{ "metadata": { "name": "", "signature": "sha256:ea69533f2458839a9d694e16c56182d384a9a37f3b66e393eafc52c80c33036c" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "#Example - usALEX histogram\n", "\n", "*This notebook is part of smFRET burst analysis software [FRETBursts](http://tritemio.github.io/FRETBursts/).*" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "> In this notebook shows how to plot different styles of us-ALEX histograms and $E$ and $S$ marginal distributions.\n", "> For a complete tutorial on burst analysis see \n", "> [FRETBursts - us-ALEX smFRET burst analysis](FRETBursts - us-ALEX smFRET burst analysis.ipynb)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Load software\n", "\n", "## FRETBursts" ] }, { "cell_type": "code", "collapsed": false, "input": [ "from fretbursts import *" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ " - Optimized (cython) burst search loaded.\n", " - Optimized (cython) photon counting loaded.\n", "-------------------------------------------------------------\n", " You are running FRETBursts (version 0.4rc4-20-g4ea8dd4).\n", "\n", " If you use this software in a publication, please cite it as:\n", "\n", " FRETBursts - An opensource single-molecule FRET burst analysis toolkit.\n", " A. Ingargiola 2014. https://github.com/tritemio/FRETBursts\n", "\n", "-------------------------------------------------------------\n" ] } ], "prompt_number": 1 }, { "cell_type": "code", "collapsed": false, "input": [ "import os\n", "%matplotlib inline\n", "import fretbursts.style" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 2 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Interactive widgets and plot styles" ] }, { "cell_type": "code", "collapsed": false, "input": [ "from IPython.html.widgets import interact, interactive, fixed\n", "from IPython.html import widgets\n", "from IPython.display import display, display_png, display_svg, clear_output\n", "from IPython.core.pylabtools import print_figure\n", "\n", "import matplotlib as mpl\n", "import seaborn as sns\n", "sns.set_style('darkgrid')\n", "fs = 13\n", "rc={'font.size': fs, 'axes.labelsize': fs, 'legend.fontsize': fs, \n", " 'axes.titlesize': fs*1.1, 'xtick.labelsize': fs, 'ytick.labelsize': fs,\n", " 'savefig.dpi': 70, \n", " #'figure.figsize': (6, 4),\n", " #'axes.facecolor': '0.95', 'axes.edgecolor': '0.85', 'grid.color': '0.85', \n", " #'axes.linewidth': 1, \n", "}\n", "sns.set(rc=rc)\n", "blue = '#0055d4'\n", "green = '#2ca02c'\n", "red = \"#e74c3c\"\n", "purple = \"#9b59b6\"\n", "color_brewer = sns.color_palette(\"Set1\", 9)\n", "colors = np.array(color_brewer)[(1,0,2,3,4,8,6,7), :]\n", "colors = list(colors)\n", "colors[:3] = (blue, colors[1], green)\n", "sns.set_palette(colors, 8)\n", "#sns.palplot(sns.color_palette(colors, 8))" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 3 }, { "cell_type": "markdown", "metadata": {}, "source": [ "#Download the sample file" ] }, { "cell_type": "code", "collapsed": false, "input": [ "url = 'http://files.figshare.com/1839121/0023uLRpitc_NTP_20dT_0.5GndCl.hdf5'\n", "download_file(url, save_dir='./data')" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "URL: http://files.figshare.com/1839121/0023uLRpitc_NTP_20dT_0.5GndCl.hdf5\n", "File: 0023uLRpitc_NTP_20dT_0.5GndCl.hdf5\n", " \n", "File already on disk: C:\\Data\\Antonio\\software\\src\\fretbursts_notebooks\\notebooks\\data/0023uLRpitc_NTP_20dT_0.5GndCl.hdf5 \n", "Delete it to re-download.\n" ] } ], "prompt_number": 4 }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Select a data file" ] }, { "cell_type": "code", "collapsed": false, "input": [ "file_name = \"0023uLRpitc_NTP_20dT_0.5GndCl.hdf5\"\n", "\n", "# Here the folder is the subfolder \"data\" of current notebook folder\n", "folder_name = './data/'\n", "full_fname = folder_name + file_name\n", "full_fname" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 5, "text": [ "'./data/0023uLRpitc_NTP_20dT_0.5GndCl.hdf5'" ] } ], "prompt_number": 5 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's check that the file exists:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "if os.path.isfile(full_fname):\n", " print \"Perfect, I found the file!\"\n", "else:\n", " print \"Sorry, I can't find the file:\\n\", full_fname" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Perfect, I found the file!\n" ] } ], "prompt_number": 6 }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Load the selected file" ] }, { "cell_type": "code", "collapsed": false, "input": [ "d = loader.hdf5(fname=full_fname)\n", "d.add(det_donor_accept=(0, 1), alex_period=4000, D_ON=(2850, 580), A_ON=(900, 2580))\n", "bpl.plot_alternation_hist(d)\n", "loader.usalex_apply_period(d)\n", "d.calc_bg(bg.exp_fit, time_s=1000, tail_min_us=(800, 4000, 1500, 1000, 3000))" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "#donor: 727351 #acceptor: 1579957 \n", "\n", " - Calculating BG rates ... " ] }, { "output_type": "stream", "stream": "stdout", "text": [ "[DONE]\n" ] }, { "metadata": {}, "output_type": "display_data", "png": 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"text": [ "" ] } ], "prompt_number": 7 }, { "cell_type": "markdown", "metadata": {}, "source": [ "#Burst search" ] }, { "cell_type": "code", "collapsed": false, "input": [ "d.burst_search(L=10, m=10, F=6)\n", "ds = Sel(d, select_bursts.size, add_naa=True, th1=30)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ " - Performing burst search (verbose=False) ..." ] }, { "output_type": "stream", "stream": "stdout", "text": [ "[DONE]\n" ] }, { "output_type": "stream", "stream": "stdout", "text": [ " - Calculating burst periods ..." ] }, { "output_type": "stream", "stream": "stdout", "text": [ "[DONE]\n" ] }, { "output_type": "stream", "stream": "stdout", "text": [ " - Counting D and A ph and calculating FRET ... \n" ] }, { "output_type": "stream", "stream": "stdout", "text": [ " - Applying background correction.\n" ] }, { "output_type": "stream", "stream": "stdout", "text": [ " - Applying leakage correction.\n" ] }, { "output_type": "stream", "stream": "stdout", "text": [ " - Applying direct excitation correction.\n" ] }, { "output_type": "stream", "stream": "stdout", "text": [ " [DONE Counting D/A]\n" ] } ], "prompt_number": 8 }, { "cell_type": "code", "collapsed": false, "input": [ "#dplot(ds, hist_fret)\n", "#dplot(ds, hist_S);" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 9 }, { "cell_type": "code", "collapsed": false, "input": [ "#ds.E_fitter.fit_histogram(mfit.factory_three_gaussians())" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 10 }, { "cell_type": "markdown", "metadata": {}, "source": [ "# ALEX plots\n", "\n", "##\u00a0Basics" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can make a simple E-S scatter plot with `scatter_alex`:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "dplot(ds, scatter_alex, figsize=(4,4), mew=1, ms=4, mec='black', color='purple');" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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oGIwZEyT/OTj4+HG6KDg4zKlz+IwZMuJCcB7N16CicsvcTQTDCCebg2yEO/Eo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\n7XZp7bfRGjrltSp52aRRq+DPEhIvJggCavU6Zj21q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"text": [ "" ] } ], "prompt_number": 11 }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also plot the ALEX histogram with a scatterplot overlay using `hist2d_alex`:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "dplot(ds, hist2d_alex);" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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LAvIck+esVxX1Scfm6OHc8ZHfZWVQMlo+zfLhdQ5eNWewVOFchKljJGvE3Imo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N+LAvT51LiYPoOGHrs+BfxU+P53IATh74WffwN4/gm//gdimUegochafBxvMNNHW+4Nsjjwbk5S\nVQzri+skUNe4wCP0hoaDvg8bbsPl1cM7qkXoKYhQNdCZz3VrHewL9neCi6bVQJVRD8aH0Mvg0kB1\nhmYIo74BDxT3IF5LgWL7gNWm3zTC6k3WOdwHcD4PAwLokkUbutDakBRaMc8ghVGzDlt3L7mMDyC4\nM+gyjMH2MVQQeXzrME0CVRq6lL226FmLzxTUfROsjAYQN+CCmV3i5YRRNg9wqXbQJgWcVECs5WIa\n90QWJ0YqpKhRxeRXehvNCaxe1VuOELQUHaohrCqgelPdzbYMJHMpItcOFeh9BdEe2NXP0f8om3zZ\nzWKw2fXp8Ub8RnmhysBmyqPxUFBYHElSarzeY1Xrf91ehUmgFvCOcm0p10bvF65fdAvP7ziBuq6x\nVUVrDDQNrffUTUNV15RlSVVVCvxBThrH8XV1EJJAVyF0XEKnMup4iPe8KnhWETx2BdCXGvh24B/N\nZrPOC3OExo88W19jbXurdNCQjyIi70mSjnH11wqKcFsCte8zai/wTYOrKpqypClL6vWaOkmIiLA2\nwthmk0DmK8ObRwoAqyBh7PTrw6BwWWefYPayKoJmJVjkRvDHz8PA9HwoNUq9r27Ubj7B3gsw+RDY\nGpovg8kETVAEF9LSaiJZr4W8QVvvlI3fdduKA4gteItnECJYKmIi6onFNDXaoaIX8K0kp8ars8r2\n5S2RnELdYhIP1uFXEaZJFaknHccAPvAdDs01bp0OyflQo3hom1PSnqqEqKf81fYlXkqHOhx3Io+m\nVQXJCJIW3LEM7apz6BvIDkUEr+5C8SqYPaBUg1pjVBVEudRKfiXiN4oh3oX4BbD1VzAZcmfN9Nim\nBhahX6OA+ECwljVAIpjKeJ3uOthqZJmcSstaTqX9ofKjbWRlkU8M6YVnWTnmjSoBwUKO83nG68dD\nPtL7Zi7XP0c/q4mqCspSO3hrabynahqqqqIMFUFd17guEYTr2wYYtKsWOmWRd+4hQcNTsZ4lgseu\nnwW+bzqd/iTwB4BtcviPAv/XE379D9TqlBLWWtXuD/1yy4PIa0dG2+LqWsG/KHRbr6nSlCqOWa0z\nHlyUVOuGxfq6xX++Mox7nmFfycCjJPCRF69l/ccngihS4M3XNSnrxr5i8fJCAWo0FGxiCAkj/LGN\nFbejDwtu6TB3SoNJg0rIdx/x0Chmgzu/95KLeg/eUNqPQP9ccpd8R1vjohA/0DQCvqv1tbTUFeF7\nFOTz7swC3mhWQW3lXJo0wRcivGkv+sHHOhxjg3rI6N8R+bV6CELycHNozqE31BS0dg3lEbhzcH3t\nwnt9JQAq6N0Q+Zsf6HeDHVh8Hvx93RcfQn4YprlVUhb5GkzoH7AfBjsC42qd16WKILweT0DZbBf4\nAx9gc1UNNtJDm6WSxXBfRH+ylgLqYCi17b3XpWSKgrV4ZCEyHocT5uRafNtwPh9RpndoqpKqLLFF\ngbeWqG3xUUTjnBJBBw11HIFzm/6AJo43/Jd7TBXwkH/R07CeQUOPXf8B8LeBP40GK/x5gOl0+gvA\nS8C3PeHX/0CsTbEbgv2miWbbc2X7cV33ZpcE8pwyzynTlEnPYfqeYhETWct6FZMYw7jvaWsvTNzB\nc8FV9P6RiOJBH+7cCo1J7XwznrFZXTc4xZF+v16IH1j14dbzkO5BfVdQx+KL+rvhizB4ToGVhTDo\nZGywAwcuFl6f+DDYOA0WoU7AettoaECc0tpc+FJVKXr5St/bSPpL48UbxCZASmtkOhTYVtcK93FA\n2irvGIuPAGcwjVH7c2XwlYfIbXag3qIxmGECmre5gmIPsNCkCqZRFojcJaQO3EBKnCTR4USFbCI6\nO+soE0STWIiWgoSiKhDCgcR150oQ5iLIQ4eQHAomMjREFdgVuAW4JFhQZ0AC8URFlkcJzYacG+Xh\nlilfNmtRNK5Ulde/KX7g8gxOH4A791ytDU0Bo5GjTVtW3qk3oGk0IxuoixKbrjFxTGsMtm3x1goa\nCoqhLgk0bUtm17IC8ZOvGeC3PxdPzXpWEXz1ms1mn59Opx8DDmaz2dHWr/4U8Hdns9npk3z9D8za\n4gi6Za19GA7aMuvyXdNOnlNlGVmWkaUpo54j8gV9V7JeeIq5ZdL37PY8aeRwjWexhKsrvxkOtr18\naPS1bsGtG2FO70LKoVEerBMKJYcIGO/D7W/Q4656wKWCm1/oRh1EnhVYazCJGoNM6sSsmtAp7MME\n3jzIbOa1AncUE5Vhqkqx0HmKcsFHaR/2ggtSFBxLXRS2veoRIIl0EJ3fA15YTWSVU7wJUlQHrRHa\nNLBE1slRuQVWssxoKlhmn6Z/LjgmmQh5crWI5OZSP7OrKikKmLq7EG8QR4J4jJHyx12EnXaj3gtb\niGhv7gM5mPPQrbyvqW/mphICFjyJKrfAl/tYiYIQ/E3OprQzmQK+L5DfUxSEWbmOc30qyWnH4TSF\nUDNqQ1kYnDeMh469Ow1tbHjztKZoG6hrXKXO4mq9hjjGWUvsHDbLIIpogdZ7mrYldnMMcsndjc+w\nUcQ6yrHRkCiKNt3FnWx000S2ZcT4VKxnFcHj12w2c8DRI/f9tSf9uh/UZbYqAP9IR6V3TkkgNJpV\n4WuaJKRxTBPF1+36pmHS89B4NUuxAWJYrOQGaf31LILlCt68dy1t7F41CGioC8ViVoIsBgN57CSJ\nNt7D25A9D6ZUd3FzVwNSsiGkOxY7smrmMgbTMxpaHwWOoDXQBtlL1QaPAwcmIW2PBGpXaxHBaSuc\noymEZ1QrTXn3rZJAbMEkeg7jIA9f60qZzhslhhxM2UpSmqPKogob1JA4TIsgmkAix8xVtNzXLju5\nqUNuGmAO8U1BLa0X9GNQwLV56IFDstrmTAogl4kYTiaBrK7AXErCGu9B9KFQASRg5+DfADOB6rN3\nGII48TwE/h4QBagoFEXEwZkjEwnMVbDKmINf6v/WWEF6SZALr0tVh+7Qc3JicM6T9D17Oy2NNVzO\na6qyhrrClSV4T7VaqQIAIuewTQNxjA99BIlZM4pPJSJo+9equDghCh5aSZJsXHVtlxC2XHi3r8n3\ndD2BmcVfj/Wss/h9tL6qc9IYbGfS5f1GZdF9YJJw6352ZsCy2uFy1RCZilu7FcXKc3xiOb+MyaMW\n34p4Hg9DtylSDC1XspmID8DiWC5CZ/EKzoN3DivFm52BjM2SWE1kqRG0kd1SYKuvpH5xRxH+lsfs\nWs0w3mkxuwYNmjEoxbTa4btIEclEinyxlCdxc6mIFYeaPB2KQ7DBsdRYbcu9F8SUDYRj+2BPTSvJ\n03ii16laYWGugSTGuFYQEB4zALP2+IrNOExbC7EyOSTNMdmeLKPdShCOMbKCaFdgloJZ3DkktwKE\nNJAFRLtU/ooGaLjMQXjrp6oUKIChcpnJIP44JB/W3/gj4DUwazAHsPrO385B89fCPwV9jdA/xyvI\ncwF+CAQoiBH4tTqVKcMpHSkJpUsdl+lB/xAmz8siO8qdOs69YX1pqC3UK4f1NbldY7whaq+w9TnF\n0kjq6Ry2rjFpKrbbWmzc4COPNZbWDljbHeI4xWZ7qmbDLUnTzbXcVQeb+Rzb1cF7uZ5VBM/W12Nt\nVERbQzysMWqq2bal7r7v/FrCrW5zqibDGkM/c/SjhtMTxcTJUCZk/UzJpZ/L3bIsrq2Ti7Bz7ZLF\n6ECjKYsT8a6DwBf0clkRUGkco11BbsXnZnsiMqPW69groDZYa2T/DAEOMhiCVKdawclS2NJgoiNw\nV4Jv8lGIZsDBh7TNXXei9zrgMF6ylyx0ViWRWpuLUlNovFUrrfHqmIoCQ+ytVEXO45MIY8UT2NLQ\nzoHWa5e9gjo+lNfPTbBjKXl8o+IlGQT4JwpE8zxIPxHEZMpA9CJBU3SguFbX0L6qCsIe6vDsEOyB\nEgKoMjFWgdo00Jihegh6oQIIUJDv+h8C2uVrQUIeKWxbp+QfG2hi8QpxAnHXNOf0Okmqau/gFuzg\nma9azi4MZ5eWpvT0RxU7g5Z0VNIrX2YYnXFRQRGG0Nim0S1NsUmCI8PYPW1Wkh1IU6LQMd/r9+n1\nemR5TpZlpCEZPAQTPQ0JoFvPOIJn6+u1ugt/Ux2EgR1ua3jHoxPLou7+rVs/acnzlpt7jqryDHLP\n/lib5fvHsJgrOXT6pMUKHhxBmdyhWEHvAPb2tNFcAeNeSCZI8TKY6AJrK6mI/FoSx+Q58GNIvMNg\nMcbK+O0iwlijqJf2YdxAXit6ri6ASpEpHcHBS9C+QRsHFratJFnq7WvnX8z1RqIobG9TSVzKlaqN\nKBUs5ErhWnUgj22EdJdWETJuMa3FY8JwtFZYeyoeJUoMdgfqc0+RfQKzhqgfIPiFGuo412HZg6A6\nmoA/UZLAgT0GRgra/hJBOEH+abx6A6Ixm9GeNg3fLxFZvQKzG2455PVXrtVCY2Ci1zEdFxKhKqFE\nMFHokdhMcYvZuHWYVAkmqqUMq85VnLluqM2OZ5wYqspxedESuwbbGKgdrhQLbdsFprasixjjHFHb\n6uYcCZBEEZXvQ5STBxv1vNejt5UIumSQBpgo6iCiR+Ch93w9SwTP1td7bVcH21PL3uqW2zW9uOIy\nVBNFExN5i6FVD8FSu9NVYVisRBx3HEER7KaXKzSHFm2oLxFRfPAxTbVKvCSSviR0HkmvPnhBMIrx\n2rAnL4Ugs3L40mBji1klmDaVedF+AlHo+G3DZDKPZLHFEq5OBK5jpCIiEqYSDwQ5JMOgk8zkONpJ\nT1346hOVO6aBZRhUXKyDHjJwBS1qFIikexdQb0Jrg8H2JGF0qRf3XN1Ty8Ia2AEzEGIV1QHLz/Q2\nTAFNItiFsCu3gcx1l+K7WWrHHqVgnwczRkH8QtUDNVCAeQCmDkmgB4wgbs8FJ6GfSVBmWqKM7dHI\nUHRaunYLswzJIJjSuQph3gMlCNPIH8n0lYiKuarBxuv/HXtH5FrKhaWdtJQtVNFtmrIgwWLqmGKp\nGRgxkFqLiWNi77HWksTxxjur3yWAfn9jrZ5nGWmWiS8I1a7piGN4OpLBM2jo2Xov1qPiHrP1dfuW\nmhW9/AHp4ILLBK7qlDcue/i6pFi2jAeepjbcO4GrhRrLTJhLMAnOl+WW19CNGyFBLGGcy8WyPxLp\nuD6D1Zl8dgY92Puw7KhZQfOmdpQ+wPg+AZs5bOyEz1uP6TlMXqj1mAppHoMHcpLpwzY/hSjVaMuI\nYOV5R9hTU0BvFxb3NVWlXACNuIMsDQmhkTQ1G0EeafDCOngTWavH2PCpjlQNeBdLTlo3UIUz3XOS\nXCawc/W3ST+i3oFoJHjH7agJzATYxRcihlMU/DfDeXZQrgpKKjNB48iDJNfEKJjvAouwW7fAMHyf\ns+l5iNpLVQEWJYw1Ktu6zsDgoUQS7k/Dc+1BdBbI4pWUS13PQ41QtvhA1UIcaw7CemEo5p7VEtqV\nJ3Itt247btzxrJoW0y5YzhtcUlCWKwqrWQIuipQEskxztK0l3pqrsakG+n3yPBc0tEUaR1uk8UOE\n8XudDJ5VBO/dmk6nvxONbfs4Gtv2PbPZ7Itf4/E/ATCbzX7/1+cIn/x66PJ/zIchMSvy+AqfLumF\njs1VGbO4SrFtIR83lACuVtCll0Efbt9Q/Dg9ElS/vYo1LC9hmQNrkcLWSJLYFMChyMnmSLvMyGlH\n3N4XPBQfQDQyktKkLcY0kFZh+ksJ3RhK0qDJHCjTNGvAktaNtq6DXNvUuhJMVK1VKRgjiMiaa4io\nKTRqrYql3fQNDFMYJJq9WNbBKQ7JZjCBpTXgHKYNzW2Zhxh8sMiImjNJOEukMKoUpKMA80RjYBjs\nkML8AJMISmKMBhQvgREa4ZkDK/APdG4ZhYCfaXduwt8ZDyx0MwYaGzC5no6DJQr6Ufhah51/OC5a\nPTcDfW9qiHb0/7Wh/8DPoS2hPhf9UqyCBYbxuLXBrUQE9zLPwaFnf8+TrBUV799zNKljYWroFzKL\nSxKi4JNFlwiC02i+DQ1tQUJpmhJ31cDjyOKnYb3LFcF0Ov03kGPzbeDzwB+Zzap7h0cAACAASURB\nVGb/73Q6/V1Ihv9R4HXgP5rNZn/znb6O/Sc/5Ole0+k0B/4GalqbAH8Hmdm91eP/ZeDf5KtU8u/P\n9U96E5GbE/sFte/jnMF5WNfp5m/7eYs3hjdPLHePDVcrjQx0j9z81tc2GvPgSATy2amG2zelglB/\nAnvPw+QFGL8gkzVTQfU6tCcaWxnvBNlpHLTvqVPXK1ZjKgdryIogx4kQMewU4OuAWVRraNYYXwbW\ns4VkRx1P56/D1V2Rwr092L2tBAKKZquF7CaKNZxfwMkFXMyl82xroAmqosCcWisFURTaaHsOM3aY\nTNJSGwd0jkazCIzknOZccFg8lALH9AUXRXlIAqeiHLZ37/YW2F20a1+ykduaS7BXYBbhdh/BRN2O\n/wLMmf6mTp+Tyig0ulGHWxO+dhdNFP72NeA+cKqk4+eqQOwA7B4ktyF7EfKbomcMoS/PXVuMZLlj\nvNMwnjRkqSO2jkG/Ia+/RFOVXFw2VEVJVRTUYW5Gs+UqaozZOOp2MzY6gjjbgoSSrhrYJoqfliQA\n14n17d6+xppOp1PgvwW+ezabjdFm969Pp9ND4K8D//FsNpsAfwT4y9Pp9CPv9LA/CBXBdwCXs9ns\nrwBMp9MfAv7odDr9ptls9mvbD5xOpwfADwN/kWAu8EFZDyWEICm17RVpe4+cCypzQRJVpHFNllTk\naU0yLrGuoei1fPmu4WptccZtAr4BLldgjmCnr0TQXbuLlWJrPwx2H+xKlEMtqD59Tr0EmQVbBbO1\nHKLdAJEQOmL7QGMw8xiTRpjIYmINqDcuDt1QQQradS2YrpkopiYlN6vQKGYEXK9OVTUYIwmTq0UG\nV+EdeAfEuvqrRp3IpQ+9BF79CBZt3dut/oPEYFqPj7x25d3w4WBXEVf3NCqyArNWfsIiYrYOZG3D\npteCCsxNQot2OOm3wok/QUF8H+3UT0O8CwmCFRtDOAwbiIcUnO3rcUbHRafE7XarUVAQ5eE1T4FX\nVRi5AlwqDsH3pWTa7AJs6HpuBetR6/7xTU++B7WBq4WnWBuWC10TveIVJsOCk+OI1lpIEnxdY5uG\ntmk2dhGddUrnLpo8entUNroFCT01sBC8q9DQbDabTafT27PZbBVmueyhK+Ml4Cdns9nfCo/7e9Pp\n9GXgtwOvvpPX+iAkgk+ikglQA9t0On0l3P9rjzz2vwZ+BHgR+NjX7Qh/K6vzVIGHXEa3f7/dhu8f\n+QqAMXgMjU+oXUIWN+yPC9qsZr10rAsTeqmkPHLGbBIBgDOeG4e6WN54Tff1BrB/Q/EncXq9uoYy\n7FTHI40+tEG+nx9e+9tQdTtoFOw8Cr7rRBrTOhLrbNPQYWwkuk8mKjHKTGC26dOaHpg3A2/wus5F\n2yqI+xqWlYKgscGlLVQPUThLJhy488JxCK8dx4JVOn0nRtVK64OUVA81JQriEVhfifcYAQdhh37B\n9adsiXbgy5AAJ8BQf8sFcA94AZ1UF35/AwX1Lgd2u/o+SjAB2yfX2zIO4vJumHUZ/ok519Kvjmso\nue4v2Nff+gsEP5XyG6IGH7yT6jmsHyjB20ymdKChOumOoKz1Gq7m8OYrcHTiOfyQ4XZyi7Zx5EnF\nVRPrXDcNcagGnHPkdk1mVlh78NCsgY4L6H62T3sSgHcdGgpJ4LcBP4+uyH9pNpv9fPgZgFAJfAr4\n3Dt9nQ9CIhigj8r2WqGPwWZNp9PvBgaz2ewvTqfTP/F1OrZ3tL4q4G81jT3mwRsrah+SQveoNhpT\nxs+xJuOKMXWx5nJ+ykW5IDWXrOuYB5cpp+eeeenx9nrIx7a9dX/oONiHCM/paYCHjGK3QwjL1aUC\nQlNDeS7DOZuEzXSmTb0PUyajTEnBrxG2nSEf58qpAmiBJsZnSYB+CjWTRWNIDtSIUB4LMbqoJcex\nqYjhbktm4wDzhEzUC2RzcQUYdbs1jQ6489PwHlIPvUScQhuY2tbIp8g7/b5S0x1WChusdudtfIip\nXtF7PUQJ4pTr3XoTEkfMZlQnc700ZygRLFEV0KJgv0KBP0c4fo3CwSr8baBPSPWcPofR+ufxtwMB\n7Ldeq+Y68VYIWe48iMZ6vCcQ+T0VUm2tis7EkNyAZFcW3FEf1ieSA3sfFERrIXbrJZw+iLh36vmG\n/NNY03KwW1MtapZtiwnmcc45MrtmklSMIk/EPpj96xGUoUrolEF26/6nSjK6vZ4MWfxr6D/8+xE0\n9LHOsmc6nd4C/hbw389ms3/8Tl/gg5AIljwS9NFHaNH9MJ1ObwL/ObLCfnrXVhDffL91nwuDZx76\nk/CY7oPluiAOYAytHdHYCkzJwu1z1TgK13K1GjJftBwvYFU5hsOaurKcza9JUT21Z15aji4k+ZuH\nhrL5OuL+sWNA1yzm5ZNfSsGZ7YXO2W7Y+5nsltMU7XrzAK0MCPCGg6yG3GlwibHQNni3xthaBjzF\nsbJN1lfwr6/EK9iwNa7nErjH/eCd4AJBHCmI12XY/TcKjlkiQD+LBQ9tht434gJi1BVmY7gq1VUV\n+4eIk82snBLW+SeZuH8Ag1DtOITTd3hwgFc2Uq4VqgRG4f5DpMddokrhKPych9/12eBzvgBe5rrK\nWAMTMHtg2gUMA/wTZKSmDo9twE+ADPwb4E/CayGvP1eC2xUv0FYih71HSbSBtgjuHRcK/pFRopgv\n4OoKSgfeeZzzpJnDuiXOed3XtjgbrtPgJuqdwzkLzm8GK/lHqtz31XoCiWA2m3X+tz8+nU6/H/hn\ngf9xOp1+GiWB/3U2m33fb+U1zGN3me+jNZ1Ofzfwp2az2TeGnyOEo33bbDb79XDf70NES1C2d72W\n/OPZbPbZt3ruX/mVX/Hv9a4jaq8AaOzobe2AHvp/PppMtr92j/Me216R1XcBNYu1dvSWx9FGY+I0\npa2uTVXi8DtQfEvqewzXv4B1Bavs45hIebrIPoFt54zWP0davUZavU7k5jR2TJl9FGPAtvrZ2wyX\n7NKb/0Oy6ss0ySGL4bdS9abE9TGDq58laY7ARHgTY1yFbY6xrsKlezTRDgYvBY2vwSRYvyItvozx\nFS4eUyfP46IBtCuS9pS4neOIcFEfZ3Ka5JCi92mK9CXS5oje/OdJ63vKk7ZHlTyv4zQZZXKHpDli\nsPplsurLeOco+1Muh99BlX6IuD4i9kua+IDGjIj9HPz1ORks/yGRX9PEe8TtGdataU2fOtoj9it6\nxedIK81mbpNDlvlnmA+/nTq7Q9RekZcvY92KuLxLXn6etHoD6yva9Aa13cWbFBcNMc2CtH0AwDr9\nOGX/U9h2RVJ+idhd0TAh8lf0qldwJqZIP46LxzhnKPOPyrUVWA2/FYCsfJmkOaaJDqni2zTRiDYa\nkxczJsv/BxNFXKafocg+RhtPrq+TLUgncnMVXvHkLaGed+Nz+JnPfKa7RJ/c+rT5zQXUX/dveTzT\n6fT3An94Npv9i1v3fR74PpT6fxr4L2az2Z9+Zwd7vT4IiaCHCJI/DvxV4AeAf2U2m/22r/E3/wnw\n0dls9ge+1nP/6q/+qg8XzxNd2/+DDSzjHK48g/kreO/54gPPhz7+2c1jtzH8zd+FmbB1VVGu16wX\nCxaXl1ydn3N5esrF6SnnJydcnJxweX7O1cUFi/kc4+bs9RfUTcPrR3Cx8JvqQ+ZzkgYm3rObt/zg\nT/80/9k/9y+Qe88Lew13DjxRAdWxZ2Tgw5+A56eCENZfgHgleD0Bsh2Zz0UHEN0MjVTB8sAEGabx\nEcYmAY+wmMhIdpPfxqQD2WKWrwOey/glJj20gy/OwJfQ34Px7VBp1LA4Cp7OLdx/XeO+8hSGYRhv\nHVRCzgsst0Y3Z645mNJfzyWo0c4vzDHuiNj7n/4ebn3hx/W6DXDOpoGre48chVsvPMeX0Yn5BJKQ\nnoTnvy2YB9BAmSvU0Wz0e38FHKMqoes5CBPT7n33D/Dc//nDEIu0Rrz69errNX2h53ElqswG6iFw\nF7KubpowQ2GusZW11/hMOxIKd/RFGeP1b0k8cO81OF/IH3D0HLz4Sfin/9Af4kf//b/AF+/nNLkG\nMESjEflkwmB3l8nBATsHB+x2t/19dnZ3GY/HDEYjev3+V1tLRNFXNUvC204WTzYRfPI3mQg+/zUT\nwS3Ef34P8L8AfxgphL4D+BXg+2ez2Y+/wyN9aL3voaHZbLYOmfO/Af4s6iP4LoDpdPo54Idms9lP\nvoeH+LZXlwS64RvXpbPDe0NdVRvoB8IVveU51P1NN8KSDlO1FhvH2DgmTlPiLCPOMpI8J20aVivP\naWE1KcpA2tdzEJKBdY5xWjPJGnZ7nqy+y2AckTnH/g3LZMdTnjsKY4j7foPUJGOIPqImMr9ETVKZ\nHCF8GZp2b0leSYJmAEDQ7wORxzQO72MMQ80EwGFsBKRgW+rkJmQVNFeChEyu5rJ8Am4hLIMAC3lE\nArtYQ5WHGdw7V9+ANcI5OjliZgWrrNuH5VKbfxbX+HyHxcM1BLQEAh2xIXVrvU/GKPB2hK3julaN\ngMsgbBrr73wL/lXgRHCPNwH2mYD5JNf9AoGHaOJ93FlQFRk2FhNcsukm9gP9zofkQSQIj1KJoJvl\n49JwTJHMAs0A4h4kdaBlFpC1omGcU49efqh2jNnn4WODb+O11/9ScCgM125wyXWdXXpdU1fV5laF\nsZVJWcpt9BE/IQ9E1krWG9ZXGTK+V+tdJItns9n96XT6ncCfQUrHnwd+N/DvAjvAn5tOp39u60++\ndzab/cQ7ea33fSIAmM1mvwh8y2Pu/8a3ePyffOIH9XbXFhHcJYEOQ23tiDZ9Htc0tNGSoiyVHB6Z\nUdzNJuiex7nr4SnGWikvkoR+3tL0PatVj6wsqZtGDgNRRFGmOF/RG7W0bYsPSQjnGCYVdyYwSAy2\nlXTTxvKNKSo4v2woziyR8QwOPVEGqyv5u0W74OaQ3oDebcVady6i2Aec3XVq0A6tKj3eOE1aMx6D\nwzdXGJfKLC0zmGgX4oii9w3Q/H1FqWapJ8gHsLgrt7s4bNcN6iruZQqYk77UQV3gSEKHchM+yVVz\n3cv26B4vUAl0itbQ0eu80X2Oh3vhFuFxHZbfdfiGcQmsUeUwQuqfXTYdPj7s/n0ZzpkB3w8k9S2I\nbuv52kVwxgiqId/NEBgreAOYU/CniGSehOoiCKVcK+los1CFYEKfnTNyHrUOqrtQX0Ba6/9bLkT8\nJ7ku4ySX7UiaSUJ87xTq5DYmEPFmKwn4ttV1XVU0VUVdqsegXK8pQgXQdQ8/urp7LHzgTedms9n/\nDnzzI3f/iXB719YHIhG8n9c2Zr+BhALE0zQNje/TODF9xWq1GdoNbNQVG4O5zowuVBQYg4kioiQh\nTyqy/Ip0sKIqI+pmqM1LFGGThDjMi+3mwm4qi6ahF5dkPUvbtlyuHFVyh6LNcU3DyTnMHZiF57m9\nmvENTd9yTpystXKyTDpv/MDhtp00Mwu73DbAGB584Yn6rfT61grecXMoPYY+YPBxjEnH0syXhaJS\nG8T1ywdQxuo+7g9lLpeGOcSRlXfRfBk8hAzkMYxjSVevKlg32mFv6e43H/CuOmi37m+AAtr05nU1\n08k6W1QdLBDx2xHF3T8/Aw7Qrr1r/DpHFdIgJIJSQdul4Hd0o1YF1U0X8y20sYJ+Xn4RF+ZA2y7h\nGGRHsWZD/LJAdtQNuJUasV0Dfk/P47sE1lcPn2uUIMpLWBwLMoqD+KospRbyXv/r0Q25ffTKlznc\nc1zUjsvG041Q7SaYNVVFXRRURUGxWrHO843dtHk0yAeOK7m+59pvi6dEQvrMYuLZeqdrkwxCNdBu\nlcxVKJcBVquVujHbVsiEMXIW3dZabzmTEqqFKJh5+SqjqRsmwxbnE/Ikpd9zXCxyssclgrBr83XN\nVZNDVbGsWtpoTJJlcjSNW2g8+bDFGUtZOIpcu9g8Vxz2QDWHZKFO1ShIDl0IPLHVjrRZg23QIPmo\n3XjvEEUY2+LtHOoaY4LMpTgn49egOgYKbYeNCSO3YqDLRpmgoXIpb4QmyEotwqeskXMaqPNtznWD\nV9eUtQ39wHWS6BJBDav8U4KDOnloF3BDQxnj8PiKa7hoiCqBPrBGWv4H+uoN+F5IBA7cCMxzYIbQ\nPID2TVUHdhgM4gZqhM6a+7hxSLpBaeS75NVZVxhkbHfJdfUQkpv3mqhWn8s3yV/IXK46lROqD8/X\n24X+HVUC60J/l/auT9VwCHFzwo19T9442ouWxdYs7baqaMqSar2mWC41gCZNN01jbF3Lm9vW58Zw\nHfztIzDRe7aemc49W7+V5QEXYJ02VARVVVGWGvyN9ywXi02g9l5e/ja05XcdmXH3IQrP2VUEJtvD\nVxckrWfHLxgmc8pByWINWd7jqhjS1DVNSEJtSALdB9aVOd4X7O8uiNordiYxA1MzSQyDSC4RaQtF\nZbg48rTnSgS9oawK2jBLnhjIwE5ETDaFgj+hn6uL5b4zYGsUiX3y/7H3ZqHSbFl+32/vmCPzzMM3\nf7furap7urq7NFjIJYMQFhI2tsBG2Bj80EIIGyFky7bAYOtJRhaWaIzBwuAXYVseaJCxkaDtF0kI\nC4PaVjfdVd3VfW7Vnb75O1OOMcfe2w9rR2aec29Nd6rBZ0NwMvNEZkRGZq7/Gv7rv7z+jgbX16ix\nxdEwpgEz85KmXoA/8FpAYQhxKHmMvl73FcQRq6YypaFpoeyh9KL8hnXOXvHRInHPep/Bw48hr799\nPZKoNm5HrEFkzLpX4AopOu+IJ07qtwukSJzL/mYuxl45AQZjBAysA33PX5tu6O8IUSmiRhr4wvJC\n0kL6AAEexxoYamAb9Lbsv2r4W8iktPalb8q2wtDVkdTjXSo9fp2DphIQ0ANGVzdSOJ50ICfe4/oe\n0zR0dU0Tx4RxTBBFBL4QzIanP2Ti5PNQ1/SFhttuqJX9uGsFtxHB7fpRl7tRH9iMCAb2T9s01H7m\na1kUtG0rrfnOobQmDIKVJxVvqDNqr6CplCIIQ5KoRcctvelp0dR6RBCGuDBgOxyjm3AFMn3fS/52\nw2szVUWcO/aigqz9Dm89ctD4ptVOYUqFU4qm1nS1g8pSzGHLZ2tMDeFSROtC71GqVIx9v0RqBd6I\nrr6U1qfKjUX1GotDJ7U8zxhUYMDt4nSI0jLtCj1Ybp8vKZfSGWU7CTvSULbaFyiSADotBeOh9rLp\n1fk+siH9s/LoDetGLt/1O1r+mtyvWTd+KeQNDRo/Q/E49a8ZIZHAIAMxkmDGpUivQI8MmHmEiPUN\n55AAD30xFw8Ol6CvoPkXHhC1kjbqe1ATROQuQ5rHhmgkAh4gEdA2BI+RYfVXIh0e7EBbSMCV7Mv8\nn3IpKrT4ukBTwvQSLp7L2949kPe5nAlrrA8PubhwTBsoWyfzqI3Bti0mDOmqSogMG0wg5z8C65z8\nHcgPmyQJWIHAqsCvNdqnRDfXFwoKt0Bwuz7JugkGdqNG0HWdAEFdk47HlGVJ2zT0XYf1EUEa1Ngk\noU/2VykdN+RYN8LmMAzRcYxlH6NCWh3SBg0u6EjCkCDr19GA3/quE6+tqujDkLDtSbQ0cYdhiDMh\n2gW0lWM+UZgl7MQdqbPoSjG7kHnIYSsebXPoe7kyceADr7GjF9JpHCbSu2U7KVhqB6RG9ukDdOhw\nia+PWIvrNF26D32NCyJwjW8wC3F0qL7BGe/eDnISrRGj33VSXa3VOgoYDPXmj3kzCvAzALCsDfzg\n9vagbSWeayOb8s13pEgUkPjnl8DEp71APHQLnEte3oWIPPVECrhuC9EwysHOPU6lgmsqEifbzMCV\nIn+tlZPGsCkCMksp3g5D3GRQsD//I3AvkfkJ20jncyGvqxBmEEByBOljiBZwfio1gtSnhXTgvXYn\nrKEGmFxCewVV8jZlgcyg3qgPOO9kdHXt60AeAJRagcC1DveBIjp0Fm+Izl0z9BvEiY8McPoi1m1q\n6HZ94jVIQ2ywhowvFrceDNLxmLqqqOtagMBaElWSRxO0ien6HuuOVgU15xzBwLhQChft0iePMKrF\n6ZgwbHFhC3HH2B/LGLOqTwzRQBfHdEFApxWtc5S1oU7e5ny2Q9RrcmVRLdR1R4giGcEoVcTOYhq4\neCpOdxKAuxCV0igQ7zLdFWMYeS0iRgiDpZR9rYPwSKFRmNqKx6c1TlsZZIMSJkpfSUE5CnFRAlvb\n0JW4YiYVVeuLxMq7910PnQCM8PsdmM1GPOR/fnPDY4MaH/5/BWvqZ40UrgfZ514MMxUyQyBHAKVB\nlD4HURSLgEQhRVsMogLaIJFAJqfXXwobtpv4uoGFdoakyhT0U1/33obAtjJIZgCfXsBVLf01tf58\nQjkflyFd3mp9jraH5lL6x2JP8U3vQHgAi3OYX8pgt+H8nJOhckkurKEOuJhJc+Hjx45l4+gvDbNW\nCxD40aqDtpVVat2A7RzG2mvKt6tJfJ4UsSlBffO3pH+c1NLuB+/yk7hugeAnYA050M2owAxg0HV0\nnaQtmrqmqWvatpVCblCT2gZrLK2tCVW1AhWcDLPXG19+G+4APaHXHRgKyUMkcRMI+igSEHCO1lp0\n19M2Y0ywTW8y6qKn6VuoDU3tGEdGFEZjh6nF0XYWxgdw8IYX+5xI4TjoJHUwKFgGcwGF0HPiTSmk\nnsA4LFYYK360og4UNpXBOdo1OAroNMrFkttIY68IGuDskHPxF7m33qP37KFhxgCIcR8kHAYr5AX1\nVlbJF1OpkJTKSMoS9OBUKL0QivVYSOX382qjzBBZiaGp6xUSETwE90hO1b4L7jkyXP7Ap0IKMK/F\ny9b3/Acay/XspnKcIPOzfEhEHnsPdOcbw7wMuG6AOwj4bCONZk4KwqYWlW5XQjuFroDcN7o5rzyq\nYpm/7IDiHOpe6gNVKec5u4J4R/6fJhD3r9nfc0S1YVLAtPb9MV3HKHco5ShL6J2jtxbj3GrbxN3B\n81/JT39MNOCcgzCU2UIbzxme/4WAwW1q6HZ9qrXhyW/WC6wxqH6GNtkqXdS1LcYYWjS2HxPGMcoF\npFRrXSLnZLbrQCsd+gu8xzRECwPzyAbBiilktKZXSvqIrEV1HbQtLgxxYUhg5owyQ28sZqmxKNLM\nCg0Rca5NL/RCati/75uQEvlhdzUUU9lH+dx7k0tUkO0JABCL0ZEGKovetahtrwFkAmgCnNM4Z3Gd\nQUWScpBRlFZSNl3jeetDvO6J9sNdF0LfSaAweMODV+7k2OBTOH6e70rO2SC6/b28jOrBhPsrheth\nqYFi2iAAcAXuAPh9rGoLLgEegzuUlBB7ks6xvtPaxXL9TCv5+/5SCvBqS4y2jUTfKdgGIjDBlvQC\nhDIvwBmEyurAXkA3EvwLQ1CH4CJon8jnwBGQQXclKadoJJ9DNRMgClJQicyrThIYP4K6hlkFZxfy\n+iO5XDL6VOcYA0nsOD6wzGrDtIYsdxxt97iwp11YytLRWUvn5O8ACk6+pNep0htF4pu/HYDAOaFF\n+8hgaAX5QiKCWyC4XZ/1coC2CzLzkrjtCe0Ca/XKe3fOsXQRkQuJaa79MIaIYqCUKv/40GMwdC0r\n54jcEussncoljaQUgf9rQWiigFaKLGqJu+fcPyjosgozanBNR7OwVFPx4kY7Umica5g+hcmF17FX\niLdfCBUxuvBpolyazdI7YtBcJZR/NRRUtfduc3DGYiqFWoaoEZhwD+eUiOFH3tB3ndQCenHL3aba\nm3MyO7JTglhWea1sf6x2fUyHN6KNf3rAaj+nfOOV9WmVOVTRm9gSkcpwwrpxDUIb9QqfQ6eve+xf\nz3dZoxAa50JSQC73ht5r6Q15eGLJhEXWi/rFYrADP/azLSCI7tJcSeG4eyX03GRXXpN7UhTWsTRj\n6zOwl2BfyHkFd0D72dP1N6VQbEI4/03pAs+/7PsJUhlSs3UMSQ/ZBwICRQm6lsso398S52BnB/aP\nLJXpuHpPYXpH34uX3jWaxqgVEPTOkcUdtu5Ybnr/36MusOk84Rwuilb9fgFgN3psPvd1WyO4XZ9q\nbVDiBg9oyIXajaLvEBbjR/xZa+n7fs25Bpx/rBv6C7xXpDZqEXhACOyC2L3GOUdvDzE2W9FGbdfJ\n7b5fdYOuVElXSqhDQQ/KSnHRKeJQZhX3Dg7flAE1dSWzYtopxApcDaOxyFBE++LNGg0soJtJG4FN\nBTS0gzwV79q1YiipQRtok7dwzf+LI0L1oYgauc2EvsUNmtm91xOyGtc6lB9Q75R4uSv9oMH77+U8\n0d64mzWzCYU0dgUCWjaRIi0KkW9I5b2wlOepzD++RJRBY2TMZQK8D8wlV08MbIMtWDOUZr5WPZfX\nDXeEz68yiUbcoOIaS05/ULwYcvemhvq1nI+y0iXsjBST7cLvG0s6Thtpuwj2QB/LdTCeZlpNICrk\ndRcX0FzI+XRISqhHWETVGYwOhEEU2gKLDDDa2xfm0PNJz/OrgDhTmEBxOeshalDOEQBZatiOSlJd\ns6w1ixsRwWYX/SrSHTY20kl+019k09ltRHC7PvW6AQBBEKCiXbr4IV18iIsMUVdiwlDqCEqRqBKF\nIjAa1YU0bgfT94RtK7Ndh3AaroHBqo7gSgIqoQKaktbLBQ/FYt1NUW1F3xhp/ikVbfSAF2cZ/dLS\nlz0xLa6R+e8uUlxdwtTBKIE3fx72DiUVdPYdKTLWFewewugR7BxJcbFpoP0Q2jMwZ8JTzw+BUvLc\nWoM5kNR+ECkpMjiFNnMZT2lCbCuFaykuIAa/1yjPV3VDr0JnpUfBM0xXlmOoL3phVWeEpcPQm2YE\nmFQE2vP0VSDyDuzCqPh/JAXRioEeCrXq0qeehmarJbgZYvSvwL70NYl7oN4GtSuv2xf+3HwgMxi5\nQQaKVoKa+I6AKZ0YYq0zrBWmUHhPUjrV+8AEVCXPSe6IV68PfOS1gPY7UL4nStv9RIa6mcynpvYE\nIHQudN+qgssLmWDXIJFAmPuIAFH5SHLo9Yinzz3jNoCyAeMsWQp5prDafx3FAAAAIABJREFUkcTS\n0D307oWuJbAhdaUobYEy6coBuubZD46NT3luanBd6zPw0e1tauh7r1sg+AlYm1/aoUksGBrE4hid\nHmDCHZI0FTaFp9MF/YyxnhIi0sC9y1g0hqodr9kVflNIUw8IGGwCQqES/4Oa4+xU5CO6TmoBnKFM\nw7KJaKuerq4xwTbLpSMyPUcHFVnQMruwJPd79rcNO7uO5ZWkKYyP0dNtb9ifikcZ70O6Lzo21ols\nQfXM579rSbfozM+PKcE9E484TCA+sgQj6K0jsIWfuuVTYzYQI68VDofrHC60UhS1npo6FG69V64H\nvSAvGOdCX0TtwQZyflSSj1/VD0Ix7s6AiSA5EDkFG4vh1wrcGVIX8HIPzvcduEuharIlIGALeW3n\ngUH786ST+oSxiFifk5EMvQVdyf5tAfkbwuopXsiUTuI36d6Xom3gGUf1uTwnUHItURDd8embANxY\nIoBuDt37QqyqJ8IcMqlEK/mxfC5DoNIikYHK4eCxn8L5xBOnaokA6/jLvPsUnl7Bd19ILeHZpSLN\nLb3TWOOjV8+22c0sWRjQNobLOmFuW0bjxbXfymZEu9LW8t/lzYh6M6WkNoDic123qaHb9aOuVYg7\nGGr/pQ18NBD6Qd4mFT3iNMvWXo/WqK4msAHKaZxnGrVdR2MEGJSTSVqpKlHO0Zp0BQDD/3CORFfE\nqiINKpx1dPUWVRsR2QVZPME2LXWRU5eGvhTeY0TJo3tzHt8pcL0hUA6M4WDfkMZSiHz/2/C734QH\nM8kREwGpKD20Dsra89V7qKZQzcEsvCxFKrnpMBNPVAWgt3ytN7AEiRj0To0lZ+17ipw1mNL/+CMj\nHcr+/85IKsTOACec+2ALXCApIOcp7W4oJwBqzytrltAtJY+vnO9bq/wH6LV8jFUEfpi8LZCB8kNk\nEPjoww+QcZ6aakdgYsnvq0P5TvSvvT1JPJPHIfOdEwGF+kKKyb2T6zn6qmfA1pDeE6bO5Xd9vwZg\nruS48UjAyyyg/xDCc7kuek8mjvUNAlSRdBmnIyjegeWl7NO+lszbYiqe/wAGeQ6jfak7XBTwwVMo\nznxPXfxAAKKAswI6pehxTApoXklUO6kVThu2R5CGlq6zTJeKy7Kj1+X3rgkMRWI2HClfJB4kV4Ig\nEMDwDZaf9/pRA4KPSur9eNYtEPw410Bt857Mih7nQSAyBpMkkgYCsjz3T5P9Gq2pWpGn7rw8RNmG\nGONVSo0hUSXj8Aqco6m2qLuYTFekuqbppVsoS+booKF1jqaPaNqStg6ojSHLltiup1xaqqXBVEJR\nbbsW0/W0LdQFFEvH/p780GYzYbjEI3j2IUyu4M2vwPYOZPtCNXSxGDaLGPeyguVSctRJ7I1jKFz4\nwMvOWOfBM5S0jBRtY2zNmgNfQz91EBvCXTHEtpXHbeFz4r7b2VZSb9C5/ygaX6fwXr8NBXxUKOBg\nC0mLaC2ZKVNLGkhH0Cho3voqyaunhJUHlaEOkHsGVCXHcN7DVzv+vk8T6ceyn32B1B4i34M1F2ZQ\nX0q6yNp160OYyf1mIV786D7k1W9TPJY0lqkFdIN0A2guJJ3VFR4I/AxlvSuA0zt5T9ZKNJDui1Gf\nXsqkzrKSdFDr1jp5US7nko6kn2BSrgvG/ebmnPxViqtikMSwjHPH/X2H0paLGVTGUtmONKsYpwbV\n9SwX3pBvdhnfTKf6IffhILsShtggQA8MpM953QLB7frkawhnPQgE1krnbhyvQt6yrsnzfK00GgQo\nramVwrqaztS0XYMxouXet630AlAQhwXOGuZLKfYejK/YjQrmbcakyFnUotVftmI1s6gltJaiDJjU\nNRE1tqkolxrbNDhgOu04XQScvdSUS8giy4MHIkv94QfCVGkrMRKvL0SHJkol3aN8gZEYylbmxizO\nJc2xNYLkPoTbogSdBFLIxIpeUfvK0/l3AA0Bcu629/n8BdApbOuwgeTyrW/scr23H4EvEDdiKF0v\nOXA1FiPtFtC/kkhB78rjtpaiqd6T5zdX0L2W1422RFepjx+RLET9OgBQYszxqSbnwcAsRV8pCCUl\n42JflL4S8Gtfy7HVjtRMukJqG12N6DTFYrCjFOIjSQvVVxJVpXdBmwXJPdFyql+JwU5ycDvi9Xe+\nlq6VpOayB1KsD3bks2knIgVSzqWYndwB10j/RznZUM/IJRrYfwi7R/5z8Z/tYPjhBhD4zTh3bYKn\ntQ7rrehkaSk6Qxi3bGWOg7QmjhqmrWO54Jr43CqK3oigh83EMcZagiEt9AVEBD+lmaFbIPhJWYNX\n4/yXenMQvQLKpiEfjVb0uU11xoE51LUtzjnMhk7RsjUsCaCzLKuGXFdULEn6kqLoObta1wrKxpKH\nDQdbFVjL+TQmCxoORiXaOOg1VSlf9bZpaLqe6YUijy133zSEMdQNXEwkSlBOxD63clhUMJlKIXFR\nwZaTfesZnD2VdEesYHdfuOlxJLTJznrmh/eIu15m5SaVeKDOdbheXrcvxduVX6Oiv3QixhYI7177\nWcKmBTpJSdF6sPBDYoJMnu+2gF7SKv1rX/wdidE3nWee+hw+BQRn0Ae762P5Mcl43r1d+PRTBWYK\nbg6qlMe7S+hfABcCNP3czwV4Cl0pxjJMpa4Qb0lTmHHyusr3ZrSVGOnoDLaiI5krXElKxmagDyE6\nEoNen3s2FtL0pXaEqmojH/nE/r0lgJPjlyVcXcqgthYBl61juXZhKqmisobzS5iXQgneyiEw81Vr\nxs1t6NEzzjEpFPbMgXbMG0sQ9tJz0lraRrr4yqrAhuGqFqC9jtYAAEmSkKbXlXQHmvRN5dLPa/2U\n1opvgeAnYa3yn4OB3xzGMeRHZzPSLFtNHFNar5poNtVKlW+tNxvggK0xbUdZOIq+ZzlT5GFEWcOy\nKsFaRnFHHnUsCs186sA6iqpjHHfoTuQuq0KtgKBpW+h7lDF0vvmnrh2TKcwLqEqRfxjnsHMs9M9B\n0WFINcwWUE5hUQ7SAjLycDmXZiXrvfXyUiIM1flipYO2k+gCYrpSMNHUnkC0dNgFEIEeC5slHiQV\nAk+HtJ5KGUnqxsZAJ1pHxBAcAJV/vVI8eh1Ijt5aoXCqSNI2zCWawTTSJVyDa8VAh0eSxjKd1Cbc\nwPhZSETRv4DmuUQJKhKP2vm6RTcRILRIhBTd95HWXIbHNzVEkbxW20hUU02hSr5CMfepq5E0hYVH\na2ZR/ECusykRVpZnEwXbEB8gMyJ8SwYOZhMBATJhJc1LoYfqVIrCL74L4XP5fM8vBQQePBZQz5p3\nyHO4KteG/9rmHM7rDE0KQDlUYEWhFAGC80lA4wIa15FlBXe2anJXUxTBSmwxSVPSLKNpmmsgYDcZ\nRbcRwfdct0DwY16r1ne5I97voJOyQX8DyIKaMGxRmQyDHxgTq47jOKZtmpWSI0Aa1OzEc3rdURea\nee0ou57z3pKHFXiP6Wi3Yn+r43IWcj7RFJWiqDSltZQLMfhlAcqIz9N2ndy2ltgYDI6qFa+wBzr/\nnoY0QYcUfY+PxCgup3B+AVfPxJOPfXH24hzctyTlsHsIXQKL9yWNk40h3xbAiBZiNNER7UI8ejMV\nQ+5yIBDDp7To8NhzSAbj5iWhTQuMhTMfjKSIajsECCIBATJh2hBLsbe5EDCIR4jBNJIiCfch6N5D\n70L/Adhn8v/gri8Y+1GOtpb6h0qkPlFfeWOfio6PPRSDnCag5+CeepDxnn9fe2M/E0B0sUQl6bGA\nxfIMuvAO01eSOgJJAbUNVAvZt67lfTknaaJ6KcXn2EF06CmilbRehNsCmOk+ZA8hvIL+HKKxrxss\nBchjIB3D/rHMLR4MPbCWUPmYbTsHqxzTUu7v5A40zGvYjjvu74rXP59pGqu5v9vx1QNLmhY8WUZU\nlQeAuqbdAAFjzIpht2o0+2x+st933UYEt+vTraFpDIThMNQNELAIzJzM1kSuw0V3cWQi0+u7jIeJ\nZqvZr14naBgtCQ5jLH1v6NuWLKjZy0qcMUyX0DQdbdyjadjOFDup47XVnF1q6sKhrEX7TmTnHE3f\nrx5rnWNRQbxcFw67Qrz/aSl9AeMctnZha3/d8DSfrRt5nRPD44Dzc3jjbRg/kOJobWV4elVKumN8\nAMGVGJo4OKZ/Id6zbWD0EKJduZCh191vvMF12nvmnv1jZxDvCQ9fhd5whSLKZrxaxZDft74nrZ17\nOmkgtMzmAvJdMZ6BmWM8B99d+XTVAehSWDrdc1/sHSa1ZZK3t7Uvir8h79+G61QU21CfgXkFTCXl\nVl6JZx4drMcg5z7y6JHxkMUSWHqQzaGtpT6gjLCfohFsfVlSTa6X+osLRYvPOhnRUNWi0lE2HsgR\n4BjUtataHt8/lvRQ4iOE5RnMnkjn+L+cvM2iXBv+1dcdAYFHx54wcO5wOB4fKVCWD88dxmiMFZG6\nrtO0JqBtA/rO0QUBTdfQqWY147jrOpmpMczT2KCYflERwWcNBCcnJ38C+GXgy8BT4K+cnp7+/Y3/\n/zzwG8DPn56evvdJj3MLBD8Ba1MQa6DCae9RbzbFhJEM6Yt1hNHJenbB5mjL4cfgt7Ibc1W31GUJ\nqiSLO6aVpXNecbTvmcwVVxPLKBbP6e6+5XjX0LWKyVRTFNKDoJxb9SK0fb96LLGWF+eO6QKODmD/\nQNJDZbkBBki0sCzFw7yawbJeA0Gai6FpKtg6hKMTGB/5xtxMDFWvJZ3UOUl5VAUcRvcoCyjPoZ+J\nEc3vAk4UJsKxGFllxHiWT6E7E7AKvCKq/q7QLsNd8YCdn3VjCgGXphAv3YXrZq5+Cc1UwKK3EiUE\nIEXYY0/1/BD6M1AzGfBinLBwrJWoRW8BC69wcSTeeDORegmxAJnalmu0/FAMvx6xGv5iA2H4LJ4L\npVOnQvU8NgsSzxCaPIHqwoPmjqi+RgFk2zD+klBMXevBADH81RRmr6VhrPafX+2AXBrI5iVE5VqW\nKR6zGtU89HMvSl/fCLblO86aLq1u3AfWek8r3SCYLh3ulUUHimVriaKOD8+lxybPE0oVsrff0nph\nxr73UuoeBKyPCFaS1p/VD/b7rM8yNXRycnIM/F3gl05PT3/15OTkTwL/28nJyR84PT197+TkJESG\n2kff94V+iHULBD8h62PVEbVeGV4TbKO29tB9T+hy4qa5PtayXxv21e2uw3QdRTsmDFv293rauqNt\nLFdTTdMEmNYwnQvV9MInwNvW0HeWqlZ0naHt1WrC1HB2rbVo4O6B4e6BpBviCHZ3oM4gvljXBKpS\njMl7z+SH0tVefwjZZ3wIh4eS026WkO6J9163UFSQ34Pt+zKKuLyE6QKaD2D/AdzvXtDtCQWzPIf+\nqQCGkp4jdt/w6aJU5C2Wl5IeibclGlAtWO3lnb0SqpmLRo9pJLJpphAei+GtJ/L+HfK6elc86G4B\nYbhNkEDwSDp2TemLrpWkg8I3pMGrvvD02TG4DJbvC+vIRFBdihxEuAP5jpy3S+UY4YFEO2Yqxxvk\nI+aXYC6lFjI6hK3i/+Loa1I8nlzI+fbIZxR5Kmu0J5FOM5dmvjCVQnhbwfn7cP5cPrPKiXBqiRT+\nG9ZKyz0C7O2ZAPlovAaCwejG7XPuH8KTC9jJ/UhmXy9YlvD0zEeH/rEPz8DhmFYKsEyWmr2xYZwo\nyk7T9z1PLyJG44CtnZ5u4/s+fP/NDTC4Ntfgc16fcUTwGPiV09PTXwU4PT39BycnJ+8Afwh4D/hP\ngX8C/OFPe6BbIPgJWjcHaSjAbQBDkB1C3xP6eQTGGGJjcM0VxB0my9azBDZAoes6nIsJlEyCQkmB\nblYqukYKy0PfwVZqmCws0wUoZylKEZxTzq3+gtQA7h1Y3n4LRjlcXrGa6jgv5Qd/eCyPnZ1JdPDC\ni5IN2m33j8Vw5Sns7wpAlFP5MV1OhPHSt3D4QLJbVeNHGaeSrthJITAzGTBmofA6cxly3LYU4bVh\nQpptoY8AK5p0YQ/pgXQ5U0P1HMp3vLeqwUWIZ34oxdveF1StEzno0SFkx9C8huIJaH1fOoO1HK+r\nfR0jFrDB01Nb3+UbZhIJ1BXMvyXF79p77zqHkTBjKUtIDwUciCUiKn2xN/AjEKpSPofdNyBvvs32\nA2FY6Qy2D+Wazy4EHI+/Iq9njUQMk9+D8X3I7kC5gMWVyIUMNNHNbUj97fmUTncmn/eshKyEzFNK\nDUJZHdff5A9/HfafQ9H6Fo2zdTQx8dHiECHMC7y2lnjwO6nh0aFGB4bnk57KhKso+JrTM0TGm3Lq\nm7O3PSh83uuzBILT09N/Bvyz4f7JyclbwM8Dv31ycvL7gX8LAYG//GmPdQsEP4FrBQiw6jgGCLTG\nBQGhtdgwJIoiXHNFpM4JgwqT7KJ7i+odfZ9JH4GXrV42W1xWLWWhKPoap/rVNCjjRK10KzXcPTAo\n55gvLMtS0du1PIViLceTZpbHD+HOHfE0pyW0LSxq6RsoSvEQNwvGDtkvRLzDgVMeJFJINtV6IFhZ\ni/F3/nbfQdVL3SBOYfpCaKht/AYvPxBKqduWCEJfiIdrGuHkd4WkgXbuQPaG5NxnZz51tIc0d8WS\nJuoWooCqR57Fk4jn3Ldi1MMtMYB954vE25L3b1+BjXZor8BOhB7qphB8zaeAzuS4XQWL98Due8DK\ngF2YPxGAsQhAxCnMLyQCsvg+gwps5T37A7leeixF9PpMPOz5FHq9z/wCrnx37+6+sLB0LMY5O5T3\n2M8F4La+LOqkKhaF2PFDaDKJTgbl7XajkxikEJ2kcLUUQHIICDx6KH8vrmBagLYVe9twt4KzqRSB\nHxyIEOG8FlCYlOvv+qCH5eSHsJZmH9I8w6wOXww2N2pkH7sZQ2gMgfn8S7mfF9ScnJzcBX4V+NvA\nd4F/Cvy7p6en9cnJyad+/Vsg+AleQ7poc0yfdut5AmEYYsMQFYZEcUzmWqLwijgpMVlO16Y0TUOU\nJIRxzKLKqWyPCkTFzW0Cgd+sc4wTSxbD1sjx4syJrjzX87qdg3klU6gup/DOM3/OCAgowJ75Hggf\nBWymDGYlcCYFwySFrIHLGUwvxPAYgEBSFVUjRn0+gZ17kG3BdAqvn8E8/wYvn8Hjr0G+Befvwtlz\nSDJJVyyvZIDKeF+asMJABrGXflpXfkdSRJH3zp3xXnzkU0VaagPOiPEffulGybk1Mylk9w6sSlHW\ne//ae73G37ZQvBTj2jkIS6lZ9DUsJ5KDH0Bg5+uw9QjKCwG2wncCm9SD0Y4U3aNSQKHzRduqhO98\nC97c/lf55v/9Kywu5fqPDiDZgu27IpfRt7C8ECBRqchDBKmwhwxyTdSupLfmNQQ1zM8k59/5zzhM\nYXsXDmuJCACODmFvb/0hX1xCkf4C734I51NhE/XA8SEc7q8L6gN5YACDYe1komr7wZlCa1h2EMcb\nU/wGELgBBN1QMxjqBl1HP8zx/pzX5wE1Jycnv4CAwP8J/CXgrwH/+PT09J+enJxsll4+8boFgs9j\ntT6RHO99Ji+3mrLkb68GdGiNTvbp8y9hdI1yJWF4Ke31UUQUa6I4Jowigigi8EPCCYI1EAwbMCkV\nxsBWCntD85VvKPq5R3L/nafyg52U8LtP4NmF5/57YzConG77fHBxAwQcwiAKYEUZLGrxnl9dSE5b\nI8XGM397a0v+VqWATud8g1opWja1k6JwmEkuvrbSyWwSMfh9Cq0W6YuukLQOlQDBdgl5K3RIlyBu\n+pZ0I9dT3y27xTDDhuZcCqrtTIqq5YWwhOwVpPFj9AwSP39ABciYyi0xqszk+b2DxMnrl5O1ZINF\nxOuGbmEW6/SMKYFaQDPxw+erK7leZSnXZgBrq8fS/OWVQF89k+uc51I0X5xLQTxOpHgcagGBV6dy\nLsmBRDubHcKb6SHtP7OkXTeG4R97/lLSSkUln3Mb3ePDZ5Blcp49wjY6v5LPe+nPcTj34Xu+6xlF\nKPjg3DEtFUG4LvwO4yyHaKAbZny37Wpr2pakaQi9HLv6AoDgs44ITk5O/ijw94C/cXp6+sv+sX8D\nuHdycvLnNnb9jZOTkz9/enr6K5/kOD8TQHBycvIN4L8Fvgr8JvBnT09Pv3tjnwz4r4B/HXnf/wfw\nl05PT2ef6cm0E1h6Ftf4rU8NBpItHe7cAAQPCi7eA1Phopg2fkjVLjGBQwfz6zMMhm0YOuMBwMI1\nMJguFfNCUkGLUkDgj/1zcgqDx9MjTUKTcn2ew7aTw11fH3h1JmCwCQKPH8sH8OGTda648J7lYGgm\nPu+sgVHp5RCAZ68gn0m+e17IsV9dQPauGMiX78pxD/cgjqUDVtXyHhfeu7aV8N4DK3LK0tgk9Eo3\nEsNvapg/Fy84fSApmLaVTui+F21+M6h5lpCNoNdbdFe+2zaWbt7kgaetXnjqpefup0i0MnnmQTSH\n/EAK420LxXtw8b4Y+tAb5eVShvfoFBYzuLgQABjUQOMc9h7DqP4mB4/h9RNJ6VxeSKE3zwVQQuT2\n4UPIjiQl1C5EE+rqAtylgMGsks94AIVhC4GXF1LzKb0ToADO1t/br70Nu3swrn6Tt3y6aDSC0yfw\n8mxdHxhA4CYYbOcwTmHZyP2d3BEElqJ3qxSR3YgGOj/bu2kamrqmrmuSqiIeHKCNTvzPc7U/eJcf\nep2cnDwE/j7wl09PT//74fHT09Ov3djPAn/w/9f00ZOTkxT434H/GPgV4K8glKs/eGPXvwq8Afwc\n8p37H4H/Evh3vqhz/dRrg/XgVg+5a1unxnQ4rFtco899ZANGSU/kLJcNq8eG8Hzif9zDD9QBSQSp\n9LKtdGQ2vbidnJX2m8+I0CNGJ8AXPXPY970Er7yBWta+uOu3saeSDvTTwbPVCpozea2mki+vA64K\n0E8hzwQcNJBficfb18Khb5Zi1AMkv91V4qVWRvLqXQ/thfwv3BaDXS3lOMpCrL0Y27bc7gKRXLa+\nQJo8hHH56yyPoZjIuSYHQme1RtI/lx8K5TU4kNRSp6Axcqzdx7D/SOS66wW8el9ST/tv+8I1QAyj\nI0nLnPv8/95j+XzqJ+v6Cv7v0MgXIMa6KlfN1RjgMPXsnaUAsR8JDUjQGHpaaDiGvbH0ByiEBOAQ\ngz6kAQenYZzD8YEU/48OIOwvrzkJGnlOz3XnYXPbzeV4IDUIB3zpyKEDx/OppTIbtGkfBTRNg+pn\n0GjKMiVOEiIvPDdEAj9t9FHENu0Cf+vk5ORvbTz+F09PT//Oxv1P/dZ+6oEA+OPA7PT09H8GODk5\n+evAf3RycvL109PTb23slwB/bYgATk5O/jbwNz/zs4n3JBIYbn/K5W7eHoz+wJPeCI8386ODImm3\nybH2hbPeWvK442Crp216msYyaWGciazlbOkjDl+0+/ZTMZr39qFqfePUxnkNIHDfRwHPz+DJmTyW\n57A/Fu/u7EK8/tdXYmDm3jjlSxhnYrTiXBqUAELfRFaW4sxpxJhr1pMlQRg24wOZgBXl8OoJfPDh\nUHgUQ914EDg6Fi9eG9h9JN2w8xnMz6F6ITROizRdVU7qCWEtTV9VLZ9B6KevtU5SZ9oJ3z9t36W9\nJ/WL5iUkS2lWIxbDr/Zk/7qEzIqHPL4H04mnd3YiFDf3MtT3vy75feuga8UPiLekS3jh8/X5vsxo\nmBfw4il0T6BIfx9Pn8hxNLBz6NNtnpEUIAwjlQkzqm3BaEgO5UfSIrUDhQCoYx0NbIrJbQK+QkDg\nzrGwwMrK93yEB3zwTPabb0QPNzf8d2h4TRAHYV6udxicneF732+kg0IzZ8yS1Db0VUwRRTKmdUgH\n/RR2Fp+env5VxIH9Qft9ahHTnwUg+Dng94Y7p6en9uTk5F3/+Lc2Hv8PbzzvXwO++UkP+n05ydHu\nsNPqoU8zHWl1rI386DUA8IZ/CI1rHxqvNv9423W0HhScMVhnhaniHOPc8cgX+pwTwzLMSVDA6XNH\nNVQKAaPWc5DB54qVz1H7fba2pN4wTkWATCl47wl856mE/r0S2eKDQzjah3wkWjW9giyFvQyyWjqW\nJQ+uVqODDWLQ4/Y54wNJt+hI2EeNEwBRCBCNx8Jgwggnv67FeLsYSH3XbSV1hK4CnkpqaFFIM1nx\ngaRHap+GCXNJuSgF2YFEDUUJllgKvkdi+C+/C91vyUAXo2H0ZehG0hxWFjLCONwSo/v6CVydy3Vr\nSwFEFcnmfGqr7YTV1PoidpBJJ3AcCxCOK3nfTfyAhX//B4fw8G2R9n7+rry/IfrqnG9K014yOvWM\nItbXpQUWS6nnDFTP1qeAhmgArhd8Ac4nUvz/Y+ERRSkG3SDfgyEtdDOdeN9TUt/zjoQBZpWkMd9/\n7dCBFIyjaP3db7uOpmmoGk1dK6IoojEFvVqsBtOsmtQ+8S/wh1+3EhM/vjVC+l02V4mU/T52nZyc\n/AfAnwb+yI9yoJvG/4dtUFmxfzbuf5Ll4CMg0G2ExnVdU5UlVVlSliVlUVD6+1VVUdf1qhV/XjrK\npaJtYFoqtmLf2YkSwbEbpzirFB+er5vbtnK5PS8FEKYVcCb9D8tKsZs7nJIc76J0lA3UjVqBxXgL\ntrdgsXAr+YZeicGZleItb40Vo8yxn0FeK16fCxgMOf2DQ8u4/iZ3H8HluRSSB+M15GrHOWS7kMbi\nSdcNzJaeiQMcHgC1z5tvC31y6WsJy8I3bRUyvtEigOQK0Rq6/1WRzehrOVYbP2I+h3RH+PtFIU1x\nbuH581qMr8vF+y8XAhgukMeXF+vr3QOTMxGWW8zlb1HI4/HId/SO1jWW0S4cIWmuQfFzYF+FMWQ7\ncPdNP9sBePouvP8u7EzXr72ofJewB4EO0Xua1WvGkMUzvlineoavSp4LKDkkypgvoYkerIgEQ8Rg\nENmRyY1f7eZXbuaBY/DjZ6WWMaXh9Si4bVuauuZyFhEGCVtNQJi3bNv5tWhjiKY/73UrOvfjWwUf\nNfo5ok5wbXmq1d8Efgn4kzcLyt9rbRrx4fbNv5uhp9hTX9i90TH7G+WbAAAgAElEQVS8CQo/KiCs\nUkIb3OnOg0BV1yvjv1wuV1uxXFIWBVVZUleViHO1LV3fU9SOvpXXnZYKa2WK06z2jJfhuP7vrJZb\ngZnz+K6E3E9eO2alSALPap/L1wq0Y1Y6ikpTlEqKfUguejd3InfsHPNasXwGLy4tZalY1jKcfFrD\nuIZx7tgZK5RWGC2pHI1o7vQ+6g8T34Q2k3RWCzQoDg8dxw/gzgOIEimGLl8Kv711Ep1cXUp//nYO\ndx/Czq7IPAz7WMQ7j723WpyJ1x1lsPNAaJzFRFJJbfyQ5+/A8VteLgPYuSvX7/y7UpiuSi8WNxLw\nGvoktK+jNKVw/XPfrT2bCgW1qKSQOzR0BblciwYofONZU1+vETikoPzeu3BwIN/LR29BFMPVFD54\nB177PoWFj0ICpMeiRSKfdLxmLvVcN3Qa8fC1v34//7aI5U0n8p6Kci0xAQIEeSopn7HvIxkig0W5\njgLmNwBi04gPjtAoaolDRduG1H4S2bnWVH3DVj9f/142Uqk/jVpDX9RSX8gcz89xnZyc/CvAL5+e\nnv6ivx8AF8AfPT09/Z2N/ULgfwJ+AfhTp6enT37Qa//Wb/2W+0IGXv8QaxNMPg6YNm9/P5DavB2Y\nOTh37cf6w6w0qNHF+4B4fDefH5g5Sff82v9vXsXAyI9187mBmROYhX98a/W/YV/gI687Mu8TVk/p\nwyMsGqvHtPEDEelr3iEvv0lkzrHBFlX8FmX6ddr4wbVzUf4YafMOo+qb9MEes60/ce34cfccbQu6\n8B5t/IC0PmVv+Q/RdkEZv00XP6LL38CYhFH1mwC04R1GtXwFF/k3aOMHq2uf1qfk9bexOqOO30R5\nE2v0NlH/kqR9gtU5dfwmgZVrUidvr87JbVyXzWsGQHaIaa/zV+L2OWH/mnH1m4RmxjL/QxTZH7j2\nHjevbR9s+/f9EuOv6c21+RyHJmvfIzQTqugRZfb7McE2SVDT+3NJ/DU0emv1fuuP+f78oLU6rlLX\nv18brLpNR2z4+3vf+hb/9p/5M5/rD/rXlPqRDOo33M3Y+8ezfhYign8MHJycnPxZ4H8B/hPgg00Q\n8Ou/AL6GAMQPRRlVSvH1r399PSRmQ8BqpWEyDJO/UYzaHKGn/CD51TDtG/LS3w9shmP9zu/8Dl/9\n6ldXEUBZlhRFwWI+Zz6bMZ1OmU0mTKdTppMJs+mUxXzOYrGgWCwoy5K6LGnqmjSoyXTNVtpjreXJ\nGStvaV5unB+wPZL/zUu18q7+7j/6R/y5P/3nAZgVG4wQpQiU4vGh4+Gho240Ly4DSh8RbGdO6IYF\nbGd2NT95nIpRuHvoeHxHGuienWnefRasrllRKrZH8ODAoIGzc0W1dPxn/+Dv8d/9hV8iTxzKWaoK\nzl7L5/TGY6GqRrHIXLzzrnjIg8RF5LcYyVF/5Svw9i/4folf/xs8fcd/BohMw86heOnlUrz2x1+W\nfV+8C8UV/Il/+Gv8k3/pG+wf+6hlKc8DqQEMVM84gze+Dm/+okQ2v/vrYFpfXzFw702RcCgWcP5S\nOoct8N47It29WbhNcjjwxfWzM6lj/Hu/9mv8nT/+DYlKSikMP3wMh3ekD8EBr17+Cu9/VzzxHoky\n9o/l9lMvAfH4sRTgX13B7z1Zp4TAF6E91z8AXp/BWw/h5E1YLODb70hE8J//6n/D//AX/iIvL6RW\nYxHp6nws1+KDszXD6apcM582h9dsj6ReNauECr23pXnrjshTv5gl1DaToTRZRp5l5KMR4/GY8XjM\n9vY22zs7q+3zXj+tEcFPPRCcnp5WJycnfwrpI/ivkT6CfxPg5OTkt4G/DvyvwL+P/AaebbRkP7vJ\nyb25BhDYBIBBu8QMolYbYDCswfgPYyW11gS+K5iNxpaPFZv7PudinVt3VHpG0Ko+UFWURUFRFBQ3\nUkORW2KpUUHHva2KLJL3sKwlrN8bKxSKp5eaZROilBjvxwdipJ9cqNX7B1h2Mc5adLBWSd0biXHY\nHyuCEBYLTd1H7O063r7fc2fXcjGBV5ea7UyRJ4Y8hlGqfB5Z4bS/FmHIaDvg/oFDacX7LyLKSnM2\nFwCpOtCxRDOvJxF5YtjOFU45dg97lqXw3FvkY1kUXkUTMVyD4N1gTEfHUhB2odBO4z3J5Vfe+LkS\ntG/oGqWShnn3XaF4zi/E2AZmzrQEvRRDOfcsqSSXFE7j1qkV7aUrDJIymvuBLnuHwkpCiyQEWuYV\n1D5nH+by/Dxfp2o200EGOY8DD0aTM3ndo7uwtSNF6rYVcLn7GKonUvcoSig9JXXqz3lzstimmNxQ\nGF6U8MKzw0a5MIXmi7VjMM4h7s853BfZkVdDAbgUXaKBQvrIA1B/JmCwuXZyeONYagUfnFtmtWKy\ndLwHBKGjaA1R1DBM2Ruci0EmdpO2qr+A6P4WCH6M6/T09DeAf/5jHv/FjbvpJ339FW3thqDVSvJ2\nYxKS6qbiTSf7KymIIBDpXBcEBAx5dP3JawRDM83GSMrGA8EABkO9oCpLQrfkMFvQhx0XMznneeeY\nFopFpVEKDndAKU2cRMRIA06SQZQKWfBgT7HtI4jALgijaKX1rhA5gC8dO7YzxTh1NH1I6xLiLCTO\nHHHaEkY9QRIQxBDEhiDUqMCgAkVlNK8vNR+cg9KKsgnZGimOjwxKw1WV0BFSA9pZglRmIaAURRdT\n1Iai7jnY6Xj8KMA4ywdPHS8upLA89kNTmrO15MUAAtob6vMpBB/CKBPGS4UAh0MAoTpbq2yCNGpp\nBfmhvH7cPSc9ECE7jURLtZNms3wkt1ufE5/PpeN3cgGXvgu4RwacNQ0EpRTsg0Ty7RaJLsZIMXe8\nJ/buxSuJEkpPsz0+hKh7uU5B5fgZ0/J6s4nvYPbsnTiXiGh4fpLLNi2heQLpxVp6+lrEu/H37iHc\n2YerK/jgqYjonV34zuLwiMnV+vUHuunQS3B4CMe7ImXxvX4Nzsm5O9YR8mSp0doQhmoFAtwEAS+U\nOIDAFyExcVss/hldH0vX9C3tqyEYfY+xFtVOiNpn0lSVfwmV7BN6cbjQWly0lg3/REXjjeLXZmdl\nNwCCZ1A0dU3tWUIRBSGln0/QM1lYruaAg4UPtYMg4OVME4QhjYtJMwGvXmkuays/QGWJkwbjJ4xH\nSSKKpd4Li2JHGDnCCMJYYYOIJMtwQUSvNc9mhmklnvqihtZ0WCsgmkUdRaVYVtIBrYMAHQTEDqa1\nQWtNlMbsHYRUlegtKeOlRgEdx7iuo2hgTxtG2z3OOfYOob+SVESHZ7Ow7l7OfDokBC6Xkt44u5Ce\nhumlpFlWlx6570rIN1gzx0dSAF1NG83g/lfk9vmFGPhN2eYOYSBNJ9KLMFBSB0nniwuJANJcGEk6\nEZ2lspZmt8FDj+J1NLDwHv2dQ/jq25C372GMGORjn5p69QxeeqmJ4XgGAbXEi9aFSLOYQVRFJ+V6\nxOTqe7uxDYyhPBVWFoi+0NAIWJZQJW/zgU+LDWZ4iCp2cnjogcBMP9pXAAJCH5wJEExLUEpSsENk\navpeIgFAufXMjO2kJ+h7yqUi0JrQb5/3uo0IfkbXzWhg4C53npffeQaO6XtUVxB3JUopDCXapERR\nJHLRsfxSVl/2YSLZjTTR9z0XrntFg3z0ptx0u6G3kqiS/VFBXbecTwzThZVhH855D0mJeF0UUZuI\nSEekWUy0oUtk1ToldNXU9MZgg23iNMUawzjuUMCyDni1FLaODTVhEJDlGTpJCbycxdxYXGhIR3IN\njesxtqcsJc0UJFJHGSKoVoU8n2u2R3B4YNFKcT6NqSotM207MbHbuxGmdZjWMt7SoDS9scSJiM/N\nzmQe7sCOGYzYIKvsECOzk0sdoPVdtkF+/foXHgBa//foUOQe5rXvQo4eoFMvm43MVeiA2ogkxpBm\nWpQQLGWy2dF98cDf9/WIZCxNe4sKlD//Hokudnyz29mlnLtFurPn/j3d9Nh39+H4nmgjTf3x9z37\n6aVPA+0cflQL6ibnftP7vwkCIGmriR89WpRrITmFkAHKDRAYztMhKclRup6Gpm4ca1izIRpRN8gR\nGynZ3cwShpaqFWXc47whSTqmraZaakIlgPB5r1sg+Bldm0a3N2bVtbtq0vJj8mRYtiKwO964a6K+\nIE4Sks20UZJAfnRt3sDAcrhZK3Cb4e76wWu0uJtKjKvBHH2P63tMIF73rHBMC65FIUM0EEURSZIQ\nD9sgVOfb852vS/RdiqEDpaQwFzbc25bs8ctpRNXFTJoIFSniOMbGGaMwJNBaDIG1WB9JGd/PMMxO\nGDw87UFgEM4zYYwJIBl1BCiyPoFA47oO27YEZs7dOwrTKiYTjdMBVhmSVLOjLXM/Q3m64dkOhmxS\ngjtbF433DmF7H6ZXUjzdHktjG/ixjGdrcb3Hj0RCoa5FVXNyIUZvk2KZ7wgPX+FTIRsRRlHCaAfu\nPJb0z7NnYqgHue5FBeNG6gXLet11bYDuEi6ma2AbtHrOfCH8X4zfYv8A7h1LpLKcrLuM1ffYQN5b\n59NfW/m6Z+CmINzOhgRIwFoBdfD6t/N1RKCQfd54JO/r3afyOqMcdsfy3OeX8OzyetcxXAeD4buP\nbxAbfh9OKbZzx6N9S6AdL6bQt5a+DQiUoq1rbFd+YRHBbWroZ3Rd4+57z7vdELaqq4rGD802PlWi\ntSMLXmDjmD4/whqD7qYk6hzbxNKVmx8xzCVG61W++yPHZ8M7+5iGtptc6RU4OMei0hQLTV1rZqVl\nO5Pc6bySQnYQBERhSBzHK9ZFmmUkabpSLR2AYLN5DSAfjUi0Jk7lvJI0hSjxAJBAHDOOY+IoItTS\nG+CslRkJTUPXtgRNQ9c0HkTFl9JBQBBFRHFMHMdESYKLY5bGiEeXRKRBj21bTBiCUgRxjHOOqlec\nTQ3jLc32yFK3mmXj6HH0Son3yBoIYD0fYS+XlJW7Ej2gm3IKQ1qnQyKBN78iQPD0Gbz/ZN3ANq8k\nxdR1MJlJZ6++8VoKMeqH92B7T/obVgN9ztYjH8e1TFV74VU6g5GPAjz3fxgAsypAI1651WOO70hn\n98unkhZqvFd95Qu2dSmF55uAMM7hjYcCBmdX8M6T67z++4eyVbUUf8tS3m+AAMH2htTIme9A/vIj\n+CPfgCiC/NfhW++sNY+a2stV+4isBS7L71cvcNfSqg5w1uGsbzTsFdNS8SEQJ5betWR5uTre571u\nI4Kf0fVxNYKhrb32xdm6rmmbht4DwZY6JwynuHiH1lqcOya0PbFuxfPvOuj7j4ylXHlCP2TN4Hvt\nNfyot1JD6QvCO5nl4b4DB08vFWGgiCNF4yLiOCZNU7I8J8vzFRiEUYQOghUQrMS9ECDo2oirJgbn\n6IOYLJXIIt3Y4jgmDAK0T6/1bUsXxzRVxTg1dI1hugwwG0AQRRFRkhCnqUQqcSxWRGvSyEqkE4b0\n3sMr+5TpQlN0DaHqeX5uOZvA1bzn2TlMK4XBXYsIbqY+ZiWMl9K8FQdiwIsCnm90mwzRQI80hVn/\nd2i4CsycdCTyHPMpfPBMBrRoJGLYNLjb+35wj5J5C0PxdPDAk3w9ML5FcvXlk3UUMPJF6/FYDPFm\nPQMkHdREUhyeelaTQ44TeZZPt7H/4Ml/+aF0/1YtKzmPwYBu5fDgEI735X0N/6t8ZKBZN4019fp5\no0xE6LIMHt2FJ157qFhKVDaAwPGxB2DPHrpZL1itwSHy0cGsUHzw2hEqy7KxREHPdKGI656j3YrE\nWZpKqM2f97qNCH5W140UzKa2z6asQ+M928gtCYLn6HBBZwyNukOvK7QeoZJjMpUSuxy67vqX3LnV\nnIFhfeRru/lFvtGPoDeKrDoI2M4s26OeKrV0raJrA7SSoYC7I8XRNoQRXJQaG8QkaUqWZYzynP3d\niDSN6YPtjwBBXcvosNHWloBfn+KsJU8C4igSAEhTsjQlTVMSDwTKOWzf0zUNTRhyOC4Z645F4UAH\nzIvA540dWyOLURoTpCTpWkky0Bo1pJe0Jotaku4521ua2TKE0LCsIurLjqYPuJo5Omsx2FWnrfPX\ndStfGzGDeLnHh5KzHnl9pKupdN7CusjqEAnm5F2RtLiarqMH/N+qkW7fwcsfGEpDakYjDJvXrwTf\n3vm99czeoQA8yENEnlJ6Wa7TW86/Xpxez7kP4GaCLWZT0WIKNewfCrCBFKPTsU+XLddDbYYu4XEu\n9NKnL+D9Z2vFUlh78FdXEnnU5RoMBiDZHfviuV0Dwctn8O53JEI5P5P9Mt+xPN8Akc3tZoroWtf+\n8P+NCHlWKP9+hdxgleLuvuWNw47OGS4LRV3cdhZ/r3ULBD9gDcXZoWC8om3e0ECv61rSQ65iESr6\nKKe1W1ilyXXl5wKMIEpxTXNtHKVzDoJgXVAbms028qHc+N/QoLZJTw3DkMizlIgiQuUfC2DWwYsp\nMBSKAynoRlGECyU1lGUZ+zshj/YNSWooVESnxmJ4+l6mnfmi93hriyaK6PuePKgJgoCOkYBAlsmW\nJCRJssrNmq5DtxPILbmzZMri0ITziDCCPOn50lHF0Y5l2QWcNdu4MFkDQRBInaHr5H1oX4APAwgc\nee7YygyXM8280tfnLbA2ljs5PPA8+1eeLXN8CPfv+vkCVmQrslykGYLAN2GdiTfukPTMolpz8Adu\nfWv947Wkf3a8JMbF2VpO+/9r782DJMv2+r7POefuudTayyyv5zHAu0gsYSIsY8kOZBwSCoQE2CgQ\nyAIRIIcjhCWMbDZZIYNl4Dn0ALHIW1iWMTKCcOCHTKAIS7KFIGw5RAjjx0PMHd4yb17PTE93V3Ut\nud31+I9zzs2bWVXT3dNV1dNT9xuRUZlZN/P+8ubN872/7ftzV+a3b5sZCtP5MsTjqnnmM5D3Tfnq\ndLEMTbkrTkdKsEoCYHIVb95eLsRxDBvb5v7UznAQGHsm1kNQmIX9wb5579u3lwu9xuoE7YCu4bXX\nl/kB5zW4v0kEO1tmbsLY9lbkM/gXv2GOp/N8XHOZI5KZ7UkoWCb0T8tjnLqU26ohwJSOAqOw4rkt\nwe5QsD8VlLlHEPREcBZ6IngY1rqKz5R+LgqKsmRRKwo1xK98qEdEzJdX7Gu9A+sxfk9rtG0+O63m\n2VUbuUEzjgQ838f3fQLfhHmCMGQ+G3J/kTOfSRa6IAhy5pU0TWBCcOdIEgYBlYwYJjZHEEUkcUgc\n10RxjFBDKtv+X9U1eZ4ThCFCCEbjsdmXnrAbFwglOCxD8DeILRl0PQKaxoROqhKdl+TzgOlig8Mc\nCi1RfolUGqk8pKqQWqJqD+15KM8zE9akbL8P6Xks8pjcf4F7xzFaTvnQSznDIOe1NzWLUrM4XCUB\nt4i6hXMQmRDJYmYW2/sHNhSzgO0NI1A3mcNoaLaPkuUCfOP6sqmqxsTr4/xVnn/eJJk1pqLHbe9K\nNt2i2WASpa6JzKlzepjwUIXJDezPlvo7Dcbeoa1mmixW50Voa4eqj5jZUNHOddi7A0f75vHh3tKW\nxWyZFE+GxkO4f998pm64Z5DAF34IXn7JTHn7f+edGRH2MzkPa/8+7GzA1hh2No38hcJUWi1mS4/n\nvl303X4UhiRyluqyzntyXlwXbvaFIw0wHsJGopHSkPlkKriD5O2Dmv3jkp2NiyeCPjR01dAhiJYk\nbOXOtAnwGkWg85WwTVdWAmibwwKb5EXrlYSW7OQNgJVQkHJzix0JBCa8E8UxcRRRxDFHxYhSCqJo\nihSCqixp6hohBJ4Hnu8zigWDAShLII23wUwGCH+IinaIrAdQ17W5MrePR+OxedxIktB0TPsiBM9H\nhJYMooggCFBSousaWVb4RcSiaZhMYx7MSw7LAuXNqJuGeRWyN9XkWjCpNmi8gMgzlVVuqhq2UqTB\nPF+rMZMyYBAesTWqSIKGMORUT8DhaGYWvVFkrtjnMzND4e27yxAHLBcaF5Mf2Zj84WT5vl05BDDi\ndkG07My9bT0Od3UNSwK5ex+GG3b8ZGIW4wpT07+YLaudnLcwSODlW0ay+96+ef1itpw45mPmLYTl\nG2ztwLUbcPM5U/l0+zVDBrPOYjxIYLxj9l9hZjFMFmYbD3MF3+0m7i78jiRcOKnr+Xz6k6b3obCq\nrKNkdYBN3Gla677XaSEiV7HU/R1sJPBBm5D+jPXS0JqNAdy6LpBC88a9hs+8LfGkZpY3eF5BmV/8\n9XrvEbxf4UI0p8TkV2YHdxZ5rc081aqqkGV5whtYKf3skElXr8iVlq6Ehzr7dsPrXemnC8kskoTc\nhalcwxdG26cq4XDiMYpqPrDTsDEoCUOFCCpmQptKnTCEYBMRjkiSBD8IEFIaIihLfN8377exYfIi\nZUIhxsRezvW4JvArFr6HCscm0ev7SCFo6ppyocjrmrmYMKOgFEco7whhSTIJSgZhhRReO5O2ahqU\nbZyTtmvUDdcpbYK5ahqOSsln93ykrvjkWzUHs2aFBNavBSczE74ZRmYhu9fRIJIYD8FdjU5sOGg4\nXD52z7kE8qFtnnrl02ZM5tHhcvDOesWKW1g1ZgD8iKUKaDdP0L0NktUqIUcmCuOdeICozaIum6nR\n9Dk0ct8NxvMoC7gZG0mL6QyeuwXDbfMZ7u0ZI92CPLbJW9dz8MqrpgN6NjfHypHAy7dMOEhi8gcu\nMV5a8vSaI65fNwQxmZnP8MIt2L1pPLD/79Xl5Lh1MlCdzwonG9u6fzcSY7O2vyGt4XCiUVKjZI0A\nqvLir9d7IngfQ8CKbpCy4QrfDYn3fUrbOKahLYVsmoaqLNvZwrBGAh2tovV5BS5HsN5w1m248pwn\nYEs/Y9fT0CEBtGYUlGwGiqqoef2+BO3h+yWeJ1CeQngenjSfw5VthmFIaKt2pFI0WlOWpfEIhGA8\nHrf70npM6OUMoiN8P8APRshwZMo/Pc80FlWV/TFu0XgKzz9oJ0hJd8WPkRkWLvSmDZEKKU08Wcq2\nBLUoS5SYoeojirpmPpccH/ssFjV7ByWaYrn4CyNP7ZLtEhPHP5xqxjFsjkwXriOByUzw1j0jTzCZ\nCxAmRPTWPbPITOeCgZ3HoK3dLRTMClMbfzAXeJ1L2aGV4l7MzJMb25prN0ypqRa27JRlb4C73dg1\nt8nChIveur/MTWzaq/Y4MgtnGIFX3ScewCc+AW+/YWQwhgPYvmmu+ovChIBCm2wuF2a4To1ZrBcz\nQxwuNOPOwL29ZT5klJiRlLvbsDGycxMwpFrOlp6KV93j1i0jpjez5LCxCZsbZgbFyHoG67kGRwLd\nZjd3KI9mptt4w3puGwl84S3j4b21D3f2NJO58QyElZqotebg6OILSPvQ0PsUbvF1V/9ep/a+tAum\na+LC1jhXUi5b4JsGYTtguzpBK0RgF6luLsHd1mcZuOedNxBYEnDjKJ32kfMEpBA0i4pEFhRKESeK\no5ng/rzioPQIo4jBcIiXDEgsuTjPIAxDwjjG8zwTBrH5EICNzc22kc70TkjwdyEICMNtkz+wcX2v\nPqKSJboJKfO8bVZLwoomrJjNzFIzzT3ePggQSpFrgR+YcttGa0ZiBlIyL3zqqsJrjhmHh4TlGwRq\nwVFdczyX5HNhwyiauoKDiak0astzrf7MZqIRAma5WazHA83mUKAwSeHpTNqczPJcmM3Nov/yrYbr\nO3D/QPDGXTieCSsLfWwG3WAGzrRT3DAksHtd4GGujiWwtQPjsUkWa2FIp4RWVydJNHFs+hZ2t6He\nN6GmyWwp0dBgwlrTgZnzm8SgmhkbO2bhfv22YDSAZKjxI4hHoEqI5raGf9/sf2STt9OZWZzDxJR3\nun3duG4+xx1r+83rJsfSNDbcE4EvzJAeRwSDBKLFJ/jcDy1nXccDQJuKqb1DU1r63C68fn9JApvJ\nsmejxORJ1r0CgRmBujM08hZfeMtIg4D5PNAwnUtzYWG/h8u4Wi8fvsljI03Trwe+M8uyL7ePP4gR\n2fxDwB7wV92o3neLnggeAnFGOCYIAqooMgtvY0rWHGlIuyi7Rd71F3Q9gTYcZF8nlWrj/kopVF2j\npTSdx10isI1gbUews8OSgLYeBiyTyxMhmOSSRT2nVg1RXFFoTY1CEOEzILIJWa/T1etbovN8HyFE\nWz7rksVVWbafzZFTYF/nuyomPSEs9ql0SeONKew+BkHJKJkS1TPmU83CLrLHuW0S86r2ajtUC0Yy\nJwoqKBPuLSJ8nVPoEtlM8b2cqtHEYYVHQ+Bpbm5CXZnjdjhVrSaSk8PeGppu58lEM5+bEZg7Y3sV\nrEAq07EKMJ0tK7yu7zT8/s+XbI4ACW/tSYQy/6/ViLsHykhu5AKtRNv1q5UGaRc0d2EqKxYFVDVs\nbcFg3zRDaa0ZJJrr12z+IDIL8lsdOYlhYjqHpTCNW2/dFyzmMJtq8uAW9w8Ek4WgkoJamGlxKDMQ\naJFDXggWOSzssKE4Novs7i4897zxHN68Y4b3RAlsbZrkdjcks1jAm28YjyIObe/CGVIRfgAbWyYP\n0gC3P2vyEi99wHRW+5+AVz677CcIbN7icGG6v/dny5nGB52eCVfqq4XxmAA+/wXzGX/39YaJnaDn\nROguGudJNnaQ1rcDPwX8Rue5vw98FPgq4A8A/2eapv9XlmWvvdt99UTwELSLr5RtOMava8KO4mh3\nu27OoOwszlXHG2jDQJ3Eryv99GyIyeUPZEdioiWaDiHVYbgkI/e+7iqoc5tOJDRTkmZOWZYmeSul\nWbTtwu/Zxdu9dzdUJKVE1kc0njnVR+PxknwsEXSJUlli8+oSjwChNV4Q4Pk1nudRKYVUtjpKgRDm\nfRO/RAOzallaq+KCSE0ZqJrcy9lrRjyYanQAopmyM8qZzzWxqqjKhgeHmBCaB9ID5ZmKknGi+cCu\nZhAZr2CxECwqwbw0nsA0b8zzpWRzQ/Pcrjmed+6LlgzG4xolG45nsHckmZcK5du4vhrzqTuBCR+V\nAmk1Bs1juPOgwcMswgr41GuS0UbFaKDZ3RV8Ti35vdfhYK6dmrIAACAASURBVCoQonHF8ub1uQln\nuffT0I4TbWwivRFwvJBG6O22Is8lvoLjHO7uNwRxQ1EK5jPNdGZyBclIEEaa4VijtZGq/uDL5pTb\nOzAx/d1dUxI6m8HdxISVXDexq2A6OjQd2bmdwjawz+fB89x5y+QNpATPM30Ws7mZ8jYemr+3XoDD\nubmiHkTLXgrXU7CVwIs2Z/Hpu4YMXrM9CTtDk9M5nJrtf98H4MaWSepnMxtu5HLCNufsdXwY+IPA\njwJ/2D73B4GxHWwP8M/TNP0DmGFc7xo9ETwEK4tv09D4/rLKh1MIwMa91xPH7tZdsLtaP0FZUlYV\ngZO1dknkNVuklCZW7nknPQtWPZhukrobUsrz3MTshTBEEIZmkQ4C4xV0PAJXjhowJdD30RLmdcRo\nNFohINHxVLzuMWhCGqWoxRyhJZ53iPI8KjVmUe9wVCqKZoFUNcOoZjtZoLXm7SNDBnFQEiqTizis\nBMdzKMqCohKUqsFrpmwNCvYjha4VUmlmlWJyqNBNw6KCIDALQeDX+H5DVUPka6QUFJVHEMBG3LC9\naYgg8I2H4PnmuAa+pAwkg7hhcyzIq4bbdxS373orKqAIwbwKTTI4sBVIcWMaseaSeW3j5oElorrh\nwYFEeTVRbKpppJIIBdOFoLrfEMUNgwErFw9gpCzeuKtRQjCbSzaHcOO6CXM5z2pjhNHbmUvuHcG8\n0mxv1QwTTTLWNNJ4KWFcEye2eduuCJPJUknUnMjGvuu7S/G8OIEXXzTezNEDEx4qF7aTeMeMrVTN\njJkV/NvYNKGpoIAXXjSL94ND8HLT+Pbyi7TaULfvm67jEuMNOWLpVg8dzpYS2QLzdyuBF3cgCcxA\nm2GsT2gYXSTOmWx+PMuy77VDtxwRfCnwO2ma/hTwDcBd4PuzLPvdJ9lRTwTvAFUftYuo1hpVH+Hr\n2kwNZ3XRFWsLL6zKU9BZ3BECZYfKuOEyTs66JYFOSamDIx2tFEprfKYIUUIYL0nALfzOG+i+tnPV\nXlUVGky+w4rN+UHQagy13oHrTaAkECEA81owGAxbW50HIqXEa46RsgF/EzCJ81LsUOk5XjVpScbz\nPGo5ohKV8RJ8H1lbxdO6BruguZ6NvWnAJPeZFR7HC0nd1EwKReFdZ38acm/qU9vy2EWj0boB3RDG\nupUnroD9acONzYpbN2uioCGOFJ95KyCMG4KwZmdccfMa5IWZtbx/4FFhZjN87gcXfM6LDUfTkAqf\nKPZWBrcAbG0bIpjMJaO44YVtM1Ftb1+RzyWe1qaKSGu8sOZopuCgxvdq8logfYFSDbUQTBdmKlc8\nq6k1HM+7PbZwNJdsDjBEISVxoo3nWh+ze1PxnFUWfeNNj3wumZYacdQwGFdsjmu0hPv34HgqaKjZ\nvdYgJBxP4O17pqrqeGbCQ0dTk3AGs/h70ly537hhtZQac3W/tWnyBteum/LRWibcuWMa2TZ3YIPV\nyqc334a8hmhw8mr6eGbIZiOxcth3T59p7CanCYyn8C9vG5KZLpb9IwKMd33BOE+PIMuyO6c8vQX8\nMeC7gBeAfxv4xTRNv/RRZ7Cfhp4IHoK2ias6RCxeN+Jw4QcgHK4SQecvdBLDneSwripCMUNpSdP4\nK1POulf33RDPii1CGIE6gPoImX8WWdfgv4CIkjap7TXHeBoQy/m2wNKz8X08PTHkphRhKFC25n8l\nVOT7baey519DNJGR2D6qSZJkNRwFqOYYf3EPiaBSEY0atxpCdVUt33Pd2whDyrJkMR+yvxA0VcWi\n8VAKZpXHvYkCKZkWvpUjbhBSMq9C5uGH+Mzhhp3+VaGpiRIjrofWjMIKoTWzhWpLNpEF49GMzUHN\nvPCZlTHzhaKiIIgKbmwXSASv3wmZlSFaKXY2Cj70uQVbY8WsDGjUkHioVko8vfqIl140oaG3Hpgy\nWz8pUUCQG60kRwKqaSi15nBWgZczHpV4njaVXL5G1jWyrhF2ilzdNAg0jRCMElcIAM/dEIxim3BW\nHnEiCOo73Lol2N3UZk6AJ/j0ZyJzHLRm/6gw+YlKMythcty0i3MYQ1U1zHOjZRRPzYJ8NDPewEsv\nGt0gKYwm02BgupH3H5jy1CQy3dIAeQmL4HN47XWThI72TBLa6SU5Ib6DmZHBcI93d41URY0p2a2B\n+q7xENYX2pVya/sZXre5FMmyxLbbUHiRuISEdA68mWXZT9vH/zBN01/HkENPBBeBWo1NHB8TxtFK\ngRB4noeQ/kpIqNssdlZ5aCRmjNUBUinmMkaIwTKOf5oBrmSlU7riCAel0ErhCUETBEBo4uL1EZHa\nI/QXkGyBHq2EsZSUDMOKkajxxQIlBY0nWHjgx2b2q79GCG7hVuq62ffRm0RRtEpagKwKlDargAwC\nahUgqwqahtq9j610CiOjIxRFEWVZGq9JCIpcUemKMGra0FhBCFrgB8u5ye3xVWMqOSIeGMJ106nQ\nmmFQcnO8MKqchyHz3EMCc625fTgjbwpyAoajABX6iKBEBHOiyOgwRMMByTxBhh47u1O2txZ4SjFv\nNpHhmEFoFymtqW0JbDw0khyDOmSWexxVhgh04BEH4GltRpY2DaJp2BjOefFGxda44O09xWv3ArzC\nyokLQV3X7bkximqSuGFjaPZ1PIWdTc2NbcH+saQsFfPKVGCJIMALK8Yb8AHhMS0UDx74oDX784B5\nVaDrmmnZoL2KewdwOBdEYU2tBckAGnRLchqzuM4WkBTge6bSCGlI6O6eCSW5RPbcJo5/v/+cGU2Z\nGMmNo9mSBFyHc5wsF/z9yfJKHs6QlDgFeu2+K0k9qyntonAJZPMqpvWkiydex3sieAjaTuDQiLXI\npsHzNkx9cicZaze2srgdb6AT21V1gS8CpJCU0kfa8ItyYnH2it71EAj7uhO2ADLaMSd/0+B7G0gb\n85dVSB2GIAQDP6ESclmeahPeelEzYIGPBCHRXoL0B/gd5dET3oG11XU7B2F4ogEOlpeD0tswV7RC\noJsGr6qWZam2A9oN9XElftLz8IOAqqoI5JxGa6al6WTWjmRZleZACIbjsamUsg1n2FDQICgZDWam\n2UnGBIXfLg6VN+awKsmljzf02bCfIRcz9vIFkVchggh/MGa8VZIkHpWo8b2CZDRmtL19svFLjZnL\nm6b+feAzGtiSSK0ZDawn4IigrolUzq3rOS/dbIgCgfAlH5wJXnsjYO9QUgmTVK615vntmus7oLWp\nRJrltn9BCrSULEqPvaOAog4pvecodMS8bphXmkr5qGSAVwZgPdNFFVDrEoKCRgjjESjNcQ6HE0k0\nq2m0SeA2aAa2YufV100vwzCGlz9gSjdfe3PZJTxMrETGbXNe1GqMn8Dzt2DLqpZ+8vXl7IWapaSE\nm2e8Z6/892dmGtxp4aB3wmmlpg28X2YW/yNgnqbp92CSyF+JSSB/+5O8aU8Ej4C2fDPcXsbtuwt1\n5wRz5ZvdxLDzKMrSp2gChBBEvk8QVnhusXWaOp2qI7cPcZotgI522sWv3WZw3YR8igK/DEjkdMUj\n8JRiEQTUZURpdYe8IMAPt0mSpNUIckJv69VE0npFvu+fCF0hBPjXlmToFu+6xvd9qg4RlLYHoa5r\nQjkn9n0Og4AizxmqfTaCklnlszcLbThIMKsMybRJdLv/ja2t9ntxw8ulPe6lVyCAcORjZ8IT+wW7\nyQQIOJwNicqgPc4NO1T+hGR0gD/wCYYhSSAIPYEMK6LBlJdehCYMeTAftiGV2h7fYGSIwGd5Feoa\npFxISNqcUSRmiKCmpIRaEcUNn/+SJolrPnFb8dm3obLVTs/dqNkda+7sC966bxqmhJTcP5LkjeLe\nkc/BxHh0tRpRyoS9hc9+rqjqkAkx490C6prpRFOXJTrPqW1uIVAVUSipKs2Chqo25FAJ089w3fYR\nvHUX3twzpbVamEa8e/eN8mecaLavm/AQmJkFqj6iECbpqwLwIqNv5LNUfl3MBfk9430czEVLEFoY\nInL329Ns7Tex7jWsXpy4CivRno8XiQvyCNrm+CzLZmmafgXwt4DvB+4A35Rl2WefZAc9ETwEbghG\n96pfdppUWhJYC1nUnTJRaa/Eq7KkaWICMWND7eEHOXWwabT3be29GxEpOmTg9iHW/ra2sOb2Dq6j\n/YJosVjpWhau1j8MKYvYxJ3toh4EgVEMTRIjFudCRB0iUNYjAFBKnSoP7Bboxh4frTVNpzchCMPl\nrOemwdMTlJ9TRBVBOKAoBdseDBQclSEyjohVDsB+GbOoI3u4l+S2ubOzJAFMqaigI/usNYPO41gt\nGIUmhk88pqij1VkBQcDW0OzTnw+QYoAACrlJpfbx44DR9ja62FghAoCta9faRKh7v7ZrtmmW85br\nGl2WFDLksFT41TGRmrKxmVMLzaSUHC0k1SFI1bAoFHcPNW/uw5v7ovXwbj9Q+MceeRMTRSEqiqi9\nDR6UW4TCNPX5ocdmJNhOamgEd/cUx8cBjVIMEs1GkqOEwpcVk7kkmsLuVkPTwO+9DrWW1La9uJJG\nQvr6dduj8QAqabyUSmoqoSmF+R5K6yHvzwRqT5Nsgopg+xoEC8jvwsHMvHYxN93jtbAd1WK1Y3sj\nMfMkHsxOuTjqnIebtvfjaNa5OLO/FS6BCC7CI8iy7GeAn+k8fhX4o+e5j54IHgHtRKS1WL5UtjNI\nqRUicNVC7rWuRLQsS3TT4COI5dxUzsQxfhy3VTttqKgTJjp1UE3XFkcaFm34ZE2+wg19CfLcklLT\n5jx83yeyMfvI2hM4T8WGrpy3Yj7yGe36nZANmKvgxvNQXa/ANuJprSn0AE8NjQCeN6YsSwJRoPWA\nxtskCiNG3j4IQVNtkTfxiV3u7O4uey1YEsEKGaz9FXKOAJImZgAri0soR+AbopPBc+3zeRNz6O2D\nD563zSar2kBCCLauX1/RNuqSkdRW8sCSQFOWiMozHcg64LgOKRY5R4uKWjT4YY0XCOaLhrceaKpa\n8uC4QUgjvIdSHOcevg4IIx8ZBKjIEGXlbzIaSp7fKvE8yaIMCT1TxeXnHr5uaJQy9gQliIZG1DSF\nJhrWbO+YsGa8D2/eFyQzc617lEvGiSayCetaCWplFu2DhabaWxY6aExoKBgK/IFGexAG4BdQ5sJ4\nClY+ZEUy3JLAKNHt8y9es17gPdES7YHt6HbH+gM7DR/YhclC8Po9wZElDQln/47OGb3W0Psc7UnU\nWeTALK4aW5nQiV07L6LtuC0KM/i9aRCMEWID4XmE8a6RiXBege/j2UX3tJN35fEZtnhag++v9CE4\nb8CJ1FUuNg+tiqmr4omsvERLTJ2QldNMOvWHpXWrECqtrIO2r2uVUoNgpRsbcdOMnMxzwjBEVRXU\nI8qmQTEgASRbJuchhgzMzleOx861a+a+tWGdBM56LMCU4AIVg+V7ABozyWXAYC3JaGIkPqvy1oop\nqjlm2xJBax9LIhBamxFodU3j5jYvhshSoBrNYh5yWFU8WJSUTPGjHD+UVFozz6EoS4RXL0NySoHn\nIXxDAjIM8WJDlMFgQDT0CIYFvueR55vMdENDSTjOwZ9THyrmM8m9HFQjCZSkrEsmdcXdiUDrhuNa\nMtrU3LhpRu9MKnOOac8ksbWvaHzBIDbhycPpah5H1Ufs3pDEkeBg0TA9ELxx38hyHC4EWooVNVkn\ntLgxgBd29dKj8IxHsDkWbA7M85+5LzlwjX6J5oM3G25uNrx9IHjzQOH5S+9Bin5C2TuhJ4LHxSkV\nPtLq5GvPOyEdoaQ03oDVJFqGizaWdfo2ZLLuEaxXI51YeM+yxRKC3+1BsDpJnu8vRemsR+DIyrMa\nSu28YOcRdEhArtmyIqtNx2V3iXTXZNcRyvPXOqELeR2CkoG1q9FDtNaE7v3FNkIIBi5v0smTCGB7\nd/eEpMH6gu+IoPs/X0+I9JGRSxAxtRh23uPaiffsfk73twGUnhDoI8LiNtd2Y0r7Pu2+OrkL6hpd\n1zRFQZXnFIsF9bzBKyoi+YBNMSMMSuqNms2hJgwU9w88ygMTQ2+sd9qAUW31PHPzfVQYth5BMBjQ\nRANmShD6AdIfmMKC5pgt7lEsBI0KKYVgNtHMcw9VeBR5zoNZzVFZ0NQ101pwY6vkuuFa7h4rpnPJ\nwualRCAZ+ZrndhuSoOHOnuStPWNjEtWo+pjaUxyVmgf70jaA2YVfme9TC2Hajt33KyXS10i/QQvB\n/FgxO1oGyr2gYRA2TErJvDY6WEHQUDQNe9OGO8fmeT9khQhOm/Fx3ug9gisItyBJeyIrWEmgtiJ1\nvm+8gbW8gZOK6Mo6dEMxj+POXrgtnWqm7v7WbXDJcd1ZtFea7jqEULuqKlsx5Pn+0lNg6XWIDhGt\nVGrZ29b29go5uL9nkYJ7TjUBYWUEagJvm1qOVt5j/X4X3coU2QT4lRnhubG9RSVHS2/NeSiWCHRd\nm5nLRWHGds7nLIKAYqKomgTR7LHtz/B0wzBu8PyGODb9CvcOBY1VYLVfXEsCMgiQQYBnK8aCJCEc\nDhFJgghDYhu+lBWEegaeIsgVQVUacTchmM8lhVygksJUFYkaFTcsCNhfFAAsRMBCSO7OTHXWHMkw\nrhmMS3bHNQQwaTzqpuHmlpGhfrDwOJzBwcQ2WKrl+YE9X7vCjkJKZlpyZ2qOYY5akq8Q5E3FdlRx\nY0dSCo/DuaQEY9MMjhayVU9tv/9L8gh6IniKSNP0yzBqfJ8P/BbwretddmmaSuDHgD+L+f3+eJZl\nP/Ju99ld9NqrGDDuuv2/dOJwiz0a2VBH4+Xia//vwibK80xIyN66Mw4eRgaPY4vXUT5dt0XVRyip\nkOHuu7Zlxa7u387rxRopNDakJKRcJlnF6hzmFS+pQwiV1mxsbZ26eK8v/Cf/biLrDQTg2Uls3W3W\n73fR9Qo0m4h6g1nTMBhunqhicSErmgZd2x4BSwReECA9Dy0lhU6MzdURVAUqWBCEDX6k2dgsqYVg\n71gx9AtqrTnOPaTvtzcVBChbvuvHsSGDgRkf6ltvtS4j8iJgUc/QSU3YTKiEoJaSxvPA9xFWXtyd\nJ6XW3D4yoaFSKcLhUmUzGGoKrdlf5KiwJJcCGZmSYQJzlT+pAo5K0H5n/oa7UHDfa2fetrvwKO13\nHQ/tt2DPvVrVNLIkiSEZ+NTWA3ZhmeHSIVueB5fkEfShoaeENE0jjBLfdwM/D/wV4H/BaHJ08Rcx\nsq0fAjaBf5ym6e9mWfZLT2RA50q0PdE6V7FNc4xo7phKIjsBzGyy3MbpB61rFYnq0CwitofhiW1R\n6mz10/oIr7yD0AKhI6S3s2qLlGcuimdhpSnILQCs5lKatTyGsH+dyJ/qeCldYnJhqgdHR4xGo1PD\nZGeRwOr90wngnZ478dkAzZjjgwMG42U3d/ta5w1Yj6CpKipLBMr3EUq1Squ5uEazmFNrKOUMggI/\nKtndnjMcaJLDmshX1LrhjQeKaWVIYDwUDIYCFZhSWC+KWjKI4tiU+2I6vPNFgFRzEjFBK2VUbj0P\nYZPNZVFQr820cBcag6hzPDtlvEdNQzUrqOua0jeCi/fmC3L/BaY6QYQ1wnZKazrnf2fm9ubIhChn\nVXjCE+16owDH2kikyMhjIzq7hNR9h5dFBL1H8PTwFcCh0+NO0/SHgO9K0/SLsyz77c52fwb4SJZl\n+8B+mqY/DXwz8K6J4ERpKazE9c1kLuO666ZBBoGZZWhevLJd6xa7x+UBTD+9dJ/Pwxa3GLnwiwsd\nCYEofVTlmdd7HtLzlraI1Suyh2Gly7Oz4Ddam4Ez9lbamc9VR8XUufBOfrtVNO2U13a9gwdHR8SD\n9YTuyQX8YY8f9X9nfVYNcHBAnCSnd8Naj6BpGkMEdiaDsH0ZGtpjlGtNXobU/n1EOIWgJFKmcSwo\nKnxPIOoaFQYoGbAxFDy/XZEkBXNlrkk9KyYYRBFBHBMEpn+lrmtDPm7f9ubCSkGeGyJwMuquUc95\nnKwSnPt+Iy+nqWuOZoLYq1BFQVGG1GqMF8foqoKqQjs5aOeF2pDg1khy65rG8zzuzxIWTbxstLS/\nj3Wy18DWYPV7WP9eoBM27T2CM/F+IIIvAF5xD7Isa9I0/aR9vksEaXc7TKv2E3XjwckF2MXHhTA/\nXKmumasurZHB1uri6/6ecltJij5GnuAdben8cIFVW/xrJiwgBCLcXrWlY8Mjh4bWrvpdb0VV11RV\nRVGWFEWxnKhmF5zuMJ7Ghra6VUeerarqeithGJ6eszjrOD3aJ3jHbU9b7IUQBDZZe/IFetlxXlXm\nalcZDaUuCbgQx0InVE1Enh+T+yVVHTJtZhzXJdN6SlFV5FriBRLlS6QC4XlIZeY5ODXZlgzCECXN\nwCQvCEw4yRK+9H2zXRxT2NJiJ4DYNlDqU/pV7PcbygXbsZm78fZBwMEU8qLAy3MQgjBJEGVpblao\nUMjVSrJ4oIiTBj8IGPkbhAxWu+5P8Qre6ftYeWx/a6L3CM7E+4EIBsB6A/oMWC84X99uBiTnYcDK\nAtxJEGr7PPHuihxD93WwGkNvnw+3l88FW8CjNQ4+1BY42xZv93Rb1ux9FLgQkFNSrW1svHIEkOfk\n9uaqmMCUstY2GepGZLpQQptPcWRgf9i+DYecejwe2eLHf+1pZOBCMCe27XhjjQt5yNXxpa4aqFtP\n7zFgqI84EgJRT4hHM2Zzj6opCGLj2S20z/3cZ+AP8RITIG/lxDtk4NkLEt8KACr7fy8IjOyH9Qba\nqrIuEXSOh2vcczYHTBn6xtuYyZg60Ph5jpqbXo1oOETkOaIokM7zs6E/V7JMEDFBEcoIbzgmcUq4\na1Vr7vx82HdxWp4m9ot3+jrPBT0RPD1MObnoJ8Bk7bl1cjhtmxVorfnYxz72xAY+OT77HrLl8Y9L\nV5gODCmFSUKYJKeTEqz82KvFHpMFHNqE7krJqta8+uqrj/sRLgRaa155DFtWjovvIzc3GW5uMgRu\ndOLv0MmzdJ5zz7dHQywFEr/iK79ymTN6CIGvfz+s7eNRIOsjwAo1dmxWSvGf/8RPvKN43Pr3fZa9\n7zZH5V77z3/1Vx7zHR4ffWjo6eEVOiGeNE0V8HlAdsp2Kctw0Xqo6ASEEHzJl3zJuzLq1B/XQ/BO\nP9iPfexjz4QtKzIbdsZxURQsFgtmsxmz6ZTZZGLuz2Ys5nOKwiQZhRBtL0MUxyRJwjiqGfgPiOIY\nb2ObcHRzmS9Qit995RW+6Iu+yNj82J/yfPHbH/84X2xtWUebJHdaVM5DKgrKoqBYLMgXCxazGfPp\nlOl0yvT4mMnxMcdHRxweHXF8dMTRZMJ0OmU2n1PYkJpQiiAMSYZDxuMx3/jn/hz/7Nd/nc3NTTY2\nNxmNRiRJgm8nzWmt2++mLApym7juzsXQTYPXHKO1pmSwkiNoP5Mt/23q2nh6ZUme58ztdzudTvnT\n3/7t/PSHP8x8PifPc8rOjGvPdbMnCUmSkAyHDAaDVZkTm0tR3WqxM47/aWd5txR5tPvSu/tiHwO9\nR/D08KvAjp3i83PA9wGvZVn2O2vb/TzwvWma/howBL4D+MsXZdRltLM/Kp6WLW14yM1ksPmBsqra\n/ECe50siAGobWlFKUfo+VcCKVEb7Y+/Eix87f3GBOC0O7SpuBKCtpII0/zBjwWCph2P/atdgZbuz\na2FE0xopTfOVUijbrS6EWOpVBUattZ0j0Rk7GgSBkQYRprzTJepDKwDoQkJNXSOrQ+K6QANzGVGd\n6LCmzXnULu9jCT+IIiNb7hs9p+F4jPI8bm6W+NTcn0bMa7NNFEUkgwHJYMBgOGQ4HJIMBsRxbHIb\nnX6Wd0MEyy/m7NedJy5ieP1l4JkngizL5mmafjWmj+AnMX0EfwogTdOPAz+UZdnfs/97zv5fAT/2\nxKW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"text": [ "" ] } ], "prompt_number": 12 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Helper functions" ] }, { "cell_type": "code", "collapsed": false, "input": [ "def _alex_plot_style(g):\n", " \"\"\"Set plot style and colorbar for an ALEX joint plot.\n", " \"\"\"\n", " g.set_axis_labels(xlabel=\"E\", ylabel=\"S\")\n", " g.ax_marg_x.grid(True)\n", " g.ax_marg_y.grid(True)\n", " plt.setp(g.ax_marg_y.get_xticklabels(), visible=True)\n", " plt.setp(g.ax_marg_x.get_yticklabels(), visible=True)\n", " g.ax_marg_x.locator_params(axis='y', tight=True, nbins=3)\n", " g.ax_marg_y.locator_params(axis='x', tight=True, nbins=3)\n", " pos = g.ax_joint.get_position().get_points()\n", " X, Y = pos[:, 0], pos[:, 1]\n", " cax = plt.axes([1., Y[0], (X[1] - X[0])*0.045, Y[1]-Y[0]])\n", " plt.colorbar(cax=cax)\n", " \n", "def _hist_bursts(arr, dx, **kwargs):\n", " \"\"\"Wrapper function for calling hist_burst_data() from seaborn plot_marginals().\n", " \"\"\"\n", " vertical = kwargs.get('vertical', False)\n", " data_name = 'S' if vertical else 'E'\n", " hist_burst_data(dx, data_name=data_name, **kwargs)\n", "\n", "def _alex_hexbin_vmax(patches, vmax_fret=True, Smax=0.8):\n", " \"\"\"Return max count E-S hexbin plot in `patches`.\n", " \n", " When `vmax_fret` is True, returns the max count for S < Smax.\n", " Otherwise returns the max count in all the histogram.\n", " \"\"\"\n", " counts = patches.get_array()\n", " if vmax_fret:\n", " offset = patches.get_offsets()\n", " xoffset, yoffset = offset[:, 0], offset[:, 1]\n", " mask = yoffset < Smax\n", " vmax = counts[mask].max()\n", " else:\n", " vmax = counts.max()\n", " return vmax\n", "\n", "def _calc_vmin(vmax, vmax_threshold, vmin_default):\n", " if vmax <= vmax_threshold:\n", " vmin = vmin_default - 0.5*vmax\n", " elif vmax_threshold < vmax < 2*vmax_threshold:\n", " vmin = vmin_default - 0.5*vmax*((2*vmax_threshold - vmax)/(1.*vmax_threshold))\n", " else:\n", " vmin = vmin_default\n", " return vmin\n", "\n", "def alex_jointplot(d, i=0, gridsize=50, cmap='YlGnBu_crop', zero_transparent=True, vmax_fret=True,\n", " vmax_threshold=10, vmin_default=0, vmin=None, cmap_compensate=False,\n", " joint_kws = {},\n", " marginal_kws = dict(show_kde=True, bandwidth=0.03, binwidth=0.03)):\n", " \"\"\"Plot an ALEX join plot: E-S 2-D histograms and marginal plots.\n", " \"\"\"\n", " g = sns.JointGrid(x=d.E[i], y=d.S[i], ratio=3, space=0.2, xlim=(-0.2, 1.2), ylim=(-0.2, 1.2))\n", " joint_kws.update(gridsize=gridsize, cmap=cmap, extent=(-0.2, 1.2, -0.2, 1.2))\n", " jplot = g.plot_joint(plt.hexbin, mincnt=zero_transparent, **joint_kws)\n", "\n", " poly = jplot.ax_joint.get_children()[2]\n", " vmax = _alex_hexbin_vmax(poly, vmax_fret=vmax_fret)\n", " if vmin is None:\n", " if cmap_compensate:\n", " #vmin = _calc_vmin(vmax, vmax_threshold, vmin_default)\n", " vmin = -vmax/3\n", " else:\n", " vmin = vmin_default\n", " poly.set_clim(vmin, vmax)\n", "\n", " g.plot_marginals(_hist_bursts, dx=d, **marginal_kws)\n", " g.annotate(lambda x, y: x.size, stat='# Bursts', template='{stat}: {val}')\n", " _alex_plot_style(g)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 13 }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Tweak colomaps\n", "\n", "As an example let's create a cutom colormap and plot a plain 2D ALEX histogram:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "sns.palplot(sns.color_palette('nipy_spectral', 64))" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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"text": [ "" ] } ], "prompt_number": 14 }, { "cell_type": "code", "collapsed": false, "input": [ "c = sns.color_palette('nipy_spectral', 64)[2:43]\n", "sns.palplot(c)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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"text": [ "" ] } ], "prompt_number": 15 }, { "cell_type": "code", "collapsed": false, "input": [ "cmap = mpl.colors.LinearSegmentedColormap.from_list('alex', c)\n", "cmap.set_under(alpha=0)\n", "mpl.cm.register_cmap(name='alex_lv', cmap=cmap)\n", "cmap" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 16, "text": [ "" ] } ], "prompt_number": 16 }, { "cell_type": "code", "collapsed": false, "input": [ "squarehist, _, _ = np.histogram2d(ds.E_, ds.S_, range=((-0.2, 1.2), (-0.2, 1.2)), bins=np.arange(-0.2, 1.2, 0.018))\n", "im = plt.imshow(squarehist[:,::-1].T, extent=(-0.2, 1.2, -0.2, 1.2), vmin=1, cmap='alex_lv', zorder=10)\n", "gca().set_axisbelow(True)\n", "plt.colorbar()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 17, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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q/IrPwYXDIrO94KvhGbmtBoPBSb/f/8vArwH/HXmQ/M+TV/xoAL/e7/d//dxL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sqdgar57p1EPCOq0s+1yr1eRL4CjarEUtmnVhMr3lPEvo6MgIyImoNNnPhhpfplwGhUoSiSgsV0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\nBWeW9oxldjodrg+/RvlWmdatNr03hkRTUYr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"text": [ "" ] } ], "prompt_number": 17 }, { "cell_type": "code", "collapsed": false, "input": [ "sns.palplot(sns.color_palette('YlGnBu', 64))" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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"text": [ "" ] } ], "prompt_number": 18 }, { "cell_type": "code", "collapsed": false, "input": [ "c = sns.color_palette('YlGnBu', 64)[16:]\n", "sns.palplot(c)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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"text": [ "" ] } ], "prompt_number": 19 }, { "cell_type": "code", "collapsed": false, "input": [ "cmap = mpl.colors.LinearSegmentedColormap.from_list('YlGnBu_crop', c)\n", "cmap.set_under(alpha=0)\n", "mpl.cm.register_cmap(name='YlGnBu_crop', cmap=cmap)\n", "cmap" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 20, "text": [ "" ] } ], "prompt_number": 20 }, { "cell_type": "markdown", "metadata": {}, "source": [ "# ALEX Joint Plot" ] }, { "cell_type": "code", "collapsed": false, "input": [ "# Fit E and S to a model and compute KDE\n", "bext.bursts_fitter(ds, 'E', binwidth=0.03, bandwidth=0.03, model=mfit.factory_three_gaussians())\n", "bext.bursts_fitter(ds, 'S', binwidth=0.03, bandwidth=0.03, model=mfit.factory_two_gaussians())" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 21, "text": [ "" ] } ], "prompt_number": 21 }, { "cell_type": "code", "collapsed": false, "input": [ "sns.set_style('whitegrid')" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 22 }, { "cell_type": "code", "collapsed": false, "input": [ "alex_jointplot(ds)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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zxUp0fDJjJz6NTqfHrIcbRyWKbdmEJhPKSdQK2Ksds+Pf07RWPp8Pj8eDz+fD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"text": [ "" ] } ], "prompt_number": 23 }, { "cell_type": "code", "collapsed": false, "input": [ "alex_jointplot(ds, cmap = 'GnBu',\n", " cmap_compensate = True,\n", " gridsize = 50,\n", " zero_transparent = True,\n", " vmax_fret = True, \n", " joint_kws = dict(edgecolor='grey'))" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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zoNMbCYvqwJjJz6BWa9BpYNLIOLF1ntAq/DnBGgHzccfMePakbZDL5cLhcOBy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voUTthh7ekNYrNhtLhGe73LofjhsX1lT8yc4OLKRdQpubcHOm+SnTx+lz9BLw9927d9G5Zl8cgj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FPuHvEKa2q6gFCbffSXSXmKTICqmbKRRdxz/Xh821S75aK6JUFRpeN5bB9lyx0pDwbhYR7Ba0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\nJpFdyWCxW+l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"text": [ "" ] } ], "prompt_number": 24 }, { "cell_type": "code", "collapsed": false, "input": [ "sns.set_style('darkgrid')" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 25 }, { "cell_type": "code", "collapsed": false, "input": [ "alex_jointplot(ds)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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RaZsD35qm1dI0DY/Hg6ZpaJq39P96+b8dThdZ+U68Xi8ejxuvx4PH46HE6aKg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VAAAg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"text": [ "" ] } ], "prompt_number": 26 }, { "cell_type": "code", "collapsed": false, "input": [ "alex_jointplot(ds, \n", " #cmap = 'GnBu',\n", " #cmap_compensate = True,\n", " gridsize = 50,\n", " zero_transparent = True,\n", " vmax_fret = True, \n", " joint_kws = dict(edgecolor='grey'))" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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vXq+n9P9K+b+LHU6y7A48Hg9utwuP243b7abE4SS/yIFRq6B4Sx/zuHG53BSW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\nrbVM02JotYLYr+BuKQ9d18WcyWPVDZSTqZbhglWs410tYfUFkYb6Wm2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NopHmPkWjqhM/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ayFJMlihYwaIKY0+leKA2KR5aBvtdiKJeg/1iQ9LxOaD1M7W6fkhYgKEF/forw4j9Fpc9rvkDis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\n+eRffBy7w7Fle92mmzR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"text": [ "" ] } ], "prompt_number": 27 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Interactive plot" ] }, { "cell_type": "code", "collapsed": false, "input": [ "sns.set_style('darkgrid')" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 28 }, { "cell_type": "code", "collapsed": false, "input": [ "sns.set_style('whitegrid')" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 29 }, { "cell_type": "code", "collapsed": false, "input": [ "@interact(cmap_compensate = False,\n", " overlay = widgets.RadioButtonsWidget(values=['fit model', 'KDE']),\n", " binwidth = widgets.FloatTextWidget(value=0.03, min=0.01, max=1),\n", " bandwidth = widgets.FloatTextWidget(value=0.03, min=0.01, max=1),\n", " gridsize = (10, 100),\n", " min_size=(10, 500, 5),\n", " cmap=widgets.DropdownWidget(value='YlGnBu_crop', \n", " values=['YlGnBu_crop', 'YlOrRd', 'Blues', 'PuBuGn', \n", " 'PuBu', 'GnBu', 'YlGnBu', 'afmhot', 'alex_lv',\n", " 'copper', 'summer', 'winter', 'cubehelix']),\n", " zero_transparent = True,\n", " reverse_cmap = False,\n", " vmax_fret = True,\n", " )\n", "def plot_(min_size=50, cmap_compensate=False, overlay='KDE', binwidth=0.03, bandwidth=0.03, gridsize=50, cmap='YlGnBu_crop', \n", " reverse_cmap=False, vmax_fret=True, zero_transparent=True):\n", " dx = Sel(d, select_bursts.size, add_naa=True, th1=min_size)\n", " bext.bursts_fitter(dx, 'E', binwidth=binwidth, bandwidth=bandwidth, \n", " model=mfit.factory_three_gaussians())\n", " bext.bursts_fitter(dx, 'S', binwidth=binwidth, bandwidth=bandwidth, \n", " model=mfit.factory_two_gaussians()) \n", " \n", " if reverse_cmap: cmap += '_r'\n", "\n", " if binwidth < 0.01: binwidth = 0.01\n", " if bandwidth < 0.01: bandwidth = 0.01\n", " if overlay == 'fit model':\n", " marginal_kws = dict(binwidth=binwidth, show_model=True)\n", " else:\n", " marginal_kws = dict(binwidth=binwidth, show_kde=True, bandwidth=bandwidth)\n", " alex_jointplot(dx, cmap=cmap, gridsize=gridsize, zero_transparent=zero_transparent, vmax_fret=vmax_fret, \n", " cmap_compensate=cmap_compensate, marginal_kws=marginal_kws, joint_kws=dict())#edgecolor='grey'))\n", " \n", " fig = gcf()\n", " plt.close()\n", " display(fig)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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G0BH4kty5dIUKcmLPGrTZN2jUoiMt2nS953szrWmKS0m8xpI5r5KSGHNP57of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MjBjBQ4tD/igYerOK5kYDTHwUnNmBaIvEa5gvUZRUoZHOkSGdPYU1RYPI5VNQN+Cm3rSGEZTbto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