ6Hb19+1bz+VzJZHJv7Z86\nPFBeLpc2Z+VyWcvlUsPhUOPxWOPxWP1+3/YmjiEUCmkwGKjRaKjX62m5XKparapQKCifz9vtzb1e\nzwzrbvd4s306nbY5GQ6HBgKi0agymYxSqZQikYg552PAzeFN6oA21obbubmVfbfb7YHSZDK5t16S\nLJDqdDpqNpu2ftVq1UC6vzF9NptpMpmYPQHUSbL3CnrmYBE2m42Wy6XdOO+dI8CFgGM8HtvN2alU\nSvF4XOFw2M4Xz4ON52/ALcGdvymb3zsajfb2OUEKgUxQcMOFwZFIxEDvdrvV6empUqmUisWiQqHQ\nXnDX7/fNLgO2Tk9PLQDmfGWzWWUyGZ2fn6tYLOrs7Ezj8ViDwUDdbleSDFzjVwnCmGvWyzNETx3Y\nDPYZc48vmM1mBjoAkxcXF1qv12q1Wrq7u1O9Xlej0VAoFFK5XNbV1ZXtOwATPo7gCHA+n89tnrxf\nYP3i8bjZhv81cJPL5XR2dqZQKKT5fG4LsN1uzRlLjywOi+4nF3TP4dhutwYUQMhEJYlEwkASBv6Q\nLcFJHUMjh0IhnZ2dqVAoqFKp2Kbl/fr9vhaLhXK5nNLptBKJhIrFos7PzyVJjUZD3W5Xt7e3mk6n\nWq1WyuVyBkp4bw4ut8yyiTBuzCUHBARfKBR+B3gEGWxk5pSNx0Zks/vr5v019/6G8NPTU43HYy2X\nSw0GA/V6PXN05XJZ+XzeDHKr1dLDw4NSqZSq1aoSiYQqlYp2u52Gw6HNLVEJkVzUv7flAAAgAElE\nQVSQQSQI0IRdaDQaGo/HqlQqurm5UaFQUK1Ws+9pNpt2a20qlTLmSZI5XZxhMpk0YzOZTFSv1/X9\n999rt9splUoZy4NTZI9EIhFNp1M71MdEkTgJACGBBFE7+5015Xv5f4Afhj8cDpvT6Pf7xpZwTom4\n+Gz2cCQSUafT0Wg00tu3b9Xr9ZROp5XJZFQsFgOtGc+7Wq0MbEajUeXzeXs2AOr9/b3i8biy2azS\n6bRKpZK2262Bn3q9rvF4rEgkouvra7NNOL/NZqPZbLbHjGQyGcXjcS2XS+12O41GI83ncwvMAHhB\n021+7TDY2Kz5fG4BIOfef41AL51Om52F/VwsFgauZ7OZer2e6vW6AcNUKqV8Pm83iwM2AAjr9dqc\nFbbWMzdB3w2n6tnD2WxmNhrmgr24XC73QAi+JBaL7QGyxWIhSQa+x+OxrR0AuFgs6vT0VKvVSoPB\nQPP53IASASOZBQBTkHfjvEejUc1mMwMWgLJcLqdIJKLZbKZut6twOKzlcmnzTbCGT+F8pdNpY3mL\nxaJqtZry+bwGg4Gi0agFZswJa+2Deg9Mg64bbDlADfAlfQL4y+VS4/FY2+1W8XhchUJB6XRa19fX\nBlYeHh7UaDT029/+1vxVMpnU+fn5XoYBO+JZHPYie3232ymTyeyBcoKSoO/2xeCGyZnNZrbpVquV\nMRaDwUCbzUaZTGYvelqtVsbKTCYTZTIZYz2IjqCmSNMQkZ+dndmmItIh2mZDg/Qw4vzOoINDHwqF\nlEqlDOQQ9U0mE2MAKpWKSqWSMpmM2u22JJmDIG3Fn0QiYek2mCBo9Gw2awYpkUgonU5L+nTIYUwk\nmbGIRCJPukb+cN0wLuv1WrFYzIwqFDkHmM/1OVdYNoxRNpvVeDxWJpNRNBq1tUin0yqXy6rVagY2\nW62WMT04LA5/p9PRhw8fVK/XNZvNlEwmDcQ9deDMk8mkisWiRR0+3YbDOjk50Xq9NidDtCJJs9nM\ngBXRHsC6VCqpUChY2pC9y+clk0nbe9DOmUxm7z044EHBDWcgFovZXhwMBlosFopEIqpUKsrlcpYe\n5Q9garVa2f6COvaM0nq9Vjqd3kv1zOdzY6T4Wj6fN0M4Ho91d3dn++EYQIrTnkwmGgwGymQyyuVy\nGgwGmk6nGgwGRscvl0udnJxYmjgajWq5XOr9+/e2f5bLpUqlkkajkTG/y+VSvV7PbFOpVFIqlVI2\nm7Vn9uwpNoMgKZlMSlLg8+bXD5YDBmWxWBiTWCqVbL+1221NJhMDODga5okUVCwWU6FQMNuA072+\nvlatVjM2YLvdKhaLablcKh6Paz6fWzqF4IuA65j3Yr2wx6TKPEAjEIRVZ/+wn7BDAAr2uiRNp1Nz\ndoAEWJBcLqdkMmlzBKtOUAFDy7MFGX5fSp+C1larZQEToAWnDAudTCb30keAZewRdpyA8MOHDxqP\nx8pms+r3+7q/v9fbt28N5KfT6b1gBnsEIOU5vgSYepIhnU7bHsUuYj8BLQTzl5eX5vtJrwEmYW5g\ngLH9oVDIfLPPCKTTaTsPJycnxnIHDd6/Crhh4ckZz2YztdttMyBs5MlkolwuZ2krdAqDwcAiz+12\naxGuBzLL5dIYHTZ4JBKR9IlW4/9Bnnwtn89bRBaU1gIATKdTDYdDo1VLpZIdWiJzDhoO01N8uVxO\nJycnRpGjAZAeaWgcEPlpAEQ6ndZut1MsFrOIQZKBGq+nCDpI5S0WC9uADw8Pe5Ep9CgRBBuSjYeO\nKJfLmQPtdrtaLBYKh8Mql8u6uLjQ1dWVVquVIpGI2u22pQU8wJ1Op2o0Gvr+++9Vr9e1Xq8tjRdk\nHLKJ6DMkGfBiT3gnAzvAs3vNE1EFqRbyygB7qFjmjjmp1Wo6Pz83IABw9OLPoO8Gm0Zqgz0qydiw\nq6srFQoFTSYTdbvdPUAZCoUs6sMhkr5KJpMKhUIGjohAp9OpMQWcrbOzM2NMSItks1mFQqHAgFR6\nPG+kK2CAcrmcgRif5oaRJc05Ho/1/v171et1dbvdPe0C8wMrCEMYiUTsM9Cd8CwAEeY8Go0eHUX6\n9fPiXc+UkHqIxWJ7bBlpkMlkYs/i01KkqTmXi8XC0qIEW7B50WhUDw8PSiQSmkwmv6OPhJ0KGgiy\n57GFOH7SQASH+Xze9gggebPZGAiRHtk7b+N9UAV75bWAXpdC+gg2nCDRM/1BxqFOq91uq9lsajgc\nWtCz2+1UKpXs3FxdXSmTyajT6ajf75sdhf1nzSQZ69vr9UyfNxgMDNwQVKAP9Ok2dKyfKzx56mC9\nfTBCKna9XluqnnOELQDAlMtlvXr1ypizfD6vSqWyl8b1gTHEgyRjwwCsXt/Eu+H3gqbwvwq4YeFh\nH6Dm2u22iQw5wKRVMEY+hbFerw3AYGjz+bwhNy8s40DwvUTiPn8ciURULpeVTqcVDodtYz11bLdb\nAzHj8Vjlctk0Ivl83ihXaFYcIQcykUioVCpZVHhzc6NyuWz5YQYMjCR7dja01zOxqTzI8ILioOsG\nRYiz4x3YbACqfr+vbrdrVHapVFKtVrMo/uTkxJx3NBrVaDSS9AkY3dzc6OXLl3r58qU2m42SyaTR\nnZ1Ox/QTaJl++OEH/cd//IeazabC4bCtYZABM5NMJo32xcgBriuVihKJhIEsHB4AAMcMfY7Tw+B6\ncWA+n9f19bVOTk50dXVlexfmqFQqKZ1Om9iQzwma+2fdMP6bzcbYUiLFUqmkq6sr/exnP9P5+blG\no5F++OEHDYfDPT0Fv2c6nZp2Z7lcKpFIqFAoqFqtWmpUkgmIPa2MQ6vVavb1brdrzE9QUOrBTbfb\nNfEiETnRKgwAwBoNQq/X0/v379VutzWfz1UqlSyQAhgRqMBeYWNIoRGJe7GjpL1Awgvqgw5YRQKD\n+XxuZ5A1wVnjqHEqBABe14ijy2azZkNw4KQyPPt9enqqUqmkZDK5p6kAKOGAjhHxA1DY7zhvGAUE\n0el02rR+6XTazkE4HNZ4PLbnQt8GeMZ+JBKJPfH8YDAwkIQf8aJ69hb/dsyZg9WEQUTX43VG4/HY\nWAwyFV4byTP6tUYA32g0bD2j0agGg4Ha7bY+fvxoaatqtWrZAewuTBA/e8y6eS2dBx4wUbxrv99X\np9PR/f297u/vTWpQKBT0i1/8QrVazUAn7+0LY5h3HyymUimVy2VjF5FHYAMQyfN70QM9ZXyVaimv\nHocJ4GUO86jFYtEcDj+LcSa1BY0PC4NjZ1J6vZ7pBnz+1jv9RCJhG4zo4ZjUDcr01WqlVqulQqGg\nQqFg6SbYCjQkDw8PyufzGo/HCofDyufz5gQKhYJVXZGWWywWJkoj5cCceGU63w+gIsWDMQxafYMR\nw0nDAODM2OzonJrNpkajkUajkc1xoVAwMSQAU5IuLy+13W41HA5VrVZVLpdVKBRsP1xeXhqj5ysF\nQqGQ8vm80um0behjDK30KIykIgMNB+/raf7NZqPBYGDfw74DMLOHJVl6q9VqmfHd7XbKZrOKRqOW\nkkITRsUVDMp3332nbrdrqQGMdZDBe0mPmhpfRci/A4A85QuTSDqGaidAEimaSqWis7MzO8v+d0mf\nUgTdbtcYv9j/Ze/dehvNjqv/RYni+XwSRR262+7M2LnIdwuQi8SArww4uQiQb5YARowZz/RMq3Xi\n+XwQJVLke6H8SkVaM9bD7v8/r/1qA0LPdEvUs5+9d9WqVatqR6M6PT1VtVo1W+Ar3nYZsCykJQho\neKfbER7nO5vNmo4LBgmtwmAw0Gq1MobBp6PQsbDPEd2iyUGwSoARdPjoFScWjUYtJdput62qEtEt\nkTI2kqAHR4Yz8naPVDKgCHaOoIXfjzhZkp1NQMYu7AZOHk0ILBD/j2OXZAEne98/r3/vMKjso2Kx\naFVrMCHj8VhXV1cmFEdvA4gnQMMnBdHb+LUj0KxUKqbR4ky0Wi1j3/FJgBnejRcfs2dJv6MxlGT7\nFRvP+gBij4+Plc1mTdIgPZ0N1iLovHx1HOAeW1Cr1QwAw45GIhEdHx8rGo1qMpno4OBA1WpVhULB\n9i5avNlsZnuP38Wc2KvshVgsZhmd8/NzNRoNkycga3np+CLMzXbJnldeM5lYLGYorVQqGXsBGII2\nxpB6kRPMhfSUn8QxYnRIKSyXS2MUKpWK0ewYgKBzQ6jX6XQMPfNvOBBQfSKRMPoYIwiK5Vn9fHnm\nvb09o+coRWXBfbqLVBQbzVdJ7WJsPej0ZbGehkcYS7QIaMBZIOCcTCZmdMlx40gTiYSlUeLxuEXK\naCKq1apOT0+VzWY1m810fn5u6U6ozaDrRhSHk8IhAQTJW3sAi46DfHM6nbYSdWhu6UnYiPCWqBmm\nDX0N814ul6rX67q8vNS3336rTqej1Wqlw8PDDQP/0rnhOFiveDyu5XJpzBmMzMHBgUVdRPPJZNIi\nwIODA9XrdYvIJBmgzufzSqVSG2XROGHA4Gq1ssqzWCymYrFoUTWM7Hg8fvHc2HfYClJio9HIKHhA\nHNWSPsVDqgMRaalUMuaUswyrCKtGoEWQAjsCA0D6AIBFkPQ5oM3PkzPjU6OANw/afLoavRRnBGcG\n8EPXQMofLRZ72ovJYR+Jsndx/NLTvsSOw8J5fSUsFfYDzSSACFBJdQ42llRkPB7X0dGRyuWyafsa\njYYFXrD4pH1411TawdbtUqEIi0zqjZRvr9czkAVAhPFYLBa2n6bTqWUWarWaBQ58T7fbtXVEq4iu\nzrOM2WxW5XLZziapP9/2Iuje9NWX+C10oqlUStVq1UDI1dWV2u22kREIowFCp6en2tvbMw1Rq9Wy\nrAdgHkCPn+TnSZ0ijP/hhx/U6XT08PBgaa4g44tUSwFeQPwYBd83wTu2o6MjZbNZS1NhDEkHYDQn\nk4kZKrQnGGpy8EThvrzWl/D6aCvookNH9vt9K7EEqfqIAlHodDpVq9VSv9/fEIpy6KgmIhLDSXng\nQlpku/qJKMS/c6ICnHbQdfNl7hgQIgwPqEKhkN69e6dUKqVut2sR4mw2083NjabTqXq9nqUb+/2+\nHh4ezCHMZjMrkWbeiURC1WpVJycnev/+vX7961+bYBC9BSxe0F4pXgdG6wFJ5uwRpN7e3iqTydjB\npXqBKAG9gu99QquBwWBgkZSvNPDGk0h4NBrpu+++0x//+Ed98803JoAF/AWdG/sCUIzImTMG+IBC\nb7Vams1mikajKhaLOjs7M60MgcJwOLRUh09L+l45VIrM53M7E9Fo1NKUp6enG9WSQQXFpGLy+bwZ\na8AMdoCgibSqr8KBsSEdCbDG2JJy8iCJFgiktvz3kEIpFovKZDJGsQetcNueoy9f5j0RLBC4UDAh\naUNngQ6JtZE2q2Q4Y51OR58+fTKtVSQSUaFQULlc1uHhoQUpPgWGzdolUJJkQAtwQhrIpyV8FRVO\nFfaFilBJBvjRFvGzMCOw59PpVNfX1+r3+1oul9aOJJPJbEgYSI15bUeQ4fcMDO3t7a2lr7HlgF/S\nRb1eT91ud0NDxloAgKRH+46koVAomE5zMBiYvgdGD7tCn6ld96L0VKDAmWL/k6KmoMNrvTqdjukm\nISlqtZqBD4Btp9NRvV63giGE75I20nuA+2q1qkwmo0ajoU+fPunq6mrjHQddsy8CbogEMGz0MsGR\n+8gDh1oqlWzzIYAbjUZGbXY6HS2XS0OwCJzC4bCpzr2634ttPS2LEnvXaCscDlskWywWlc/njenw\nlDUL4Bsr4XRIIyCyG41Genh4MIYJoRjiSP7dl2cSyYF0Oey7GiRfdQNFTGrK9yAA6Lx580a1Ws1A\nItHG5eWlfvzxR4syAERUeZErb7fb9rmwCKB9n5+nhJhIB0cbZGBkEBKTNkun0wZQyJfTJwJgkMvl\nTAuQyWQs9ekd6mw2s0jH6wFYD1KiVL7MZjM1m021Wi11Oh1NJhMlk8mdNTekD31FXS6X28hpA9Zg\nrhaLhbLZrPL5vFUzkE7FmPnqOIwcDON2uhLjPh6PracNGgNAUtC57e3tKZfLGbUNOPL7nICIlIxn\nLdFxwA5TuYMGkPcCaIDxZc8zd1gfmDsErP57YYqCrp0XfpKWTCaTpjXhe3h3rC0ADk2hZ0Z4F74C\nFbDg7R77HsEyNoUvXzETdPD7/Z6G7SDIJG3oy6L5e96rZ/w9gCVQJmWRz+ct3eaF2eFw2ATi+BYC\nYoLToNoNSaYZ5cwhq0in0+aLsDO8Dw9CptOpMXHYUBgz7CA+5pe//KUqlYr29/d1c3Oj7777Tufn\n56aParVa1rKAPcPv2gXo8DO8LwIY0uuAxVqtZoxwp9OxtisEWTC7gCT2tG9HgSD/9vbWArBwOGxE\nhZcKEGDjS4Iy+J8NbmjAhNFEnBqJRIzu3o4S2PC+CoIDRWQNjegrCahWwsCRh+aLdJgvJ4Wm3SXa\nYtH29vasTJMSYJpPEVXBLgBgiPyINpfLx34o7XbbehiQ9imXy4pGo5rP54aIoXDJfwLySLHx5Td0\nEGPrwQ3CT6q/oOTZ4JlMRoeHh5br7vf7FhVeX1+r0WhsOPWjoyMdHh5uGCjfIwggQ1oBatZridAm\nBW0mJm2CGw49+208HhtzRhUKkT6UL1EGxt8bNdKhPBtU8GAwMNEqgPjo6MiAI4yV36+7DO/UeCZS\nSewbwD/GBq0RzhTnjnHkva9Wj30nxuOxWq2WwuGwJpOJdV72IFF6NIqcV8q0YXx8QPPSgTAdhgGh\nc7fbNU2UL3XFSXj2AVsEuPEdfClVxYZIUr/ft73AeaasHydGb5xut2vri+ENOgCTMBCIbBOJhAFt\n35uFyBmQDVgbj8cGYKlS4SwhVieAwG5QVkvwBIPqWXfWdZcCBa/L8mlaKlW9XhB2mp8lPev1SDjt\nSCRia9jtdi29xrPyM8y3WCxaOTZBjO9ODpMedG5e7E0wSrDu543N8sw3DBYBAWXlfK4k6x/zD//w\nD6rVajaf8XisTqdjQG25XG5kONA2eXsVZG6AX4IbbAfVW77c/s2bN5bOvLi4sDQvqTcKFwCUpPR9\n7zpsFAVInpHCR5A+JwNDdWuQ8UUExSAyEDqI2veLwMGTwvAVGoAVzx5A1/omY0QCdC+kEyooD1bD\na2UwyLtQkXt7eyqVSoYe6Y5M+SEVRl63gmHCmR4dHVlqxBtnPq9Sqejk5ETJZNK+ByPs2SmPfj1Y\n88AmKLgBERMFdbtddbtdNZtN09BUq1U7pL5xIutHlQqqeYS1Pl04mUxM00F1EXqKy8tLS4+sViur\nsgPsYPiCDHQ0rBFMAw0FoXvJedNHgrYB6EaIIMj/sycAZwDfxWKhZrOpdrttOeJoNKper6fT01Md\nHx+rVquZRqvdbtvnEAEGGThHSUaT47h8aT37iLQx76PX62mxWFi/F/qleKBJxOmBDaXfVH7REZde\nOwiMEdYHdZD7+/sql8t69+6d3r17Z8CG9IMXpbL/vNiUviY070Og2ul0NBgMLLdPS4ZkMqnvv/9e\nP/zwg66vr5XL5XR6empnslgsmlj15uZG19fX1tOIgCTIAJhi41gTtEKkprF16H1w5pyZ4XBoASBs\nB5o/rgTBGRCQsN4IawHggCuE8ruUSjM3X0jC7y4UCpYaRNBNDxrm6AMYf9awrT79T0q00WjYGiPU\npYCDvlqc69vbWzWbTQM3QQX822JpUiUEbzS3IxAH+BIgkdU4ODiwQgvS75eXl7q8vFS9Xle1WlU6\nndZwOLSqTu8TeAf4A3yEL7xBSxVkYEvYi2Rfut2u+WyCerSUrAtrQuVmp9Mxu4/P8MCaytvhcChJ\nqlQqevPmjd6/f2/tRXq9nmmv8Kewd0ECpi8Cbqi4AK3iEIh46Tvz8PCgdrttAktoMOhT6aksmkPr\nHRSbh3QQjAOHGaaD1v+ettuFaiWShOZGU0K+GPEouUk0Q3TGJYLASPvGaVCQpLpA3URaCO1ID4Hw\nvSKev+M9BwEBMGg8O86+1+upXq9rNBpZz41CoWAb7f7+sUEjaQtoYMqg3759q9PTUytVpNybqF7S\nBv1Omu7m5mZDQMoawlAEGawR0RFibjQyAO9+v2+9Q7yhhe2hGRig1KcFQqHQxp08aF9Wq5U5Hq8t\nOj09VbFYVC6X09XVlYnxghpa1g6DS1oIZozUANGcb16JY5BkFRpoMiTZXojFYsZGoana23vqWVSt\nVq1XUCQSUb1et3OHgJj1DTovKphyuZwBRdJFGFHWj9+BcYZ1bLfbxk5Anff7fWNgj4+PVS6XFYvF\ndHFxodlspkajocViYR19OaP83k6nYxVy2IWggzUjfQTrK8kADCk973AI4GDFmRNzJNiSnu7/ymaz\nBuRomnd+fq6PHz8aO0zRAsJmX+G0S7oUNggHBGsD68T59u38/ZUMXj+IEycIo/LIA3Av8vepNV+R\nBusgaUP3E3QgjAYAYv+xGQQYPAt/B/Ody+Xs2TiHq9VKNzc3urm5UaPRsCAdsXI4HNbHjx+t27b0\ndD8X7BwgAv+4q1gaxsenMO/u7qxZITYbBr9cLlvLBeaCVAHf5bWArD0aKulRgnB8fKz379/rl7/8\npelqAcZkgCRZkMzPvmR8NrjBCUBjIQb0fUGoplitVrq+vtbV1dWGKBLH4nUqbHjSTD6vCJsDGgY0\nSLIIBZ0AuV2i9yADY1ir1XR6emr19zhe5ucvRvQCKy4PxIF49oMUF/Q3c4OdYV4wNnzhQHkvRGH8\nXND5cQihjRHAYThR+3Mx2nq9tgoFz9Zks1m9f/9eX331lQ4PD7VerzUYDNTpdCz1gTEn/02u3edj\nWXN0S5IC05GAGyo0ABVUMHFgcCIYRQwfBnYymajVaqnZbNpap1Ip+6KabW9vzzpX4wwRzPEeqQb7\n1a9+tVHiuAvo9g6QCyvZHz4iJ7XHnGByaMpImpToj+Zb5XLZOosTaXNG1+v1hljXi+6ZN8ZyFyeC\ng6DlQ6PRsGagXLKI8wAs+HTKYrGwd8s8sQF0boZNi0aj+vHHH02E7bUgOEsCN8SPXuu2y/BBFyko\ngA37HGDO95GKkGRaBe7ZgiUnsCQAymQyOjk50Zs3b0x8e3DweAEsgB1gTCWO9AhIOPPorF46AJs4\nWV99uR14+YpMGMztilvpSbfje6fwvdKTkJff56v7sMW+PQJ6paCDveavPAA8+RYMfC9nMZVKWYqf\nVCFpToJJ7IQvG//w4YP29/fVaDRMLwaz7CtXfWf+XbITpNi8WDoWixkLMxwO1e12DdQDPNCh+nsP\nqR7jXWyXfxOkwALT7PDs7Ey1Ws0ANowbvs1XqQYZXwTc+Fu4cejkyXDCRB8sJLk6f3cTWgeiG6+2\n56UgxOVF+bJQKFwWhw3DQdhlU2MwMTKdTscuCUNPRKUQzo55SzKBlG/TzWaCvms0GuZ0Op2OlV7T\npA8tC3PDEMN8AYaCDChyDPf2XVyr1WqjPfpwODR9Ah0rc7mcNTbkrqaTkxOl02nLqRIJ8r20QO92\nu5Z7JnrkMBDt8a6C0qwwQmg1iG49g+Obw/nmjz7/7/ufAMLILdPMEAaOy+ROTk70zTff6OPHj9YQ\nkX1xeHholxlGIpGNlM5Lh09nIVbmy0e5sEo4GzRIgC9SWzjYePzxosVaraZaraZwOGzValDinEO0\nHv48cTZx2ggHgwxKmElh/vDDD/rw4YN+/PFHe5eVSsVACkJh7iojrY1hbrfbpjmiiIHzmcvlFIlE\nLIVRrVYtqu71emq32/YOcEroLIiUdxmAzG63a+koWE5APcJn/pzP56bfIzDwfWoIqnyqzpfy+sCH\nAgvOM8UMMHze/gYFNwSqvBtSGgSn2EHsRzgc1mw2M7vvgzhJG60cvEYJEbb/Xn9GYfYSiYRubx/v\nsgMEeLbspcOz3LBaPgjifQHqfAUU9tQDAao3l8ulMbvYxXA4bCwhGpt4PG5Vjtw9xb5vNBq2973Q\nOejcYO/o31MsFs3uktb9+PGj5vO5FdXgi/lvsgn4YjpRS0+pdGyO71U1n891fX1tZwOGdr1eW0C1\nS/HFF+lzwyYkspdkZa7cpk1qAkoWETEVURxGWB+ieg45h81X3OD42fgsEgca+tKXTAadG3111uu1\nWq2WWq2WaSsAT768k8oGyi+JtDjQOHsMKQ3dEJoRzWN8MTzkbjlcGBFf5RB0bhweyhAlbeTg0Rhh\nVBGXEgWSgy2Xy3bFgL97B8eC8zw6OrLcNAaWuZD+4noKmBQfBQaZm68cwRnjCBBgIgzmmgbmKj0d\neuhmKHccznK5VLFYVLlcViLxeKs5AmKMXa/XM2fCPoZxIJrdNdLCyBMkQCMjOIcxheVBoO6fnxQP\ngUixWLSL8Yh8MUI4TMT6sVjMmCoMka+22TWQANzQ7+jHH3/Ux48fzQkUi0UdHx+rWCza3BEvSk8O\nluACg4pWDpEr+wsnSENDgoxut6uDgwNjObxweZfz5t8Le4n0ot9n3vaRhvG2D6DFPLB7gEm+z9u8\n8XisRCKhXq9n+wSAS1UVWjn/7oIMbwOJ1gGr2+AaAEdwR9kx4MWfOf+sMPSAG96jLyCQtLGeXntJ\n0BQ0EOR9wwTxTAQUrAvvngCJQMSzjRSI+Go4r+NEN9dsNtXr9TSfzy2lfXx8rNPTU7ORMIsEukGl\nCdIT28ae4bz71C++6ebmRre3t9ZOAJ/NHVQ8P1WGtE9gTpwhfBYyB9hx2ETOBgwkjOb/CrhhUpPJ\nxFAb3UETiYSVrzFxxLAgV9Af6Sg2qld+46AwyhgJqgw8NclmIZLDSAQdGIb5fK6Liws1Gg31er2N\nbsmkB3Di8/ncogfmgAYA54bAbzgcbnRxpJKDclaYBjYDYJDDQ5M4SYEPLBUE/X7fHADgDGdMyimZ\nTFrUMR6P7aCXSiXVajVrrEXpcbfbtegD8JBKpXRycqJKpWLvDGFkLBbT4eGhvv76a+u+SS8MqFEM\nV5ABmMH4+wooyvBJx0D54qw9y5ZMJm2NERTOZjPlcjlr6siFrw8PD3afDNiZblgAACAASURBVOsy\nm810dXVlTpg136XTra8KgqHE0AM8SWGwl0gvkqojXUt+m6aLRPHSUwULvwuAgCCSqBytlqSNyi0c\ndZD2CzhD3snFxYWur6/VbDZVrVY3mBY6D9MLywusueIEJnA0Gm20lMCpswfRE+BM2cPb4kZSbrv2\nufGpQwIVUpzo+XDYAE9fJcogqAOc4dRgeUgP9vt9tdttY4cQ9qOx8oCINZS00/xI/5Ba9tWjBG3Y\nLn4nZxy7B3vjm9JJsu8FPMG68swABl/owDlGBwaI9/f6BZkbLQHoTTQajUyY7wMwij1oheKbJPJO\n+X7AT6FQUKlUMltRr9etn1YkElE2m9Xh4aHZWYCb7wX0OdWX/soZsgQ05Nzf3zcWnqCD1DTiYuZN\nIImcg3Qo7wKfjERksVjYdQ4AKM4aFVNv3761q3KCBkxfrImfz/khZMShIKykI2i5XDamB0X8czlD\nT3OS9uGlsIFxGF7NTtdE70B2qUoBTCwWj5cjUsYNC0CEQXQsySJbKhlCoZA1caL7KHQygkd/oRoH\nsFgs2nvxNLFvVujL64JGk2xq5oYzQvm/Xj9eKQByxpD4sns+h2h3MBioXq/r/PzcQKCPBqA81+u1\nKpWKlcxHo1FVq1UrIYft476nXdkNnHWxWLRKAl+Rx77w6ScAF2AddgCjCBvHwby8vLRuy4hrARlE\nn4PBQN98841VhZGz9zdyBx2wXQBfmDeMi4/IvJbNt+SXZA0LAQSkjtvttu33UChkfXtSqZRWq5Wt\nDYJxL7D2RjfI8IJb/h89CED6+PjY0ksAc84D+4tqvGazaYJMWInJZKJ6vW6tJmhfX6lUtF6vjYVL\nJBKWYsApE5jsktqQnoAplXl0vKWPDgwF30eLAiqpcNYEVh68e8bOp7PQQCCkX61Wpj9DYE+llE8h\n7AJuiPh9iwcvBvdpZvQVnnmRnnQxBLm+UtaDPdj++XxuomFKsbdZX36OwDuoPdnf37cKuWKxaPIB\nAgpSMWhhWEsaC/oGkzBtADZYrOVyaawpLRhgPQqFglWG1et1065eXFzo06dPxv6R3gvi6wjg2XcE\nrf7+xHK5bDpM33emWCya/fT2stlsWhCByJ85smdZIzRSAGD+n38npbkLy/1FqqUAMwi/OMA4Xh4w\nGo0qn8+bEIoIFjoYsMOm92iYqCASidiL5PDgnPldGG+ckE/hBGVwOCRE66BxHLZ3IhgctDAYHASA\noGOAEfQkkRMHm80D4AAwsQE8uMJgBUW1HEAQM1ETBg+lP+h9u2cD7527pobDoRqNhs7Pz/Xdd9+Z\n4wFcYKx47kKhoFqtZgCRm4u3Uxu7lBTjaIm40um05Y8BiaRU2CcYc/LLPuWCcYtEIpZepdLq6upK\n0WjU+sL0ej0Dsr5Kia7GjUbDPo9W5UHADY6AvcRepGkZzcLYM5IsReApfQIJ+vtwzQSVizc3N2q1\nWlaWSmdxRMTk/LkPib1Ch2f2bdDBWQK8wTwdHh6qWq1a5EpECAiDOUD7BCiACcGJ0nSMVCttKeiw\nShPBSOSpjb8vFOB37AJIpSeRJUCAKBbQiUPw/XbQ8CHcxG5A8XM+fKDpg0BJlkblapBtm4jzkRS4\n5Jbf7RvkIc7GsdEmAzYR2wZDwZ4mzY8ThW3zLS9grkKhx5JlGFcPyHyhgNeTEIgGmR8sAgCbEm2C\nl/v7e0vDcF0N7DW+yQf9gBueGRaeC01hhH2aR5IFE8PhUJ8+fTLdJ6J0/EEQcMM5wj/l83lVq1Ur\n3KHaC82nv2i2UqkY2O90OmY/8EdUf1Hg4SUcBO3engF+eF8+xbxLKviLMDceUVM5gwGiTTtUE11f\nQWZEF2gwfEqJAw3diBGXHjUGkUhkg/4j1eJ7SRCdr9frnRtvYQyhhn1LdjYSegGiJhaPAwwokbRh\n3Ig8mCcGB7CG+BD2h0NFqidoJRGDTYUA0RsArjzAefL7oPrJY+NMqRhqtVrWt4GDHY/HrU1AvV43\n8Th3lnDlxO3tra6urjQYDKysH/C0i7DR3+WFEBiGixJqUhL9ft8AgE8RkucvlUo6PDxUsVi0bsMH\nBwcajUaq1+saDAbm7HzZOIJs5ki6AwBMxVGQQVUCLRTIvcdiMTOORFCkrBBHA4RgtEKhkFXrLZdL\n62lDCTj7zZez7+3t2a3mzWZTNzc3JtLlPcViMatUCjpYo1gsZhcMJpNJ09uQgmu32/rmm2/0hz/8\nQX/6058sTeXZEPYxIvz5/OkOMUkbTvf4+Fhv/6eNAVdy0OcDO4LD9GA5yPDMNuebFBLAhgDRi8LZ\nWxh5QMNisTCw5JkSnHE8Hjdnk8lkVKlU7F4jSRtMpa+421Us7bVDnF/2CqwYDD6glfvduPQSpgxw\ny8+wDqPRyHwAfoQuuKwpDBfOHp8DYPXf/9J1813XqTCkbxDgHrYDQEeVkPRU1YXTptLR93rD7iFx\nyOVyZoNg9UajkQWRVFGhz9ylFBxAAuMMoCZN5omJXC5nvdsonvD6Gewq/YSwL7FYzNaFwJO18YEH\ngLVUKpn/R//5v8bceORIs59UKqV+v6/r62t9++231tdhb29PJycnpsfBAfX7ffX7fXPa5JlJ+2DA\nSZOQ7uDwwLAQfXBIfT52V4PE7+ZejHw+r8PDQ6OWAWr+egWMEB1NMRjQtiwuiB8mBafjWR00SJSh\nE60BbIjUgjIcXiTrIzl+z8HBgYnCKf/1qQ2MKVVc6J0KhcKfUc7kqUejkc2Xd4IWgI1fLBYlPVVb\nsA5B1gxNAlEozBhOhXmTXoEuxtj4ipNCoWAVNawngAtdA+lCHAmVYZVKZaOfDaJDdCm7pBMxdOv1\neiOiQgwuyWhkbtXGMPmSbgYOhVRgu902Sp0qo3K5bH1fiChx+kSdp6enJjTEEAedG8aUvSk93as2\nnU5Vr9cNCP/xj3/UDz/8oGazueEAAFYwT/w9cyXwQNDuwWGtVlMymbRSa8T8BDKc311F/Owtf4fP\nbDbbqFqD+Wb/8+z39/cbFUewXF7rQbSMHWXfR6NRq9aj4SiVSIAcUlOkeYIEgtuR9mKxMEB/f39v\njAXaSm61Jt3HmSQQhFUFVGCTWGv2PWwa2k5SG6vVylJB3De1t7dngcsu60apc6vVUr1e18XFhbVJ\n8DbNZxkImrCtAFXPgMPik9712Q7OAs8MqPW6LQKoXQAA+2YymajZbOrDhw8W6AK26Nl1cHBgTK9v\ndspzet0VWjKKhHy1M2yPr1ylbxTviXlTeb2LZvaLMDcsIq3P0RJMJhOdn5/rv/7rvzSZTIxpwGFw\nCBH9eX0Mxt9TbDBE5I+5k4Uv2ur7HhgILHdJ3fjf6/PtxWJx43p3FoILwjAYpAU4eORmEcsRYdE4\nbDabGWDBoMEaEe3TuZm0i2/gFES8yfCUNocYETX9b9jQi8Vjx1reNY2l2AOwdqQEotHH21+hlTHk\nHFQARrfb1cXFhR4eHuxAedEZB+alg+fhwEGJUuWFEcCZ0k9hO81IQ0aqosrlsj0/Ze5etAio5Xfk\ncjmdnJyoXC4bMOSdkDILqgVjjWC7YCF8ugENFMYejZdvte9TxrBb8/nconjSXlyHQAQGfYzjSaVS\nBgoIWjCIu8wNB71dCk0TSKL3q6srnZ+fq91ub5S205BvtVqp0Wio0Whs9IPB+BPBS0/N3aSnQAFn\nRpTP/ia6BATvsnZU2nimArabjsKS7GoaABjnfzAYWJM3nAEaDkkqFAqqVqvWFRvBKfelxWIxAwHS\nY2Ujd9qhyaEz+y7DO26cGsEcNhTwxh7BgcP2YD9I0ZE6m0wmGyXU9JvCpqLjmM/n5lvy+bzZMhiF\nIAMGvdPpaLFY6PLyUldXV6rX68a8+3Pk50k7BnyI70nmA0qfSvYVcwRZfH84/HSJNMJigI7f30HX\ni2Dk4uLC/Cx34yFCX61Wf1ZBSuDKv2H7SSOjXeO8eAE2WQIAnW9pwv7Blu6iK/0i4IYvj9q5n+by\n8lLn5+dGkZdKJeuJQjt8X46Ms4cVwQCw8L4/BAp0Xh6HAWAE1cXCBEV/vrIBZ0mJLdSa1+OQjiqX\ny8bkoN4nbUX6DEdLDwTAoGerfEttSRsUJl0ii8WilsvlRqOvl86N9wVLtlwuNzoUk/PmegivjD84\nONBgMLA8um9df39/r+vra3348ME6wPp8PCWMk8lEjUZDV1dXury8tI2NmBoAsssAzGJwMAzeIRSL\nRUsZSTKgSCSDBoO24L75GroM2Bny39Pp1Bo1sn5oRRBNkw7zkXfQuaGnYN28USWqxegSSVHqjpaI\nNKhnSXkmnCdiVgw8QJCU0f39vU5OTnRycmKOE4O7a0kxLCwNCqlMIa2JXiadTluPEETE6KGm06lu\nbm4s6iSYeo4Sl6Rer6cPHz5oOBxqf39frVbL7k8jbcu1DXz/LuAGvRfpou30C2koACosGs6b9YO5\n5Qz7Citf2u91iHd3d9a/x2t30IjU63Utl0vTVmWz2UBzIzAAKOLscHySDMDgUDkLACGKDGKxmImd\nvY6EQgVsA/2JfJUZAIZAA1tCKmoXcMNz3tzc6PLy0rRaBOswXQAMxMu8Y9aJs07gQOB4eHho1Yis\nF19kRhD6IjgmtQ7LswsTTAoYYL1cLi3YJEDp9/vmd7LZrHq9nvVjQ5qA5CQcDiuXy6larer4+NiE\n3gA2An/AuC88wj/QxNIXzWDDg4wvVgrOosEskHPlAb2qH0MM+5JOp3V/f2+5e3KyGB8fxfF7qI7g\ne0g/sOGg6qAJKcPeZX7SptFFB4MQCzZjf3/fBFkY0kwmY4YFJoFFZsNzmDl8ODxo6v39fU0mE6XT\naY3HY2MFuLqBCD3o8Cky8qJ01EUQjfHngOEUAAuSbK6lUklv375VNBq1ZlOJREI3NzcmbGRuoH7Y\nNmhPfzjZ0DuJyf7nUID60WDBBBH5nZycbKSicEA4QYTQCI1hLvb3901jsre3p06nY1Q11LHvZk0k\niugY0bJnX3YZVBfxOQBj30ySNABRJGcKdgZBN+xEKpWyMlfvaDljlIICeogkMYKsa1Am0bNepKFw\nvKvVY1fTxWJhICMajVrVHdVFGFvSB74CkdQc4Ih9vlqtDKxwZ1G/39fNzY0Gg4HprkjpSU+dlIMO\nUjPeUGOzADleZNxqtXRxcWHOHgdHya4vfabakcE6D4dD65LO+wDQknYnQCSQDCoo3h6IwWFcYJ0I\nZH3ARwDrm0NivwHM9E5BZ9Lr9TQcDjdSTtvO77lCj10GuhTOWb/ft0CcdWE/+lQ4pf78CROGdgth\ntf95fCYXtUIKwGDRwNJ3A4Zp3yUQJA2JlgbQBdsFy4IfQNQMa8T6Sk8XIXuQjn+hsasXr8PAoWXi\nXVOAMxqNNtY36Pp9EXCDQWNjcsjocXJ0dGTCxMPDQ6O4cZDkDePxuN3jlE6nTbSKgBJnS4oDQABY\nwOlIspQCQAqnHWQDeCfMn9BjUNPcij0YDFQoFPTmzRutVisdHh5uVKfQDVeSRe2g1Wg0auVubFLy\n32iSABBUanjhtp93kIFRxXAgUk0kEtYbwvcm4DCTVkLMx/ewiX3pNUas2WwaZcx75P3y2TwHoHRX\nxM57wxEBSP0ttKlUyi60JDIjxXF7e2uVNpLsDiZ0LkS10P+Hh4eaTqe6urrSf/7nf+r777+3SBgQ\niqA3nU5vdKHdZRAsMD8iXt8rBQEge2abffIsjBcLrtdrK5f2HampfIP14L8JbrrdrjX+W6/XFukG\nXTfveGEaSA/NZjMrR3/79q0ODh6vCuCuJM4QjpTUKgETOijeGSlwHEWn07GACyc2Ho8Vj8c/29lL\nT0J3IlyfisEZEMzARCDuBkx6BgnxeLPZ3CgPB7RRiFCv1/XDDz9YfyIqFY+Pj606E80WKZ5d7Im3\nrd4h0yuINP1qtTKn722BrxqFSfAVOlypga0HoGMTAerYDX/uAXK7DFj44XBooD8cDtvt8wSZkUjE\nBOL0TuL5Sbf7YAbHTkUcfbJoGdFoNExADegFhJAV4ByTdg86R3xAqVQyRpaGpGixADikBTudjtka\n/AEs5LZQHlvBHguHw8Y2DYdDs8U0gD04OFC9XreK08VisSGYDjK+CLjBKfpyQjrYHhwcWPl3MpnU\nL37xC52cnJjOhiY+VD9hYLcZIehJ0iPU50PNQT/DGvnSV3QuNNILOjcica8XAXSRewXcUBkwm81s\n/r5XBnQqBxMKk0gflT0gDjoPdE40cnt7a/c2kRILOjyAogT85OTEcp04jMFgYAYUSpvmUzQoBDjc\n3t6qUqlYfwOiFoSFrBXsSaVSUSgUMsEqaaBtRi4IKEWYjENA18Meofomm83q7OxMktRutzcYFOhR\numn7UkUq8nh+ANnt7a0KhYJCoZBVnyDERjSKI4We5XlfOjBwgGX0Oxh+D/5xXHt7exZ5ct0Gzbhg\nfhBDkw5NJBL2jKztwcGBCVX5XAwxAMRHa74R20vXDUPLbfQPDw92eR+BEhe0kspNpVLqdDr2vAhO\nARM0SSNdhw5FemKeOaPovkgZ4JAJ1rAfu+jbYFwLhYLy+bwxTDc3N8Y4jcdj0xbhrCKRiIrFok5O\nTvT+/XudnZ0pn8/r4eFBFxcXG60zYL3u7x8vuL28vNSf/vQn/eEPf7DLQ3/5y18qmUzq5OTEWhyE\nQiG7IgBHFHSQfpBk+0iSvUP/nPw7ujMcPUJ2X0LO9S7IA6hQAgzAPhDsAZIQ+4ZCIetdtEvqZrV6\nvM6F1gfsj7OzM7MjMJedTscAEJV16OGoJCJYBojBXEEUEFDQ2R5722w2rboRsfZkMtnQ9OwC4PC7\n2WxWX331ld6/f6+3b99aV+JMJqOrqyvruI4PkGQAFqBK36hYLKZer2fgj+CXxqM+JQzjhZ6MPlTL\n5dI0aD7d+dLxRcANwtDBYGA5ZHpjVCoVnZycGB1LFEvpaaPRsMNN92JEwPy3176gnqa8lxRRp9Mx\nzQtMEAaNDY0zCDI3QAi/CwcnyVJN0iPYgUpsNBq2YHTSRK+D8Yf+BTxRXo0AlzkQxfH7OQiDwcD0\nRaxB0HXz4AkUXiqVrJU2h7TT6ejg4MAMLxsNtTwVNkSJsHMwNzB0vtoD9q5cLltao1QqmWCTHkif\nIwSXtBFF8HmkUzhwpEPIy/uSSsCoB9uAeCrd0GGQ618ul2Z0uP8F0Au4oKQfo/7Ssbe3t1GKDGNC\npRNddHlW5udTgL6iEKNCfp19C6Dk3zk3RKW+Lbq/4JI5VSoVO38vHQBtdEqANiI5AqZ8Pm96DNpF\noE8A5JOKI/pHd+GLDLwGw+sGeQbfooGWCWhCgp431o5iilqtZg3gYAbQLsA4w2iWSiUdHx/r3bt3\n+ru/+zvTwPV6PVtb3h1aK5hlWnHU63XrZwWrAGtLEEAQ4oW+Lx0AZV8xhS1mX3kbCLOeTCZVLBZt\nr1xdXanf729kBNhTrHm73Vav19sQUuOgS6WSsR9UbBGI8U6DMsGARdLaqVRKtVpN79+/twpE+i1R\noo1Ewad1qDL1ZdEE4dhAnt1rBLH/zWbTyuLxt7AotBbxwvKXDC9ujkQiOjo60tu3b/XVV19ZSsx3\nUkdc74MX3ie960iPw9jN54/3UZGCY79iQ6mqQgfImfCfvQtz+kVKwXGu0KsYGC5LJEon2qNWv16v\n6/LyUvV63V6UBzaAG0mmS/G3EZMiuru727i1lyZx0JuImmiJH2RePtrFeRFxFAoFu3G60WhoPp+b\nMBqgB+uD4Irnge0CnQMQEIliaOhJgWNCwwEowkDscmilp1uKYRHoIO2rRdAuUNZHigV2ptVq6U9/\n+pPRsIeHhyYy5e4v9Eo0DWQ/lMtlM6zlctkiIJw2jF6QailAKfuo0WhYZI+TQyA7GAwkaaPfx2Qy\nsRQH9DNgFG0AaSjSCjhCWBF0Bhig8XhsuXT+25dyvnTABtHt+/r6Wjc3N3Y1COANPRWRK1+cI+hj\nSSa45/oUnAaOhfflAflqtTIqHaH/5eWl7SEYu13ADeXCrCMtJYjivTh1O62BDoHz6UtRARCcH5g6\nnC1OGIdbKBSsr8/19bWBPED9LgMnwoWkaItgDieTiSqVimmksJ/v37/X119/ra+//lqFQsGCCt4B\nDpI73jxjTPqN9DgMFsAPXWIsFjOtA8xRkAEo9o6bFA4ODNsJWKEz9v39vd3ThpgVhpq0PJo//AQ2\n8Pb2dmPPAO4J0mDN2cu7Ct1JcZ6enurrr7/W3//932u5XKrdbpsA/cOHDxqNRsbmEhByHQYssG+T\ngc6F54pGo+a/EomEAZ5Go6HFYmEXwpJ6ffPmjfL5vGKxWODCEgZAFFAK+3l/f2+6Nv+uAdHoXh8e\nHixAJ7CLxWLGpq7XawOfVOvN53O7xJbKZyQBaNAIktlfQc7dF6mWIqdGvh0H5oWiONDlcmlt6wE2\ng8HAkOu2+JjNifrc9wyRZAvM7/GRKweNr10YAF+/T6MmhH2wD0RHvrU+/WLo9eEFgblczhwh0ScM\nCtSrf5deg0PuERYA4EDTuqBrhxECCGAAcI44c1IPpDqIFhB2p1IpS9cQ6SJYJaoiIsRpeScMQJtM\nJmq1Wnbz+nq9Nur8pYNUCQaQaIvDG4s9Xvp4cXFhUcZ4PDaAQEVULpeznLn0VOkxGAxsH8M+ptNp\n7e3tmU6FObHm0OUHBwemBdhVLC09Xb9Aebcke++kj+iXgjgT1hBwwheVSVSAUHFDOWg2m7Uzjf6G\n/ZhOp3V0dGQgmXJ4DHLQQXq22WxaUIGxJt3b7XY3UrloYzg/VKAQOQ+HQ93c3FiVDlEnlLoHz+ii\nPDDkPAOYdxW6+2opGsAhnkSsHgqFDIRQ5sw+IlgiTffhw4eNwIMqTgSde3t7qlQqpk9CL3Z8fLxx\nhxyfC/De7vb70rn5AhDsCDYd4AHTRNp2b2/PNEgAUnr7wD6hJ0MHxJ8AVdaRzABAnBTJti8JOjeq\nIznj7969Uz6f13q9tusGbm5urFqStCfngbPqZQiSzC/B6Ph+SlRhwsp6/0UPJnwN72RXVornuL+/\n16dPn4y1J1C/ubmxc++LgbAtVPyWSiUr44fFw/fT7BX2DUFyJpOxv8MXknIHkEpP1a9BxhcBNzAN\nXrOAEyAdxcFm09XrdbXbbVskNh3RpS8BY5K+RwKbNZfLbYi0iL6kp2oB6al5WtDhUxfeaNZqNYuS\n0HS0Wi2rhKHRFsY+k8no6OjIjC+CLA/60AtB30G5817QD0GR+mo03k2QdeP9EsXzjthYACmfKsQg\nUgKJCI0+Ccvl0tT29LwhavQlyHwvTpi0HsC3Xq+r2+2awDTIgIWgioQGZp62vb+/t3QHDBQADrE3\nTo7DR3UHwu9er2fPTOSEAeNiuaOjI52enhqgJdLh4O9SwQe4gG3DqCFQxYnBslH55dMFpNpIoaFR\nYD/Ry6lcLlv30Xa7raurK+v3wTwJbEKhkOr1ujUm28XQ0nNFkmm9YN2g50mhYWO63a69Uxwc3Yyb\nzaba7ba+//57K28ntcVlp774gEZrRKIEGARLCH13Ed16Jrjb7VrFHKCAwICo3vd5gX1qNBrGUP34\n449Wkusv2YWdi0QiJhomLUMVE9WoiHNh0+ldRaFDkOHZTUAygS8AA7YFoDwcDq0PFMFjJpNRv983\nhpSWE9vVlPw7jDE6KdhsmHxv33w24KUDe0zAgi4Um09QxL6nPQbPiC4OlhaA5/WE6IsQ15Kl2G6F\nMp1OLajlrPpAZZcAHoYMm9LpdPTp0ycjEQge6CHn3wtMLx3K2b+++EeSgbftSioyGaRjqZBDvEyq\nmVRdEJvyxZgbqjFA54vFwhwUThqggYPDSOAkQdxeeY2xAdV52pPvwxHB8FCJ5RuSea1B0LlhNKDZ\ns9msVV8cHh5qvV7r6OjIUm2NRkN7e3u2EdlwpFnIYbK5iZC5sFKSGVgQOxUDkix6JUUAst9l7ajQ\nwGHTYwD63ZeW+vdI9Vo2m1WlUtHp6akBVW5urlarCofDFp1whQTRKnQsTnk+n6vZbOqHH36wChia\nFQYZOElYm1qtplqtpnw+b6WMaHrIfxM9eacC++Crr3ge9BcAaL7Pl1MfHR3p/fv3+uqrr1QsFnV7\ne2vaA5i5oOAGuh09lK968s0hOVf+RmmvK+GdAvh8ldF6vbbScHopYXwo58UBE21Xq1VzMAQ1Qa8G\nwcjDfl1fX+vy8lIXFxdWCk4lEyCn3W5bJR7pOirYJNnPf/fdd5rP58a2UhKOfaEKTJLR7z4V57UM\nAMNdBqBJkgG2dDptvZYw/Dhk9hWMDZ2ne72e3esFAGIvsp6knOhNgtOB1VksFpYqoY3BdDo1zVMQ\ncANwA7R47RJnBxtDfysYnnfv3unt27c6OzuzQJZ9TrCHXeeZCAR9RQ3NUL2OUXqsSsJeARaCDAJ4\nUl8EAjBQvFvfaoCg3BfCYFekJyCIL+OzHh4eLJhDbwXbDShutVpW0OI1rzBTQQfnDtIBjRMXcWJH\nAZEAK34XdjGXy9nPJhIJ3d3d2fPe3t6q3W6bbUHcDSkBoUHVLBdre4IA8PvS8UU0Nxh1JscLp0zT\n9zIhagCleS0OBh/Hz2HFCKA+B9T4z0V85/u2QP97VmKXeQGuiN4phwNF8twgZ/LcHFQivtlsZmI5\nDiZpKyoGvIAKSpJ5I8Ym7bFYPDbBAvgFHV5PQQRJDwdSXZ59Iar26TeuoohGoxqPx9aIkJ9jA/NF\nFQDaEIAZhrHZbNrh9VFf0EHunZ5HRFwemGyXm8MWYoRgZ1arlQEWQEQ+n9fx8bExljAF6Gru7u4s\nGvUgnXcKQNyF/id1QJRNahCjuLe3Z7oGAgvE9GgpPAvKPkCbQUUZYmlAN2XRrCkaMHRwAH3mtwsr\nJT1FklRStloti2hhXQBapKBh1AhwuL0ch4jWavsiQLQ2/CwGGdDr2S7A4ecMgBG2gXVDv0RZMDoU\nbAXMIsDOd/4FmHktGa38cbAUAmCXYGS5V+jDhw9W2LG3t2dXoOwyoWRU9AAAIABJREFUP6r1sMuw\nHoiZYQFhndgriE5hyrH/OFbePeeaij5APvoW9CheuAqj6oXkQQZAlw7KNIvkzsBoNGpMPraZPUnw\n7e0tNoFzSUqQ1I1vOInv4b5G/BqAUpLt1V2zE9g19sVsNrNUJu9Seqoa9FWU4XDYZBnSo+auVqtZ\nQIStgBkG2FExzZ6kF1U8HjfmhmAYJjLI+CLgRnq6ogAqi81GThLRIg2xMISIYheLhTEubEZeCmJh\n6bG1OE4JjQeHgxw1z+Kbie1CR3rtCZERAimip36/b+V5vV5vg27GuOLIASykfmi+B9r1yJ7U0+3t\nrSnhYY0QehKZ+Nxk0Pn5/gXT6dQYIRgdGAiPxMk17+09dqw8Pj42VqTb7VoZsteYoFeBzeIwctD3\n9vaM0WHOvqtu0HmRTsQ4SDImhi8frZMW8GnRh4cHu/2bhmGAFfqNFItFrddrFYtFxePxjQaPzB2j\nyzphuNiXQVgA1gsnRPqJ1AqOmqZhvhrKO2yMGY6U5yP9ATjlyhQiaAw0Z6HX69k6JRIJE4XSnG0X\nthQnDPi/vb21VGetVrPbiP21DMxvm8KmFLxarer+/t5ErJSoei0GEbm3V8wLoAhg2GV4YOPTNmgt\ncGz8N+cDO4DNwY7CQgFQCb5oeUAawZdW+/Q/wVGr1dL19bVVRfp0QpCBzVitHtt0bKe40Yf5wGE0\nGimdTqtSqdi+wxYCuL3uSZIFstls1jQ57EfKpH3fI+mpknGXkmKCddaC4o+bmxvzWzBP7969s2Z8\nVA5Jsl5JHlwBRmBiJVkjSt8derFYGPOFJiyZTBp4Y5/sum6AbNLwvvcYLUEk/VlqCBB5d3dnZ4ZK\nMoKH9Xpt1XqAcmwIGllKw2EMSUv5BrkA8iDji1VL+U3DYSNlwoQkqVKpWFkjUQZ6DFCub8KFqJB/\nAwz5fhqotmFsEJICJNgYn1MuTVUDlU04R7QliFQnk4k5b0mWrvPXLBBBYLAwBlSbQd96YR1gT5I5\nEaol/PsNMnCuVGlQTrtarayiKxQKGeVI/wV+DtDFF+vpDzX3GgEuvSZK2gSQHNj7+3tjXEhZBh1Q\n+9CYACdK1sfjsXK5nI6Pj+0OFdhCaFd/G3ur1TJGgAaKpAopp/WiSiqimM/h4aEZfkBW0P49kjYi\nedhIf90D8/Y5f1+V51O3gBvANy0LSClB/XMWuaSWOZJekGSOVpIZSIx50LnB3BIcUAr99u1bvX37\nVtls1vYaAkY6dxNRco1CLBbT2dmZVquVia1PT0/tlnH2PuCIqBzxMe+Wix55vl0ZHIIWgCdsEOlO\n9hVnC6YYO0oFTaFQ0NnZmQVWBJPj8VjtdtsCPgJGtHuk12FHpKduwtg0UpJBxv7+vjWsDIVCppPy\n+iR/LUSlUrF3jP2G8U2lUgZ2cLyAMX5XJpOxtDe+gGAWVhmwT8DNuQ6q3SDNDVhiDwAWAW61Wk1f\nf/214vG4pWZJX4XDYWO2mTdAlLNJMMnZWywWJhiHdeRd+LQvaatdRPzYX0A8gRIBz3K5NAH7crm0\nhoVcFArzd3l5qclkolKppFKpZGXk7C3S8QAyMjyw9aSjR6ORicJhery2J8j4YsyNJHuxbGQvFCaK\nf/fund68eaNqtWq0Ms3evAaBjSg9lakRleIMvXZHklUYYBjJr3LIdzFIGPJQKGTMRLPZ3KgWYUP6\n9uG+1BKtAEI0tC2AMN4NKRNy7OgpaJ6HBgaBNu8EJBxk+FytrwLBMfkImuek6SJ6lWQyaWXbdJNt\nNBpG61PCifEiGvARBw3b6GINJcsa8hXEGPl0IoYNFrHRaFhLAKLkWq1maQCiCwAtVW3cLk0VVbVa\ntWs2uLQOQN3r9TYOLBomLnyFiYThCnJofWqEdfHrTxDgBZj8N3T23d2dpZq8qNyn6GBOGo2GpSRb\nrZa1OyCqu7u7U6fT0Ww2M4aDVOwuwA3mhUaSlGTXajW7zwtGAFBGygqn0+/3zekh8iwUCpai9noj\n1pkUCGeBf8dxkRIgGNi18tI34gT0w8RQ8QOw8HaPFD4N/ehHQrPCVqtlYO/q6srSUnR+9WwdjpN1\nh22jl1Emkwks4ieVxdU5NDftdDoWzME2+aC23W5bt2T0Xev1Wqenp6ZNIxXqhfiAsO00H+Ac5gO7\niR3fdfjUNY4WQAHTAXjz7BEtLXyw76ucuJpHkl2pwZrCEsFMwYZwVc524LAro4jNIN0OwIb1JUtC\nep7UKfMn+J5MJgboYLrZ274itlKp2P2LSBW8T5RkwRcNgP25eOn4Ypob6akOHYPKfRFoQhKJhE5P\nT3V4eGgT907LV3LwuZFIxOgy6FpYGjYV3wuICYfDxkBwIEC7QRwJSBNDjV6k1+uZOBoVOHQuhr9Q\nKFiLfioz0um09e0YDodmVKFQocehKmFziGhBsPQOwcDvMpgbABDQxIbmc8kdz2YzNZtNXVxcWFlt\nKpVSs9m09A5OHccNa+Z7jgACSBtVq1WdnZ3p5OTEND+xWEyNRsMABWv60sG+wclD0TebTWtpjibD\n07ykOB8eHsxAkvpg3emI6xkuDDJNHBG5oj8iUqMdObomDG/QiIQcPMED6+UjHM++4Bi4zsSvO3vP\nByLsSzQenCNSsmiYOPf0RqEvxa53wazXa9PQwd5RjcWdShhRvjB8pVLJ5tLtdk0z4AXWlLaORqM/\nYwp99QoBA3oYQJs/h7uI+Am4SAMTefvGaDAqPgrnWdEP0aX59PRUkchjN2OYQu7E6vf7Biok2XrB\ngNAfiFJ+mt8B8IPOb3//8a61d+/e6fj42JgoZAEAJzrhRqOP9yRRacilu9ls1p4RHSb/zZ+APipO\n2b+cAd+ZnrWEld5Fk4I9gfHEvwFwPAvLWaG1xPfff28NKAm4PNNNUInIvVAoWGUlTDl9bcbjsQFP\n5ssZZG13kV4Acinw4PojbJT01ESPvQgAC4VC6vV6G0wxl3r6OxXR5GYyGZ2dnalSqRgwwu6MRiOT\naiBGz+Vykp40lEHGF2NuACRENlBlOGNEYJLM+XGfi1f9+woeaP/VamVN3srlslKplCRZeRxpK0m2\nmdE2kI/0zxhkgNglmaPmJm5+nxckMl8OMeXjgBsW3JfKIiYmbYWRJQ3gDQ352EgkYlGB7/UQZF4Y\nCGhutBV87nr92FCPSLnb7er6+lrD4dBSBhhqr6onhYYIkGiKfbBcLk1U7L/fR8YcEEmBBcUYH5g8\nPof9SEv0aDSq+/t7i464SXo+n1uUgR6ACBtWot/vm9ODpfMGlr3OvxP9ICpfLBaWXg06N/QxOAFP\nt7OvEOpDIYdCj2Xakqykmnb8gJ/VamXpAcTRXB5JKgWg6iM7DDFgY7lcBmpMyPCRsCS7uoLb21er\nlS4uLqw/DECEtCnzYm6+cgO2gMCCZo2kgSVtlM6TKvLN53CwPOculSmeDcV2+KBrW/TLuyDlmM1m\nTXdEkzVShoBPKvbi8biOj4/t6gI+04vLpUcd4/HxsZLJpBaLha6vr9Vqtawk/yUDu43NhrknbXl7\ne2tXrMCq4BwB+AA/bAaOFHYZMTVsGgADVpI18SwVgIJU+i7aS7SFMCfNZtPAPGd+Pp+r3W7rxx9/\nVCgU0sePH/Xtt9/qv//7v62lBY1Na7XahpYF4Icd4ez4QhH2BcEGZxURrr8ehM996YC1lZ7uqfOS\nEr9Xve4MO0cvL8/Ie+EwmqFwOGzsXLlcNiKDVC0pWM50pVIx7SPzCnLmvpjmhi/QPw/uxa5Q2KQ8\nyBEjPsO4oCxn8VarlSFKSu1wqqSJEOwCogAaGJJdgQ2RFAgZw8HciHQlWVQH08CisGDQd/6Q4Qz9\n3SigVA47Dh/xJNGzv1B0l/lhALgGAYfGXBFz07GU9AoRTLlctuZW9B3x0Qzz8GXJRFFeDc/agd6b\nzaZ6vZ6xYrvkkRFnYkin06nR/hyeUOixvT95bUpiyS0TwQAaKI9Ek0HDQZg6GBX2hyS7hwbxHJUR\ngHnYzSBzo4FiMpk0Vm27RJ/KMKpkCDYwOpwdKq0wcDAlkUjEnCVME9VKrPtisVC3290AwOwPDHPQ\ndKnX7lEKS8qy2+3q06dPury8VLvd1sHBgSqVis7Ozkzb5itVYD15Dhy7p9NzuZylldmzfJEG9j2C\nfPpu1+GLHrALz4mVeV5Sj5xV0tdc40F5OE6E8mFAC52WEW8iLiZ1tVgsrCsudpnKlyDDC3/pnXN9\nfW1OF30bFyHCXmD/0clg4wAOvhpqvV7bWvkKR94XDpWUJGwX6cZdmG6E6aRICTzprs7vHwwGurq6\n0nq9NuYZBkN6um+R3kNocLyOi3eI9sUz6qSZyRD4i6Y5r/jfoPNj75FOk2TBKkECIJR0EulqghlS\n3b4BLTpV1o6yfCrMsKmZTMZYPkApxSScy6ABxRcVFPMARIHeAJBTI+fv0z0eqYPQ2LwIhv0NsRyI\n4XCoRqOh6+trU6MTtWKEYG4wWEEGUQVUIg4RkR6IHaDikSp/T8kgCBuxMECBlBBpPDYqpaEcYJiN\n+XxuxhYku0upNJEWbBTl+VDndJWk7Jh1jsVidhHhycmJVUp5cMKFdZKMQfH3+/hy4tFotNG633dD\n9ixFkIGRpIwZUOmb1CHoxNhTsUCX3r29p66kAJ1qtap2u239V+jdgLMpFAqKx+M6OjoyhpG0JFqI\nTqez8Y6DRv/sbwA06TIcFkYSxg/n6Nu1U+2Hpoj1oRqPfYpGCsAK+PE3oS+XS0t/cY6JMn1Q8NLh\nU9JegEoq+Pz8XN98843q9bpdgklJPhViODnE+gQdkmwu0lNal4CF1A/rCaAgEsWx7OokSZ2TPodp\npUoPx4azwb7AEqIRosoItoP0BRqbSqWifD6vk5OTjXb39I7yYmxS+PQ3IuAJmgKQZDaQoKjVauny\n8tKe8fT01NKL9Ckijb23t6d6vW4CfVgRgghSw5JsnbEj2GJYLL8+OEm/N3fRuRF80qiO4pFcLmeg\ncjqdql6vG5BED4ZQ/Pj4WGdnZzo9PTXNE4wklaQ+xQwrAktO2glRebFYVK1W0+Hhofb399VsNq2C\nNsjwGj5AMmwswBfbQMGPf8/sXf4dhp5O3K1Wyy54pds0ejqIEDI1MI+Afp82+19JS3n2QtosneML\nAwv9D/3I5kMjgcMBjEAz8pmIbNns6FKIwkGv5Ap92eUuB1Z66npMJEd0S5klUQVABsSK88JQc0/M\ner22G71B6CBUqqpIUZHWIEpD0U7qhY2wK8DBKNBvABaF9SQa5j0wj8PDQx0fH9vNwh58ka6QZPeJ\n0OUXUEtufzAYbABGLxblEATVpHjHSDQBaPLlsB5oQ3vjrJk/YtRyuazj42MNBgO7TuHTp08WmQAO\nPTtEWoUGkzhgmMVdnD/PhMAO4Mmeg7FE/A2b0m63jcpmXTlTiHfRthExrdePJe7j8dg0AVDKdC7m\nMkavUwF8fw67QWpZkp17335hNBqZY8ARIILFRvA5MEkYSCLHbV0L80AzASBGv+Mj511SUtITa+Mr\ngBCWozkCpPrrENgr3hESPXt22aeZy+WyaViwt7ACvsM4wldsy3Ni1b80VquVXe54f3+vjx8/6vr6\neuMGby44pj8NZb50vMZ+wrjyfmCoYRm99IB19f6CM8m+5pLXXW2lz0oQTGazWbvAlBQ+5wkReC6X\nMyCTzWZ1eHhoqXyKG7hp/O7uTqlUaoM5h/HGnzE/bIm/Y45U266iYgAEASf6QlgZ9GxU0dLjh4AX\nEgLQjj+mgzjdr5vNpqRHQF+r1TaE4nwGwcRsNjNQtws58UWrpThgPl/MFwaBLzaBpD+LZDjcnrIF\nINFxmNJNSSb2wjmSF/eVILtUFEmbNDkvf/sKBTQd0Me+EglDgSFGbOnLrInCcbqo1wuFgr0vHJbP\n0ftSwF3KpZkf5bM4dqh7HAMHCxYG8IUzZ24wbOSAof1xmkTRzNMLqH10TQTpHWXQ4dML/uBgXHya\ngvJmr+z3e2m1WhkAh3Ll54gGmQufgQH2QJ8IBc0YjMeug/3MM/B3PB9nhJRiOBw22h/WDqfKOvjP\n8XoWWBwAJ9/jK0gAT7uUbTL4PN4dwBuxIXaBVgHMwRcz4Lxp604AAQMLYPB7D2DPvqNyijXmvDH3\nz3EiHqh4W4hD4Ex6QSag/+HhwdoTcOO1v5DXV8qxh9kPABZf7MG69ft9A3ikTYMM9BJUIzYaDasS\nYl09UwtbCsvniyN4tzSR83o3b+v5Pt8vCFvlWRxAKYzNLmsHi+RLuzOZjL1fmC98jyQLBEOhkFXN\nojfs9/sGIGDTvKyD/cHZ8ppWUjqeVfS6xV2G35MEE76fFkGS9HTtBUUVy+XSyr63U4RkMNjT6LDQ\nFXHnn58raU1IC/7/fwXcMCEMKwYD5+LFq4hLQWg4TNAfhha6GENMBRHXF1B5QmdYDiYGCGADzbur\ng+SQ+xeL02MxaTaG8UVY5zUAOAtQfTKZNKPJ38NIASQARhgwNh8G2xvKXaNkNp2v5IBd8fQgomWM\nO024qGpZr9d2yaGvWoP18dccYMxx8hwgH+2j64EhCzqn0WhkWhrSax6gcYhZAwyf7wED40HzN/RQ\nkqxCB5Eph5X3RypxPB5bJR1l1HTh9L0qXjpgofiT6IrqAvLaREQe7HPOtqtOvE4CKhkGg/3sb9du\nt9vmnBCd+vlw/nZJA2MDSLsiZoYBoHNupVKxtN96vTY6HcPs9xTBDaDT2yZ0caR5/HmQnpyJF3Z+\nju4GG8nneqPtg0DS26REPIiTZGfRizz5fITVVDLCCFEtBEuKlmN/f9/SlLCriI1fOlarlRVAhEIh\nTSYTxeNxnZ2dSZKBL1IT2FX6Q5Gaw7kBVgG72BP8BGtDGxH2OL7Fd5/29xntkt4gmyBpw6GzRl72\nsL1/YMeYe6/X03q9NjYKFghdj6SNzuP+swDApHw5i5wNOscHHd5vS08FLoBL+o351C7FEJwNbDQ+\nBNCKGPvk5MQE8NggtEi+JQP+xu8JbGxQNvGLloJ7QRzGjT85jBhKnLQ3OtsG0SNZ6Dr+jkNK9Yo3\n0hz2bce/K3Pje2FMp9MNOtRTy74luhc2e+aHefrolwXc7ovgdTx8Lu/NA8rPWTcf/XtGhecHnPpc\nNawAjpBNj1GEwkSgBu3ujQKlgYC8bYDGvtglLYWhvb+/t3tfiOQkmSARwTnAZHs/LhYLYz+IbJkn\nt3qjU2JtvHMin+znLmnDWQUFboAaXx5L6ox9xnvjvBBE4Oh8nnybSYDF8joGPjMUCm2I/wGrMJC8\nB55zl+HXmmiePbS/v29VQkTkAFV/6Sn2gvPJ3/E+PAsD2KHjto++eYe8L4KQzz1zno3wBp1/B2R7\nZ+JFnzQNJZDArvJ8pIWxiz6dgWP0AJR9NJlM/myvvnSwL/nMg4MD658jPd22LsmcH8ANWydt9vbh\nXXv22NtcelLBUOEjfK8lbO3niMFJBZKu9EDGN0f0n8s68iesKPuJQItqYO8vCBgACLBDnpXhmZrN\npn0mdmHXwboBXLw98Vos1mdbvuABjmeBuTmAKmNICNaR7/XngHcGwPEZlJeOL3Jx5nOb5afQcZBy\nZUkbpaHPfVbQzws6PJh6aTSDsQk6lsul5dmfG16H8LnjuXXzB4hUznODCPkvDcDZc2PXd/SSQaT6\nU+K6l/5ezxb+1NhmXvxe/am5B21GtT223z8M50+Nl4IoHBQg0A/2HanW7c8PykA9N7b3JA6ZEQ6H\n7fLY7ecmCtx+Lv7dfw5gj+E1Yn586T26HUgw/Jn2qb6fGh4oPDdIy/xcFL/NZhMpf87wcwJwFwqF\nP/s+/1x/ae/yrM/9rp8CYP9f+AXfIf65sW2XfQAq6c98WCgUevY5Yd2eGz5gAMw8d1aDjG0fwJ7/\nS00cf+79bq8N1Z3PDQ9anvNvu2rbJCm0a4T1Ol7H63gdr+N1vI7X8X/j2K186HW8jtfxOl7H63gd\nr+P/0vEKbl7H63gdr+N1vI7X8Tc1XsHN63gdr+N1vI7X8Tr+psYruHkdr+N1vI7X8Tpex9/UeAU3\nr+N1vI7X8Tpex+v4mxqv4OZ1vI7X8Tpex+t4HX9T4xXcvI7X8Tpex+t4Ha/jb2q8gpvX8Tpex+t4\nHa/jdfxNjZ07FP/Lv/zLX233v3/913/92f7b//zP//xXO7d/+7d/+392bv/4j//4Vzu3//iP//jZ\nuf3TP/3TX+3c/v3f//1n5/ab3/zmr3Zuv//97/9iL//f/e53f7Xz++1vf/uz8/v973//Vzu33/zm\nN//P2srf/va3f7Vz+93vfvei+zO+2N1S2+2muXvD/8n3+p/xtzdv3zG03Y79uUsit3/e/x5/j8gu\nV6Y/N0f+298vsj2e+13+zgz/XLSf5h6R557fXyq5/bv97wlyZwo/59/79p1c/t/9nPyfP3d553Nr\n7/eKb4//3B7xvyvI2L6fbPt3P/flL1JkLfzP+Wflef378r/vp9b+p9Zq1wsYt3/OX+D33Pf+1Dnl\nz+1bmbefz98d99xZ2N4XQee2vSefe/a/tD/9z/pLc/15Y42fu9PMnwf/Gc/9vqBj+xn9+X7u358b\n23Zt+335d/bcv/F32zb2uWcIOrfn/pSef4d+r/6U/XhuD/nz95xt8f/93NruMn7KR22fa7+e/t+f\n23P+nfDzP2cDt/3CS/xBkPHcOebvn3uHz73j7XnyTn7uDP2c7/ZXMewyry9yt1QikVAikVAymbSL\n17gReTKZaDab2aWMXAoXjUYVCoXsanMuIPMXwXEjOPesRCIRJZNJu8CLO3a4jv329tbu/4jFYnb7\ncigUsn8LerGYv1GYm2VDoZDdfsrc+F7udZnP53p4eLBn5wK3QqGgYrGoeDy+cQvzYDBQt9u1Sye5\niTWZTCqTySibzSqTyWxccjcej+1ukV0u9ONCSS4zi8fjSqVSdptuKBTaeL9ccuZvw+W9xGKxjZ/j\n+/xt6bFYzPZKNptVOp3W/v6+3crMnSp8Dvfd+MtHXzq4SI+LArmhnFu/uXE8kUgoEolouVxqMpmo\n0+nY13q9tlt7uZ2cG+lvb29tLvF43A42F2cCfrwB49D7y+d2ATZcgsnlm8x3Op3abcOAM84a67t9\nw6+/9JWL9wDZHpDzhVPhYkf2I5em+n0RdE9ydrjHhzly7rjxOR6P26WuPD+3rnPJpiQlk0nl83nl\n83m7iXgymajdbmswGGg6ndq75CJQLj0NhR4vbMzn80qn03ar893dnV2iGHRPrtePd3cxv2QyqVQq\npVQqJenxzqXJZGJnjUsoeedc+JlKpeyWbH9ZrfR0ozPnxz8rjshfKMm+SCQSdt4nk4ldfhhkLJdL\ns8ncdr6/v69sNqtkMmnnZD6fazAYaDab2S3RrIN32t4XcIa4tHYymWg0GtklnJxpb4/4f+bMV1AQ\nsF6vdXt7a2vH/otEIjbX/f19JRIJpVKpDbvw8PCg8XisZrOp0Wiku7s7s3/ZbNYuqLy7u7O9i60M\nh8Mbd0it12vFYjGl02nlcjmzXdyO7vdOkMF7X68fbyvHF+ODI5HIxvvn7rNEImFrx95ttVoaDoea\nzWba3983/5XL5ex+qfl8bn4H3zIej+2C6HQ6rXw+r2Kx+Fl+4IuAm2g0qkwmo0KhYBuJm6BxGmyM\nvb09O3wYWIDQYrGw6+FZOG4k5WVnMhml02kdHBzYz3FD9XQ61Wg0UigUUqFQUDQaVS6XUzgc1nA4\ntFubgwwMSiKRUDqdNlA2Go3MEPrbwDG4k8nEbu2Vni7rKxaLymazKpVKWi6XBmwmk4kajYam06lW\nq5WSyaS9z0wmo2QyqUqlokgkotlsptVqZYcFQ/xTl5U+N9io0+lUs9lMyWTSnFU0GlUymdw4OHt7\ne7bxb29vDYRFo1FzeqFQyG7xxrANBgPN53Pd3t5qvV6bI8nn8zo8PFQ0GlWv17PDEQqFbP0lmQH7\nuUsAnxsADW4N5pBwWLPZrPL5vDKZjOLxuG5vb9XpdOx5ue08nU4rEokYSB4OhxoMBhoMBiqVSuYc\nAOrcqLx9ED244VZ5QFyQy1A5bzhFbkTGGWEEAXY+gsIo53I528ecIX5GerrYk2gKkIKBC4fDSiaT\nZoAnk4mdefZmPB5XNBoNtCelR7CF8wLI8H5wfIlEQoVCQfv7+/b9s9nMjCpOORwOK5fL6fT0VJlM\nRre3t2o2m+p2uwaoE4mEvaPlcml7FWMfj8dVKpVUKBQ0m83sUtvpdBp4TwJuCPr29vaUTqeVSqXM\n8c7ncwMk2D0uweRscbGhvw0b20oACPhjXbB72GfsKmehUChob2/PgCG3vweZG/YQsMVewRFnMhkD\nWgS1XFgaDof/jMnl3KVSKbslGnvgbf9isTCbga0OhUJKJpNmn3iHQQEbz3N3d6fJZKLpdGo2cm9v\nz2woYCwajapcLqtYLNqeq9frajQaGg6HGo/HymazSiQSdgM3dglwCMBhDwLoOJ/pdNr8bTwetz2F\nzQvi43hubDZ2jM/g3/BjHhhGo1Fls1nlcjm7XLjRaGg0Gqnb7RooKhaLtgdYB+wTZw4fyN+nUik7\n/5I2gOxLxxcBN0RU3FQLkpYeDcZoNNLDw4Mmk4lFIWxEABCHmgO7fc06ix2Px1UsFpVIJMwIsdkH\ng4FarZZtMg5uNBq1G56Dzo3fWSgUjAmSHjf8cDg01LlcLi2aBemDciVZhAsqL5VKGxsF1oDPisVi\n9p4wssx7OBxqOByagQCUBLnBGBAGc7RYLMyZw95ks1mLHKTHyHI4HBryBjT4QwXa50CEw2FjqHCK\n+/v7ymQyqlarZqRbrZaWy6XdMJ3P5+1wYzSDzA0gC/DEEeK4k8mkcrmcGYjRaKTJZGIOaDAYGIjO\n5/N2MG9vb9XtdtXpdOzmY6JSAA3vg4PsHQt/Ai5CoVAgcMP74dkBNkR9OBbvaDAikUjEzibAaDab\naT6f214n4oWBxRnhJDHERGSc8/F4bMHFNogLsm7YAmwF9sW5SQ15AAAgAElEQVRHyMViUclkUul0\n2tiJwWCgh4cHDYdDe6+RSES5XE7Hx8cqlUp2XkOhkDkEnybwzAzPnkgkVC6XVavVNBqNFIlELFD7\nHHDD/trb21MymbQ1BFwxd87OdDpVLBYze5ZOpy1wJMDCkeP8mCdO47mUWDweVzabVbVa1cHBgT0D\nbF6Q4dlSzgK/Kx6PK5lM2vMQNM1mMwNi+/v75lhhkwlQCWY9ePeMPewG53B/f98C20gkYkB/m5V8\n6bp5xiibzZp9wyYuFgsD++VyWcfHxyoUCur3+zbfwWCgdrut+/t7ZTKZDT/nWbjxeGzsCQAKIBgK\nhZTL5RSJRCzQn81m5o+CBhOSzI5ji0Kh0IZMYn9/3/aWZ1EgKsrlsqbTqQFy7Gc0GlWhUFA6nVa5\nXFY8Hrd3wFzYI/P53IL1ZDJpLFU2mzVA7kHXS8Zng5uHhwf1+33d3t6q3W4/fuj/sC8Yy2QyaYdm\ntVoZzUwUzd9xUEH5+Xxe4XDYNvDDw4Pi8bhtVn+Y7u7uNBqN1G63Ddy0Wi1jXHwUG2T4XOByuTQg\n1e121W631ev1NJ/PN6JxImQiBdIQoVBIs9lMnz59ssUltZTJZPT1119v5KKhOQFmw+HQQFy73Var\n1VK/37coAOD1koHxx+iEQiFNp1PV63VNJhP1ej1jvyRZtEnqiLQOjMhwODTjn8vlDCBlMhlbX8BU\nv99Xv99XNpvVeDzW1dWVLi8vdXl5qUgkYuvv2YEgg7mFw2Fbe4xGo9HQYDBQp9OxVB9r1e/3dX19\nrdlsplQqpZOTE/3iF7/Qr371K63Xa7XbbaOQMbSkD9jLuVxOyWTS1gmWgD1ABIojDeL8GXwO6dbR\naGSRGxEsf0/6ZTgcGujBqbGuvV5Po9FI4XBYmUzG2DWipNFoZF9QzbFYzNKzvAccqDeWQQfnFNsB\nA4RTJAAYjUY6OjqyKP3h4cGezbNnw+FQzWbT5joYDNTr9czpsL9IDcVisQ1wikMj6saIB01JSU/7\nEnYBxzUajWw/+DVIJpMb6cZoNKparaZ8Pq+DgwMNh0P1ej21Wi1zmNls1n4Ha818wuGwzZevu7s7\nDYdDs10+rRp0bgSU0qaWcH9/3xhpAg5SfrBGyWRS4XBYrVZLvV7P7CzsBj+7XC51cHCgYrGodDpt\n740gwoMkv5dms5m9Z/Z30Llls1mlUikdHh4asPbMGmnRXq+nh4cHXV9fq9ls6vLy0taI88/3ESxI\nMoYN8IBzz2Qy9g4Bec1m02wxgJhzGHTwTmOxmAqFgiKRiAaDwUbqkmckzQZLyp7F/xweHur29taY\nuEqlYizrZDLRzc2N2u22xuOx+clCoaBwOKxqtaqHhweTbkAS8I6Dsm6fDW5Wq5WGw6FarZYWi4UZ\nzkKhoFQqtUGDkmpIJBIblHw+n7cDOZlMLFdeKpUkPQKMTqej6XRqOVMOCL/Ta33m87mGw6H6/b4x\nAOTzggwiBBwFket0OlWj0bBFwqjmcjlz7By2+/t7c84cwvPzc11fX1skcX9/r3Q6rePjY2M2iPDY\nuMwnFoup2+2q0Wio1WpZpAxr9tLBOoHKeV6cGCmaVCqlg4MDjcdjy4t6uhgk75kq3jOGGsDXbDZt\nLu122xzo+fm5Pnz4oJubG9MhVCoVpVIpY4GCzg3HyFr0+32jS+fzuS4vLw3Y4ehJcazXa+XzeVUq\nFR0dHenw8HDDKPvohp9hvtDhUOn8HJFeJBIxyn6XKEt6Ss+s12uNRiM1Gg11Oh3F43FlMhlj+IjE\nAcesY6fTMUaNfTWdTi1iikajdlY9sO73+/ZzMIuxWMwCDwycT08GGbCJ7EXof69d6HQ6Go1G6vf7\nGg6HKpVKBmBJWXlA0Gg0TEtClA0Qn0wmKhQKSiQSqlQqFnUul0t1u11Np1N1u11Fo1HTRJDG3cWJ\nhEIhpVIpA90wFrBO9/f35khSqZQymYwZeMDN0dGRRf2z2UzdblfNZtMceS6XMxvJ3kQjlk6nLWBa\nrVa6vb1Vv9+37wFwsZ5B58azez0lrOB4PLZz4vV38XjcbDQ6wnq9braGFCyaJ9ikVCq18Q5ZV8An\nejcCRYAHbMgu4IYAplKpWDDuWQ7e5+Xlper1uubzuVqtlrrdrvr9vvk6gByO2+vfSHciM4BJ5Qvw\n1u/31Wq1NnSXfA9A5CUDH8d7YX+ynzwTD0ieTqfqdDq2T2CS9/f3lUqlzG9LMmb87u5O/X5f9Xpd\n7XbbwDbao3w+v6ETDIfDBkhhbIL67y8KbkgJpdNpVSoVE/9iCAA1bGpACYbY06rFYlGVSsWYjIuL\nC3U6HTUaDY3HY1WrVRUKBROcYQySyaRpfDgs4XDYUH+QwaGAZsNIEgGiEyqVSjo6OtLZ2Zny+fxG\nBARzs1wuNRgMdHFxofPzczUaDdvEJycn+uqrr/TrX/9ax8fHSiQSGgwG+vbbb/X999+r3+/be4rH\n4+p0Orq5uVGj0dDt7a1FaUEGVDEbCYcBG3R3d6der2diSlg3fg5DiSHl3ZDegtKvVCoG/jwDUK/X\nLSo+Pz/Xd999p263a+LDN2/emA4gKAMA1V+pVHR8fKzZbGZR1NXVlW5ubjSfz80Zk5vHqXDYEMGR\n9kun0yaEnkwmOjg40Hw+183NjTn0RCJhDpe0Hj/vwQ37YxdWClCEEz4/P9fHjx9VKBR0dnZmaRsA\nLGcEnQCAh30NiwHjgyNEQ+YLA7yGjDQAz5TP520fBk23SZvahuFwaBEdQPH+/l6NRkPdblfX19dq\nt9uq1Wqq1WrGFGJIx+OxsQAYYsAdDCS6l3w+r1/84heKx+OWpoMF/vTpk4F8r60LGv1Lj4wbOq2D\ngwNNJhNNJhN1u13TPsRiMWOts9nsRloCxiISiWg8HluKtF6vG5OdyWQ0mUxMC9Vut9Vut7VcLpXJ\nZJTJZFSpVDQajdTr9dRsNrVcLm2/ElztCm4Qu0oyNh3WCwYXdjGXy1kQA7vY7/d1dXWlwWCgxWJh\nqSlsDQFUMpnU4eGhDg8PlUgk1O121Wq1NpwurB5BJUHFLqwUwIHggTQmDAWsPJou9jHzODg4UKVS\nUaVSUS6XM3vp0/w8G5oTJAL4D1hJsiXNZlMXFxcWdB0dHalUKgUCN5I2ikRYf8gAr7fBviMh4Zkj\nkYiREl5CgfxgtVqp1+upXq/r5ubG0mew3OVyeUNvdX9/v3F+Sbni3186vpigGMcLG4GwEOfpq2kA\nDT6nR8RPXg96jpeLgLbdblskIkmlUsmoQkDUeDxWIpEwlIyRDuokfa4VCpAUB0Lecrmsd+/e6f37\n9zo+PlYkEjHjCg3NRoZiZ/NgXAuFgtbrtdLptAqFgmKxmBmF6+trDYdDrddrExT7NAisWNC5eWPk\n0wwYXChSmCfEgaSNoBRZQ5gjqlxwbN5oY8SI6Dik3W7XHCciMhwdFG3QsS2AZY9iNDygTiaT9m8I\nAaPRqJbLpZrNpjECHP5SqWQGSJKBQQ4sDKIXNO/v75u+AfYDNjDI/LyeiMgGsHt/f2+6Bl8hhUGA\npUK8iKYLQS7OiHcP6ANYEw178acvf/VBBCmqXdaNP9kPGLW9vT0TfLNvMHpUqcRiMWNfms2mFouF\nRfisDdUqvBP0QzAExWJRjUbDqHQYH7QcaGV2ATf5fF7lcln5fF43Nzd2vmGg0ZoQGAFCYUYJZDg/\nvCeeB9Dp02/z+dzS8/l83s4hKTGf9l8ulyYp2MVesnZ+n8BqoAN7eHgwgSkBKjYWVgy77zWV/Mn+\nRfPE7/J2kPPvUxq+LDnoYE4UmPAM+Xx+Q2dG0OQraAkyyuWyTk5OVCwWDZg2m00NBgOromKdKHTA\nF3qw6YsE0IDBqgQFbrwfAAsVXB5osTe9fgq5xP39vflkHwhi8/F9pM1IleJHOH9ojhDtt1otS2Et\nFgsjDf5/BTcYPh+9e6cubZaj+soODDv0FyAGhzQYDDYiw8VioW63aznCarVq6JAXC4oMh8NWxhmN\nRo11CDpIgXmxFhuNHOPZ2ZnevXunYrFoojAcBkYH9E+VkHcibFYO82KxMArv06dPRhkTyeRyOVWr\nVSuH3EWXwtpB+0J/4+R9ageASgqLlAOGYrVamaPHoeLAqV55eHiwdCPAkL0gyRxTtVo1EIeAdxdw\nw6FFJExEARu0XSIN80dkPJvNjFIeDAaW40dAx/yJMhDAspa+3BGQT/SXz+clyejloPPD4OD4MEww\nErxT/zsRFPN3lGtTIUN0y3vDiXjdy/9h782WG82O698FEiAJkJhnAiRr6mq1ZfvOr+QHcDhsXelC\nV7LD4QfwO/0djrAsdXVNnEHMIwFwAHAu6F8yAVW3+aHr+Pylwx1R0UNxwPftvTNXrlyZ6ctouWvc\nWekRmKB5Ccre8PVQ4aQuYDC2t7ftXZO2wIZQQQRDSKoCfU4+nzdmLZlMGmtK+o194tyTWsTwe9aG\n9xd0kbLMZrMqFosG0tAucR9gFCORiFUIkf6mkpKvR1i6ubmpTCZjkfJwOLSgQZIxkuh5JNn9Qv/H\nuwQ0BRXd8vlhEqTH9hik9wEogGXKw/l77ikME+CHdPZ4PDbfAgs8n8/t7APSAVX4GUkGgIIyipIs\noABkYjez2aylsgk08VkEE+xTLpdToVBQLpez6iDSnXd3d6Y/yuVyJhnwRQnYMe5uPB63FBDAex1A\nyp5ASsCCsp+TycTuO+AewApARrMHu8Wd5WdSos49xc/gG/nsCOjRK7bbbWP8gtrJr9bnhjSA9Gjc\nvLHAmaGJ4Z9e5MhDbm9vW8kd+gGcDy+YSBgaFPU2ehVvpLi464Ab+hdw6aBsibCKxaKp14mYzs/P\n9eHDB3U6HUmyQ10sFvXNN9+oUqmoWCya9oZo/u7uzlDwu3fv9PHjR52fn2s2m6lSqZhACyovFovp\n4uLCyuSDLvbJi9h8Lx4+FwwWLI3XpsAkkXqiBwdpuOFwaA4hHA6rWCwu6aPo27C/v69MJqN8Pq9y\nuWyAlEsXZPF5ydcCIiORiMrlsqrVqmnCiMJ2d3ctahmNRjo5OdFoNNL5+bnu7+9VLpd1cHBg55zq\nKQwueWr0HhhjnGIsFtP9/b1SqZTy+bx2dnYMkKyzbzggjAXaEe4GqSiMB3dvZ2fHAgnOM4wn4kDA\nHkaIiJhoGVEmBslXhPk2AeuwGzwPRtRHsfF43CpsAGOAN4ANDoXfC9CDMSSCBuhsbGyo2Wzq3bt3\n1keq3+9b1YsXq3pGYR2xNHcH/QcCUC+0lR5ZAsBbu9025zGZTKyC5O7uzhwE7SWowiTVuLGxYWku\ngkBvhyUZyCMNAtMdhHnjzgGOYT99sAMDha2gwg8HOpvNlEwmtbOzo0KhoGq1qkKhoOl0agwH4Ov6\n+lr1et10X/1+394TNtv3ZoLV+rnpUpxtoVCwcmy0JgRtPAOpQWwrWQYCROwgVaQvX77U0dGRSqWS\nCb1rtZqxa/jJSCSifD5v+xqLxax1QtD7xr71+30DiPSlQZfl22IUCgVL2Y9GI3W73aXqJwIo3j/n\nDH+BrwQz4Cd8wOA1hax17ttX6VBMVOUPMheWP2g6iHBBeTwUOX3SNzh7SVaFks/nLWdNlE15Nk3g\nyHfidAE0UGJBFqmbnZ0d5fN5qx6ibBM24v7+Xq1WS7PZTM1mU8fHx/rDH/6gZrOpxWKhly9fant7\nWwcHB8ZK0MdHkgEI3s9gMDCxMFEHDFm5XFY+n1ehULCUUb/fX1u8SdkhvVuur68tGiyXy5b6Igrm\nskK18hxeM4XoutVqaTqdmrC4WCwql8spkUhYpIaz4eCTGoCiXKfKzT8buX6MNdqC/f1909RQdgmY\ngiJnHxCxzmYzffvtt0qlUkqn0+r3+5rNZur1eraXGBhfPo1xSyQSphnACKwTRXJ3oPXz+bxVqqFz\n427F43H1ej0zYjh7zhwAhDQj1C/7gDiUZ+FO+rJaHDNiQ0By0Ny/Z25II1Pyy3uC+YDmRgPle8CQ\nfkkmkxbo8FzooWBs6vW6Go2GarWaUqmUaY1IVfFMnH9A5ToLJ0maGWfsq8wkLTGiPi3uU3+ABe4q\nQCCVSi2dV/YWZwOQwF6iJTs4ONDBwYHi8bil1Un9B3k23+sJTQVl+91ud4mlGQwGqtfrur29tTNK\nWv7ly5eqVCpKpVJWfURqENBH7xi0b4A139+Gz+bv2TrsBu0GaEo6Ho/18uVL64NENRMpN84lewf4\n4D3x/2Ez0um0BVDFYlH1et16oPV6vaVqYeQEsVjM3jmpxKB3zj+jZ+3wy6spMeQekUjEGFKCeATJ\nMITcXWwCZ9U3w+Ueo3mk8CidTptOjndK5e5T11cBN9DVpIji8bjl0BC1jUYjE5HS54Voc2NjwzQD\n9KkAAAGYUqmUMSDkrnGUIOTLy0v98MMPVn10cHCwVAGwDrhBZJrJZLS/v69YLKbpdGqGSZLpYyiH\nPzs70+npqRqNhubzh4Zm5XLZ0jeZTMYAXbfbNVak3W5LkgE9SbahaEZ4D7FYTPv7+xqPxxY9B6HK\nvbO7vb1Vu902oAOAhDVjf70uA5U8YkTA7ebmph1YLqYky/Xn83nt7u4uVdb5EnrpEYjyXtZJAXit\nAtUTGFmAMVV6RIVcVsrVKXk8Pz83Ovzly5d2gX15JiCAyNeDAZ4DPQpOfB1dA5EbnyGXy1ngQAQI\nU4aTR5DOZ5C05EgBBXw/74hn4nMD1HguPjvPSKk0TBUAIsiCGQE8EbCQ4uUOFYtF3dzcWDNDQDUG\nNpfLKZ/Pm3HmuYhIQ6GQOY/T01NzxqVSSUdHR6pWqyoWi1ZRBsMVxOGvLlIAtHTgzsEIsRewZpT9\n8k4407yn29tbS+GUSiWVy2VLuXEXcXgwzlS+ecYxm83q9evXJqpGgBwU3ODE+T6arpIqQ1sEmzkY\nDHRxcWEAbj6fK5FImI6RPljSg44yl8stVV7RG8tXIlIAQZp8tb8PnzXIwvY1m01dXl6a/hL2xrfg\n8P288vm8Vb1KMmdOzxvAGv3YAEU8M4CKNg6k8QCr3C/Skj4t/tTltUReG+mLA6j04r3SsR375wX2\nVD/t7e0tNfckI0ORAHcBQoO9QwOKnctmswbm/9fBDagWg0cKCSRJ/qxWq+ns7EzT6VSFQkH7+/s6\nOjpSpVJRNBrV999/b2WRPBit06HGiWh4yWzu9fW1Li4u9O7dO/3Hf/yH/Y5wOGzRiDfsT11e+IQD\nB0kitCR3yoUm/ZHJZCTJcvuTyUTn5+cKhUJmWLiYXnRHTpjmY5Is6h+Pxzo7O7NqsG63a58lKAjw\nlWCj0cjag9OLAV0JKTmv6yHv60WjAFLQPjoqjCqgqNVqLfUh4VCTphmPxwb4iALXATcABy9u53zy\ns6F7379/b70oeP/0yiAFwefnZ5EKoQIQRsSDwmw2q1arpXa7bZT79va2Oe51jRGsCICSzyLJIlSM\nEXcIQAmQwTh55oUUpWcRiOIB8HydZ5/Ye4APKdygi2dD53V3d6dGo6Fms7lkgDHCnlkCDMNmptNp\nHR0dWUkplSYAWITz9ALiPEoP+hSaJHLWEbTS4G+dMynJQKJPucK0AUppGEral2cg3cfzomWAUfVn\n0PcHIqVCNO5ZGVKaxWLRSpy9Zuapyxd89Ho9S2MgoCWdXqvV1Ol0FIlETIyK/+C+8W54Jkqu8QVU\n56LLwF5lMhllMhk77zARCLA5t57VecrCVmK/8Du0i6AsnDJ2QAtMDd+L8BetHcExNoZAqt1u6+Tk\nRBcXF3ZeAfEwkpPJ5I/aEgD+g9oURNKhUEi5XE7FYnEJVBAcwmrCKPJ7afoJwPEtHbC12FSf4vZC\nefb//v7etEeFQsF8B4CWM/6U9VVKwfmlvV5vSbBFNNftdtVqtdRoNIx63N3dVaVS0Zs3b5RIJCyv\nyvdCl/MyQN4YZyIp6D2o5cvLS4vuiOLID/ISgz4fERu5R18Ofn5+bs2heC6EzGwIlR70eeEzcsBx\nlp5G5j3S9n13d1etVkv//u//bl1hvfZiHT2RvwSAAX4WzoTn99G6T0FSdUR+llQFKTREmTjAZrOp\nVqtlTpSDTG6WpnI+Glun6obv57LhUHBqREONRkO///3vzaiQVz44OFClUjEmyvcBIn/M5/PpJZqT\nodfwfYIAxny/b6keZM88uFwVvNLbhs8MiMJwwLDCDpAC5KwCUEhZkJ5D1OqrQCTZXeR9A5jWETdC\nhyNGZ6+IfAHCqVTKOvB6x8WeUCG2v79vrC7pFpgC+twARnF8pBlrtZp9JqrSYH+D6lFWl28LgLbM\n6xDQxhAowYb7SjneDb1Sms3mUjofcEtpu/SYisRZ8Z44BwQv6zhIfi66FATBVBWio+K5ue/cJxwl\n37+x8dC1nDNIsETgIMn+XpKlalaLSFbBOz5lHW0Kti+VSqlYLKpSqahUKtl56HQ6+vz5swFEQNRw\nONTl5aV1KobZ3dzctOfx0gpAPU3+0NYgiwiFQtaHCQnGuilu6fE8So9pdc98S49ibIIXmEMCeRhp\nb9f8nLfVknJsFgAU7RmBtJ9gQH8fANNT11dhbshJ8+CADqhIOtL2+30rB08mkyYaS6VSury8NEEn\njpCHRlznhWFE3v5CMYyNqC6bzapcLiuVSplQN4iA01czETXxB+bk/fv3mkwm2t7eVi6XU6lU0v7+\nvtG6vrqD5nvQ4kSDbCKRK2wAuppOp6NOp6PLy0v94Q9/0GKxMOPtxxQEWZSQkiLBwKJjQPGPYfep\nAZgW3wuFKOL29tbSZ+RduST0HLm6urISaSLGTCZj72kwGBhFuW7qBqaPSJUIFqqXZoifPn3S999/\nb6K4arWqarWqFy9eKBKJ6ODgQJJ0eXlpKQo6cnPJufiSLGVE+hRDjlOk0RdnMchlZRH9szcED+TN\nSQdGIhH7d0YNkKZNJBLK5XJWenl1dWWfkXb9PK8HS9JjVZ/XyEhaSmGu08TP5/pvbm7UbDZVr9eX\nyvGz2ax9ve8llcvlTL/Aey8Wi9YYVJJ6vZ7q9fpSWXc+n1c+n9d8PrczjKC82WwaWCNa9UHAOovP\nhgCVYMC3KvDOBfuH+B19SavVUrPZNCEoTg/WjfdFo1G0b7wf3wWc4IRU+M9pUggDDRgmJeE7hQOm\nAeZe14G2qVar2XsnIK5UKsrn89Z2gmARAEBqh+APP+LBzapQ9anPxTPs7+/r5cuXev36tQ4PD5XL\n5Qy0NJtNffjwwWQQVPBeX19bEHx/f780+oUS51AoZOX7rVbL5Ab0AqIIgntxeXlp4McDOjIBQZ7N\np6aQOHQ6HbXbbbsrpKm5A6SJqHAlKEKOID3eT9gyUqsQEvhWKoSn06n5Ehi8dcTtrK8Cbrj4gBw2\n1adwECwSoaDBIIfqLyDOGuV7OBw2h8LLp1sp3ToRHSMUffXqlYnsdnd3lxqQPXURxbERPt9JZIkh\nhyFimimfk4Z1RFlceA6ij1IZX0HeE+cej8d1e3trVOV8Plc2m7Xf4/uOPHURhUB7ZzIZYydWI4lm\ns6larab7+3sr9UPb4dMRMAVEm2iUQPMfPnwwZ8zFJBcbDocNCAIWqT4KygIAEqH4qaagFwP9deiZ\n4iuHSqWSvvnmG/3N3/yN4vG4Op2OsRUnJydqNBq6uLiwSdMAdYAUOgk0METWsCxUW/A51mFuSEkA\n7H3PKP5ft9uVJLVaLZ2fn+vk5MTy9DhsGBqMDCJ8SbYPCD1hpEjNwpJQkcX3cp7Z0yALcIMx9CWj\npNgqlYrZjcvLS4tws9nsUvM0Kor4eTwnDoTmmS9evFA+n1c4HLaGeJeXl9ZHh8oeyqwx6usIN9kf\nGBnuLsETz02ESqqYNDt/eK5kMmkAFy0N78qnvH1LDqp1CK7m87npjkajkTY3N63vSpBFwQPpbCot\ne72ezs7OrCs0GhJ+N/vM54SRIlBFEM5n89qUg4MDS2+h8ySNzTN7lgyfFNRWbmxsWEosFArp6OhI\nsVjMmPdWq6XPnz9big0Aen19bdW70nLPGzScuVzOfB1Tta+uriy1WiwW9erVKx0eHmpzc1NnZ2fW\nvG8wGFgVIeBkHT9AClOSMZ3D4VDNZtMGUaMV8mw1vzsajVqGBt0drA5BMCX/7XbbilLIznAXYMfw\nAzCQnvUJsr6aoNiXE4PGcLpUOoHIGKYVCj3MM+JF8vd8H7SlJDvs0rKBx4giVr25uTFhIAbJi12D\nLNIYKNcpkfbiSyg5P2cJ6pH0Dp/XXzzfQ4bNbrVaZvAQvWJQu92uGSaiOd7FuhQ5wAKmBYOA9oI+\nA1RuUaWG3oj+CDAziMC9w2PWDSwARshHmaTiMOr8LFiAddgblPn8Pq9FIZpD1zWbzUwoTsXCy5cv\nLRr84Ycf9P79e93f31tXV69RyGazCofDVt57dXVlGgfaHVB1g8H2k5uDLpgbn2al11QkEjHmFEeF\nWNqLDqlEQxhPlOTTBvQlQeNWqVSMrVtt44BewqdXg943GAo/dwmaOplMmqEHCNO9lLk9oVDIuqRS\nJs3ew4TgPDG4+/v7evXqlfb29gwkEWGi9aCij2Zjvs9QkAXj61O4nAeMOCB1PB4bMG00GioWi3rx\n4oXp8eiEzfcT+QKceJ++co7AiyZzvoiA5+UeBmVuYAO3trYMLMZiMV1fX+vs7MwYDNLb6M5IkcJW\nE/xIWgoKcPzpdNpYKT+2QZIBW5wiDpk9BJAHdZQ8G9qUvb09jcdjvX//3iQRHz58UL/ft9QpASC2\nH+BKao2K11QqZXdNkjGmgIJisWgVsqSNGY1zc3NjAQDvPujeETzDwkynU2NtCP4AJj51BEsHqL2/\nv7e0NecRAAQB4cc2SDJbQiCLLSSlRSAIcYHNfOr6KswNGwJLA5XGh+bSwuhUq9WlfDBiY/pLgLKJ\naNA6rOb/oNO2th6mM/v+NpSHAkTWcZBEt6S9dnZ2rLU9A8ay2axFV9PpVM1m01geqG4GwRF5bG09\nzCfB8Z6enqper9v3UmoNfZlOp1WtVg2pEx0AdDAUQfyOn4YAACAASURBVJcX6xLVb21t2eynq6sr\n1et1dbtdK7El9YCYD9YAsAdgo3QTBT3deZmwTNqLElSmLjOcktTjOvl/9AToeTCOAE2YiEwmo6Oj\nI3uWTqdj03z9/DNflsvl7/V6yuVySxeOCg4oZZgOScaSwFLy2YIyHOy1L8mORqMqlUr23tBd+Lbu\n3CveK4wU82lowcD+kTaUZM791atXS4P1SDXjsHDYRMhB7xsRMoMJiXCZIXVwcKC3b99qNptZeqle\nr9u+ss+wKtijUChk9xOHh4FGm8K9hnrnHu7s7BiwoKdJv9+3cusgC8q92+3aZwCo+nNEBH5zc6Na\nrabf/e53SiaT1pH5u+++s8nTnElShthE7gxC0Ww2q4ODA1WrVWsMSMUWKf7pdGp9SILaE/YOJ8n5\noxMvTCD2GhuOcwN4UTlFWot2DNjgk5MT3d7eqlQqWRCI/AGhNHfKd3EGmErLdu+pz+aD5PF4rOPj\nY7OTnU7HyvupWnv16pVev35tNqHb7VpwSEsQ2F8cOHpN0kAwdRQiULxCCwruJfPvNjY27GwF3bd8\nPq9sNqvz83MLtiXZCB1fBUq6j/0F3GBbYc7pl7O3t6dWq2XjfUiP+5J23ziS4gU/ggN/F2R9FeZG\nehSnEoVzGGB0ksnkUhMiOrMi8ms2m5rNZsrn81ZuRp6WdAcUvu9GSpQCU0CEgLaD0rJ1xJt8Vnpr\nIID+9ttvLYJgEBj0PfoiqsV4RlgCNpTcMZ8fZoOBnO1225ww/WG+++47K//2qSCiwSALQXOn01E4\nHFalUlGhULC0Sq/Xszk+d3d3ymazKpVKKpVKarVa6nQ6Ojs7s6gom80aJQ5Vu1gsLPLY39/XbDZT\nOp3Wmzdv7J0Ui0VVq1V7rsvLS0myXPo6C6dB7p/nZGAkYIvPzDN3Oh0Nh0NdXFzo+++/N13O6emp\nCfgAOmgnSNGQKqXtAU4mnU4vNX9EZwNzBFMXZBFMAGSglX2kDlOJToB0cCqVMnaMaJh37VOc3vkT\nJMD8EGnC3BAAUAmH0wmaviEwgekl5Tafz63BHFVht7e3KhaLOjg40HQ6tbQwaRFYDAwjaR+qaObz\nuRqNht69e6fJZKJ8Pm+RLyJYpo4XCgUz/gC+oMDGPx/CTAI2zjnOnlRct9vV6empMdx0204mkyqX\nyxqNRpZig0UFKLE4W74rsW9P4HWEfq+DBkzol2gWyOyqRqNh+kTaJvjKMKoScY48e7FYtNTZ8X8P\n1v306ZPq9fpScIL4FFvo35P0KDT2/ddIiQVZvl0CoPDs7MxGr9Dvplwu6+joSC9evNDh4aHNyaLz\nL0EXoAY2KxwOm0Ysn89bWwl8CvIA+lmhJQVEUXiCzXvq2tjYsPNEo1jf/4zfRXk26X0C+W63q8vL\ny6XWF9zVQqGwVDFGugk/TYdn0vrcraurKyuigQXGvgVZX6VDMYYeo4rR9uWZXGwYGUSQaFI42HSq\npU8BPVX8z/HUH7oe6dGp9ft965kA+0EjoaDPhp4mHA6rWq3q1atXevv2raLR6NKGYewpF+UieONC\ny27U79CBRCvNZtNQfqPRWOr0SNotl8vZ7728vDT2hJzrUxe6EwwsFCOpjHa7bTnk1Y6hRH2kqiiV\nRxDO6Ih2u61SqbR02WKxmKrVqlU/UHnAc0GXdzodix7Wrdwg9YIImMgXBoMSaj7fZDIx8Sppw+Fw\nqHq9br0tfJkt4JV0B/1DiB7RNUFj+99DHjtoLxhf7cIZgwXj2SjPlrSkPZJkDoNqP8AraQS+F2dD\nNAWtDKCh4SSsAWXV6N/4bOssX/3H3Uf4TCUdWik0C6QgmZuEhoE7RJBSLBYViTzMMoL27na7ymQy\n5nRg+aDCqV5CG0K34HWei58B+8b7A3SEQiGLZhGiwj5ylmjcSKqDc+gFut4RYBcZSwPwx76RTvTT\n7ElDPHXBbgBwSH0x8ZzeV9x76REwwJAzbodu4fSh2t5+GLvx8eNHG1eRzWatOtWnuTudjlUc+X4w\ngH18SNB9860IYC2461S1Hh4e6tWrV3r16pUqlYqy2ax93pubG2tpAgOCptFXMNKYk4IcwM98/jB8\nEnBDmvbw8FDFYtFSYOuI+DlX9KjBJsMOAfL5+TB9NBf0wBi2tVQq2WgI7IJnliEjIEJWwedwOFQ2\nm7Wf7YmMp66vAm54sYCJ+/t7q4jxNBpRPhe53+9bRE1l0+vXr62JHHoAHAOTmBE38vDQaDRd63a7\n1nQtHo9bZBAU3EiPPQC2t7eNhSgWi1ZVgaKcqgDAG8aDKMUbe3KKXBafdgJUXF5e2iUYj8eqVCom\nwgZMSo8N1IJqHLgs9HchUkPIWK/XbaJ6Op3WwcGBXrx4YcLNer2+NJAQoyZJFxcX6vV6+vz5s3V1\nJS/MRSJ6hs1AY8XvxDiuW5ZKitLrU4hGdnZ2DITirGgjDoNzf39vz0NkBpVMczHSFwB1npWmk5SL\n0l2Tyi2e1+eZgzwbBprAAjbApzY8G+A1aqTG0OLwDjhrUPm+z9DNzUNX3dPTUwON9CJCHE2aBcp/\nHdaNXimXl5fq9Xr68OGDnc/t7W1rjknaDcdB1Qrn6+LiwvRNgC3KhKvVqq6urnRxcaHz83OLhhuN\nhjUfQz+0vb1t4HU4HC4FU+v2XsKJALgWi4Uxg/P5XLlczoIJNFE0jjs4OLBn9ToI9sq3BYAphM2A\nbUPXR1SObgXgR2ponYaFMECkWSgiQfcEgMKJAuIQDFN+TyUow4hp+Lq1tWUtC+iRRWqXgBidDmwf\naf3VcuOgC+eNABo9HsUX7E21WlW5XF6avwSok5ZnFeL7kCsw1oVeXLRg4LNTjRoOh63aChKAEQdB\ntVIES6RL8Z34anSe+Buf5kWXA0NK53eaaMbjcXt2NF++Wo+ghZYZFKggbQEM8d6C2suvNjjTPzyl\npVQy3N3dGarH0PsGS4ia8vm8isWiksmkPQxUP3lXmr3xwkDtjUbDjDBlhvx7IpGwjQy6fNknjphU\n1MnJid69e2cpFvQ0RH8YCSLrSCRiIk2aQQHSUqmUfvGLXxh9/unTJ93c3Oj09FQbGw/zb2hUBX3e\n6XQM4QddXrsBCCXXSeRDNEHjKIwRjgIjC7VILw6+jsNKJQf6EC4H4jgYLnK4UOy+9D8IaifSwhjR\nP4QqG34/oxkwGkS00gM1ClDZ2dmxtB3OCeaLiNNfcoSARC800POdmxENrtObAv0PhhpQTToJJk6S\nvW/2GVaD8vD7+3trEEYFHO8QZ+Wrs2BQYLI474ijfw6NTDUFwRDpagAv7RAQvEciEbMp/KFCZ1XL\nRDpga2vLjCol79KjSBvQiSHd2tqytvqwZOukuHmn4XDYbB1tAXzVW7FYtGaeOIvXr19rMBgom80a\n0+tLrRHme+0RzCDpJ89aAEBgwVf7B9FFOejeUVnDffLjY2BgaM7GbKSdnR0ra//P//xPq2h8+/at\naXFojxGLxZb0NwSQBNfj8dh0Y+y5T8dhc9axl9hvUrtUEtLPBpuHJgtm84cffrBUGsEWf39xcaGr\nqytLX0+nU5MuoDfyKTY+g68su7i4sA7CAJx19o2O+p8+fVKtVtNwOFyagwdgxK/BfONbsYukbqmK\nw+6gCyQw4I55eQo2pNfrGVMJk0wgGQS8fbXBmb6ssd/v6/j4WJ8+fVKz2VQkEtHR0ZGp/Il6/cAs\njBP0E06OgWhUU6HpgCmhORSOlANM7hAQxaVeZ2EMqGCYTCY6PT3V58+fdXx8bFF9Npu1iAkKH+PC\nwYSCpXolmUzq22+/NdYKMWwkEjGK9fj4WN1uV1dXV4buMSKkFNahWqFIKZdd1TWR/0YbxDskhUF5\nJPvG5wKw5XI5M56+14Rv0OY7WWKoV3vGBKUjJVnkuLe3Z717crmcRXwAOqJbvsfvH1oZNFcI2qgM\nALCQ6/b9Y0qlkjXoggUgGtnd3bXoep1ngx3xaVreMWALp8KYCIA5oz0AkFTM+X0mf+7TquyTb+YH\nqGGPKCAgXRIUuM1mM+vxQYqPMlqej860k8nEWAea9XndkdcOURbtq/iILgG10mOnWIS/OGuqcajK\n9N8TdJEGYIxKMpmUpKWRAjSYpEqEQbJEu91u14TtpKQRu9IXBMaGFBXsM2kpQL5n/0jjoJsKuncw\n7TgktFhE4zR8Q9+BeBn91w8//KBGo2EVf5VKRS9evLCUxfb2tu0NOsfJZGKVnr7se7FYLPVWoaMv\n9nKdtCIMZzKZtCIXUs2AKFhNGDea93EuKXVutVqq1Wq6uLiQJAv+0I8RiADsSddxRu/vH+YZIqj3\nhThBggrE2LzL9+/fq9Fo6O7uTvv7+5Jk54o0o2/eh43zPZOm06n19ZFkATDEBraX/m0EWthXUnUA\nYtJVQVmprwJueKmU37ExaFFQx3MBodJA3mgYqA5AAEi6B4eIE2J6KQiSvJ3vMQOapgJiXWPEM6I7\noJ7/3bt3+vTpk6WMyBFD4xPtYpwBCxw8nPlwOLR0QjqdXipBPjs7s7JiBFyhUMjAhI/Y1+lvgI5n\na2tL+/v7JhgmgudCUh0FLUz1gy+HxUkinK5UKprP50t6HK/3ILIhFUIKwVf7cKiD6lI4kxhrzke5\nXDZWA30Uho5omqiP38nvRxgMFYtRIRfPM3ra/e7uTq1WyyIOqHIctS93f+oCaHvW00dD4/FYV1dX\n1tWVdA0lvrARnB9JS3sN0IUSBmgTPcECEIXzztAQ+HMR1IHQc6XVaqnVahmjkMvllEqlTM91cnJi\n875ICRaLxSUtA+lw2Ljd3V0Dc6QPaUfBYj9JbRDIzOdzi0x9L5WgC6DFOQcIZ7NZcy6kKxD6o6HB\nrh4fH5toGL0cToCf53VKAAs63FLZwnuGhYrFYnYm11mwbpSV+zQ55wgQFovFrFrQNwMFjHK2cYAw\n4f7eEvDSFNUXBNzfPw5uRSNCywoCzaAVigQOOHZadQBI0KH1+31dXFzo5OREnz590t3dnZLJpN68\neWNN+3DcsDD8bAJz+hQB0PhdjAMhe0BfGRhu9DJeUP6UZ4PVogISUMJnoscQQmMCG3RqpMeo1mo2\nm3r37p3Oz89NaP7NN9+Yv8JWkQ7D17P/nriYzWbGzAUlJ74auAHdAUyy2ayVdqdSKUN4OAOcOZH6\nYrEwp8mm+/JpqqjYbOgrX+GRTqd1eHho9DR9YmB11hWS8fl8BOybwuXzeR0dHalQKFjVCDO1iMB4\nDvQJRDr0SfB5XIRYALazs7MlsSbOWtKSgwyy+ewbOoVKpWI5Y09zYkyYeh6NRi3dCKXIM/k0CVU6\nlALu7OyY7gVBJqAXQMDzYChwIusYXAyap+Nx6DgMcsucRzol+1QPgnSqBXgXl5eXtmeAB5gMH7XC\nQMKQUeVHqojKgyBrteQS8EEXaDrXArBxoER/RFnM8iKVNZ1Ol3o4Ea3hlLk/tEIolUo20R02FeG+\n73n01IUmidz//v6+CoWCvvnmGxWLRcViMfV6PbvTDNlFk4cBZtQL6QCAJ4BrNW1HcEWgwHkj9eD1\nbbCL67Re4D1TSQTrQjdu2Lhut6t6va5YLGYpwHa7vVSizjgJNBjxeNycJ124fdoN54emZjabWfGC\nJKuEgVUP+nz07qEZK4ElYJkgCQA+Ho+X+qtks1kdHh5aGrVYLGp7e3upa7SkpTJ1ROEwjT6N47U+\nXhjvZQZBFncVu4kui5/v52NdXFzo9PRUp6enxmxTbcrMJj4zwAJbTDrfn09YcDoU87t5776twLrg\nFFE5pfWLxcJ0MOjOsGVoSbGNdIWmxw4BMFkbmHL+HrkGv4f7xH+jl5RkqT7IhUDPtNabcGuVJSHS\nxbD1ej3F43Fls1lrm030yIXmcHAhYXconUOtTa+cXC6nSCSiq6srq9iZz+dKJpN6/fr1EiOECJBK\nhKALcOPznbxkgM2LFy/09u1b7e3t6fz8fElNjkgwHo9bEzSQNsaOTqhbW1s2aK5YLCqRSFhvDcYD\n5HI5O+gYQ9/IK8i+QXcyB4ppyERxzWbTGinCytHSHQeCzoSD71Ma5NeJzACrUNWwOlQzbGxsmMGi\n/BXgGmRhaKGwPR2N4NY7Yi8YZ68BjaQGNjYeh8C22221Wi1JMraQFB1Cbb4GJgNmjxQBepugnWAl\nmcaCNAl0PY4FZ8AsJEkWIdNAE1Hj1dWVCfF517wn0oyIUUnv7Ozs6OjoSOVyWdlsdsmJYqxhaoM+\nF1T8eDy26slf/OIXOjg4UCKR0PX1tVKplKLRqI6Pj40JoRHh3d2d6vW6Li8vdXV1ZYHFcDg0J4uD\n4L0gAMchwjxsbGz8UUdpNFnrghtSTzhcqhFxKtJDdcnV1ZVSqZR19m00GktnmcGapIgBcN45eU0O\ntpOp4Z1OxwIs2JbDw0OzT+sw3UTjNzc3pqdBh0cwQdNFzgYguFQq6a//+q9N61MqlZRKpez7sAW+\nKAG9CCJqfj4skGcK+G9fiRdk30hFUnGGs0X/hX+hWAQ2hyCesTxMqoflDofD1mICIbJPy8O6cT5h\n/Ui54wNIma3D4FPlRNqLlDs6Snou+SkCgDr23ctIfDqUr8Wm+gpBSUaIrDJ3SErwJetoE79atVQu\nl7PyxOvra+stgGAUByLJhL8YdhojERXjgLi0aFmIrABCzPGgpp7ZK15fw6FbpzKF50PABTJmnoYX\nQeNgiE5wPDiCN2/e6NWrV0vGZzQaWdqJ1NtgMFClUtHBwYEBuXw+bzqQVCplVUo4nHXoZJA+qQ2A\nH5ez1+up2Wyq2WxaIziiC69N4bD65lEYTE/zw6YRJcN07O/vW4Q+m83UbDb1+fNn3d3dmTA0SK8U\n6bESjGiA3wtjgYEEoPmSdJ/jxcDDmvmeFIAVpugC3JkfdnJyYgwYESrptk6nY0YoaB5ZWm6/wDP5\nhmiINMnX+wo79EOwRfSmIZWMwYXJAKySWuPn+EoYzg3aidFoZMFIkMX9ubm5WSoaAMyQQsxkMnr9\n+rW2trZsb9BB4eTQfpFShIna3NxcCga84NynMAiWYHxIDeGI1kkFI8gcDAY6Pz9fqlQhUKJ03Qu6\nvd2iwtKnx9g7UrC8A7Q7BCYEgthfKlm4+747+LptM7CDNHLNZrMWbNDwjtRuq9XSwcGB3c/Dw0NL\npSUSCTu3ALh8Pm+6LoBTKBSyCp+7uzsLHAACMCp8DT8raFrKsyzsO2CV3wvTQfUZ5eBHR0eqVCrW\nbd4HCV6LkslkLBXpNXWkhpjxBlD3A2S9nwq6b74cm7Yp0+nU/CnghXMjyc4OwS9p68FgoFgsptev\nX+vFixdL+jbP3uFPGJBJVoPiIN+0F31iUK3UVwE3ID/ybkSkVBHheHkBXEj0A17456Npz9TQ/noy\nmej4+FitVksfP36UJIusqYbA2EGlw+ysE434FADdTEmvTadTO7AYWQZMbm5u2gU/PDxUuVy2UtP5\nfG6HOhaLmVMA2ZJnpBQZxwVgwCj6mVzrGFveuRdQImSm6ybD3qC/aaXNQfciMN8DhYiRvC15ZvLK\nsGtoD8rlsoHHq6srRaNRAxLrOhEMG2cH8TsGyHcWDYVClkP3gkzy9LwrDFkmk7GcM9TpeDy2xmX1\net2aHwKAENvRJgHHGqSlOPvm05G+DJwcOA4EAwlY4Rx7p+57QHma2xs1HzESteHwMfxE2Zz/ddgN\nnLovawYA4KBJ8yEk5e5w73EaOBsqbQBIvg0BNscHMKRAvMPxwI33EJSZms/nNn8PjQE6Jz4fJbWA\n1slkYhWLANNCoaBEImH9hbiLpCgB4T5lj65BekyxUL2Ic+PdwIYFXb4XDO8d6QGsEw1KO52OfXaa\nveHgEP37VAQibPoEESzw7Ghp0POQ5iYQprqKMxFkcfcB3YAJX5mGTaDDNkwGdhwZAeAW24OP9OfJ\nBwq+go/0kGdG6QqPP+I+PnX5tDyaMph7ggFYbnw59kGSgRufJstkMqpWqxYw8D38HNKe7COVrAQg\n9KTyZwTb9b8KbnggXj5omZeDsBKnxqWDiZEeS7Q5ML6yhlxxOp02hXqr1dLFxYUuLy8tz06EBQig\nAgfBLrnDIMs7EX+AUYej6mbQG9EJvQsymYy++eYbHRwcLFGsGEd6MED5kaIiD08ah7/D4UoPeoBa\nrWbiL9I7QRasCp8bSrLRaJgeCGaBNCLl0FS5Ec2TS+VZSC34GSVcGkY6kNctFotLDhXach1RKot0\nHf2OoDmpwAJUc9ko+QWAoXuAkcIBEYkg8iMVi1aEYY7MLyoUCnr79q3K5bJubm70+fNnnZ+fq16v\nK5FI6PDwUKVSKdCz+f4zOBIYzmg0avQw2hX2QpJFgXwf7d5hV0mXYbS8NiSbzVq5Jk4eFsRHm2h3\ngjpIjBfgifEKtVrNWrGj/cLx4VClx7YUVC+y59Jj+gkwiX4HvRACd9LJ29vbyufzevv2rTWT43ci\nKl037Ub3dNJR/JO2AaQDiGR7vZ7p/phiDig9Pz+3QZ+AdMAqnV8RZmKjcFiRSMSqAEulkgWnP0e7\nIT3q5ki/4+B4X7RhoIgA4Tt6G76G+w+Ahx3lDnIOh8OhBUrMbUqn06bXQYdG+oaClqDPhBaP7ADn\nOxx+6AW2v7+varVqBSz4B0lWIs6ImXq9bsUGAB9+7ioABhTg1xCAA+DT6bQ2NzctwA4CbvBxXrMJ\ncAIIcr+plAQY02oFIIuUhPETpOAYm0EVma/u4qxgM+hdBADF7/H1QdbPBjez2cxKlk9OTuzD+j4c\nABacn6+w8T0xEF/N5/MlVTWGnIOKcp7UFxfUi9qg8XBEaG/WKU/1Qj7y8Qio/O/CqdCDA60P2hsY\nCJD/zc2N9fQh1w3F/MMPPyzpMhaLx86eOJSLiwsNh0NzukHAzSqN7N+xJBMEZzIZbWxsmBNe1Zb4\nCBBmi58FqCGlgYqf2TygchiRra0tS+tQzoxRD7p8ewAMNqlP/j8O3bcx8HlkNCmUmwLsAMtcfFKL\nXN5QKKR8Pq9SqWT0bCqVUqfTsedn2GM+nw/0XHw+9orqhE6nY91KfU8XjDBpCgAL6UVSP/zTl8/C\ntPqmcETmpD58fyD2EBYp6F0D1O/v72t3d1dHR0eKx+Pq9Xo6Pz83ITfnjc7h8/lDeT39l0gvUWJK\naoaonk6wkUjE2BhKq+v1utrttjEECIpxzF5wHHRhBwFc2WxW+/v7Nuncl3H7lBntHyiaAGQSVBG1\nE7nPZg9NM0ltkz7k929tbRmjCEj1g1yDFif4/ZMemVPeI8EE9wzbKMmqdPh8BEz4C+wk7xzwClsK\nG0oFHGM4aIbIcGWEzeu0KOBcAhZhWgkUOH8whLR6oI8RGpbVTvT0gKN3DA6eSuPb21vTI3JmAXOw\n3/hSGP2g+zafzy1l12w2Jf3x9HjIikgkomq1ar6DvmgwZ7wHUnT4SIpmaM6JPtfbplarZec9lUot\nVQGv+2xfBdzQgwYWwUeB0ExeVIaz46BgiP1kb148RpwybByq76fCcDGfA6WiiTSP74kTdAHW6GtA\n6SuGiMZmADrEYqBwpopjtKjgwAFTHYVwmGnA6GEAcFDTVOJgvPmMQRe0uCRzan5PoOnD4Ye5J5RD\nAwx84zioVYw/VD/7wUH2pcX0Q2BPSNExaHSdAy09VoKR16XckkgOQANtTvMvzi3GXpKBAoACzc5g\nCL0R6/f7Vu0Xj8dVrVat+R/6EChuXzEQ9Nl4l4hvQ6GQpUMnk4nK5bI9D/tDXykoXoTFUN5es8Oz\nIs6EbUW0SCAB3U/6lxJZ2i8EZTZw3olEQhsbG8rlclYxdH5+rtPTU9VqNYu++Xs0QKQuYJ4ok729\nvTWmEQeL7gsWxgvJca7YHloGEEDAAK6ziP739vZ0eHioN2/eaH9/3z6vH2vhCxcA6b7ijp+DSBo9\nA+8nk8lYUEfgRZqDMn7OIsGbT0MGWbDx2AWql2DauI+kHCQtfS1sIu/Vsz+kJgFdtGtA9E2q3M/p\n8lKJRCJhAeG64AZWAlCMxkt61J8QpMGwdzodk1Bwl6hq9BpQAq9er2fSC0AozW/Rs1IdRmDoG9ut\nY08AN/wcwEWhULA9ZYYUwRiSisvLS52enpo0QlqeXUbA12g0rPHt3d2daR6prAY7wPQh4cCGITUJ\nqif6KuCmXq/r5OREx8fHVqpNlE/vD6+YxmjM5/OlBk3oF9BL+AhgY2PDyqyhVtPptI6OjnR0dKR0\nOq3JZGJTmQFaq5RbkOUrpG5ubqynAgjba2QkmeHhAEPJIW6F3UFg68EZwOX09FSz2cw6Ty4WC5XL\nZXOU6XTayqnXAWp+UXUTjUZtMix5ft84iVSOb+QEWwC7Qp4c9mgVpABGcfREBr1eT4PBQJ8+fVrq\npovh49wE3TciPIAWaa7RaGRGKpvNmkaIvSPi293dVa1WU61Ws87YyWRSpVLJgDRGq9vtLo0ywEDg\nXEiL4TQopWbab9CFsI60Gh3BYR6ghGOxmJ0/36gLISB7ihHDefrIGEqY/SWlg+NBmMqEYoCfpKW7\n8ZS1ubmp/f19E2oTHX769MlSbHwO6bFPFnvOMwBkiSoRJxNgeRADkOU8IjgnWpce04C+f5F3Kk9d\nACtKsv/qr/5K3333nZLJpN6/f6+TkxO9f/9e8/ncwA8ppU6nY2ktHziSDgBwwWaQOs9kMtYfiHeC\ng/nmm28Ui8U0GAx0fHys4+NjmzXmZQNPfTZAGA4W9hbRKhpKzj5MCuB7NBqZeBybC+tGasZraySZ\nVgoJAucV57m9vW29fwg8gqa6KZrBqcPYSI/AhKBBejjHrVZLnz9/1vv37w3gHRwcqFwuq1QqKZPJ\nWMoFP4NvIZVO37OXL1+qVCppY2PDgl7uFtqccDi8Vufs2WxmKfhGo2El69JDIcXt7a0+f/5ssgLm\nZ718+dIKfegwTdaEIo1wOKxWq6Xj42Odn59bB2aKcDiXnBPaVwyHQys0gXH17/ep62eDG9gSdBag\nb6opoJpIDayKfLmgGFR0F5SKscj5kecjzbG7Oee/jgAAIABJREFUu2sHBooQnQRCOVA3tOdTF58T\ncSuaH9T9OAYoeOhW8p+etqf0liZIXFr6wMA+3d09zNwiPSdJ5XJZBwcHRjMTedOwkJRQ0H1D28R/\n+woEIkfyxn5swsXFhTUYlGQGmEvqxZHQqtVqVX/xF3+hN2/eKJlM6vLyUp8+fTLk79kgmBV+3jrG\niDMHmIbaJrrx4mgMBdoSOm0eHh5aawIiFjQSvB8cnU9zwVxgrDC6NzcP83wqlYp9TdD8P5/PVxGe\nnZ3ZvC+ebzQaKZlMmp4EEEJkz5kk5QmLyJmEDsbAoTvifFOGDMgCAPNsgNsgE4o3NzeVy+XMCfC5\nYWozmYy1U2CUhtfFIZjlvfvUOJWFCOR9GTXRfT6fV7VatWo/6bGtPMEHbCwgIMjCVnDPKpWK8vm8\nCZZrtZo+fPhgjuT29tbSbDQtjEajur6+tlQntsAXavBefPEBjod5XMPhUIvFwmYBUgwBM0bqIMiz\nYWcZ/Ii9J8XC+wTwAzJJi5Cewn8AiAioYMlhgJjPR6qVnj0EMrDPVNxxJ4MWKLDQs1DxReBAmTrP\nM5s99BD6/PmzBdswRru7uyqVSpbyAYwsFgsD8HxdsVjUi/+eLp7L5XRzc2OBPsAPcE/qb50g3lcC\n7u3tLYl/u92uPn78aLooUp6kNOmhhc+mmg0/12g0bJ5ZNpvVi/9um1IqlRQKhXR2drbUbBPfyB8C\ni6ABrvSVwA2/nCoFwAbiPWhEjCKljmhrADawBRhWT5WTq0aFDtUsPc6NIQ1BbwFfpsslCmJsATcI\nYdlAqkG4iDwXKTgiyK2tLSuvxOlwWdk43hsRI3RxqVQyA1CpVKwBFAYM6hBQsw5N7lu0+3lSOCwM\nE0wOX1er1SzVxjPjMHB07BvT2w8ODvTtt9/qL//yL5XL5dRoNFQsFpVKpXRxcWEdWX1/lHXz/+wb\n6VB6YXhg66tIfPpsOByamLNUKunm5sYEn+l02nQJACafimQPAbk4eOmxFwRD9gqFgr2vIAvRJBEu\ndD95eDq6ws4QZcLYsDecLShkSku9cJNoia8F/EhaEkqyZ75xI6xdkPtGigE9iBf5bm5uqlQq6ejo\nyHpA+Q7FBFfk7j1Q9u8foSf3lVl2NFDb2HjoNwJ7jKMhjcdZDDp7SVo+lwzBxUYQ8V5eXmo8Hv9R\nteTV1ZVarZbt62Qy0atXr+xnocWg4ADKnzYT9F1qtVq6vb1VuVxWp9PR7u6upQ8uLy91cXFhmrIg\n4IbUDWlCn6b1DSIzmYxyuZzS6bTpOebzubHt2G/0lBQrUBXHOZceRlaQgiRw9KLbQqFgWQPS4fiR\noGk373wZLNxuty1wIejERzAjDQDJ1Hoa35GlwGnPZjPVajULpnd3d1UoFJYGwuL3ACIASJ5tHZab\nvcPXAirpv9Pr9cyGEdThtwjmfJBISTl7ix4Ve/rmzRu9ffvWikgmk4lJE/Cb3naTaiXYDbK+yuBM\n0Gg8Htc333yjw8NDq1YARXOoiFzYWC+uRUhFqgNxGG26b29vresoKYBms2nTZCkPhxYrlUpW7UC1\nRRBjK8nEwzyD/1wIa7ksXrBMiR7UvSSrYJjP51biDusBupcexLzlctkMFOWRUMqIYonqYASCLF9O\njsgLh4/D5bBBFfr/xnF4TRWiMrRCpDZwHlDQsGAwBr7Pgu+tgMguaHqDM8Vlp303tLjP9RPNEolv\nbGyo3++rWCxKknK5nJVO7+3tmS6h1WpZeSlGmzQUgAIHSSUaxgMniZEK0qGYhmdoNQgc0IPxvL4F\nAwwF7KIXmCLOJ3WIAfGjAKDgGQDK8w0Gg6UyclIOuVxOoVBI9Xr9yc/FIjrG2VOxhp7n1atX1rGY\nNu+1Ws2qMWDc6DFCkQHvGZYNbclwODSGGfvkQRFn2Yt2odLXWdwtGumhJ8BJwoAUCgVzbuFw2BiC\ndruts7MzA2flctkqrKbTqVXgALo3Nh46vdPYkDP7+fNnJZNJq7j8/e9/r/fv36vT6Zi+LugCCDIq\ng7QmzA1aNG+76MnEfaS9BKJpNIZo5WC5YAawe5xx7Fq327UUMIDB9wcKYk/Q0wDESPOinfEMme86\nfXBwYKkx0p4wTpJMNE7QwBy4VColSdYEFy1Ko9HQhw8fdH5+bswbX+e1hUEWoBQgWKlUVC6X7b89\nswa7dHZ2plgsplarZaJon7Zn/xHkgxEok0eGQbqflDZ3r1KpKJPJLI0YWac1wVcBN1QthEIhvX79\nWkdHR8rn8zYbhBkmt7e3Rid7hoOyMsqGSSuA4BEXoROQZMbq+PhYOzs7uri4sDznZDJRPp/X/v6+\nRYKAj6CL6BrHT2SxtbVlfRYQICJcxrHjYG5ubqzqAbQLKACRdzodu3TeGU2nDzOlSDX4RQkw0XvQ\nBXs2nU5Vr9fNCNAXZm9vT7PZzP6/TwfAVJCOQZiKYeXS8/+ZYMs+dDodXV1d2WgJRnbAhpG798K7\nIHsG6+Pz+lx8KtIAdgCDm5uHKexQouwB/5zNZkaB12o1a4DHGWM4LJ2dmdqOw2IECQwBUXjQPaON\nQKFQULlcXqq4CYVCVtaLISWNihOHniclJcneM8672+3q/Pzc9gwQxdd61mRjY8P6imBo1+lPBOAj\nrVyr1XR1dWXjSTD6iIkJNgaDgd3/VCqlFy9eWHqLQIj0Fr1HYD+4Yzh9BOWcEdoEUBHiKwrXSW/4\nNGij0bCfQxBDR+/Dw0P98pe/tLQV7Bh3CvZXkt1PwASBg69IQqQMEzoej62EvN/v6+TkxFJ260TJ\n7B/2ks8UjUaNvSFAwqGj3eLsEfjASsD2+EGvpLpw+DR6XdXdkIIG8Pumk+vYSn4e7xcfxV3y4mAy\nCZRqe1BGQ0H8nBeJE4wh4keQja+kqohgFsDPz0d/FGTB2JLCK5VKBqrprL+5uWkg5ubmRmdnZwZE\nSc3hHxghFA6H1ev1DOT4FD5+zOtRyVZ4oMWZ4r78r1dLESnSZ6VarVrH2V6vZ4JjDixonQvIhtD/\nod1uL6mkfQMueodgkAA3bDZOh2qSly9f2iVfx9hKWqpAAIxgNKAIEZRJjz0CvA4GCo+oFrEkfWCg\nU4kceS9UuFA6TbrE9+vgYAcVOAIwuTij0UiNRsPElIjBGeLGXsA0YTBRylO678EN7+/6+lpXV1e6\nvb3VycmJ5dABvny/N3Q+74oRCLJ8xO1BLVVv8/nc9CikDe/u7pY6G3O5YX1wbPV6XRcXF2o2m0sC\nzlKpZHlpomQAUKFQsHz0Os/jlze0m5ubS/2HiOY5R/SpkWTsGCkztE44BtJb9XpdV1dXNh8HlnFj\n47GnDKmAZrNpvXU8Q7tOrxTE361Wy0YOkEqhARvCbX42d4Rp4aQAqtWqDg8PNZ8/9CDyThaDCcD1\nbeNJMftqSxwQmiX6wwC2nrp8dD+fz42FjkajWiwWSiaTevnypQqFgt68eaNf/vKXJsDHOUsyEAaI\nXLVLnA9/LwEctNCgQKPX69nARGw5gVnQBdvKO+ZzA7poDYG0gDSvH5pL+hD9DU5+dVgv54uxKYBv\n2h34uW4wd17fGYTpBnjxewFLBJWe1UHLlUgkrIMw6TCYckTA2H1f0IGNJyXEGSFAAQRT3k4F6zrA\nRnqsUEQLhZYTwTMMCoM65/OHJqv1et2Y2+l0ar2FCG58mokCGyqn+JrLy0vV63WNx2PrT0QhErow\nP1Dz/xNww8v2LAKHkCjPd6klj+ob+vnyQ6LuVaEyOXkm3NKjAfEglT2UnDebTXOmHPYgi4PrxbIA\nK4y5Fw1TecRlJhL2XRYxMltbW8YcDIdD0634ScXoVjjoVPog2CQvvY6j5ILClkClInRjLzCcVJTE\n43ETo2JQea8YW0kmVPQOazweW8qJlAfOn9wt7w8NEJFM0LSbB6VeKwUAJB1AnpjqC6Jh0pgI/DzL\n6Hu7sO8MS4WdgyKmTJQzjbFGQxCURr6/v9fZ2Zmur6/1/fff6+rqSs1m0wSUqVTKqh04dzAUpFRp\nAOffDWcaBhb2ptfrWcWNbxQJAOTnwizWarWlTsJBFnYD0IbuI5lMWlXbx48frTOx7zNCN+FqtWrU\nOH2IPFsCQIMVRqhJ8MUf/pu7QDHDYrEwYXnQhYMkPTYYDJY0IeVy2ZwEjcwAwjjAarVqaQD0QgQ5\nVKlyXhHmbm4+TGamWg5dDEwBKRTKfwlqgj4bYmbKmEOhkBKJhKVoaQLHWaNqCgAZj8ctoKF31Pb2\nttl36XGQIkFlp9MxUI9omAowNEiwK9jVdUW3MN0EmLALMKD4At+AlPdC00K0lxTIwODAjNAwEseO\nFpGzymBf/Cm+lMrBdUr4Cc68DoimgYBuQD3SEfRtFJzs7e1Z0QQVawSDMIIbGxuq1+v22S8uLjQa\njYzZjsfjKpVKikajxgoxI46zFKS69KuAmy/1N8DYISrDYHm2AcMDyvcGA2NGOoCXR24S6grEiS6G\nKCwcDqvb7erdu3fWWG01rfPUBQNA1Aowo2zPC6oxKET6lKMCksiNk2eHraJxGmp0nAm5b+/oofow\nllRHBN03qpLoTOobKK1W0nBpfH6Z5/ZOkksN+wYLxSGGxfIGmIiRQalUA+Bs16kE83tHrxMcF8Jp\n9CeUf68aFS/O9M0gEbMyzBCQ1u12VS6XJT2OzAC0EsHwWSStxW7c39/r9PRUHz9+NAOPSN8PT4SN\nIjjg3pDX90wmreUp+fbVU+jjfLk0749yetjVm5sb1et1S4EEBTfSo1CZkul8Pq/hcGiTzj98+GAO\njjlJ7OFisVCxWDR9HgUEVLbwuQkaaDaGRolgBXsEQCK9gZFehyJneaA9HA7tnfL7uAtUAWHzAMQ4\nN1gI7h4Aj+iZwAzGB/AwnU5tn/l32C6ei/MRdN/oii3J9Ge0V8BPcK/o+STJ9oLUDXYVXSWajVwu\nZ4AVCUO73Ta9GEwR9gwWHWfqRfBBFukyghRsfCaTMSCAcBaGht9FerPRaFgwBJjNZrPWXgM7BdNE\nc1jfgoHK31AotJRm9dmJoODGs4n4aZhSXwUKuMBew6jz7r2NhR0mPcj3k41AAgCrjN6N8zAajVSv\n1/X+/Xt9+PBBnU7HQHyQ9VXGL0iPQkD6KfhqEYyC13T4/jGLxUKZTEZ7e3vWw2U4HBoV1mq1bKjc\n3d2dtXhGoEvdPAfl+PjYNBG/+93vTOxE/vOpC0csPQIcdCAe4KBBYepyJpMxyhv6DgcCnbm5uWm9\nBa6uruxnk1+n3M5Xi2HwASXSI2W6DriBlfFOLB6PL3XbhXmgJBbwI8kONKAGoMUlxDnQ6h7KG+AJ\ndYu+5+joyBgfP6046KH2gmL2DzaPyJEIlblWUMKdTkenp6dmOBGcVqtV5XI5lUol06Cwt/RfajQa\nqlQqFrkmk8mlScW+moHLHpRKvr+/V61W09nZmU5OTqxa5tWrV5bCwMihecPhIHLH4GN4/bDLzc1N\nCzJIb1AKzd7NZjNrPgnbR8qj1Wqp1+tJemTBgu4dkSQVZUS5jASB1i4Wi5rNZkqlUjo4OLBy0/v7\ne11dXVl5c6PRULfbNSfpK9symYxVV7EXOBJaTXgGr9vtLn1t0OWZMpgbGG8ElYiAGXzpNWwEDaTP\nAAOcadL2FAEQgJDG9uXZpK3Q7pF2WUcsPZvNrNnb9fW1jo6OrE8P4uhKpaLz83PT2cFmeoYJkXez\n2TRwh1D1zZs31mfm5ORE//Vf/2UtKfjM+/v7xt4AwEklwZh4JugpizMIiGR4MaAtEomoVqsttZrA\nTzBP6+TkxOxCNps11s2z+7DCaL0Wi4X5Lj+LkMCY4HlVChGEySdty+fkZzP/LhJ56EpcLpdtvAtA\nFJ8EYGPvvM/a2noYp0D6nEoq5AKAGoTnPoj5P//n/+jjx4+6ubnR4eFh4DTwVykF58KORiMz4ovF\n4zBGOi9iAMkhcuG4YPP5XO1229Aj1DZOf2try6JVUlSVSkVHR0d68eKFRY/hcFi3t7dqNBpqNBqG\nNH0VRNBn9DoHNAzoaDCW9KrZ3t42GpJ+N56eROCKsaYLsO84iQPxTdGgJzHGGCKMWNCKIg9ocHpQ\nj2hLyJOj+KdHBU6USMWn5uiomcvlLDLO5/PGzCACRT8hPQ7GoywbFmzd5SM3olQANcCHfaNdOxoA\nwBWfjWrAF//do0GS0um0GdVer6f7+3trWIUhTafTFo2l02lrT0DKivcVZHHfyGEDmIh2SZ14poHv\nQWPBO8Fxcr9IAVH2DBPE3+HQAaOkIDxIwwHw7+ssKu5gEWAifKXa1dWVga1isWjp6fl8bsMZEUcj\n7IYN5dwDdr2Gbz6fW8O2fD6vRCKhu7s7q+hpt9v2NessgLe3Kfxez8LQk4d0OoGAj4hJxeMcvcgV\nFgrhN+yIf5c+5c7v9eLYIAAODRtBJQEfrS0IPqvVqrLZrE5PT61XGUEn+xONRi3VAnubyWRMjwTj\n1Ol0LAhhVEok8tABmVSpJLsjBKtBgalPl97f3y8JoSUZYPT/j/ePro/OwqQA37x5o++++846cCOe\nB2DAREkyn+V7avnMgaSlrw2qJ2KoKewT2lX2B0kFQn7swvb2trEv+PDJ5GE+YiQSsUKaSqWylPqC\nwdnc3Fwa0dNoNHRzc6NWq6X379/r48eP6na75muCMm5fhbmBySDnxmWhzh1kJ8m+hogaUSsCSEpr\nefEwAkTx1PaDymmHj2O6ubkxloaqGwz5usYWZoTOkHx+T9mz4b6vhm9A5KscoC+hFLnYpHH4PZ5Z\n4WKib4LFAgwEvbCrNC5oHAOH0eTgRyIRu0xE6uhWfN8enBHAgXcCyEHTw/P4knBP0QKg1m3g5Cs+\n+DykRL1Az4+d4J0AeNAjxWIxY+RIHdzd3alcLlsPFkTZl5eXFp1QTQZbCZjnXP9cxo38M8Ybyhex\nLFobv0/cSQw2lDbnGOeIkfQiaN9wjGibM4tzxGnzdUEXZwmRKcALnQN3Cl0MvUN8np+IH+0PNgin\nzhnn53iQxrmG2UkkEua4sE3YuHUWto7PK8n2weu5YMERoEqyaJj7yTvgD0ETds634sA5MTOL/+/v\n+7p7xsLWomHiDEqyUSdo8LAlnE/sH++Eu0JghcbFs4upVEqpVMqkAQTT6EOwMQAan5oKujjX3CPe\nP1ob7JZn1TxL5FN+pKSq1ar29vasPQn21vfMkWR2mUB/tYLI38+gz8eZY7QR1aB0xCbdCNO3WCzs\njgBq0J96aQLyBXwM5x52yYN0QD1kBiXmAFuaQwYNdr8KuMGRcIB4aRgLHgadDcI231AMo0M30r29\nPUsrgOb5mf4i8FKYEM7PRwjFBiE2C7pW0z5ob/j9XgPDQcZAo5rHuJCSAgxSQktE5v8eMOcRK983\nnU61s7NjCH6dQ82+cVH4bz47Jf7z+dwMCs/MZwK0eaDKoYZRAtDxXKTfYKnI2fL+YFkQPENbB10e\n1Pq+OwgCceiSbEYMvTNof+7TLrS473Q6CoUeGlTRj4jLjiGgUyeMxyrtzjN6Ef1Tl2cs2S8csaSl\n2W2SrCEbz40xZh+2th4nLKNVwOnw9zh3vo/ghbv1JRC/TiCxKkqVZAY0m83avhI1EmQATnEqPkWK\n3gTgCrjmzHrABkj1qTCicfR62LOgvZfYO8AF9D73AsfLeeX5Ofu+rBsw4h0cDCDOzwcPOGVEp57V\nwAZ4sMUdDvpsqVTKxM6I0GE2qYrhnXIWOUM4RW87YQdpSdFsNk0z1263tbm5aRokHxyhF8E28Vwe\nnARZ/rxg93DCgA5JZr+RDQBaGQFBKhzQRg8n2BLAg7ej7BNpRvroEBTDLK6b5pYeZ0HCzlJiLj0w\nQQR0FLbgH/i9vBsfmMOOr7K67At3B/DD93Gmo9Go9vf3zf/n8/nAIvevAm7Y8FXaCL0Fl8+rxxH3\n8QK88FPSkrjUb7YvlUaoOp/PTXUOM0JagN/vI92gz8bvxsHzeYgIiJTJ+7LJpJW8sfG6C1gBDxI4\nNCBa/vBz+VreNZHSOkIy8rocVkl2WcPhsLLZrFVHcUj9P32JnjeWgE9ywl4YyPIUrmdZfHoNenWd\n1A3vkOjAs330C8H48xk5n6SM2GdAc6PRMCAEg4ewkK/z4mocBFEYKUgf/QUFpThsmpwB/qDivaPk\neXF43Dc0CPw/2EYAZqfT+aO95Y8PYtgrnpOvXUfgzvcDorzoOhQKKZVK2efEgeCwAdD8HUEHn88D\nL+7N6nlkn/hZsD+cCVJAALl1gwnAEWB3VYeFDfDBG8DUC74lGfvI/sN4egHnxsaG2UzfEoO/5/dK\nWnqmoE4ScMOoEnQv9/f3Jrzf2nrs2O7nILHH/mwBamARx+Oxjo+PjY2nW69vButZE868Z0l5xnXO\nJu8Nm4DN5+ezr7AVnrmgygeAPZvNrFLIVzuhz8OXcj/9Z+ddSTJG34vwgwrBOR8A7tX0GmeVLv2d\nTseG9QLEvX1grQY+sIgAbM8cc155Tlga+q3BpP6vMzdsBOzMUxYv8KcWUfXq71rVzJCX/dKCzlp3\nfQmwfWn92POQcvvS+qlDSOT5//bydPvqgnX6OYs04rrr52hueDYvjvR5bP8ZqYpaXd4BwjStLiKL\nL/1+/3NwxOtUEPkFePTRlV+eZeReri5vhFa/5see8ymfa/X3r7M8ve1/9pfuMqDDf13QlgE/9hnQ\nq3zN5ffux/7eA64vRaqeQcbZ/tgKYpP9z15nwfSu7tFsNrO2AkEWzC3vgBTP6vqpNhGexfs5y7MT\nLB+I/9TnYL+9Ruv+/l7NZlPNZvNHf9+PgcvVIPLn2Eh+DoH/l+yYX57B/J9+pvT0978aaMAmw9au\nu0I/50A/r+f1vJ7X83pez+t5/d+21m+T+rye1/N6Xs/reT2v5/V/4XoGN8/reT2v5/W8ntfz+rNa\nz+DmeT2v5/W8ntfzel5/VusZ3Dyv5/W8ntfzel7P689qPYOb5/W8ntfzel7P63n9Wa1ncPO8ntfz\nel7P63k9rz+r9Qxuntfzel7P63k9r+f1Z7Wewc3zel7P63k9r+f1vP6s1todin/961//yXb/+81v\nfvOTvcV/9atf/ck+229/+9uffLZ/+Id/+JN9tn/+53/+/+2+/dM//dOf7LP94z/+408+27/+67/+\nyT7b3/3d3/2Pcwr+7d/+7U/2+f72b//2J5/vt7/97Z/ss/3qV7/6yWf7zW9+8yf7bL/+9a9/8tn+\n/u///k/22f7lX/7lSbNBvspsKUl/NHOIWRGr82n8/6PNtG//7md/8HP8LBv/fXy9/zu+z8+RkX5e\na3G/+Dm+PfZqy/nV2S2rX/elz/Klltt+3srqu/yxnxH0Ob70PH7WzZc+35dmifi98s/qf8fqz/ZD\n1fzzrb6jn2pH/lNr9fP49+Z/v//ZfjbTl/Z1dW9XJ2H7O/Bjz+Xfwc95Nn++Vu+Ff2Y/sfvHfufq\n/1u9q/4d8LX+37+010Hv3I+dl9XP/KXzwT9Xbc3q96/+vX+Xfn9X34Pf3y/dj6c+35funX+f/mt/\natbTqg39sfeyesdWf7f/55fef9C1OsNp9f3/2Ptdtflfuj8/tW/895dm3a2e03XngvGzfurzfOkO\nrt59f878Z179XX4/vN1Yfder+/VzbOWqvVw996uzIJmTt/p1/vPz/71PZo4c78/P5vP79GPP/pT1\nVcANAzIZQ8/AM2b7DIdD9Xo9G1DI1OKtrS3F43FlMhkbCtfv9222TTqdVjQaVTgc1mAw0Gg00mQy\nsanOktTv99Xtdm0asyQlk0llMhlls1kbPMaQr6AX1x9GJpYyKI15I8w9YVgmM1ai0ai2t7eXJlTz\nx38W5pIwXI2NZOYHww6n06m9g8lkYgfqS0MAn7L8MEDeKT+HuTQMC2W4GpOv+/2+BoOBDWiMx+P2\nzEz95jPiXD3ojMVi2t3d1e7urhaLhyniDI67vb1dmooedIYKM4b4M5vNbMoz05ZjsZii0ah2d3dt\nXtnt7a16vZ7NwuGszmYzO+PJZFKJRELRaNTmRQ0GA5vWvLW1pWQyqXg8blORR6ORTQFnCGk4HLb9\nDTofhinjTPFlhkskErEp9Txzp9NRu922CcYMW2RgI8P5/ORyBhPyh3fAJPXd3V0727FYTJFIxAbh\nsd+cq6Bzffhd7D2/g8GRTBa+ubmxs+fn+tzf36vdbpsd4ft5V9iY4XBoM8UYcJvJZGyKOvfg+vpa\no9HIZupsbm7a3X/K3Dm/OOecb2ZDMdcnFotpa2vLBimORiPNZjN7Rj8sl3fr7wbDCblrzD3DhvLe\nmJjO72fgordP6wAAZqjd3NzYXeO88Wdvb0+7u7s2MHI8Huv6+truJdOpmQjOnK/RaKTBYKDhcGjP\nsLe3p0QiYUMVQ6GHYY7j8ViTyUSLxcOgZd4tg2H9YNanrFAopFgsZueIz93r9cxmSY8TrrGVkuz3\ncdYikYj29vaWbAS2nX1jr/Fb2A1sMcNdmaL9cxdnkCn1nFNs4Gw2s/eYy+WUTqcVj8fV7XbVaDR0\ndnam4XCo+/t7bW9v23R0D3rYU3z9eDzW+fm52u22bm5ulMlklMvl7O9vb281GAzs9we9a9JXGpwZ\nDoe1u7urbDarcrlsRoIJ3VdXV2ZUOHw3NzdKJpOKRCJKJpNaLBa6vr62w4DBBSzxwpkuyyAynP3l\n5aWGw6EWi4Wq1aoZYKbI+inGQRZGgp8DKGGiN0b97u7ORtbv7e3ZqPh4PK5Q6GFyOBcUI4SRwTj7\n4WqhUEjxeNwmyjJhG6fF5VwdK//UxcWZTCaaTqc2Zt5PLvfGF+cAIOr3+7q6upIkc3ThcNgG5zEl\nHeDH5HGcKGAok8nY3nOJMU5MQ/6fBgSuLowRBmQymajVaqler6vf72uxWKhQKNiF2tvbswGa19fX\nSyBnNBrZ9OF0Om2OcG9vz87TdDpVr9fT3d2dAVucKsADh8rE9Wg0qlQqFXi4Iedld3dXqVTKgMR0\nOrV94nlGo5H6/b7dwcVioVgsZg4aIwlOHWN6AAAgAElEQVTA4awDuglMmODsp3Kz56lUygAt7+7u\n7s7Y1iD3jWgOAMCZImDY2tqyIMIDIAzvxsaGxuOxGo2Ger2eBoOBvWcP6Eajka6urtRoNLRYLAxg\np9NpJRIJ7e3taWNjY2mCdaPRsPeWTCb/iBl+6vPxTpkIvbOzo2QyqWQyaSCOZ+Rd8A5wbNgygkAc\nIU53sVgsgXvv/AnQJBl4BHgQkAyHw6Wve+pizwE3BKKS7Pfv7u6qUCgoGo1qPB6r1WoZ2JjNZgYi\nstmswuGw7u7uNBgMbFL79fW1AVecLud+c3NTw+HQ/gB+d3d3lcvlFIlE1O12/2gw6/+0NjY2tLu7\nq3w+r1wup/F4rE6nY5+73+/r/v7eJpTzmQjYmaYtPQRV2L58Pq9wOGzBD2AwEomY3WNK+M3NzRJr\ngu9YZX6C+gHYGII37PxkMlGv19P19bXG47F2d3ftPZfLZZVKJZ2enhppwXtNp9MGuLnH2PFYLKZS\nqaStrS11Oh19/vxZnU5Hg8FAkUhE+Xxe6XRasVjMwB6AHHYnSBD/VZgbLn08Hlc6nVY+n1c8Htd8\nPrcIaXNzU7e3t7q+vjb0vbe3Z8aJKbztdtsATLlc1s7OjjKZjPr9vl3i7e1t7e3taXNzU/1+X/P5\nXO12W/V6XXd3d4pGo6pUKhaFEQmts/EYFn4OaBQHLcmiyNvbW4t8QehcKiJKHCdALhQKmaPZ3t42\nlgMHzWYTiXiAQ9TlAdxTF+AGh873EyFLMiTO78EoDAYDQ+zhcFjpdFrZbFaRSETxeNxG2LPP/X5f\no9HILj6gAgDi2bTxeKx+v6/pdGqHeXt7O9C+bWxsKB6Pq1gsqlAoqN1uazgcajAYqFarmRHlQsXj\ncd3e3tpFB+j0ej31ej1NJhPF43Ftbm6qUCjYRG7YPAwvBsifUdiMXq+nZrOp4XBo7A4gIcgKhUJm\n/HZ3dy1ynEwmxohtb2+bswM41ut1+2w8A0DGpwJwoJ4lwJFwttmv7e1tJRIJxeNxzWazJfqYKDTI\nAgjC4gHGmKq8s7OjxWJh7xpGjfcJMF8sFhoOh2o0GvZ+8/m8otGoFouFJpOJGo2GPn/+rPl8rnQ6\nrWQyqVAopGQyqVwuJ0kaDoeq1Wrq9/u6vLy0fScyDcq4eXDT6XRskvbOzo7Zga2tLXt3vPu7uzvt\n7u6aLWLiPOCGdw4w4d7ABnOHsSGz2cz2BqCdTCaNTcfGrTNNGzuIU5zP52bXFouFotGocrmcUqmU\nASAPjAGWBHX+DG9ubmoymajb7er6+lrhcFipVGpp/wHX3W5X8/ncHHahUDAW/SmTrf0i0CwUCjo4\nONBgMNDm5qZ6vZ6dx+vrayUSCTsj3P/b21stFgt1u13bJz53qVSye0qA5INJgCE+gfdLKgiA41Nt\n6wa62D4IAWz4aDRSq9UygCxJiURC+/v79vztdluDwUAbGxtKJpMGwu7u7mxf0+m0tre3zfbc3d3p\n5uZG7XZbnU5He3t7Ojw8VCwWUy6Xs6CYoFHSEqP6lPWzwQ0HbzabaTgc6vz83Jw1DnQwGKjdbqvd\nbhvNRAS6ubmp8XisWq2mz58/6/vvv9dwOLQLCUqt1Wqq1WpqNBoWrWYyGaXTab19+1ahUEiNRkOj\n0UilUsnYHiI8LlfQZ4OtkWTOgwgEQ0SUTiSJs5MeGAxoe4Cdpyr99/T7fU0mE93f3ysSiajf76vX\n6ykWi1m00Gg07OtITcDsBIlGpMd01nw+NzYJQ8SlJDqAdarX66rX6xaJJJNJFYtFZbNZ7ezsGEgC\nlOBAPXiA0et2u3ZYR6ORRdv9fl+SDGgFdZI4CpghwFKr1VKv17OLCxNFGuPq6kr1el3T6VTJZNLA\nyXQ6NQagXC4bMIG9A+jGYjEVi0Wl02kzTBsbG9rZ2VEikdBisVA8Hjd2JZFIWDol6PPxuc/Pz1Wr\n1cwAZTIZlctlc1KtVkuLxULFYlGJREKlUkkvX740pmM0GhnQJgUAgMGg5fN5bWxsLDl1zkS9Xtdk\nMtFsNlO329VkMjHmZp3InzQin2E6nZrD3traMpAK+MWAXl9fa2dnR5ubm0omk8rn8xZseKYL0D2f\nzy1ASiQSOjg40N7enoFx7ivMJmwyd3UdXQpngcAPZ08Kv9fraT6f2zMPBgPd3t7a+8bpwdAAgHxQ\nRWAECwbzCKsFGGZvkAbk83nt7u7avV3HniwWC2PiCbjwBaFQSNfX12q1Wtre3jYG5uzsTBcXF2o0\nGsZYcRZIXd3e3mo6nZrjI3jc3Ny0tC8gbjKZGFtAEEgaHXYq6LkELF9eXlqqEPubzWZ1d3en4XCo\nnZ0dS81Ho1EDVjBypJZIXYVCIfX7fdVqNZ2cnKjVahloIujChwFmcPrcFeQE62qJZrOZ+ZXFYqH9\n/X2z5ZJsD0gfwY5dXV3p4uJC5+fnmkwmxmju7++bbYF1IdUJCwqrQwYkHA4bu352dmb7Q6ZmOBxK\nkqXxnrq+CrjhgF1dXZljvL6+tqgQKnxVeMWDSQ9RR6fT0eXlpXq9nra3t1UqlQyR12o1nZ+f6/Ly\n0gCAp3Tj8bja7bY5L6h5HPc64EZ6FM+S3/bUIOko/g7jSoQxnU5Vq9UsovRpAH4274oNJQXARR0M\nBtra2tJoNDIKj4g2FotZpINReOrCePg/OIFVMR8ou9frqd1uW2qlUCioUqmoUqmoUCgoFAqp1+tJ\nkjEWRIYYStA3DBbPDftApAa16XVAQZ9PemAeiJS73a5ub2+1s7OjaDRqBh9gc3p6qtFopI2NDTP2\nXDyMPjowHAhsFOnHbDa7lEtHY0OE7n8Gfx/UKME+9Pt9ffr0SZ8/f1az2bSc+HA4tH3ECB8cHCif\nz6tcLuvg4MBYkF6vZ2cZ4I12DGdK6oK0KQBgMBhoMBiYER6NRma0oNWD7B0Gm3/HKBK9RSIROyfY\nFgBQr9czoBCPx1Uul+1dxeNxpVIpZbNZC0gSiYRevHhhDoKghXPC96KNgT1cR9jony8ej9tnvLu7\nM2d3e3urTqdjzgAnxl2AVYNR87oaIm2YVz47e+ntFRoOrxPc3d3V9fX1kmNa9zlh4nO5nAUAg8HA\n0hfYvEQiYcFws9m0Pe73+2o2m6aPAsTCVBaLRQsmsOmj0cjs7/39vQUdAJlOp2NgYzQaBdapANw7\nnY7Zeu4GTMX19bV9TnSS+Di+djqdLmlphsOhBYsEXl5mADMHcPGpc9hM9t8LnYOs+XyuwWCgTqez\npGeqVqva29tTNpu1tFOn09GHDx8sw8I/8UeZTEaFQkGxWMzsLlIR2NjxeGwMKjpdbAbBM+canS3v\nNijL/VXADQ/SbrfV7XbVbrfVaDQsD/n27VsdHBwom82aYbq/v1/S62D8vbgKCrfRaOji4kInJyc6\nOTmxHGcmkzGDXa1W/8iJTSYTSTLU+3PAjRdrIrjE0PLzMZQc5FarpdPTU8vZFgoFY3xgloi4uHSk\nuDA8iHa73a5F4dlsVsViUZlMRolEwpxv0MX7j0ajSiQSppmCzUEoJz2mHtGT7OzsKJ/Pq1qtKpfL\naXNzU+fn5zo9PTXKGGqVz8oe8MzQ0v49o43g92EogiwviLu7u9PHjx/t3ESjUWUyGWUyGUtrnpyc\n6OPHj/r48aO2tra0v7+vSqVihhTm5/7+3kARjpdIhGgVSnqxWNhlRrMDQ1AqlQyww8QFeTZAdbfb\n1enpqU5PT9XtdpXNZk2fdH19bfuUzWbtruRyOWWzWWNp/M8kOJhOp/a1iURC6XTa3hkOCLANY0Q6\nT5JFkl5Y+ZTFeUSLwvnodDrmwDD8OA0iy0ajYRqgnZ0dVatVY8ui0ajK5bKBykQiYewSoGUwGOjT\np086Pj5Wv9+3lNtisVAymdTh4aExqjApQRcsEe8FsTZ6PDRZnlnAaROxootBixOPxw2QTKdThcPh\nJdtBipGUDCw2gJB0P0xsuVxe0l0FWQCxvb09FQoFEwWjzcBBcmZIS8CkbW1tKRQKaTqd6uLiwgD0\n1taWSqWSXrx4oUqlooODA/X7fdXrdRN7wzTC3G1sbJifQK4AgA0aCHp2o1arGcj65ptvlM1mjb0h\n0CXYhDVj3zm7MB+DwcBYq5ubGxP0AvA968HPpjAB4S+pbb9nQc4mgVKn01G9Xjet6NbWlkk7NjY2\ndHJyolqtZgzOYDBQLBbTfD5fYqIzmYy2t7eN7UbOgEAeyUk0GlWxWNR4PDaW9/7+3th8ACMpaGxq\nkPWzwQ15tt3dXbtk19f/T3tn1txYdlzrBRJEERwwjyQ4FVnFbkkPsh/85l/vB0c4QmG1pFbXzAHE\nQMwgOIEkiPtQ90smqLbNg67wvVFxMqKjW6qBODh75165cuXaV6YZKZVK+uGHH/T69Wul02l9+fJF\nFxcXarfb9mWsrKxoc3PTDriLiwtFo1EdHByYehotAS0FUCqs0XMaeTweWxLkcwZFtiBmfh6J+u7u\nTp1OxyoOLzhbW1tTKpUyBgM62wMfmB1oShgh/m6qMhIaFTHf68LCgjKZjIkQg9LH/t3R5+fQSyQS\nxnb574oWIp9zbW3NKMxoNKpWq6XT01P97W9/02g0UjKZ1M7OjoFar6vieagkqSyphACSnnYPkpDQ\nuHB4Hx8f26ZZX183duXVq1e6u7uzltvV1ZXpgPL5vOmI0GyxvqiuSDxMzzHtxkZmSqnf72t9fd3+\n3o2NDS0uLhplHiSo+ng/+XzeWCLEzLAtMJupVEqJRELRaFSj0cimIGDK/BQX3zv/Zv1TKbKHYrGY\nsSq3t7eW4PgegvbHpad2IrT+q1evTKfkJ0koMmDQaHPCgDJBUywWZ8S4vGdyE4n4+vpa5+fnarfb\nqlaruri4UCqV0srKisrlsgmmmfaETp8n2HM8H+uEtRWNRi2fen0TLRhA6WQy0erqqtLptNLptBVc\nUP6wM1487PMK7BG6EHLScDi0InOeIGcCpAArrDsOaFi6bDZrQwgcrEtLSzZ4AUCj7c+0YiqVsp9F\nK4ocy/dLiwdBMmx30FY3ew6Wl2Iyl8vZ4ArFzOXl5cz3zH6B2b27u7P9t7i4aL8/n89bB4IzAoDK\nd+E1MbSrmMKihT+PrhRmicKMPUNxSuFNPqD9DUMDWCHHxeNx3d7eqtVqWTH0+PioZDKpwWBgYD2X\ny2k6nSqRSNg5QLEBu8YgAWdokPjN4GZxcdFEr7xQqMdkMqmDgwP9y7/8i1HA3W7XKi2q6IeHB2Wz\nWUuQ9PaorqFsORT5EkF3CO9IcLR2vE6AFxM02OQIKqlQB4OBarWams2mlpeXVSgUVCgUlEgkTJDI\ni5RkuguqQQ5w1Pygdj+9QuJeWFiwCoZnYiPEYjFL2PO8OzYLi5LvEvDB5+RnA/ISiYSJNBk5rlar\n+vz5sy4vL7WxsaFisWiHTDKZ1HA4VLfb/QcvGVpk9Kz9BA7VZVBww58Zj8dGJyeTSXtPyWRyRiMk\nyZgXRh29kBka2bOAVGleuMlECvqCer2ubrerYrGoSqViSQBmK6goVZIdWPF4XK9fvzYtmF8z0pNw\ncW1tTSsrKxqNRup0OqrVaqYdYO1RXaK54hCgovLt1+d6OMAOk2cAQi+EfElEIhHF43E7sOnbw1jy\ncwBxVI6eRWWsGOE0eQnmYDgcKpFIqFwuK5VKSZJVjOfn52o2mxqPx6aT2NjYUKFQUDQa1dnZmVqt\nlunp5glvi+BZW6r8ZDKpcrmsbDZrLevLy0tbd55JRu+1vLw8832j4aG9xcFEDiMnwlwy9MFBBKsV\nNNgT/FzyBc9HW8YXMsvLy3awMUkkSY1GQ71eb6Y9yfpj33DwoRNjOgp21dsheH0jBWKQ8IJ7psJo\n8flhGM43n8+Wl5eVTqcNYAOyAX+0fyqVioEGJAlo/pBhcI7xPKx11lPQAt4DfeQcsKHkN/YkPwP7\nFkTqkmw98swATNqhAMN2u215FvYfJpU2PUXXq1evlM/nrdgO+s6+GXNTqVRMBJVMJpXNZpXP53V4\neKh//dd/VTqdNqEw0wr0iMvlsnZ3d5VOp606ZHHAzkSjUWWzWe3t7dmB++rVK9OhoKBnoyD+Y5qD\nsdwgQfsMypSfyWLzo90o5VOplDY2Nuzg5EBkQSwvLxurJMlYKfwo+P+oPB4eHkx4CrXMKKXX+Mxb\nJUPvTyYTtdtt9ft9owI5sPL5vB3aLGbEcLAU5+fnRjGzKZaXl2cEb35MmOT6a6OMfiz+9vbWqpOX\nhq/mqNj4PsvlsjY3N5XL5ew7S6fTNqJI+0L6yrpRPSLEBGBzUPAOfEXsBdkcUFTSiHcBQvME78yD\n6kKhYO3hdrttLR3eG22Is7Mz/eUvf7Fkubm5aVN5pVLJ2sK0L3h+6SsYZgSelkg+n1cmk9Hm5qb2\n9/cNILfbbVsfLw0/wk8bE8oc/cHS0pK1T9FVsPfRhCFKZ4R1Op1ay6ler6tYLOrw8FD39/fKZrO6\nvb1Vs9lUp9MxYTL7eHt7W5lMRnd3d2o0GpaEg+qJpCcdDDQ81W21Wp0RzFYqFWWzWfX7fVtz7FfY\nbt4HrR2KEdqBWHPQ7qK9zQEG6L29vTW/Es9ywIAEeTbPNMEuMSqNziaTyahSqWh3d1eJRMIEqgAX\n2P+lpSUDD8Ph0NjJy8tLE3X7IpaWD8UhIAhtD+zjPBo+vnvyAuL0bDarx8dHdTodAzas1VgsZnk7\nmUza2dbv902gzHTaysqKUqmUscUwljCSkUhEqVTKQPZ4PFa73bb9DdinGAiiKfJ6wGw2K+kra3Jy\ncmLnD7oZCmqmXSkc6Tz4woqCmbYdDDlrHWCLlo/nGo1GdobjixSJRIxZJw+8JL7JKDgLB3OiTCaj\nwWBg9CqUKBQWDA1akpOTE3s43wKCXl9aWrLqv1KpGEvDQTwYDKxfDT0J+vRiXl7ASwMtgiRDzPT1\nC4WCieBIGNC8aG6gnn2V5hMAP4Nkx0KG1oceTKfTNqF1d3dnrAKbdJ5DEhABxQ89XqvV1Ov1bHwP\nVoAWSr1e12QysfFpKi0Exm/evNHCwoJVvNPpVJ1Ox5IclC5tBUmmj6KCpK0Vi8Xmntrg75xMJjPt\nGkyo8NDg12mx4U0EfcykHwe+nxbiHw4q33ok2XgQe3l5qVqtZlWOP7SDvDeYLgAvgABQyWFG65Pf\n780Jaa1w4HnfnNFoZDojjPxoYyWTSQNwa2trKpVKJiRkGomkOw9Fzpqn8gOYIlCXnqpE9gH2D0xw\n8Qz39/dWZFSrVVWrVZ2dndlYcTqdtp4/nxlNDpUlU2n9fl/Hx8dqNBo2aTVva4px98FgoF6vp+Fw\naHmRUXPanmgZY7GY+Yf5kXiEoOjjOFQADuQc71vjiw+YcW+CyKEbJMiV/NubXPIeUqmU9vb29Pbt\nW21sbGgymZiFh7f6SKVSSqfTKhaLlhNp4bTbbdNkUjiSKyXZe6RgYvScfcuBHYQJZl1SKJdKJWun\nDQYDtVot6xggK4BB4p1yFsI4cmYBxCgqKH56vZ51K9bW1lQsFrW3t6fHx0cr6GGiyFmcLUHAjZ/8\nZRrx6urKpqBgoQAjMGI8L+cuRAB5DsY0nU5rc3PTAC56WETeaMYoivgO0Xei50Si8L8KbvxBwgdj\n8fgDkXFmSUa9shBarZaWlpbsZUN1g/RzuZx9CZlMxiqVy8tLqxCohP2MPhubCmAebwroUN8rTqVS\nqlQqtognk4lVQgi9qHo5nBGS8Wx+YookwGGMIJQxQhiURCJhI6BU5P77ChKAKNgbEjgMDBvHm/A1\nGg19+vTJDBgnk4lNtNGCLBaLZnSXy+X08PCgRqNhI9a0G9no0NaMhkLPk0j89FaQ8K0UaGGSQDQa\ntRbm5eWlYrGYisWiAWn6541GQ81m03QITN3AmgGyYXaYnPICXih0xqRPT0+t7cGfDxLP1xbtSj8a\ny98Le8H6AKywVzjcABS0AlnzjEADLNrttlKplOki8KAB8MAQ8T7ncU8FEAFkaAewZyiSfs2Mjkko\n9hJrHNEkfydeKc1m09g3SaYlYC9LsunA09NTvXv3Tr1ez/RLKysrgZ+PRM3n9A6waOgkmQMuDtMA\nR/YFeoxut2vVMEUW70+SrRP/fbGffZuLg/E5AxMkPKvFBAzMHeZvh4eH+sMf/qBEIqHz83MdHR3p\n6OhIzWbTDjAY8EwmY1ok8j1AAm0nAIacTxHiB1YymYy18NkzQTVFFBPr6+s6PDxUoVDQwsKCvnz5\nona7bdo0RO6AMxgbDmuAJ4M36FkuLi7U6XRsOg97B8T9pVJJW1tbtrYlWZsW8OSZ9ZcGDAnrCqlH\nq9VSr9fT/f29ifQl2boD1HAGU7xeXFwYW0OLamtrSysrKzNkBJNhaHW9gzjFL4TJ0tKSrq+vAxcT\nvxncgKBrtZoGg4Et1pOTE8ViMaODGenudruKRCLa2tqaGZO7v7/X+fm50fhsVnqR/gtutVr2z6tX\nr6wap9pgQ3vPg3nGG0Gj9Df5DOVyWblcbkbMyM9m49RqNX3+/Flfvnyx1giADadVeq4kGmh1xpFT\nqZSKxaK2traUSqXMfwKWo9PpzDxvkOBwA5BxGCYSCfv1UqlkwBK33kajYZ/Xs1YIxKgE6L/WajWd\nn5+rVqvZtBFsHuwMi3c8Htt7pc/L1EvQg4RDm/+GusZXotPp2LtiOmpjY0PS1ys9Wq2W6vW6MVWb\nm5sql8s6ODiwjeun+BDWMg4ej8eVz+ft+U5PT01z1Ol0TDw3D/1PP56WKUmV6jASiRiFi1gYULSy\nsqKtra1/EAl7u39acPx5f/UJgmjEuoDTwWCgjx8/qt/vz0zyBHlvADDsDhDt0/pdWPg6ut9sNnV1\ndTVzXcTj41czvu3tbfv9MKloZ7a3t23MGHYGgJ9Op2damAiNSfTv37/Xx48fdX19re3tbSWTyUDr\nUXpiAGiNoMN7fHz8hwm+y8tL1et19ft9Yydgh+PxuLFy5AIsDmCbKCS9TxdFAi1KgCx+WkxqzjtZ\n6vVz/G8KQMAB62U0Gundu3f6t3/7N/37v/+7AWcKI2+EB8tPawOZAOcHLCk5CQ2WH+TAdoTDc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pPSh41yj10bIwRogOKGh40OnF0plMRvF43EaZ7+7u7I4wjMTQGKEPw2/D+7hcX19bUvJAgMTL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\nrXG8jxDiSk8tMempbct79qyVpLk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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(7,7))\n", "W_pca = pca.components_\n", "for i in range(100):\n", " plt.subplot(10,10,i+1)\n", " plt.imshow((W_pca[i]).reshape(image_shape),cmap=plt.cm.gray);\n", " plt.axis('off')\n", " plt.yticks([]);" ] }, { "cell_type": "markdown", "metadata": { "collapsed": false }, "source": [ "# So finally what is Representation Learning? \n", "\n", "## Considering these factors?\n", "* **translation invariance**\n", "* **rotation invariance**\n", "* **scale invariance** \n", "* **Deformation**\n", "\n", "* **Compositionality and Hierarchical Representation**" ] }, { "cell_type": "code", "execution_count": 52, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(8, 8, 8, 8)\n" ] }, { "data": { "image/png": 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uaNXiGMsDIGICV7aECVRrMJg9rha4lphGiY5dp0986EeFnp66VkYGJkYHqBgI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\nDk1QzmZPfIQ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LMIgeHx9tMBiEAn1gTzCASNXnObzybTQa1mq17OTkxB4fH0M1Vow9P/s3\ne8I53N3dWbfbtbu7O2s2m8EAQtnx/pjhEu4gi4rsqX3QBCGpYQwEKMZwpVJJeIY6nY6dn58HbwXH\nAo5nRumBkdp4JnhKFSy4tV6vF97L3d2dXVxcBN5hUVaMAkJD+6CJWXIGGivVoCEKNXj1v+ph8//T\n/+pyBfwXV7yGFZWeTFJi94vSiGXovaaleT20A8DFGGWyRe2ki4sLm06n4T2DLcMIevPmTcLTg6EA\nX8U6WCGUpvcEnZ+fW7FYDN4WrUl1dXVlFxcXe6MJxg/FHZEJFGTtdrsJ41CzwzB+VB7QS6VSKBZJ\nqF6fs9FoBFnge6/XC95JPJGMy8FgEK7puweMb0sTsn9j2YTPGUGbjBWwi1p0F6yeB8/7z6pP/Hk3\nZaxtM4k4eIK+UYvNZjE0qE9Rr9cDyDSN0ZhZeauYuiw+jRfgJ7NXNbZIvVcDIWYEwdxq+et2XzSh\naY0ZaLNYLIJQJ5NDi7sprsk/42KxCMLZp7Nq6qkW/6IOitbwIJMDgaVAV1y/hB38s/3DP/zDVjTZ\nNNMBnKgZLbe3t6HuxvX1dSh2SNo+1Z5RdlqqAUVAUyWt+2SXYYA1m83wHSn04KMeHx+t3+/b5eXl\nWjrrP//zP29FE00bxvvCFkMYr40vcaDH+/9qsoD/L+9dj9dz6DX8OVAIsf/uc/xg6BLyhE/xIvR6\nveCBZs0zDOxOp7OWKr5p2QutyE0xRcYlVZApVUESAQvSoryurq6s3+8HD/CuHsMYTXyJCQUhr1ar\njV6XTRmneLa0E0KEhjoudZ/0eq6Fd4ksQzIxSbJgf9vCmpvKs5hZmHTCO97TovjUTUZQbBkhXUqE\nyT11xJDv3ENMt0CLNKNsG9jBwQj6Ri0GTiMU5eOjm8BiHi/kMTwwiLrszZ6KomntIY0FazpnzNre\nVFdmXzQBP+ENIGqWqGGmyp/70GdUI8/MEkBezeSAbmBHyOipVquhFo7SBkGAEFVvEgbQcDhcAwHv\nywjSWj7QCoUFJgePGiuKA+JWj5F6tOAhhOFzGRfQHMXXbDaDcZ7JZEIVZ47t9/u2XC63romTFiLE\nuMDo5TtCdwhvNfY4zpcMAFjNfxXQDTic4zDCNEykIUPGIZ8x1gnZ6X+3zfiJ0YV3yYwagxbg9nA4\nDEYQNXIYR+12OxhB3rBOm72j3DE8MYD4Dq8IFZIfHx/t7u4uGJy3t7fW6/XWjKBdogkxOauGjxqG\ni8X6Kvf6nL72GAZQq9UKnt8Y9scbQUrLYrEYvR70pLxDLON0W697GjDaJxYgR2Khcs1iTuvIQMX9\n+CxExeppqFhbrGSHN35iOKWXtoMR9I1abIYSq0PxHFKe2aPPLkOoK1pf8QoIXWoPvSZDgAyltL4v\nmiBIAesB9AS87JsvAAkNtcAkKcq+aQE/BhlGKQYQWCTfULwoNJ0FDYdDGwwGwcDalSab6Ivy8bgf\nBK7yTS6XC4KcFP5NMzpt3tBGsKP0tEYKXgG8EhhBpPTvgyYUFVU8HYavhkiZ7WJQ452CVzRF/v7+\nPkweuE/NLPPp7b7GkGaFKd5OF5VVLJCGvrdtni7PlbRAvpg9eUjIXlMFroZ1JpNci80bCi8p20Ho\nBwObYp0K+AWMj3GxL5rQ8HKqp5PJTCwbS0HIPIc23q3HXzLGzCwAyL3s2pR1pqUdtBTHLi0mU1R2\no1PgjbQsrLRUds1si0EmNIqhekrHp2Y/e/2SxmO/W0/QARMUb54um2omvLQ+j9/CzJrNgUsXxkur\nD/GcIEurWbStYovRBI8LHiCfRRArWqaDDSPP1wLR1HFfwExn7cfHx2vZC2nX1NRwFKHPxNsHTdQI\n8lkSeMcwBtUYQsCoS7tarYbPWueFVG2ePeYJ0mtrmECrKTcajUSpB1X2u4ROY3g6sC1myeUtfEaY\nut2r1WoIXVLgTv+LQazZZFoxWjPC2Mfg1tpAvk6QhkvNkiny22b8xOiCMUE4TAv6YajStYYRz6le\nMK2XsykcxoroGMRaCBA6IdegFTJOQdbqCdplYpWWcarj1mcspWUteVmh+5vqAOVyuai8UG9JLEMK\nfo6VK4gZYtvSRLP8dDKBkZKmX9J0kH72ukwn6r6IKp5WxdDF6hCl6aKDJ+gP1mJ0gQnZZ5tmcTOI\nYkXwfJ2NGIPSfLVQM9s4o9MMIUJGGmLYF00wRLzgmM2eFmQEZKd1fcBRPTw8JDxabBXXg+BXY2WT\nV47rsYWuWtjMe9M0HXpXmniFoF4ZFDKhBgz9R317AAAgAElEQVQghIzWU8KVr2uz9Xq9xKwfRfVc\niAa+RQhpCAQgJF0/b1tFO1Zji/CV9wQR7tPlC9QIwnvjiyWORqPA44QyNXGgUCgEPgQjx2fWGyNb\nz9cJUmPQLGkE7XPZDDL1CPkowBZ+oDPR0KrFvoCrhs7TwmHUXtLQKADg5XKZ4AXo7Otz6SRt3zJF\nM04xCrkHMnFjY38+n1u1Wg3jWuUHNPNyhi3PhXxSsDhlKrx8Yx+vO/Lpa2ScQo/YhFrDtDEdk2YQ\n4enh2b1eU0NHve/IkFgF6udS9g9G0B+speFfYuGlNCOIgRNbR0XBZ2ZPQDOEPDNf7Wr9P1eEUdeK\n0f1d3LVpgFfvFUM5393dJWapGmsHw6Gd72q1WhDKhG3YlsvltWtpv7u7SwBOVckQZtJrad8HTVDW\n2vjMGlCx2dlisQg1WbQC8MnJibXb7ZC9o3giMEFpYUCzJ9yZn42x//DwkFjFnXDY7e3t1tktMUzQ\neDxeqxOEJ4jUfA/AxPgDJxILacEPZk91hVimg1XmY54gsqtQBOoJgl98nSD+u22LhQkVs9br9ezq\n6iqULmi32yEsCtC23W5buVxOneFvygLDcCQ0Ckj+7OzMzs7ObDab2c3NTUiDJ6Pw9vY2vIfY5GsX\n73LMYGacUB8Jw5C6SbHxT+IA755nazabdnJykii34Me/1q3CCNIsrzRZs1gsgvGj+CiMym2jLJ4m\niovjfas3KqZX6JuMIDNb02l89l5S9A3Pu2lNsjSYxsEI+oO1NPyLd/2hmNLi+VqbQ2c1WNdah4Tz\n4EXRsJkPo6Uh8AkVxVJvvYdpV5qYra/YzHcobTV8NJ3Vp3trbzabCXe7ZlywxpZeS7tfu0v3qRbs\nPWuxlPNtaRIrYqnXwdDACNBK2Jo2j/Jrt9v27t274E3DANLssOcUM940Zv+KjcCYoBYRRtDnz5/t\n+vp6LzQhVJHmCcLjo54g0oIZK94ThAFFVWyzpCfo6OgoYGAUVwTg+Pj4OFEsUT1B8/nchsPh2vgE\nvL9t83TBM+ONoI8fP4YwDVlOpHifn58HuihORXlqE3gYw089QWdnZ/b9998H4wOjmonMxcWFjUaj\nhKcS7wre4H3RZDKZJDI61TDECxeTOZlMJtAKT1Cr1QplA/Cecax2PF4qq7rdrn3+/Nk+f/4clW/a\ndQ3Cer1up6en9ubNG2u1WnuhCeOGMeKzaf1yKKpnNhlBGDux7suy+DC1r+0GT5CV+4cygvr9/te+\nxB+yebpscvGZPbksmSGYWcKqLhaLazggtcJ9UannajyYWSK1F+WLtwjGJwzBgH8uk+g1NPExY91q\nSQFS2KvVamK5Ao1169ZnxjHYEbZ+1uLpqJghwNqs75Z2zW3xL54m3DPvSJW62VP4FEGGYOa5FbTI\nbI+6RzFlz2xT1+dCYGo4S93bzJw11s9vip/YVrl5muBVAExbKBTCsgx4c/De4d3CgGHJEFJvoSVZ\nTLrGGXghVkTH+4dHESOHxUV1KQ/ohYcNgwDDjFDHPsfPaPS0hhnGGLNtvLYaxmG8a3YgfMTESWlt\n9sQreNnIBPSGJV5pH6ZXT4uOa02G2LaeVIwmVKDWGmNaTgF+jeFVFCxO6Fxlo/eos4VnCLlpGIn3\nErtmNpsNk0yu6ddZ2wdNFFqguDH9zPvj3SmmT/WQ7uu4j02kNRzrDWA8QLq2GrT2Ms3sSe55j/tL\neOerG0G//vrr177E76b93//7f198rKfLJiOImHysI6RUoCoI1KeXw8wIx7SOUIp1BJ8PBTDD2rZ5\nmmhtFd8RIuAGUHi44dXD5TuzYBQiQmE2m4Xqr2ld08G5TibzpWQ+yiHWt1VuniYKLEXoAkT2XiKd\nxSpfaBHIXC4X3h91YzKZTKIOSaPRSLj6UW66pIReVxtgWp3JgjHadu0wTxO8VRh9ZKgVi0VbrVZB\niZDWjiGCYmJGC1ic5+cd+7o2HKsg40KhEBaTVWFeLBaDJ+z29jZ45DBQzCzUmMnn89ZoNLaiSYwu\n1JyZTqcBA9Rut4PX8/T0NBh76vmjfEEa+Bnlh1F8fHwceJL6ODz3eDy229vbEPK7ubmxfr8frpPL\n5cK78dWt2d/FCPI0oQIzS7zoPWySN/l8PlSYpoq2WbLiemzMYzhTAwheM7MgtzZdl0KvjUZjLVNv\nW6+hp4lOhnSrQG0/6WI/TS9p2nsapELDXmqYM+GKeXfxpqXpJi+DTk9Pn6XHVzeCPnz48LUv8Yds\nni6bjCD1tOhsAeNIZ1OaCqwzqthaOJuMIM7ns8t05qKYBrwvu9Q5idEktv4Xyg0DpFQqJfA9jUYj\n8Zx+TR5oitDXkEHa+l98RyYUAsrsqWCaAtL9Nbc1Dj1NYhl9GLp4LMzWa2vg5eBZFQOkNUF88bxS\nqRR+93gFbwT5hmLQYm+EG/P5/NaYBk8TvScF5lKlW403KhGDIVLvquJjGo1GgtZmFoxcwq2K5cAI\nKpfL1mq1ErgQxUMNBoOEt261WgWP0a6eIE8XzWjEOMNILBaLwWDBgAYnM5vNongf0tehCXJG6aQJ\nBgCzPR4MAwSaY3D6ELuG2vdJE7y/GEFMItLGPd/r0hJ+LCH7/LhnS7hc0//BjaXJOfWYcm34aZdS\nCp4mii+N6QjlVX3v0CCmlzzwOc0QSntuP+Hi+rPZ09p+Mf3k5d7/+l//61l6HDxB36i9xhOkMwOd\nNcRcoig72iaPSKyeg4IhYX6/70M7qhT3SRNCTrEZAwoMT5DOSMF1+JmNAsURJrGV2GPX5DPGIR66\nYrEYcCM6o/LXJPvla9CEWZUKAN1HQBGHV8FNiIYZF41zo7A9HZnZU6NHm/88nz8Ve4N25XJ5a37x\nNPGgbIwgjELFLeAFg5c9GFeXCVAsHjN69ZTqf9VlXygU1nASzKYR4nq/YOy2rXOSRhdtGEEY7rwD\nTeNmUmBma1gf9ik5oXyn40Rn43iCyIIDOE5XD6GZrS0sug8jyNNEDVdkmXpSY14JaOS9NGoEbZI5\nTIL0uplMJsit2PWgqZf/6gnCO7Nvmmj3st7rF6+XvFfrJTotptu0YfzwvBra1/tWqMhr2sET9I2a\np8smhonNTLRehGYieByPt5Y1Vr3JCEJwx7wpOjuIZVLsiyaE8Hy9kdlsFsB0WktEZyNpMW4ElmKD\nNEPOpw5rx6MBaBwwJN8hEGN925mbp0nl/7N3ZktuHEnWduxAYa/iInUPNT2iaeZqeu7G7H+67vds\no8wkdbe4FKuw78t/QfuiTjoiQVYiOZSaGWZhSBQJJNIzMvzE8eMe7XZYwQPCYKXOpc+r7oBrXq1W\nYdwgQo3VOTGzsKP3eDwOjMFmswlVgn3j3DhXLUaJLbOOFW8TtEvdbjdoenCipVIpEdrhN8NqqONF\nl8P77XYb/i/Vezne7XaJz+pv6Ha7iVASTADv0c7QCYvwPVmbt8u52jXqeOiAIEKFsXDYcrkMwAUm\ng/HY7/ejdW/oqgEinMvYhQnzm73mbZNYBi5MKoyun2/4W6xgIPMkYvqYnma9XkezflnQxM5HZ7Gm\nnXkr9txlsYnXMemxmZ2AHD3+mG86B4I8g6RMUlqWnvqstNpLj20FCPpC7TEgyK/+lZnQ+gkwQ75m\nT1rs9BwIQgypk5i+Jy7LQ6mDMi+bIDqms6LinFr8kAmf61bnNZlMEiJGZWf0eog5c75er5cQTx4O\nh4QT4Xy87na7sDXFdDpNVKDOusL3NiGzzcyCE8IpIczWprogXyZBC5eRyUN4kXDYYDAIq1UNmWi6\n77mmIRPEsrzPKuz0NmHjSjLf2ALiyZMnVi6X7d27d4GVIBx2e3trd3d39vTpUzOzRLbUzc2NPX36\nNDh8wBC1lN69e2ebzSZ8P9qfbrdrT58+tadPn9r79+9DNhzhoLu7O3v37p1Vqx/2cqtWq0FAzY7q\nWfeDitmFzUKVBeKeVqvJHcD9c5wWDluv14G5IYSFrZ88eRL2JNvv9wEI3N/fh7/FkjSY42K73aPn\nyssmGmbiFQZQgWyv10vMPZ1OJzpnwBAqYPRzz2azOZkrtCYZFen1fLwnu0y3m1CBeR42MYv7CLOH\nAqE8xwCftEWT+qdzQOhjeiINzakmiB7TLn1KTbNYK8JhX6ido/R910JmumrYbreJQm4aq4VOjaF3\njne7XSoLRMaAMikcwygQB9cU36wF8GI26Xa71u/3bTAYhJWkX6EABHUSabfbYUNC/p0Hz+yBXmXl\nq5PWbrdLnFOBF5ODFl3USWu324XzMgnohJ+HTdAwaR0a7ABr48WB/G7dtFAnkOVyaf1+P5QAGAwG\n1mq1bDAY2DfffBMAttZWMbPgLM+tSAm56OSo4ZQ8bLLZbAIIQRNEujcMB+UMAEFv3ryx169fm9mD\n/glQ8uTJE/u3f/u3MB5InaauzevXr8N9uLq6suvr66AJevr0qb148cIqlUrQwKhA+B//+EcYi51O\nJ2Hzb775xp49e5bJJjG7PHv2LAAgXm9ubuybb76xSqVyMgYIV5EtGQuHbTabIN5mDF5fX9vz58/t\nj3/8o93e3obr1et+/fq17ff7kxCzz+5UNuhzCKN1YYWAm+cHNgsBNICx3+9bt9tNABscNewvLCnP\nv75uNpsEsIEVJQzqz6WviNQpd8Bc9LH6XY+xiWZzxbSGZM3V6/VEKruWwvD+KW0Tbjr179KiCWx5\nA+PFws1vK+J9VBbG/bODoEsqoP4rN28XjaH6mKqmJmp6ok+FZ1XlU5RjAEtT6lUzwasWpfIaJI35\nA6Q0tTYvm5jZyYPJb9CsN7OHWDXARFe3vvOb0SqwyoApiJ1T49XNZjOIcFlFsh1CbHV9SYjQ2+Tq\n6io1vdeXTOB3av0RWCQADU7OzALb5tPFAeE6JvR++9AqVZQ1JKa1QKj3kXWF723S6/XC70aQyT2B\nxVIRvxYmxPn7+wnAJAtSP8vEC6BUJ0FqPrZSYSefrdfr4fdiHx27WZu3CyE9s4dijZ1OJ7BDmuXH\nq9YG0swgnxLNGPOlIqi7hMOGJRmNRomQM45QazYx1pR5yMoWptkELQ6217HiAZg/5npgMXDMlA7w\nIURdWLGYVXExYyW26aqek0WLLjwvqSkV8z3eP3AuMzuZU3zFfX/MewCm+hANhcXKsqBB5JU5BQDk\nK/ZrDaOsVeg/Owj67rvvPvcpfpfN28XXh9CuinmzB6fNQPW1PCjWpgLRGAiKxbjpUJE6UWs9EAUh\n7Ox+6QaQ3iY8cLAJykbghNXBMCF1Op1ENgaTPOwN18R16OaHm80msQEiISaKnGkNFV2dMCGxSqEO\nDKu+vGzCKpF7Qdo25/ETC9oDfncsfd7Mgtgcdmw8Hgfg0mw27e7u7iQd/NmzZwEc+lXebrdLbGAa\na1lrJ3mbPHnyJNgEsffd3V0AIXd3d4ktNPr9fmBJnj59at1uNyweZrOZvX//3mq1Wiim5zPmvv32\nW1utVnZzcxOAFiGzd+/eWaVSsbdv3ybS02GMNpuNVatVGw6HQUhMCvXr169PNA3/9V//dZFdbm5u\ngu5IsyCPx2PUcWttIQADY6DX69nxeLQnT54EITdM2bt37+x4PNr79+/t/fv3IXSmz12pVDpx9hzD\nWsNyMA4nk8lJKPnPf/5zZpsQeoL14Rjtkf6GyWQS5pv7+/uQ2QbrwzGhUs1Q1es+Ho/Rc/Z6vRAO\nBTRyb2BZd7tdOJeekwzHLM3bJC0KoXOjr+Ds6/go2Od5QX4Q6yp2TotExKpUKziP+aYssoPPDoJe\nvHjxuU/xu2zeLrHMHl5hePyKVLNXcMaqkfnYPiu+roIeKz1p9hAbVmaJ9GnV1FyiCfI20evmgWJy\n1DpJulKYTqeJ6tWspLS2j2dMdCW7Xq9PVi9mFkoAmFlCEAnwnEwmwfkrq4YDyaoJ8jahoqoHQZvN\nJmR/6X3FkWnoKaYbQvNDJhjXs9/vrdFohBWXpoOTTePHq05waSwYGqU8bELY1NsEdmw0GgXngm4I\nfRfbD5DR5evaxECQ2YfxMBgMwq7rgCAAEQ4LIAoIQqA+HA4Di0nYrFQqnWyg+hgQ5O3S7/dtOByG\n8aLgVMXPvpPJyNjVrC/q+Sj489XG7+/vgwgdx4Sd0tLguXcsOLB5LO35Mc3bRMNuvvOc8hv0WahU\nKme3C9F6WHwP27WUSqXUcwImNdOMDMZqtZparoCCj3nY5BwI8vof71/4bLn8sO0MLI76E+/f1HfF\nOnN62n5lzK9mD0yqz1z71FYwQV+oebv4rAl9b/bAFPF/YWsqlYqtVquTgfwpNRpiNWdUv6ITkIpb\nPeOg6cBZ6+HEbBLLVtCwCwAoxoBppgHHXDfgRql8mCxWrz5jgokZBkjLyrMyAlh6Vu+S0v8xxpDQ\n5PF4TNSfURGj1t8ADJ9rfCcgU0XQ1HwBFBOqUHbD10XRjI20lhUEeZsAZHGksD5Q4+heYILQgvT7\n/bCaVSYIMMSq1heQJMyo5RrQGpF9FqvRo7V6NKUcsLVer+3+/j6TTWJ28VtQqKOl3lFM+7Pb7RJj\nyL/qfAEThABa9RmeCUJIHQs51Wq1xPjx9WrysomvuwPjC2sOE84ChzkAcbsyE8r6+vppOgegOdJz\n6TFzHM+Mznta1d6fN2vZjY8xQedAkT/WOZZrYF6OyQI0vT1WluXc3zgmXEZX35QFMBdM0Bdq3i7n\nMrV0ABH+Uk2Qghccrw4MBT6K8NPAEZoPpS8VJJlZYoD747xswkSonb/x79QtiWWJ+b+RhcK/A4A0\n48BnIPjzavGztPPFzp9VBJw2TlQrwDhBbEtXASa0fKz5dHZCeYvFwsbjcXQSxKnVarWTFSq/Tzc1\njbWsYyU2p2iYD+o8Bii4HxRS1M+S0ZQWZtDaSfo5Mwv3IE3XBhiJfZYxdukWQ94u/pnWkAuZfbFw\nmJY08FlbfnNVwmtpSRaETzWDLpYKz9jjmVNglpXxiNkEXUvsedVMLN/PzQ3r9TqEZJhjPnVugE3X\nTLNPPX+WdPBz4yQGfgB0Md8C++Pnf/VTaSxPGuiJ6V79sZeNeF/12FaAoC/UYg7/XCqk1kMgG4uB\nlCZIPle1M0Zz+vRNJk8NgbES/L+widZWYRWrTnq1WqVSuDrZEhKCojZ70Bv5VQa1YHAM6AOI0Ver\n1bDjte9e6Ig+gHPlbRNAIL+3VCrZ9fV1gpbn2slE0qbvYfAA3LAohDP0ugiH0e/v7+3u7u6keNzH\nRIp5hcO0No2mMBNSiaXyMvb99gD6HmbNfw59mq+Do59PO2ez2Qyho9jn8gwn02JhSh03vptZYFOb\nzQ9Vvq+vr+36+jqRJYUWRkEUIUizB6DH84EwO5YKT/aill64u7uzu7u7i8Dhp4Z+YAIViPgaSefC\nN4TAeOZ9DalzrLyZhflcM/NgFNPOmZV1j9lERczaz831Op4IgSkYjgE4PT7HAKWdz99DzYhWychj\nWhEO+0LN2yWN8tTdyVk5qxDa0456DBWd1pWW1b7dbsOKFzaJlY5upJm2QsjLJuPx+KQ8PSEaxNGe\npYKOZtIGBKgmiAJkMap2tVrZ3d1dqKOCI2VihvL21w8Lc319nRBI4kj8zs1ZbYIImrALjAc7sgOK\ncV6E4zh/LH3ezIIDjpXOr1Qq9vTp0xDO8TVxAFvcI0JpCKnTWl7hsOl0aqPRKLBACJpJTyf9GGCv\nAtXRaJSoazObzUJqc71eD5/1tZNqtVr4rLJA1MQhxTlWo2e/34fP4hh4f8ku8t4usUKn3FecbSwc\nVi6XQzFOmCBS6weDQRBBsxiZzWb27t27UANJw7A4J9jI2N5g7PvH/UKHQ2r97e1tbjaJ1SnimDmV\n3zCdTu39+/d2d3dn9/f3qaEd5lpCo6TbX19fB2F6bL7gFd0PIGg0GgWBOSH4WNZpXokF54AhukDv\nW/hNzI+73cO2FgD6NH+GuPkcExRjeTgm/I2v0Ww7dJGPaQUI+kLN28WnWc5ms4DONTXS7EEYzQBL\ni6EiYk3rsbRQtDYKgMwehNEaP0+LG+dlEyY/HKrqVGJhBxw6QlUzS7AghHH8g6KMCAyAToRka5w7\np9mHVO39fh80ACqMzgsE1ev1oD/RIny//vprCGMQ7tHy/P78MTCkLJAyA0xCWhOn1+vZs2fPQk0c\nANBoNEqEXc6tVvOaxG9vb4NTVmH069evw+StWqBer2fPnz+3J0+eBAYA0fd8Prfb21t7/fp1gjXk\nlXo+sEGAn+12a5PJxN69e2evX7+29Xp9ogW6vr62b775JtwXQmC8vnnzxt6/f5/JJjG7MKf4MCVs\nYlo4jKwvzQq7ubmxb7/9NmxIqZvJTqdTu729tV9++SXB9pg9sEDnAFCn0wlp5Ohx+M5ff/3Vfv31\n19xsQoux5zDe/AYFYm/fvg3/LxZW5nMwsBS/BDieO+98Pg/PDM/Q27dv7fXr14lQ4CUCcW2PAUGx\nVHaVbpg9LMq1EGus0KYXdZ8DQWkaJBbvqgFigY5vemz77CDokuJ5/8rN2wXwYfaAbKHOYR+glGFw\nut3uR+nSmOiZrjVQAFmIQFWE7NPv0deo3iANBP3bv/1bZpsAZAhj9Xo92263IdsiLR6NDQEv8/k8\n7A5vZiFTJhZXJtyoDMpwOAyx6HMxcMTmUOrT6TScy5cO+NSsn5hNCFFBuyNO3u/3YVdwMwvADTDp\nMywouqjF6FSIznWaWYj/Y8/RaBTSmu/u7oKgGMH0YDAItLhqINQ+WZkgbxOuR+89zwr3hZIKvqSE\ngn6eM549xrnq4HgeuBdao0mzDXm2+KyWVOCYzzKhXyKgj9lFV+BaTwUGEaDDooCFUa1WCwUzWVBQ\nOmC329nt7a1NJhNbLBZhPOL8PbvMQiuWfYUNCZ/e398HJqZW+yCivrm5yWyPmE3SSoJQoO/9+/fh\n2piP1fHGNCjlctn6/X4IF/JcaO2ltHMeDofANGmWmd6XtHNmZd29TWK+gX4ulZ1r8wUMPePDGOEZ\n4bpiSUC8PwfMtFaRH2tZypF8dhB0Cb37r9y8XVRIqAXfGJx68ynhrsXMzsWMfYyeV2hrBjvOCUcB\nKJrP54mqvwCfmLj6EhDkbbJarRIOv9/vB2aDCThW8JEMJq2LQshjtVqFyVhT4Xnl2pVB0fBWWnFJ\nMmoItQGC+A2TyeRxA+SMTQ6HQ8ImODOqXcM+wBiZWSLTRV8Jdfr6QfrK/1O9BmG53e5hqxBfE4cU\nX58xh32yZrd4m/iCh8paHo/HKNjXYon63PGcMaHCxpolGVieFQUBAKBOpxMtlkiIgO/xxRJbrVaq\nHiKLXWLssrJCylx4xjQ2jkqlUggR3d/fh3Rus4fq0bHKz3SeSdjG1WoVxgX1cHw9JzO7aNsMbxPm\ni9jzS10iBUGAkW63mzpnAB6pN+TLTZhZ6pwBk8Yz5DPqNA3dv2bVZnqbpPkHFg3ntFBeF6edEKwv\ns8Liyyw+3/B/00BQmk4vaxX6AgR9oebtoiiYiVzTulutVuqGcee6ZpH5lYiuMJiodbW7Wq0SgOcc\n+EkDQf/v//2/zDaBYoUJUo1CWtYYxz4lWIuv+cwtTQFm5asgiPMPBoOTc+k5uW84ebOHrSVwAI+l\ntGM2ARhS+LFcLgcHyrWUy+VA6aM58ZO4vj83oRKqUBBk9rCK17EICKpWP2xBoUBVJ3+dHB/bvE0o\niOkXEGRjAXpxwICgSqWSAEFaAoLaNY1Gskgpq18WCD507EGQLjDW63UYi2QDmSUrRl8S8vB2iYUk\nAESwLTgmHRM4Gh1H4/E4VEvW71FGERAUEz6ToKBjwIMBnisNXzabTbu+vs7NJn6eiGVh0XUeMLPU\nOSMmgtdMS9VjxeYszseO87E5T89FR6pwqU3UJ3g/AWt5jg1Ke1V2x8zCMwhLFmO2AMXnZBzqg7x/\n+k0Ko4ttM+ItVs5di9xpHQalDKnVou8/BoRiTojJWzurWgYo2Q503p9D6ZdogrxNeBBhPRqNRnio\nYHi0siidFabZQ8hChdSEHbReiFbYxpnyULHr+eFwOKlkyuoeGl9XgACgSwTj3iY4e2yiGiDuH3bD\nUTMJaY2Sdrsd7iOghaaOuFQq2WazCSCIEBtgAEZIQwWwAQBKpcf5Ds3eutQmygSZPaw4AUE4DNXW\naQ0hBVCAIPR0yiIpE0R2GDZXwebhcDhhglg1q+ZEQRDMVVqmZxa7EL6OiZ/9s6DhBZ6B2DjCBpq5\namYh+eDc9hOHwyGxINFxAYtI53fhFPOyiWopfWcMKQBAF8W9jc0ZzBs+XMY8EJs39L0/J0yQAmvt\nur1IHjYB6Kif8AA1rasv8v7JLMkq4Tu0ftK5hdk5H+PDdvztN5kiXzBB8ebtogPADwwYhFg/R1fG\nitjpcQwYKUDylYfphOfyBkHeJjrIASS8p7Cd30sGVoMHkWvTBxUHSeVbXne7XVjF4Uj9Q6baCs7L\nb0NfopoPJoasImBvE+65pt+TXaPA0AO01WoVttzQECNU/jkaWUEl4dfFYhEmM68D0ffb7TZkagGA\nYMqyzg0xdkzDYYAKnpE0JggnpUwQLJKZJcaA2YMAFGeXxgTp6t0zQQAxDYehJfJg9FK7nAuHoXti\nHOkmnrVa7UTroRoPzxqYWWLBkFYZGTCF3SeTSSLDTseO3zInL5sQBo3tQbXdbhPPutdO+n2y9BWW\nywMC5uBze16lLTRhmGLnYy+/PGwC859WqPLc4jrNLxEijvk1fNu5gpznQBDAONaztAIEfaHm7cKk\npHQgD4GiZ//qhWt+0MZWPMqYqKof3QITldeP8HqOrsxzEmc1qMyNFqzTfXQmk0kCNHJ9ODzeL5fL\nEFJj/x4cO9cMOOC8TMitVivE7yeTSaLacLlcDhv4sepXW+elfzk3sWw2myCy5Nonk4nd3d2FsBg1\nhPz+RjAh2rSIogJmD5qHw2HQADFBU6Jgu90G2p5QWt4gSLVgZg+bYgJAdFww1gFkXIsyQXyHsqFm\nFgAUgAlbqCbI1+bymiBW+upEcLSwSUb5HsYAACAASURBVFnbY8JhhFI1pfvJkyf27Nkzq9frIUvN\njyMSDGKrdoCCsj/aF4tFYEjYn47U+s1mYzc3N2FPtUajEcTGaIPysgn6Gz9/7Pf7KMPDPKB7fqH/\n4Rhgp0wP45xtddLOq/MLcwrMIFqj2Dk1oeESm/C7/ZzFvHUOBCkg8f4JUMNzxThXDY9es7d7Wuc5\njvmm32TF6CIcFm+x3cFZTXpdgxaC8k5QUxg9APIrEI5ZtTFBbzabBGWPzsOzQ3Qz+ywgyNtERa1k\nh/X7/TApjkajsFLU2kWsVFnlMwmNx2Mbj8ch1Vkfcs3U4XzoHDhnr9ez8XgcVmGEWbAjoQPOrZse\nZnX43iZMmDA5ysAAtNbrD9svoOV4+/atvX37NsEgYUOYoHOTB6CSFaNnB7bbbQBAKoz+wx/+kAAc\n0+k0oZnKOjfExgn259kBlHBPmag1nArD6sE9v1EndzMLYAn9l07AABieW3UGgCBAlK6WzSwI0wk5\nZm2PCYdhCx0PT58+tT/84Q/BbmjJNIX/3bt3J3XFWNXH9uXSsBiAT/V5t7e39o9//MO224eSFsPh\nMFHK4NmzZ7nZhFpO4/E41HSiHw6H8JxrSIpFE2zZcDgMrBkdoKiMJ9c5nU5D7Sl/ztFoFL673++H\n87E46fV6qeekDMGlNlF2zO/KnpZ9zMIjthjDR8GK6sKCbNRznW1U0rqZpfqmLDrDggn6Qi0mTkub\nAKFWGQT8P2WDzB5SKfk3pWh14o1RiJ4F0PAOglf+j7IGKuY+Ho+Zxa4xm6gwnNUYgx3HwQOn2TUa\nkoKCx3Z8jt+KY6cKtKdrEaRrSEsz9vhdACnsRdVgzplXJocKeNEE8FvMLFqyQM/PdROeIWQGmFYg\n0Wg0EmE86H117FqITxkiZRKxmYpu2bIkD5vwHNAB+Jra7tOSFbyk9TSRKJ8/91mfhKB6LeyhGhKl\n+bO2tKy5mABbFw/Yy+wh3Or1hhpOByTpOEEQTkaTZ89gRwiz6Lyk942O0JVnPy+b4NiRA2iJA51L\nYCs0zd9nDOr40vmG+UQLUmq6OAygWfK5IBrAs8E5sWls/srDJpQ/Ua2Sar54pnWxoPaKLYQBcR7c\n6HsfQtfsYwVUfmyek4Aw1h/TChD0hVoapc9KWzcD5QGIdVKyY9QgIsZY9otqe6BeO51OQiSoIMiL\n4WI0qK6a87AJE4VmrDGxIEzlgY2ltes1ankBxI48dKxONWVXQRITGmXsdZLQTC2dJDSm3263M+9/\nFANBZknQyjGOi9WkVrCu1+uhjkmtltwxHYYIp8CER/q0TkKxV62PRDkCwjqHw8FGo1FI0SfMsd/v\nM6c+x/R0+jzoe4TdjF3GEmOb/weTqA5JM2MOh+ReSNhUw158rlarnTwv+lkfTlaNXZ7hZJwtdmBM\n7HY7u7q6sn6/H/Q2sD4Aknfv3tl4PE7UE0J/9ik7ojMWNDmAsYEgvtVq2XA4DHPW06dPbTAY2NXV\nVQhlajZiHjbR7Cs0NdilXC6fhJx4ryn+MOzKaPKqYS7Cj7ClmkUHY9jv98P5YuelCrVPt18sFieh\n0+FwmMkmsVR2xgWAV8NNepwWDWDO9eFF/VssYYHjmPSD13MZax4E/e///u9H7VGEw75Qi2UtEIry\nIrGPpaTHWB1lgrzmgQlbwYEXxcXCazqpnxPE5WUTBIawOQAgNvX0RbZw/qyW9GEkdZfJy2cXkMHB\nd8GUQBVPJpMArvx5AUE4EGU7Op2O9Xq9zEVDYxlzNLU1x4BBKv3y+1h5EW/f7/fBFovFIsGeaPE0\nHPu5pttm4OjMLAiBAdb8336/b/V6/ZMn7Y/ZRDOJzCzBTphZQpejwuj1eh3+D8+RTt7oeABOXlSt\nqb9a66fZbIaiozwrqrcrlUqJUIFmll2iCfJ2UYbFFwhl4aN7mRFCPR6PQczu6+WkZX7xqskaAA5s\nxfNE2JawNLoRwk2aoXZJ2DRmE5gEwoBknFKgL038zHY7ZhZAMCUDyuVyKH8QEz8zXgCizBfYhcWZ\nPx/AS2uPAcBimVB//vOfM9lEs7qYN80eCs6miZDTtKGfInzWRYdq9ZQ19T6F43MZa0U47HfUPiU7\n7FPSBTXcovFYrfhpZok0Xv7WbDZT0+fTBpkPecTS9vOyiYazFotFInMEsIOz1kwOKrZCLyPWxBnz\nsPiuWXM4u/l8nljJePAEUNAMNgVAeQujz2WZwcaojoGUdfaxUm0MEzUrVF/rBECgTYEXoBsnBrvE\nqk41QExgTIJkqeVlEw0JspIl5Vyzs2BHYffMHlLUlSltt9thUkbHw3cADHAYmh1GNg82BlRonSAF\ny5wfEJRnYUCYSH6Xr2Oj4TfYzfF4bLvdLiHwVWBdLpdTN0GN1e9S5lQXT2YWnuPBYBDGKTZg3ACk\n87IJ84XP/mT8xFLRsZmGvXRPLx1Tsb7dbhPzk5+zPFuiHeaD+UkXX3mFw/xziP/guVZ/4o898IkB\nojTdkNnDHMJzxt+8X9HjNH1SEQ77nbWP6RqU/vsYENL4ub5XgKSdh9CH0Lz+4Vx65LnCjXnZhIl0\nuVxGi4XpBKWZHNCsOMJzxcl4Jeylq/20omhK62rFUjNL6Ij8NhV52CQGgphICHOx4mSCBbSmFYmj\nuCQUPN9FCORciIZwIEwQotD5fJ7QAMUKvgECLrWJ2YPdCYHCdJDFBQhlpQnDBwBRLRQgiDFNGAJn\np2JwdFPK5sAYbjab8Jxp0oECJs0OgxHI2mJ28SJbvcf+mdCx6gWnAGvCOWnd7GELIITZhIf4PbGu\nOhA67EcWx5ZmE57V2LOcVggRGzI/MH6YP7RCcqwY4vF4DMBT2UI9r55Pj2GoGT8+HJ+HTTwoUz+h\nPsb7Fk3Yib3nO9SXqVbPL0KVZY/5lrSU/d88CCrCYfEWs4un/ThWzUAMAOlD5TsPlVKXDGQGYyyU\ndo4N0mJ3+lAyEeRlE2XC/LFPWVXdA6Xr0xguTVk1s7DC0utJO6+eE8cAvV2tVhMPpZ4z66rtXDhM\nGxMtk4yWW+CV7DjCHOypNh6PA1jUtHk0QYALbfoe4AyDpmCa8BchMDRB/X4/s8P3NgHsqaaBWlCl\nUikh/lah7mw2C+CDUICyOYwFVq3KBAEcyazDYQCCcJQ+RZ5QBuCU36/ZVVmbtwshJcI8g8HAnjx5\nYjc3N7bf78O9BwQRAkMb5zuAOG0TVK6bStKERm9vb+39+/dWqVTCvWcRw3uYFr8oYxGUl02Ox2MI\nxSgw7PV64RmOPffocgA3Oodgw7T5BpAB4CFETrZr2jlJTtH5Sc85n89zGyda10qF6YDFNN9ybnHO\nHBELabFI0PnCV9b2lbQ51iSMQhj9O26xbTPSuqbf+oGmGQz+VbVAqnmAalVq09Od58Rn0Pq6YZ5m\nF+Rlkxg7Rr+6urKnT58mNDleGJ3Wx+Nx0F4woWk667msn5ubmyByZOLm/KzcYj3P0E9aA3Qoa6Uh\nERgPwjmz2YdNMd+8eWPtdtsOh0MAQJo+/THHzATFalUnML5Xt0EYDAb2/PnzzNshxGpsdTqdhKZB\nmSBYKbQHqvVCDxdjgsrlcmCLzB6YoPl8buv1OhSD1FBzq9UKGxvDpvlwWKVSCb/XLBkOy5MJAqBx\nTweDgT179sy+/fbbEGZar9dBuH5/f29v3rwJewXGnB7XlwaEAJsqkn/79q39+uuvIRQPEG42mzYc\nDu358+fWbrfDmPHbV1yysIrJDtgHDBD25MkTe/LkSRBHxxh5wPR0Og0Lqfv7e7u9vbXb29ugf4p1\nZSnr9XrY9JjzKmPiO7oiWDHKCtze3gbt3aU20UQZ//z4DUpj5RHSullSb6QdcAj44VUrietmrHoM\nO/gpwuhPaZ8dBGXNivlXb94u5zQ4Skv6DvPBJMRA0LRPrZeiA9wLrvX9uTREJgNW0lqj55LssMeM\nFYSK6gBxRB9LvQascB08jKzyzzV1KmhFmFAv0XOktdjvidHLqjNRO+CsCNHNZrMQalgulzYajezN\nmzeBPaN4pArNyXw7B/BYCVMEkfHBudEAcb9ubm7sm2++ycUmgJEYqMAWCmQYw4vFIvzuWMq3sgb+\ns5pmHXu2tIim1xPVarUQMlKmF/CVtXm7+PHZ6/Xs+vranj9/HpzN/f29mX0AspPJxN69exfum4ZG\nWWCoI4w5RVhndEUUWXzz5k1I/UYQTwj26dOn1u12QzaVD61e4kNiY0UzHwEkz549s16vl/o9CKfN\nLLB8em3nQlMAAUAQmXlPnjyxb7/99qzmiVAk89NsNrPRaGTv3r0LBS0f22L2xJeYJZ8fnUNiOrBz\nIOhjPgRWlsUJ8wcsbVqNq3MFHLMw7tk9VtGKVrSiFe130y7J3CxavBU2/f23AgQVrWhF++ztkgyf\nov22W3Fvi/Z7bgUIKlrRivbZW7Fi/vLtc4GVr/neFgDw999KX/MALlrRila0ohWtaF9vK5igohWt\naEUrWtGK9lW2AgQVrWhFK1rRila0r7IVIKhoRSta0YpWtKJ9la0AQUUrWtGKVrSiFe2rbAUIKlrR\nila0ohWtaF9lK0BQ0YpWtKIVrWhF+ypbAYKKVrSiFa1oRSvaV9kKEFS0ohWtaEUrWtG+ylaAoKIV\nrWhFK1rRivZVtgIEFa1oRSta0YpWtK+yVf8PzvE17cvxmI1kEnbZbreJvtlswvFisbDZbGbT6dRm\ns1niWF/pvJ/P5yffq71arVqtVov2q6sr63Q61u12wyvH/r2+ttvtxEX+8MMPmW0yHo/t/v4+9Lu7\nu9T3ejwej204HNpwOLTr6+tw7N9zrH+r1+sfPVfaucvlcuI7B4NBeN/r9RIX+te//vVT7ZKwya+/\n/mo///yz/fLLL/bzzz+H/ssvv9h8Pj+5R596fHd3F77Tvy6XS3vx4oW9ePHCvvvuO/vuu+8Sx/P5\n/GR8fsp4XS6XiQv929/+lskmv/zyi7169cp+/PFHe/XqVeg//vij7fd7e/nypX3//ff28uXL0L//\n/nt78eJF6udevXpl/X4/+rmXL19au91O/dyrV6/sT3/6U/RzL1++tM1mk/q5f/7zn8kLPR4zPz9/\n//vf7eeff7affvop3E+OD4dD9PmN/U1fa7VaYuz99NNP4f1PP/1k3377bRgXvpfL5eicpWMkNk4W\ni0XWcXJiE51TeG7T5hF9P5lMonNHbI752JySdr7YuavVaur5/Jzyl7/8JdPzc85HrFar6HP8Kcfr\n9frk+3a7nW23WzscDlG/g09K8zl+/vL/dnV1lbjQT/E/BRP0G23FxnxFK9rvsxXP7tfdvvb7/3u7\n/gIE/UZbsbFt0Yr2+2zFs/t1t6/9/v/erv+zh8Mmk8nnPsVvpnl68lzzdtnv96Hvdjvb7/d2OBzM\nzKxcLlulUrFarWaNRsN2u134t1KpZOVyOfyfarVq9Xrd6vW6NZtN22w2IbTGMb1SqZz0cvkDLj4c\nDrbf78Pnlstl+Lfj8WjH4zH8VihO/p+2H374IbNNFouFrddr2+/3ZmZWrVat2Wxau90O59Tzc3w4\nHOzq6srq9bqVy2U7Ho8JardarZ50td1yubTtdmvH49HK5bLV63W7uroK35927lKpZM1m06rVarin\n6/X6hM5/TIvZZLPZ2PF4tEqlYs1m0zqdTqDdm81m+A1c93K5tOPxGMZKrVazer0exhnXyRjjewiJ\nVioVazQa4Ts3m40tFgsbj8f2/v17W6/XtlqtbLPZ2OFwCP+fcx4OB9vtdrbZbKxWqyXGWR42mc/n\nYZyUSqUwTjqdju33e2s2m1ar1axUKiXuyWQyCfY8HA7BNq1WK4R29X7udjtbrVY2n8/tcDgkxkml\nUgnjpNfr2dXVlTUaDatUKon7MJvNbLPZ2Gq1st1uZ2YW7NVut63b7eZml9lsZovFItyb7XYb7nep\nVErMKa1Wy9rtdggv8NsPh4NtNhubz+e23++tXC4Hu223WzN7eC41JNFsNq1er4dnq1Qq2fF4DM8L\nY4ZQP+ET7gPjp1KpWKvVys0m0+nUJpOJTSaTcKxhOO4LzwT35Xg8hvBMrLfb7fCMmCXHymq1ip6P\nYx2DpVLJarVaGL+1Wu3sefOwicovvI9YrVY2m81CyNu/LhaLME/zHeqbKpWKmX3wYdVqNfg4M7N6\nvR7mG3/MWNQxqX+7urqyVqtljUYjzClZGajPDoLu7+8/9yl+M+0xIMjbBWChnb8zsatj0Qms0WhY\ns9m0VqtlV1dXtlgsrNPp2Hw+t81mY+v1OnR9b/ZhoDJ49JgJa7PZBCBxOBzCBMYktlwubbFY2Hw+\nDwMza/M24fsBGDgZnDm/2bdyuWytVsuazWZiIp/NZsEJpK1Wms1m1KF3Oh2rVqtnH7Tj8WitVstq\ntZqZfZgIAYXY+1KbTKfT8NvQbg0GA9vv99bpdAIg5p5tNpvE72CSrdfr1mq1woSkY6zValmn07Fe\nr2eDwSDYvVqt2uFwsPV6bdPp1Or1egA52nFcTFAAZsbex+yYxSaMEzMLv7ff79vhcLB2ux1+K85p\nMplYs9kMjg8AhdMbDAbWbret1WoFxwaQGY/Htl6vA/jimgECw+HQut1uGH8KHEejUdD5AaAAXr1e\nzzabTW52GY/Hwckyphn/gH7mDgAY180Y2u/3tlwuw/NzOBzs7u4ugBZ+f7vdtuFwaP1+PzgqgBAO\nSsEwgHAymdhoNArAEqDFZwEgedokTRPEOGKRAbgz+zCmzmkJO51OAjAzVvR3pGmClsulLZfLcO1c\nN8ex811fX2cGQd4m6hO8vwDIMcfrMeNKuwLtcrkc5hXv07g2/Jc/Bui02+2TY+Z2OuAz68Lqs4Og\nu7u7z32K30z793//90/+v94uyuhwrH+DpTCzAIAAPgqA2u12ACYMUgYznfcMVpyXHjNhMdHBCgFM\neG21WgkAdAkI8jbhnDg3VvOsGmJN2Q5WoThuWABWKtp4QGF8WNHg3KrVavTa1Jlvt9twXhwubAEr\nokttos6nWq0GEFSpVAIQUDaR62aFrUDHT1iMMVgBnKKCoOPxGBg1rtmzaZ5ZAwAxZi6ZsGI2mUwm\nYQUPyGu32wEEXV1dJZig5XJp0+nUarVasCcOCMA7GAzCeGasAV4mk0kAQQqWWb3joBg3yqaMRiPb\n7/dh9W9mYWz1er0ASvOwCyAINsIzQf5+A3p5BhhHAGnu42QyCYyWmQV77/d76/f71u12E2yQB0Hr\n9dqWy6XN53ObTqc2Go1ssVgkxo+ySFmfnZhNJpNJqhh5NpsFdpfni/t/dXV1VhjNvVYQBPjd7/dn\nhdDKKjO/MRabzeYnC6Oz2kQBj/cTALTFYpHwK/xdWSPEzx4E6cKM9wrAATJ6jD+5uro6OQYoKXP0\nmwZBXxMT9Jjm7eKdCB12hodLGSAmJUAQAMh3nI9/rw+fdlA74EMZIGh/qGwcBb+h0WjkZhMzS7BU\nDHozC6wYTY+h3mk4IdgYdTQKYkqlkm02m8Q5uSe+xc4NOOFvgKlLmrcJExYr8Kurq7By9vddV93r\n9TrBALXb7QQz4AESTpHPqUOHCQIUMAb4LTBBhCT5DYvFIkxel4Cgc0yQMoa9Xs+Ox2OUCZrNZiFb\niQWBrsIHg0GYjGGzWN1PJhOr1WoBBMGsAKC2222UCZrP5wEUKhOEs70kFBazy3g8PgmJMfbPgd5W\nqxUcnYJX/oaT5NoBQZVK5QQEsSgwewix852LxSKAoOVyGZydhmOZW/KyyWQySWRgaVe21MxO5mCf\nAaada+T5BxBw79POqb+P8+DYS6WSXV1dpZ6z2+2ezHVZbKJg55y/iL3qgotXzy7HOveYuUN9iP49\ndqwLXAXKBQj6nTVvF4AND0Cj0QhOGATNhKqdSd2zPHRF7hzTAQb6CuujzNB2uw0PqGouFMHzCkjJ\nwyY+hR8HWqvVwgQTC6uUSqVoqQHtaQ02R8+l5z8XxsFpxEodACgvtYnem2q1GsIOh8PBVquVjcdj\nK5fLttvtQqwezQX3qNPpJJgBbKaTU7vdDimuTDTlcjmAoO12a/P53MrlsvX7fev3+2H1CkPV7/et\n0WgktB+XUtcxm8zn8wDqzSyAQ+wEGPPhsN1udwKCVANCmEp1HjAWlUolNRxWKpXCffG6GmzoNTWE\nJtMYzix28eEwxqEPsXO/YYKazWaCxcBeo9HIptNpADMwqmgyWq1WAEGxcJiG2H04bLVahYUO4exe\nrxe+L0+bpKWkA/g1XVsZh1g4bDAY2HA4TMw5vi+Xy9Rw2P39fZjnYnMOzGIsFT8rE+RtEmN6lO3B\nr6hv0cUYneeNriFXfJrqVdOYHgBPGlOkPtH3LK0Ih32h5u2iiBeBHDQwx9xoHQDH4zERw/VxXeK4\nPp7rmQOdpDhW/YwOdJyFH9y85mkTNEBMEDwo6ry1YRceZEJCrHYABn71xPv9fm9XV1fhIca5cd7Y\n+Wg4HBwcDhcnlIdNVMSO82GywZHgrM0saDnu7+/DRNPtdgOQORcOQ2RerVYTqz0+x98AyY1Gw7rd\nbsIhNpvNAIBY5ecdDmO8eyaIRQPOWMNhgDm6giAAJuyOhsP4bLlcTiwcGCc4cp4PLybH3oASswcQ\nBKOXl118OCzG/HkmiHvG3IEAHBE8tWt0FQ7QqVarUSboU8Jh6/U6sHDYstfr2ZMnT2w4HOZmEx8O\n82EpnnMYC332z9UGAthyrxkrsF3nagEpiwpI4Jy9Xi+13llWcOhtwr1Q3Q8dwBNbMMOax/yShr0Y\nY166EdP88BrTCXGMf4oBryz6sYIJ+kLN24U4PKsrJhedsGKaCzM7mwGmxevQ7ygih+5V8arZA3Xt\nqU4Vn8aU/bHQUVabIPTFgQGCYisgP/iVtdBwxHg8DoAkBmh4kHBMGubo9/tR+pn3OHZAgYZP5vN5\nLjYhXAVDoXQywGa5XNpoNArXDQiiqBiru3PhMDRROHjAMmFRBdBmFlgQQBMgaLPZ2HQ6DcwAwCBP\nYTRjFXEzbAKhWYAiAJHQFsJf1UwxhlutVoKJNbMA/tbrdQBUKgbH6TNuCA16VoXJG9vze+v1elSv\nltUuZCHFhNExTRDhsEajYdPp1CqVSvjN0+nUbm9v7d27d4kxR7iQ971e7yRDLMYEsTiYTCZBaN7t\ndhPC6F6vZzc3N/b8+fPcbHIuHIbtuf+a9QYYSesw0wBb1Y+NRqOz4TAF4JqN2u/3A9OUFg7LwyYs\nUsj4osOwqm/x7LoHxPoaG2O++8wvjr1fUV9jZlG/xLP92FaAoC/UYgp9TY3Xm7nf78NAUISN2Mzs\nIY2eQceKnb+lVYbWUIc6pkqlktDHeBG1WTKNXuO9edlkv98nRODqsJksWKnpBG9mCVC3XC4Dq6Zi\nz+VyGeyqKZY+U0qZOU0p1ntGU/0U94vfkodNqMjNBK3p4KykPdhQYTuTmLJjABlfioDrVoE5QmBA\n5XQ6tU6nExg2DbExThlrmsl4SSaht4kXX3IuxjTjQu89z5h+zj9XPlEAYBj7LGNDP6sgiQUONvXn\nRAybJzjUsLemXwNeCC+ow1GWTpMhuNeTySSROaWC8F6vF1bzsfIAhFiUsYYx1cUfzzusZb/fz80m\nXANaKZy8DxPiuLmu6+vrwHJ1Op3AagCa+bwyXbPZLAAgZeWwgV+EMG5Z6A0GAxsMBomMO826zDrX\nxsZJLAUeJiimG2XeY+zrs66sva/srF1T3hUUtdvt4Eu4Tu2MZV/GJavsoAiHfaHm7aI6Hk07n81m\nwanFQk9MNDpZ894sKaRWp6b0ogqrGYisHJX61Ac3lsF2yQQeswnONIbuq9VqIjvHO26z9MqlhGt8\n1o8yQWmNVbWyDgCTc9efdcLyNmGlyaSp4NDretSJrNfrAJQ8Q8TkojWPWI0zEflwxmq1CsBSgR+r\nSlbchH40dZ7fk1fGXOy54LVUKiX0C1riYbvdJv6/fy5gfRj7fJYxp/8XxpDuw9L6DBE65NwAbg29\n5WEXXR2jLyFkybiA8UBTNplMQi2g2WwWHPY5oAJLSiahMtSE62GlxuNxCAuq9udwOJyAqEvDpjGb\nwIL60KnZh2fqXBo8wFFZ5tlsZsfj8azuZzweB/2Yhk673a6Vy+XE9jqxNHjYNrOHkGy5XD4pp/Dt\nt99msokuhpj3ud/KhhLa1YUwANprfjTBQv2KT3XXMJkmTOjCgTItuqhJ801e7/k///M/H7VHwQR9\noRariQMAIuVchWJegMwxD4cXh/HKhIWTJMym36Xp9azqmfy8KA5noIzLJfHYczZJY0+Ox6M1Go3w\nAOjEwvXFmoIUXUkxsWi4z5+PxqpDJ1G+zzt1f74sLRb6USekq1hWZSpuJsSx3W6t3W6H3wEIguEB\nMChDgcYFoawyaDphYTddAU8mk+BcsK2CILQ6ediEFTu/mVVou922UqkUHJXqtHDwjHkcLsJosrzQ\nxWiokXpTfD9jCZtTo2s+nyfCbyxqyuWydTqdMH4Iv+AYsrY0hkx1SvyNEgKE7lQAbWYhhKvhkBgj\nqkD7+vrazCwsxACNOE7C0WTyadjLzEIoTdmOS0GQt4k+v2YPInru4Tndj7LGGmrn3qalwVPby5dT\nYLwR8oqdm2fW1x5D26btU0FQWp0gv9DVhZVZ0sfQ1S/5Y9X+8Dwyzv3CXosemj1EGbyf4R6m+aYs\ndbYKEPSFWkyhDwOk8fZY6qC+sgqNdQ0PMPnVarWw4lcxdiy1XtNh9RghKV1TI/PUNMC20PS41Wol\nhHHqxBA20/wxEzDfx+/n2mLn41gBnwq2+Q2x85llZ4Jiz486ICYsrQOkTFCn0wlaHmLtZg8giJWW\nTl6+e0Erq/QYEwSIpxhhpVJJMEE4vUqlcrLZblab7Ha7wMRgH0IKhKZg+3AeADUN7TCpAxBwWowJ\nQBBOjXN57dhwOAx6I64dYfR4PA7PJveC8wMCsjZvFxwMYRu9pwq6PBN0OBwezQQRvvFMmzooxoYW\nBuS6y+VyYILyEtDHbKKCWgWhYMa/WQAAIABJREFULKzS9DeDwSABKrmnjCtY1VgHSGvWFPf/eDye\n1f0wLula/ysr8x57fmKV8HXhrF3T0n3hQn2vTI/vWldJw17KBKmP0c5CzPslAPtjWwGCvlCLCV51\nMPmBpWmEHiB5AZmCHrQuyghBZzJ42u12dEBpHN/XCfFCbNihvEGQWTwcttlsTh5KACEPUtokwaSu\n2U68/xhYSRMBnmOgzPIDQQr0YnqGGBPEKl7ZLx+q4P9qdpemfDPxIKz31LUPh8HIALqxLU6XRIA8\nbGL2QZjtQxyk7QNAcCIIfQkFkp6OY6JYIgAAJomsu/F4bJvNJoAtH+IgW4iQoRfmA1R9Kj6sXdYW\n048B7Ajbco/5mzIbhIm2221ggtB6KQjy+hXCYcPhMLATrMp1d3iAEU4Wm+EE/y+YoFiSCe+1Jo9P\ng6cqe9q8wXiKhcO0EKQHEdVqNTUcNhwOrVarRQXAWo/nUpuolMLLKmCCtEyI+hu/YNf3af4Mn+X1\neKpx9RpGr2fUlH71T7qI/dRWaIK+UPN2gRpUmpDBoumDPq2QwaYgioGrKN6HyVQrEeuIKpkI/TFg\nyWd+5GmTc+Gw7XYbHDWTiT5gsca18/uh5RF/kjWWlv1lZonVDhOBgtXY+cyyh8NiKfKEfzR+7ycs\n1QT5UgdaPJL3/D++X516tVpNpDTHqGsfDkOvpiEY7hOlBrKuZGM26XQ6iYrRCoLm83lYGHgQBPjQ\n0g8US6zVarZYLE70GFSoJrTnK0YPh8OQFedB0Gg0CoDEp8gjwM3avF1gN8wsgK7hcGg3NzdhQaRj\nYrlcBmDsmSAfDvNsI+EwMr3IjiRM9P79+0S9MQ25YnfNLPtcmiCdJ/3zqzV5PCDp9/sJ3SbPD+/P\n1R9aLpeJOYKxQk8Lv11fX1u5XE4sTHWuysJ6xGxiFme9zSyxwNPfrPWlfMjL+6VYZ/yZ2cmrWXJh\nFati7bfv0G08HtsKJugLtRh1ndZxeugNtIDVZrMJg05TnZW6xgH5UFkspZ7vxJmhbfAC7cVikZpe\nn5dNPKukDyerFSZQTWdFi0Lz4SlNl6ZeC2GOc/WHzCwwI1w7zgUnnAag8mKC6vW6dbvdaO2XGBOk\nAClWS0rFu8rQqGOq1+sBAMVW6azamKBgnEqlUvj/sXofeemkms1mYDGwEeGwSqVi4/H4pE4Q9Wmo\nih2rGM1nVTtG2vNyuQyfZUwhOh4Oh6EWF8+ihsPq9XoIHWk5Bj6btcUKsJJGDfAaDof27Nkzq1ar\n0cUPv9NrgmLhMGWCCIftdrvEliqAoLdv39put0t1igB2zYD6HOEwza7ELpzbp8FrmKrf79t0Og2A\n1mdInkuD93WoNHTKPU/rPLuEVtEEUSU9D5uoj1BfQejPhz+1p2V3abHMWEeHRihfw12aUan13XQx\nnpbNlsUmnx0EjUajz32K32XzdjmXxn51dWXz+TzUeNEUy5iSHwrV7IG69r1er6dWOGWyb7fbgc72\n6bRMUJp+nTXbJ80mmulldgpMmEz8ShzhrVlSUKeNScXsQWw4mUwSq9W0pnVklHXwQj7/mSzN26TV\nap3UfknTa/hxwSTOyp4JhC0wYDbQYmHPq6urMNErC+ZZQCYs/s5qDjZJWawYWM1qk263e7J3GMwK\n5wQEqTB6NBrZzc3NScVo7qeZhWs1s7AKJ9X55ubmROwKgBqNRoGlxHECLur1eqLCtQL4S8Jh3i5s\njWJ2CoLK5XLYOZ1xgl10V3XVBCnQZoxpGvlgMLDVapXQncF+vX37NjCOCNH9eNA0cF/DLC+bEBbm\n+VXA7JkYBUMwftxHtGJcn4Ie3vNKTapGoxENnZ7TIQEM/FxFqn8eNon5HjNLlHBQ5kfvl3b/Nw25\n+g5T6Dv+RMszEGJnTNL1vY7Xx7bPDoIuoXf/lZu3i9Yb0VefmqyhLdgXio/pNhmz2SxRdMqnMFKY\nTVG4KvJVZIsIWZkGFV1qdhmVivOwCZSq6lgWi0VidZgGcNL2hOL/n9MLYTcVt85ms9Tz6W/xG2Mi\n/MwKgrxNmFyYRNiZXIXSgBwm+U6nE2VuNJzpV16Im0ejUbC7MkTdbtdubm5su90GVgCbaQZLWqju\nEu2Yt4luVqqAAxEy9yTGurD7t2b84NhYbet2HIArQAX1iHSc3N8/7Ege0ylx7DN+NKMu7VofY5fB\nYJC6malm+1EHaDKZhDCYshdazfpwONj19XUot+DDXtjtY1t1+CrVfF+1Wk0IyjVjjfaf//mfmW2i\nbI/X4fT7/cQ+c7CGsBY+3KVhL9hBP1ZYVKSl3WNLwmTKMMHWp+0+D+P22OZtwjwf6yyElOVRtkdZ\nIQ2T65zCK6nuujBI657t0fd+aw+vWXts++wg6BJ691+5PcYuOmEp+8IEpnUeGCw6MH3qIl0znnxT\nEBSrQcN3aiyYQZmXTTgX8WPN8DmnFyJ7wq/wzSysLn3jb6vVKtgH56bZQbHz0ciEynM7BG8TRK2A\nDUBQqVRKZMXxCjjBuXqw43U9KoCeTCYhVVxBEKtYrlN1ZjgPxgJgTMfOJRNWzCa9Xi8Irs0ewlaA\nIN3oVFmX1Wp1FgSl7UnGnmjeYcIS4aBiIHwwGISwo4IIVvdez/YYEOTtcm4LC1/WQMM68/k8jB9Y\nC56fcrkcHDd/UxB0bqsONGEsrHS/MkTcZhb0SWwDc0mLjZU03Q9g2uvHYE/Tdp+/u7sLoM+n3rOQ\njZ2PY1h2rx9j7omdD+CVh000RB3LIvR6nzQ9Kp9nTonpRPUe+/T2mCY1pkv1+2R6NvyxrQBBX6h5\nuygrowp93uOgGFis5CnMRtz06urKZrNZInsslr7IQ+eV+cpAsWrzWpP1eh0eEM5JfaGse2TFbKIa\nJjML4kxlOmh6rJSq1w0BIPT/6rFukKnODUcVOx/HhCGZ9AFBsG552ARgq0wQgIgCkLHOapZxkxbS\nUhCEU+TaYTVggszso2FVqokraM4bBHW73QCCfOipXC4nmCBCMN1u13a7XXDmfhXOzuaAP7OH1T1A\nVBlDDbPd398nmEjVjvX7/TAulAnSQoV52UUrDceYIE031vuNGDwtjE7YAxCnzIXftDVWcyZWxwoW\nMzZ+Lkm4iIGgtPAT+5apZhBNVLlcPrv1hZYNMbPAvMJunQt7acYY4xcARBHGWM8LBMVq0GlPy0z2\n843WUYIJinUAuAqefY9lJ2sGmM8ci+kxP7UV4bAv1LxduJH64OP0AUGewiY2T/ZBrJZQWtcCYfpK\nyi5MkAIgQAX6EYrNac2GLCmKaTbxFbBxZNDkZnEWiwlXq4zirNCMpK0wASychwdWf0taA2BpLF3P\nm4dNtOjdbrcLBfmoL6WrNVZ1rNiYNAiXxqhrVleaCaYF5gCUGmrT1RqOAMe62WwSmUSazZa1pYXD\nPGM4Ho+tVCqdhMNggvSzygTNZrMgHFY2S5kg6i55xpCMMJggbAYIQh/C86fOlrpFednFM0EKgnRh\npeEwwF+73Q6sn4a7lV2GtYIJ2u12Nh6PQ8iCxYMPsWs4DCao1WoFFlvHYFaxa5pN0sJh/AZ99nUO\n/lg4jPscK05J/aG0NHjN0PML4cVi8dnDYdwPX8fHH6ctpFVI7ReQWkpAXxl3HuScq0+nGXIxUXXB\nBP3OmreLplxCCfqYqhYP5LVardpisThB8z5c5WlMDfvQdbWm9TTMkmBjt9uF79DffEnaZswmZBzF\nti1IyyxiQvE6KK+H8k3t6cuw63tspOejKfBgVaTHedhERdtMKsvlMgiZB4NBuH4zC0CFnePJ+lOn\naBYPh7GKBbTgyBhfnU7HjsejjUajACJgjJbLZUiXZhxqxfE8mSAmaw2HsWFtqVQ6CYfh7KrVamBJ\nyuWHrRD4rDJgZg9MEBOvhrRgDFnN++1VCEliw5gmCA1IXnYBBHGNWifKi9mVCVqtVon0dXRtw+HQ\ner1eGIN0xiHAMxYOM0uG2FUTNBgMgt4ImwEKL2E8YjY5Fw6r1+uJLFmALe/TwmFsD6NzDcwIi5Bz\nafD+nDrf+PpD2rOCIG+TWNaXhrtUSqG+hbFvZievZkkZh89AVP0qiyhNfdf/78NlPI/nUuwf0woQ\n9IWatwsImJUEA4hVm64U9D0rjZjTh7KnLxaLUF9mvV6HFZ5fqXGsKxt9T4xcB7eK2vK0iTonnBLU\nuzbPtHDNADpW4qzezU4zx7huNBGsOHRV6kGQnnu324UVNABCy8TnYRO/olLmUGvC6LYM1K6BATqX\n4aUgCBBMoUOcKKCOv/F/uF/qxCjGSWbjpfH7mE0AmxoOM3uoMwWY1SwunLum7OpnfeiV86iAledM\nhdFe8KnCaL6D9x4EYbe87NLr9T6JCVINmAJX9rYCBN3c3Nj19XWUsaZPJpMTYfTHwmForLRiNcfv\n37+39+/f52qTtDT4arUannHunT7758JhjAmYUlhDrvFcOAwQwBhStvbcrvd5gSDmKN8Je51bTMZ8\nknYdYz6spYJn333JFn3PPO3Zfi22+JhWhMO+UPN2wemoQ/IOSqut0s3sJCarlT19CqOKyjqdTnSC\nMnvYST1W2tzsYQ8eX9HzkpWst8lkMgmrMRUMjsfjj6J+TUX1RfAUkMQAjYYoOD8p1R/LDtNVP5lQ\nVOnN0rxNcFjoezQUxQRF2AWADAgilfRcJofW+mFCgfmD6fKC+OPxmNC0KCtArZp+v59LJkfMJtwz\nADrPCSFTJmiYIE1X5nPYANCzWCwSYQqzh8JxjB/9rDownlk+CygGRJlZ+BxMCp+/RBMUyyRME0bH\nwmEwQZvNJlE8ExD05MkTe/bsWWLMMS/hvEivVyYIJvFcOKxer9t0Oj3ZwuP29tZev36dm01i4TC6\njh+uTWtKpbFAd3d3iRCxWTKTMLY3mL5nEaEgmnluNBolwmH6PitD5m1CmYLYLu+AoJh/gSWmq3/S\nkKIPb5LWriU6eM+x+pOYf/G+if6bBEEFExRvMYV+mhjRb1PBq9YoYWLTrSbITNEsMI3Tnhtoukpm\n0O/3+0TquJkFzZDZA92dl02YlNAhMWEvl8vAgvFviFL1IdC0bChcpefROrVarRPHjJ1YffgCgTzc\nvmik1lFh5RRjyGIhuU+xCeyBZq1xjPNQ+phzawgKR6TVfo/HY7QcgYZksWez2Qy6B19F1leFxTZ6\nn2AdPtUGH7OJFlojnKAiVdUt6JYFlUolhJnp+p7r5f9yPV7zEPu8Px8sDGyV/n//HVlbLMyhpQNw\n7odDcm8w7MX1Ek7VEIh2gB62XiwWYYd4NBx8n2ZJsTcYgIznG7bMZwipFiQvm+DgEfXqbzB72FEd\nB41OCtCBZonniWvUxYEyXACgXq+XqISN/Qjxw45wTipQo7FSFtXsYe7KwyZeS+jT3nXMmz2EzpX1\nVJ/ktYcx4INuTNkf3ZZJnwmdVwHTHpjhq7L4nwIEfaEWU+hr3R2twKll2n0Yiskm1s2SNWF82ENB\nhcZmfXVoX/GXidL3S1b3MZukFV9k9cxEpumsTC6xBouDdsWHOcwsupJQtigtndWH1vR8ZnaS4fKp\nG2V6m6gT5b56BlGLjOGcGo1GWGGZPYTMrq+vw6Sm4kYAFRMakw+AUkGVrvC1gvBwOAxaJQ2TUTU5\nK2sY09PhLPX6WVl7IaeCNnW0CrTR9+jnFPRRDoGun0NvpyAEJ9lsNgNzBljQTJk8w8mxzErYptls\nFkCLZ3wOh0NiM1O/AFDnrWMMgTCOC+aJvdkA3LFNW8vlcgBmsf3K8rIJ86sHhsxf53Q/qvOCTex0\nOkHjlZYGzzX72mMcA7Ji56beFONC5yrC35faBGaO8ckcr3OK9zOMBe+P9L2WbEnb4kJ3P4ARNXuo\nYq1lWugUyY3JP7JoLwsQ9IVa2qoNnQ4Vm3WfLl0dcbzdPmxcqq/q8DWd3NcX4vsYnF4Qpw6DY4CH\nhgP8w5GHTQAaND1er9cJpoGJBYYmLX3eiznNHtgVKNXY+TjWsCAgSPVDsfOZne6D9uLFi0w2IdzE\nPYRhiNWPgl4mNEeWlKZsM6HDBmi2BY4TrQ8ACOZMBa/6byp4BYQo5T+ZTKxUKmXWv3ibUKCT1SmO\njY1PfZkEQpRUwuYzKoymZg8hNLNkijyrYz7DtUHvA3I1VZrtGWAQdMwiWL+k2Gis7IbeSxw4dZwo\n8OfrP5VKpcRmpjhFz8wyb6h2hRU7TIVmDFEiQHVVq9Uq3APCaH6/sktabBGhYX19frfb7VndDwBb\naz+p3jBN88N4Yd70zO25LTcWi8VJGEg3Ic7DJsqkqEYOEBTzLbxP80s+zV2LG2r5BJ+Eogsr7198\n5l1MtJ2FHSs0QV+oxbQegB8dQD5tUF+VIvVd6XWAEg8fzp4BeS49MvaeSRFHoMd5ahpYxcbSy70D\nVY0UvyFNv+NXC1oqnnL6n9JI22eVdm4Vn7XWSez50ewKXbV5ISKrdECIsl8wQTAAfmwpTR/TcuiE\nxRjg31nxAw5wejh7riEvTQPfTdgEKn48HicAEKtIgEyv1zMzCxomXydImSMN7bCfGgkCPkWebCEc\nlYJO3QqBcKamyAMQs2S6eLv4eSI2ryizAUtVqVROmCDVW3gmCFbp/v4+hJdhadPKdSgTBDDwm7bm\nwQSd8z8KfrBXWhq832qCMQUbg+4ulgbvWV/uP+PV6370N/iSI8y1sEF52ERDtzqneyZIfQvHOqZi\nx37M8Z77q9/lF1YxH6OsaiyFPws7VjBBX6jFiuCRSaO0egxR63EMUTN4NabKak8RtUfTyvz44lg+\nbdKvHGJZU5faJA1QlUqlsOdRLEslbeLEsRCiUN0V72OhNL2u2Pk49gzUuXDYp7aY/kVDXWkF8GCC\nlLlTzQmfI1QBgzEejxOhk+l0GjKhADieulYmCF0B/2ez2QRwTDhss9mc6LcuscnxeLTlcnkS4gAE\nIYoHmMB4DIfD8H9jFaPRROgmpIhd0XqRqYhDoFgittXsMJgQ/b+wkpoSnrV5u7AhMKAWsS0ZYLpQ\nAgTBCvgd3VU/o8ySB0EUHOS7ED+TAaZ6LMYy40Q3bf1c4bBYdiXHWpPHAxI20vXzBa/nBNcUCE2b\nO9LCb7BPsfMpm3WpTWKsviYLMKfEeswnKdtzLoLhGSatw6YLL+9rzhVwzJKFW4CgL9S8XWKxVXos\ntgpYUTGZDlyt7QIQ8j2m99Fy6T5dEoAGEMKBml0uio7ZxDtJBRUwG2gadFXiV08+PMUKl9U9Kyul\nl2Pp82aWqGIKhasFv9LS57MKXmO1kwjXaPw+zUEpSCI0oVQ+77EHjl31GrvdLgCgWKjCh8PYagMn\np2E2xPz8LS+bTCaTaMVotCi+WGKn07HBYBD+n68YPR6PbbfbhWsxewhFsE0H9tXQFiCo0WhYr9dL\nhE600CLFKs0eKkbDImVtsXAYY5Jxc39/b7e3t7bdbk8K3KHhQRv0GCYIAEf408wSYaInT55YrVZL\n3HsdH4w1FQF/jnCYZ8cAoGSBpYWlxuNxYB64n9xT9ghLC4cxVmJz1XKZXhEae/rqzMqA5GGTmG/Q\nruF3ZXg040tFzrq9hS7OVTPEojBNy8qcwuJL2Z60bTyyliIpQNAXarGJ3KPsNJU9D8FsNjvJwtFB\na/aQ5RTLYNFYsD9G4Kqb5mnWEXoSTX39vxJGmz3EjHUiZSJjs9O0BiBhQtEwh54zxmwp24DTxJGe\nA4F5MUEUUJtMJiE0Gav1wwSl/6ZMnwp1YQIBdNXqwyaW0+k03O9er5coWx8TRmumXalUCpOhD8kw\nlvKwyXK5PCmWCBO033/YvBIQpOGw4XBok8kksW2GlkPgsyqgZ5xcXV0FgXcsHMbzgqBUw2GbzcZG\no1G0YnSeIIjfY2aBfbu/v7c3b97Yfr9POBZE35q67jVBWlhTQ7IqjK5Wq9br9YIwGhD0/PnzICbn\n/gNANGNQi+V9DiYInRj3FND7sTR4xhJhMC278bE0eC+I1rFC9lks7R6NFeCdV4B4u93OxSZp2ZEs\npD27rEAnLfuL5z6WNcYCKS1jU0F5bEGuSUP+NUuY8LODoKxo9V+9ebtovFMp091uFw0/KXDhs5rC\n6PVAUI38TWs6bDabk1pAGmbT9HktAqereZiGSzRB3iabzcaurq7Cb/XsAYwXuhUmN9gzLeqnKZ5m\nFlZzrVYrkfnE37xYDyYIp4W2yuwhRZ3fMp/Pw6oasJYVBHmbaNVW35mkAUNkOPEbEb0yKZPdQrgH\ndklDH5ppFUth1gquWnIALQ4MAr8Hx0dBvTxs4sXhWlJBBd7cZ36nVlFWxo7722g0Eo5YwZ6mDps9\nVMfFXio059lgfJlZgllRLVdWYBizi4ZB0Ynh7LEHzJgCPF8jRjPMzCw6FrSaL2CTsQDgZKXvxwIM\nEM4VJ0nKftYsqJhN0HApkAP0ov3xv0fDc3ptCN0BQFToxn5an4mxzlwB8OKc4/E4FJokJMjzq6n4\nFJnkXHnYhLldk2l0MaXp+4TNFfikASFs5jvnYnxqCjxsF4Dc1y6iAnoMAP1mQdDd3d3nPsVvpj1/\n/vyT/6+3i6+0qVU4dTLw7AuAyG+T0el0EpU3lZaka+wXAMN7ZRUQs/Jw+Jo9WlfDZyz893//d2ab\n8N2axcXWA2n6Ix4mqFGfyp7WmAAajUZ013EqMMfOp98R2w6hUqlkTgf3NoGZYRIhNRf2Q3VOZg/Z\nL4ShzCyR7q11OLz4mQmeCV/FrOyWTsE01WMhCFbdghdtXwKWvU2oTI3+Brv0+33b7/eJ3d596Ek3\nOvVFNdmYVe8nDBPjSRkmtEbX19cne5JpmI17pc6A1T1i2TzsMhqNUjcz1flD2R82XeXecb+59lKp\nZHd3dzabzRJp2zA+fqsOrd2SVqWanes18wpmD2Yxi1A8ZpPJZHJW9+M32+WeVqvV1O02uN/67HOP\nmU9j5+MY1kRDp7A8tVotej5qD+VhExaOMT/BfdJohHbVqwJs/RhjvlG/xmIsVoWa61eQE6tkzavW\nXsrSPjsIuoTe/b21x4CgmF3S0rp9vQR9r6JmjZV+yh4sqnvxrzphxUS3fB8PgK58sjZvEx5O79yg\nS9PS55lIfJiD79T/622uLBCFKHU7itj5ON7v94F9UoeLNiMPm7DC0uwjih2y2tR7yb1mFa4syMec\nIgXfsDtOESqf9xrL5xyayuurUV8yYcVsQi0VFSHDahwOh+CcNCTB5rDYMxa24nlSxwZzAagh1RmH\nSZYQIEh1SgiuARQxrVFWsByzS2wLCwBFLONPd3Q3SxZX5f1ut7PRaJQYh4CgwWDw6E1bCaUxdlmQ\nwQTwtzxtcm4bCpy/LoD4Pee2vlBnbPawAMLpn9P9+JpvWpqh0WiknjMrCPI2Afiof9A5XlPcdZ8v\n71+YN1UnqsV69ZUFRxqrHSvcqLof1bGqLjJLK0DQF2reLipQ1GMtGhVzVuv1wwaVgBEV7/osMz3W\nWLDvTHhM8hwTp+XhQJ+kqDwvm8RWDkxMAJLYBOnZLVbiOB+uL9ba7XbivDi3er0efkdaox6TVpUG\nNGSdyL1NmHgUBCFyh7aPregohoj9CDN6YTsACWZgtVolQBDAiqyx1WoV3VdIjxUAeZFtHjZREGT2\nwEz0+307HA4nTBBhoUqlEpggTaXX7VW81ggQhBP3rIEHQcpEwiKlgaBut5uZ8YjZBSbIb2YaW0j5\nHd29oFWFrbq/k9mDAPp4PAYGLW2rDsJBngnSbV9i4ykvm6BdiqXBUyZBQ4WMCTM7YWL85qsqBwBw\nwqLFzsexnpMFHGOi1WpFzwf7lIdNuB9pfiKtA6x9xpuOMe/LVAekmjTfvV/Rzhzis+Z+syDoawqH\nPaZ5u8S2y+DBIlShExcPDhqE5XKZSK/XmgyavRTLblLBGiENzTDDiQHI/HYJOpAvAUHeJv4BYkLF\n4cQaIMSDOh5OXdlqw/mQNZN23rTsLzNLAEvsp+/zsAkr6cPhEJw9r+gbEH+q01oulwHA8n91wvL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9olbZwAOnBc1PHBoWvZALOHiQ5dARlbFJEk205LIzCWfKgNmxIGUXpbU3hVuK6aKWXt8rCJ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\ndJBgjpK9BZj3QFv7Z/XfqPkq0PLS2b3mPqG8E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X6lVRBUrVq1atWqVfuVVkFQtWrVqlWr\nVu1XWgVB1apVq1atWrVfaRUEVatWrVq1atV+pVUQVK1atWrVqlX7lVZBULVq1apVq1btV1oFQdWq\nVatWrVq1X2kVBFWrVq1atWrVfqVVEFStWrVq1apV+5VWQVC1atWqVatW7Vfa/wNmkKbJpovlNAAA\nAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "N = 8\n", "W2D = base_filter_2D(N)\n", "print W2D.shape\n", "fig = plt.figure(figsize=(7,7))\n", "k =1 \n", "for u in range(0,N):\n", " for v in range(0,N):\n", " W2 = W2D[u,v,:,:]\n", " plt.subplot(N,N,k)\n", " plt.imshow(np.real(W2),cmap=plt.cm.gray)\n", "# plt.imshow(np.imag(W2),cmap=plt.cm.gray)\n", " k = k +1\n", " plt.axis('off')\n" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "## Convolutional Neural Networks (CNN) are seemingly a very good answer\n", "\n", "![](Images/CNN_Face1.png)" ] }, { "cell_type": "markdown", "metadata": { "collapsed": false }, "source": [ "## Next session we will dive into CNNs." ] } ], "metadata": { "anaconda-cloud": {}, "kernelspec": { "display_name": "Python [default]", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.13" }, "widgets": { "state": { "2468da9e95464677a4524a92ccaab051": { "views": [ { "cell_index": 17 } ] }, "413e461354e24f9bbdaddea55d44799f": { "views": [ { "cell_index": 37 } ] }, "5fcf8bc153d8421799d038df14365a3b": { "views": [ { "cell_index": 30 } ] }, "9b1b31453f544fa1bb240402dd9766cb": { "views": [ { "cell_index": 34 } ] } }, "version": "1.2.0" } }, "nbformat": 4, "nbformat_minor": 0 }