{ "metadata": { "name": "", "signature": "sha256:8fcefe3c44e43b9e6a1fe72e24ec8296ce944dc5e91e8f902d4163bef42d2bec" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "[``anhima.tree``](http://anhima.readthedocs.org/en/latest/tree.html) - Trees" ] }, { "cell_type": "code", "collapsed": false, "input": [ "import numpy as np\n", "np.random.seed(1)\n", "import scipy.stats\n", "import random\n", "random.seed(1)\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", "import sys\n", "import itertools\n", "import anhima\n", "# dev imports\n", "# sys.path.insert(0, '../src')\n", "# %reload_ext autoreload\n", "# %autoreload 1\n", "# %aimport anhima.tree\n", "# %aimport anhima.sim\n", "# %aimport anhima.gt\n", "# %aimport anhima.dist" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 1 }, { "cell_type": "code", "collapsed": false, "input": [ "# simulate genotypes with no relatedness\n", "n_variants = 1000\n", "n_samples = 100\n", "samples = [''.join(s) for s in itertools.product('ABCDEFGHIJ', repeat=2)]\n", "ploidy = 2\n", "af_dist = scipy.stats.beta(a=.4, b=.6)\n", "p_missing = 0\n", "genotypes = anhima.sim.simulate_biallelic_genotypes(n_variants, n_samples, af_dist, p_missing, ploidy)\n", "gn = anhima.gt.as_n_alt(genotypes)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 2 }, { "cell_type": "code", "collapsed": false, "input": [ "# simulate three sub-populations with relatedness\n", "genotypes_subpop1 = anhima.sim.simulate_relatedness(genotypes[:, :n_samples//2], relatedness=.5, n_iter=1000)\n", "genotypes_subpop2 = anhima.sim.simulate_relatedness(genotypes[:, n_samples//2:], relatedness=.5, n_iter=1000)\n", "genotypes_subpop2a = anhima.sim.simulate_relatedness(genotypes_subpop2[:, n_samples//4:], relatedness=.5, n_iter=500)\n", "genotypes_subpop2b = anhima.sim.simulate_relatedness(genotypes_subpop2[:, :n_samples//4], relatedness=.5, n_iter=500)\n", "genotypes_related = np.concatenate([genotypes_subpop1, genotypes_subpop2a, genotypes_subpop2b], axis=1)\n", "gnr = anhima.gt.as_n_alt(genotypes_related)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 3 }, { "cell_type": "code", "collapsed": false, "input": [ "# calculate pairwise distance\n", "d, s = anhima.dist.pairwise_distance(gn, metric='euclidean')\n", "dr, sr = anhima.dist.pairwise_distance(gnr, metric='euclidean')" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 4 }, { "cell_type": "code", "collapsed": false, "input": [ "# build a neighbour joining tree\n", "t = anhima.tree.nj(s, labels=samples)\n", "tr = anhima.tree.nj(sr, labels=samples)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 5 }, { "cell_type": "code", "collapsed": false, "input": [ "anhima.tree.plot_phylo(t, plot_kwargs={'type': 'unrooted', \n", " 'tip.color': 'black',\n", " 'edge.color': 'gray',\n", " 'lab4ut': 'axial'});" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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BwMcffwxBEHDhwgXpnJqaGsyYMQNubm5466234ObmhvT0dADAb7/9hsjISOh0Orz77rtW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dAAAg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\n4Pf7uXFpMpmQSCRARNDpdNjc3ERHRwfC4TBKpRIGBgbQ0tLCq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vr6IJfLYbFYcOjQIfT1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ZqjofzzzzDA4dOoTNzU2cOnUKp06d4obs6dOnMTo6ipaWFtx8880IBALnfPwDXATQQcrgkiMa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"text": [ "" ] } ], "prompt_number": 6 }, { "cell_type": "code", "collapsed": false, "input": [ "# first 50 samples are in pop1, second 25 are in pop2a, third 25 are in pop 2b\n", "populations = (['pop1'] * 50) + (['pop2a']*25) + (['pop2b']*25) \n", "# choose a color for each sub-population\n", "population_colors = {\n", " 'pop1': 'red', \n", " 'pop2a': 'blue',\n", " 'pop2b': 'green',\n", "}\n", "# assign a color to each sample based on population membership\n", "sample_colors = [population_colors[p] for p in populations]" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 7 }, { "cell_type": "code", "collapsed": false, "input": [ "# assign a color to each tree edge based on population majority\n", "edge_colors = anhima.tree.color_edges_by_group_majority(tr, \n", " labels=samples, \n", " groups=populations, \n", " colors=population_colors)\n", "\n", "# now plot the tree\n", "anhima.tree.plot_phylo(tr, plot_kwargs={'type': 'unrooted', \n", " 'tip.color': sample_colors,\n", " 'edge.color': edge_colors,\n", " 'lab4ut': 'axial'});" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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KKUq52/HE48XrXmcXuyhIQdKRjgMcIIKIoF6G5IT4hE/oTOeAtiEMoQc93LZ/\n829qU5uCFAx5nb3sZRzjWMSigPabuMldYCmMMEYwghWsYCAD+ZIvuYd7KExhd80FcL67mcykCEUo\nTnEGMpANbKA3vel36ZWBDAxnOA/yYKqfz/y1rIfA/LNI0KmTM13wscfg55+dJEKAlSthwQJnmqEE\nFy9CrlyXz9u1yylO1KcP1K/vrGHQpo2TaGiuCw1pGLKMcTnKsZ71AEQQEZT0lrQIUSgXuJBmQJCX\nvAFtyUsWb2ZzQEGi+cx3hwuiiAoKYkI5y1nWspZa1HLbDnKQn/nZvdZJTjKBCbzMyyGv4cNHZzoz\nghFEEJHie8UTTwQRdKUrW9nKHvbwGq+xhS1MZnLAsZWpTD7y0Yc+FKUonenMW7zFQQ6ylKXsZz/P\n8Vyan8/8tSwgMP8sHg+0vNTtumQJrF3rrE1QpYpTitifG5A/P3Tp4tQXqFkTcuSA4sWd5ZCnTIHI\nSGeFwzvvdHoT4lJ+WJhrRxGKsIc9ePEGtGciExe4QCKJFKc4O9kZdG5qlfTSGjJIXoMg1AyDpAWJ\nhFjEIupTHyHmMIcmNEnz801mMo/yaMD7DGYwPenpbvenPz3pmWKp5dGMpgIVgqolgpMsGEUUG9lI\necqzjW18zdcUpCCv8zpP8zTP8iyd6MSv/Bp0fgQRNKMZ0UTzBE/gxUs1qpGTnGl+NvPXs4DA/PNU\nq+b0Cnz4oRMAhIU5UwunTYNffnFyBqKjwedzegVuvhleftlZ32DtWifRcNYseOYZ5/wGDZx6BOa6\n8C/+xVrWBrXfyZ38wi8pLnIUTjgJJIS8ZmpDBimVLU5apdCfUFgJZ4jqPOc5wxlykINf+IWiFE1z\nWqMXL5OZHFDF8AAH+I3fuJ/7AfiJn9jN7hSDi9/5nRnMCDmWv5KVfMEXtKAFN3ADBznIrdzKKlZx\nkpPMYhY3ciNDGUoxitGa1vjwsY99+PDxB3/wJE8ymMGEEcZc5gYMLZirzwIC88/j8UC/fvDFF07S\nIDjliWvWhP6X/oIqXBjeeMN52EdFOcMI7do5vQP+CoZ+Nmxw3Uhp9UN/gaLVrE5x6uFN3MQRjgS0\n+XsN0uohCFW22N/l7ref/e6Y/jKWUZOabu2BpL/6U/Id31GNamQko3tv7/AOr/Iq4AwF9KAHQxka\n8vxEEulEJ0YxKmga4hGO0JOejGUs6UhHMYrxMz8zjnEUpzgzmMFN3AQ4vS3TmEZHOrKJTbShDYc5\nTGlKE0VyC4wSAAAgAElEQVQUL/ESYYQRTTSDGMTHfEw88fzCL5znfJqf0/x1LCAw/0yVKjlFhfr2\ndbY9HqfQUMmSkJjobL/2mtPmDwCqVIGffoLYwEp25MsH587B8ePB72OuOVWpSjTRQe0VqMAa1qS4\nyFGoxEK/tAKCIxxxH5jgTENM2k1+kIPkIx9webphAxrgxctSllKTmql+JiE+5mO60MVt281u9rDH\nrWMwgxmUpWzQ2gl+IxhBPeoFDGOAEyi0ox3DGBYQ1GQmMxOZyChGUYISAeeUpjR3czcv8AJf8iV5\nyIMHD/HE8x7vMZShZCMbtalNF7pQlKLcyZ2UpnSK37H561lAYK5NEixc6HTVt2oFTzwBEyYEP4zj\n4py1BaKjYePGK58C6PE4vQHffecMC4BTiOitt+D8efj2W3jhBSdH4MsvL5/z+ONOFcPk13rkkcvH\nmWuaf6GdGAJLVBehCLvZTUEKsp/AxapSKl/s92cLE21ne8AMg+QFiTaxiXu4x13lMCyNv6q3s50M\nZCA/+YHLvQOv8RoAZzjDcIa728ltYQuLWBS0TLI/56AudQPuL4EEHuMxutOd8pQPut4a1tCLXkxk\nIjdxE2cvvb7kS37lV+pSl8pU5gQnEMKLl9nM5gIXmIr1tl0tNu3QXHu2bYOnnnIqA1aq5Dyoz56F\nQYOcxL+vv3ZmCQweDJ9+CkePQoYMzqyALFmc40uUcH7pJyZCQsLl/5+Y6AQCd93lHHfihPNAj452\ngoPFi+GHH5yVD4sXd3IN/DMNwElIrFMHOnd2cg/8mjVzApenn/77vy/zp3jwUI96LGAB7WkfsC83\nuTnMYXTplXQdgNQCglDLGCd/z6SSLmrkzx94hEeAwOmIU5lKV7qm+nmE+IiPAo77jd84xCEqUQkh\nBjGI53k+oHKhXzzxdKEL4xkfFHh8xVfsYx8DGBDwfl3owgM84NY1SGoNa3iZl5nIRBrRiOEMpwQl\n8OGjFrU4whEiiCA96dnHPprTnBnMwIuXBjQgK1lT/bzmr2M9BObacv481KsHhw45CwlFR8PQoc6D\n/8cf4Y47nP3168OQIfDkk7BzJ5w54zyMixd3igUtW+bMHggLc2YI5M7tLFo0ezYMuPyXG4MGOYWI\nqleHTz5xyhE3auT0AmzfDh995CQh+kVGQq1awUmE2bI5JY137/5bvibz/9OABiHzCCpQgbWspQAF\nOMCBgP2hAoIIIogn3j0/lPOcd8f1wXmgJp9y+CM/cg/3ADCXudSnPhe4wHa2h8z2TyqWWLawxV1c\nyN870I9+AOxgBxvYkOK0xSEMoSUt3QWV/Hayk2EMYyQjA9rf5V2ykCXkNEF/MDCTmRSmMDdzMz3o\nQT7yEUkkPehBPeqRl7x0oQs+fNzETRSnOCMZyRzmMIpR7rLK5h9A0k4ZE8q330oej/Tzz6H3Hzsm\ngXPMd99JPt/lfT6f88+UKVLGjFLRotIrr0herzR6tBQZKVWpIv3xx+VzfvhBGjJE+vFHKTHROf/g\nQee4pNdO6uBBqVGj4PbZs6WBA//zz27+Nj75VF3VFae4gPblWq5e6qUBGqAFWhCwb7M2q6u6Blyj\nsRrrlE6ppmqm+F47tVPt1T7gvAf1oGIVK0k6r/OqpVruvnqqp1M6pWmapkEalOZnGaZhmqiJ7vav\n+lUP6SH3eg/pIf2iX0Keu17r1URN5FPgv+tndVZVVVXbtT2gfaImqq3ayitv0LVWa7WqqqoO67Db\ntkEbFKYwjdZoNVRDlVIpeeTRRE3UWZ1VTuVUZmXWcA1XTuXUvbpXndRJHnk0WZMDrr9He/ShPtRo\njdYxHUvzezGhXe3nfxBZQGBS8s03zsP+3LnQ++fPdwKCHDlSvsbu3c41PvjACQKaN3e2O3eWLl5M\n+x58PumFF6Svvkp5/2OPST/9FNgeHy/VqJH29c1V55NPr+pVfa/vA9rP6ZzqqI5maqZGaETAvsM6\nrOZqHnCNFmqhQzqUakCwUivVW70Dzqumau72Kq3SS3pJknRSJ/WAHnAf5Ad0INXPkaAEVVRFN7Dx\nyadH9ag2aqMk6Rt9oy7qEvLci7qomqqpgzoY0O6TT23VVrM0K6B9oRaqnurpooL/GwoVDPiv9YSe\n0M26Wau1WumUTnmVV0VVVEu0RDfrZoUpTOEKV3d1V5zi3ECrozq613lP7ylc4cqv/MqojCqmYjql\nU6l+Nya01J7NNmRgri21ajn5Af7s/6T8iYbVqsHJk85wQqhjXnrJGfevUQMiIuCbb5yExA8/dLr8\n0+LxOMmMgwY5tQhC7e/WzRlOSCo8HG6/HTZsuKKPaq4efx5B8mGDjGQknniKUjRopkEucgWtgxBJ\npLueQUqSly1OXtUwaUGixSymDnU4xjEucMFNEkzJHOZQl7ru9MWf+Zk44riHe7jABd7mbd7kzaDz\nhHiLt2hHO3d2g99YxpKLXDSlqdu2mc28yZtEERWUK5F0mCDpTApwvud+9OMMZ/iWb5nBDE5zml3s\noha1qEhFspKVVrRiCEPcz+HF687CmMQkXuVV/s2/2cc+trGNEYxIcYjGXGdkPQQmNStXSjfc4HTL\nDxwodesmrV/v7Lt4UYqNlXr0kPLkkWbOlHbtkrZsuXz+0KHSa69JWbNKhQtLCxf++Xvw+aSePaUZ\nM1LeX7u2M4SR1KpV0osv/vn3M3+7BCUE/FKXnF+0z+t5rdIq1VGdoH3VVT1g+2k9rW3almoPwSiN\n0uf63N3erM3qrM7uNZqruQ7qoHzyqYM6aIu2aJRGaZzGpXr/PvnUQA3cX+U++dRSLd3hgbf1tsZo\nTMhz12iNWqlVUPs6rVNd1VW84t22vdqrCqqgfdoXdHxKPQOSFKc4tVM7fa7P1Vd9lVEZtVd7dU7n\nVFEVdZtuk1devaE3lE3ZdEInlKAE9VZvZVVW7dAOeeXVrbpVH+tj97qJStQIjVA+5dMZnUn1OzLB\nrvbzP4gsIDDJxcVJh5P8pbJvn9Snj9S4sdSwoTQisPtWiYnS++9L+fI5wwFhYc5wg+TkDFStKt12\nm1S2rBQe7uQK/FlHjkgVKjjXC2XqVOm99wLbfD7nvRMS/vz7mb+VTz61URv9rt8D2qMUpREaEfDw\n9x+fNIDwyaeu6qpN2pRiQOCTT2/oDS3VUrdtmqZppEa6+yupkiTJK6+qqIp88ul+3e/mGKRkszbr\ncT3ubv+oH92H/G7tVk3VDDnWf07nVF3VdURHAtqP6IgqqqL+0OUcmxM6ocqqrJ/0U/LLpBoMHNER\nVVd1fabPJElndEZ5lVct1VIjNVLRipZHHs3RHB3TMWVRFj2v51VHdZRd2fWu3nU/YxZl0Tk5Q4h7\ntEe1VEuZlEnZlE1jNTbV78gEu9rP/yCygMD4+XzSrFlSiRLSrbdKx48H7vP/IzkP2SlTpGeecQKF\nDh2cHoJ9+5xgIjHRyR945RUpVy4n1yB9eildOqlIkdD5A16vdPp0yvfWp4/z4A8lPt5JPkz+8O/b\n18l1MNe8SZqkURoV0LZHe9RardVETXRCJ9x2n3xqpEY6rdPudk/11BqtSTUgeEbPaJu2uW391E/f\n6TtJzq/v1motyUnA66zO2q7taqmWqd63v3digza42w/rYf2qX+WTT63VWuu1PuR53dVdXykwPyZB\nCWqgBlqplW7bBV3QA3pAi7U46DqpBQO7tVsVVTHgPJ98eltvyyOPhmu429tSURXllVc91VMeeXSv\n7lVnddZNukkXdVFzNVf5ld+9zjRNU0VV1DZt00N6SP/Sv1L9nkyw1J7NlkNgrp6NG52cgWbNnAqB\nkrOY0MVLY7L+CoEejzMF8LbbnAJFp09D+fKQPbsz1l+7trO2QOPGUKwYjBnjlBn+6COn7sCaNU4d\nA/90Q5/PWdnwxRfhlluc80L9d+LxQI8eMHy4c53k0qd3pkDOnh3Y/thjToljc817gAdYwIKAtkIU\nYh/7QlYsvJmbA6YeZiADF7iQ6nh20nUM/Isa+accrma1W/BnDnNoQAM+53Pa0CbV+z7GMXazm3u5\nF4B1rCMTmShDGZaylExkoixlg85bxjKOcCRoLYOBDKQmNd21FHz46EAHWtAiYOVESD1nYAMbaElL\nRjM64LwJTGAhC+lHP7rQBQ8e+tCHNawhmmi6052OdCSaaLrQhaMcZRazyEAGjnGMWJyCZM1oxjKW\nUZKSxBHHetazAcvZua7Jegj+2Q4ckNq1c7r5IyOdX9M+n5MLkCeP1LJlYDd9QoJUvLhUurS0devl\nHgOfz8knKFLEGTaoUMHpQbhwwdkXE+NMP/zgA+ntt6XMmaVnn708zFCggPT889Ly5SkPC/h80htv\nSBMnht5/5Ij0wAPB59x/v3TGxjevdT75VEu13C5pf9vDeljDNEwTNCGg/TW9puVa7rYN1EDN1mw1\nUIMUr19DNQK2/UMRPvn0gl7QWq2VTz7VVm2d1VlVVMWAMfxQ3tE7bl6CTz41URPt0A7FKU6VVTnk\nL/dYxaqqqgb0ekjSXM1VS7V0px76P2df9Q26Rmo9A3M0R1VUJWBmxEVd1LN6Vt3UTRd0IeB4r7wa\noiHu50/6/rVUS9VVXSd1UpmVWe/JGZo7ozPaoz3aqq3KoRzqpV4BwzEmbVf7+R9EFhD8M509K/Xr\n5zyY8+Z1EgazZpW6d798zPr1TttLL11uW7Ys9doEu3c7wUXdusH7vvpKuvFG53y4HASMHHm57kBa\nTp6U7r3XyXNIzueTnnxSWrcusH3kSGny5ODjzTVngAZoruYGtA3REA3SIPVSr4D2D/Whpmu6uz1U\nQzVFU9RMzUJeO3kiYqIS3eEFn3yqqZqKV7wO6ZAe1INaozXqpE6p3m+c4lRBFZQgZ6hqtVarvdrL\nJ5+GX3qFuo+O6hhUW+F3/a7KquwOg0jSSI0MeQ+pBQOf6BPVUZ2AYGOXdqmaqmmSJgXVOfDboR1K\nr/RaoiUB7WM1Vh55tEVb1FEdlUmZtFALVVVV1VANVUAF9KpeTfG6JmVX+/kfRBYQ/DP17+88mJ94\nwhm39/mkRYukiAhpeJK/xObNc3oKduxwtpcscc47etTZ9nqlNm2kt95ytn0+JwchLCx47N7ncx7W\nRYpIxYo5vQ1xcVKlSoFJjKnx+aQBA6SxKSQw/fST1L59YNuxY06eg7nmrdf6oLn6K7RCXdVVTdQk\noH2GZgTUJxilUfpEn6iN2oS8tlfegB6CXdqldmonyUnuq63aki7nMvhnOKTmc32ut/W2pMt5DXu0\nRwd1UFVVVYlKDDpnrubqKT0V0HZO51RZlfWzLgfaszRLzdTMDTb8Vmu1aqmWjut4QLtXXvVSLz2m\nxwLqEyzQAlVQBW3SplQ/i38WgT8Z0iefJmiCbtANQqibuumMzqimasojj8IVLo88ekkvhUyYNGm7\n2s//ILKA4J8pIUFq2tSZCnjwUjEUn0+aNMlJ/Pvii8vH+n+Nx8VJe/c6v+yT9hpMmuQEAAsWSJs3\nO7/+GzVygovXX3faJ0+W2rZ1rl2woHOc3/LlTmBypU6flsqVS7mXoF496dChwLaHHgqsimiuSf7s\n/qQu6ILbbZ1UtKL1ql51t8dpnIZoiJ7UkyGvfVRH9bAedrfnaq7e0TvutV7WywGzHZLfR3L+GQhH\n5QTHS7VUz+gZ+eTTU3pK0YoOOueYjqmSKgXMWvAnO0Ypym1bpVWqpVo6q7MB56cUDMQpTu3VXn3V\n1304e+VVX/VVC7W44sJBH+gDRShCP+tnNVETRSpSgzRIL+gFd4aBV14t0zI3MXGh/oOpxEaSJRWa\nv0JMTNrHJBce7iTb5c8PDRs6yYEeDzz6qLNo0f4kK8ylTw9ffeUU+qlXDz7+2EkW7N4dDhyABx90\nChS1aeMkJ371lfPP+PHOmgetW0OfPs7aAp9+6iQW3nnn5etXqeIkLy5ffmX3niWLs6LhhAnB+zwe\nZx2FMWMC21q2hM8///Pfk/lbefBQkpJsZavbFkkkXrykJz1xxLntydczyEAGznI2xZUOkxcl2spW\nd1Ejf0GiRBLdgju1qZ3qva5jHYUpTC5yucWF+tCHtazlHOfcpY79hHiJlxjAALKRzW2fwAQiiaQV\nrQBnvYOXeIkooshMZve4NazhVV5lBjPIQQ63PZZYmtKUSlSiH/0II4wTnKAZzchIRqKI4gZuSPWz\n+D3O44QTzt3czQEOsJjF5CY3RzjCOc4xjWmEEUY1qtGLXhSlKDOZeUXXNtcBWQ/B9cvrdWr/R0Q4\nyXahxuBPn3ZqArz8svNrfeJEJ9HP7+hRqWRJqU6d0L+4N2xwSgB7PE4NgjJlnLn969c7v+rDw519\nGTM65YgffVT6/HLhl4Dpij6fM5WxWrXgaYf79jnticFdrCGdOSPdc490/nzwvoQEZwpi0s9z/rxT\nvMhc82ZqpoZoiLvtk08v6kU9rIcDutTP6IwaqqG7/YW+UE/1VHd1VyiLtEj91d+9pn8Koj9x8bAO\na4VWqId6qI3aaId2pHiPPvn0uB5372exFquTOilRiaqhGtqv/UHnzNAMPa/nA9rWa73qqI5b7viQ\nDqmiKga9t7/HIHnPwD7tUwVVCJi6uFZrVV7l/3SC32md1hf6Qh3UQTfqRl3QBY3SKEUoQpM0SQjd\nqTslOTURuqiLwhSmXMoVNKxhrszVfv4HkQUE16cjR5wHdFiYU8s/QwZntkD8pYxof/d/jhxO4mCj\nRlKzZtIttzgzBJIWB/r9dyl/fqeOgF9asw+aN3eGArJkcaoIxsQ4++PinKz+DRtSvvcvvwxMXvTf\n78CB0iefXPl3MHSo9OGHofcNHuzMckh6/fbtU06GNNeMUzqleqoX0DZN09RMzTRDl6tVJk8SnKM5\n6qROekWvhLzuJE3SaI12z71f9ytBCW5BIv+aCrM1OyDXIJSDOujeo/9aB3VQYzVWAxW8qNYf+kOV\nVTlgBsVRHVVFVXTXLzirs6qu6kFDDcu0TNVVPSgY+FW/qrzK6wdd/m95jMaolmqFDEhSs1RLVU7l\nNEMztE7r5JFHczVXMYpRmML0iT5RFmXR43pcYzVWuZVbxVRMQzREHnnUW71VUzVVSIX0uB4Pmexo\ngl3t538QWUBw/Vm+3BnHz53beSj7fFJ0tJQzp5PdHxsrvfqq88u9Wzfn17T/F/q5c04Robx5pVNJ\nxhX9vQYpzT5IWgLYP/ugWzcnYS95z8TevU6i4MmToe/f53MSEZcm+wVz8aJUseLlhMW0nD/v5BKE\nWnzpxAmpevXAtu++c74Xc03zyacH9EDAuPc+7VM1VdMADQg4LmlAsFiL1U7t1E/9Ql53sAZrtmYH\nnbtLu/SYHnOnJY7V2KDFlJLfX1/1dRccWqAF6qZuOqETqqqqQas2+nsgkiYoJipRTdXUXdApQQlq\nqqYBsyaklIOBZVqmCqrgVnY8p3N6Qk+ot3qnOU0yqVjF6nE9rkf0SEDZ5X/pX+7KizVUQ/VVX+3U\nTh55lEmZNEADdFZnNU3TFKlIhStcT+kp9Vd/5VROVVTFkAmVJtDVfv4HkQUE1w+v13lA+xPzsmRx\nZgH4bd3q9ADcfrtzTN++oYcRzp51fvknPdevf3+n+/+11y7PPliwwKky+P77l4+bN0+qWTOwmmFS\n333nJPKlNJXwxAln6CF5ZcJvvpE6pT7VK8AHH0jDhgW3+3zSc89Jq1dfbktMdIYSUqpzYK4ZgzVY\nX+hyYqtPPpVVWT2qRwPaaqqm++BZqZVqoRYhlyn2yaeX9JLWaq0kp5yvP8FwiqZopEZqv/brET2i\nBmoQVEo4qfM6rwqqIO+lV3VVV4xi1E3dgqYSStJkTQ6aMvmW3gqYnfCcntMwBf57nFIwEKUo1VZt\nN5nRP6Vwiqb8qal/3+t7lVM5Tdf0oPPGaZzSKZ32aZ9GaqTSK70maZI88mixFssnny7qorIoi4qo\niLIru7s64mzNlkcerdCKK76Xf6qr/fwPIgsIrg9//OF0xYeHO0FBQoLUu7ezPX785eNiYqSnnnJ6\nB3bvDn2tOXOc/aG69RMSnFkHSR/kPp/07387QcTixYHtKfFPDxyUyhry8+dLHTsGtvl8zhTBtWtT\nPi+pCxecugShSh5v2+bkNCS99ssvO7UUzDVti7YETM3zL2/sX2vA39ZczXVIzoyS9VqvB/VginP/\nH9Nj7qJAy7XcnTvfVV21URs1WqM1REPUWKlPUZ2oiRqqoZKkb/WteqiHNmmTHtJDQcfu1V5VU7WA\naYDzNV/N1dx9CA/RkKC8h5SCgb7qq6Zq6s4+mKd5qqZq2qqtqd5zUmd0Rs/qWTVVU8UoJuQxZ3VW\nT+pJHdMxxShG6ZROH+tjZVd2Pakn1UAN5F/QqZqqBdxrohJVUAXVUz2v+J7+qa728z+ILCC4PowZ\n4zyQH388sDrgqFFOb0D//pfbjx1zcgrGhF5dTevXS61aBV4npV/6fj6fM0TwZ8bgvV7pkUdSXuHQ\n53OGL5L3VOzY4SQAXkmhIkn66CPp3XdDX79RI2l/kvHUTZuc9RfMNc0nn6qqasAv12Ea5q7K5z/m\neT3vzq//Rb/oft2vTxSch+KTLyB5b7RGu0V6aqiGEpSgZmqmN/SGpiqF9TJ0udphrGLdugaHdVh1\nVCdoYSavvGqkRvpRP7ptu7RLlVXZnXY4SZPUVm0D5vGHCgYSlahu6qYu6qIEJShRieqlXmqplmku\nvJRUtKL1L/0rZK9A8s85SZP0kT5ye2Ie0ANqr/YqqILyyKM92qNhGqYsyhJQ+dA/7bKpml7xff1T\npfZstmmHJmUdOkBUFEyfDl26gNfrTKd77jn44gtnfQB/jf+cOWHIEOjcGd55x6nvP2sWTJ7s7C9b\nFkaMgBkz4KmnoHBhKFQIlixJ+f09HmfqYJcusHfvld1zWBiMHg39+jnTE0Ndc+hQZ12DEycutxcr\n5qyPMHXqlb1Phw4wc6YzdTL59Tt2hE8+udx2552wdStcuHBl1zZXzZ3cyY/86G5XpCJC7MeZEuvB\nE7CeQQYycJGLKU47jCeeCCLcNQxKU5rznCeCCBJJ5BjHWM5ymtI0xXtayUpu4zaykY3ZzKYiFVnC\nEu7jPopRLODY8YynHOW4m7sBuMhFOtCBj/mYbGRjMYuZylTGMIawS3/9L2c5fenLl3zpTi08z3la\n0pIiFGEEI4gllod5mLzkZSpTA6YwpiSOOHrTm7d4i+lMpznNU1zzYRWrqEENYoihHe3w4KE5zVnM\nYmpRi/3sJ4wwFrOY+7mfc5xjHevc8/eyl01sIiMZ07wvc42R9RBcP3w+p7s7Rw6nqJA/me78eWem\nQPJjZ826vLZAeLiTG9C2rXTffU5vg3+tgttvd4759tu07+G335xpiCdOpH2s36ZNUq1aoac1Sk6+\nQfLCRGfPSuXLByY+pmbMmMvVEpPyL7+cdHriu+8GFl4y16Q5/8feeYdHUXZt/CyKor5+Fiyo8KJi\nARQLLaSREAgSA9IUkKogxAboKxoUldiDgIIVEBQQREBACEiXjkqXXgOhSwsBUsnO7/vjOFuyu8km\nBDbo3LlywU555pnN7pz7OeU+zOB9nH/TLLK4kzuZidOjNIIRjh4H+9lPTWo6+gq4Im/fglhiOc1p\nFrKQN3iDucwljjiHcqE3GBi0pjXb2U4uuYQSyh72EEYYGbiXv+5kJ1FEOcrxDAxe4AXGopUv61lP\nHepwjGOOcxaxiEgi3TwDf/EX9ajHRCZiYPA7vxNEEIvwP+y1hjUEE8xQhuarKHiYw3SiE0/xlCO0\n4rrPDBs8yZOOfA47dspRzq3XwgxmYMNmhQz8QKDtvwewCMHFh02bVGEwNFQNZvXqWnXgGkc/dkyT\n+kTgzjs1AfGyy7R232bTvAO7HZYv1+3x8T4v54HffoNHH/XewtgbDANGj4bu3X3v797dvewRYNw4\nLWn0B9nZWnHgjah89hmMGOF8vX+/hjIslGikk04DGjheGxjcz/30p79j2wxmOJIIj3GMB3jAo50w\nKJloSEPHOBFEYGDwER+RRBIv8zId6chc5vqcTzLJNKYxABOYwNu8zRu8wXjGux2XSy6xxLKZzY5t\n3/Edz/EcoBUTtahFMsmO/d7IwDa2UZOa/Mqvjt4I9anv1rAoP+SQQzzxNKCBRzjDFdlkk0giYYQ5\nrpUXBgbv8R472YnZcOkWbsGOnfa0J5RQvuALRx6GDRsjGenXPP/NCLT99wAWIbg4ceAA/PqrVgDY\nbO4lfEuXwn//q2WIP/+stf0TJmg5ot2uDYWuuUY9AhUq6Ar6bCGERQxDx2vb1v+MfcOArl2VGHjD\nmTNKcPJKDjdqBJs3ez8nL777Tksm8yItTasLXHMmHn1USZOFEgsDgyY0cWTTGxh0prNbbHoNa3gZ\nLYk9wxnu5V5mMctjrL3spQMdHMc1ohEGBs1oxlGOEkaYo3LA11x605uZzCSXXMIIYyUraUITj2MH\nM9jREdCcYwMakE02qaQSQgircSb0eiMDK1lJbWqzkY2c4Qwd6VioksItbCGCCAYxKN/yv1nMoja1\nGcQgj3LJ/LCABdiwsZGNjGQkl3AJtanNrdzKJVzCdVzHW7zl93j/VgTa/nsAixBc3Ni7V4WDXnpJ\nG/v07KnhgfBwbVbkrabfJAU2m2oZ7CuciAmgRvWTT7TSwV9kZmq4wVdi4rJl0LKl+7aNGyEmxr/x\nz57VMEPeBEnD0PdnwQLntm+/LZwIkoWA4Au+cLjZQQWK7uEex+sDHOBJngR0ZX4Hd3hV6PuDP+hF\nLwDWspYe9MDAIIwwtrOdaKId+73hNKcJIQQ7dsYylnd5l+Y0ZxOb3I7bxjZiiHEQC5MApJBCFlk8\nwiNuIY+FLPQgA0kkEU44+9nPDnYQSSRTmOJXSaEdO4kkEk44G9no87g97KEZzYgjzmelgSs2s9lt\njplkUoYyDGUo+9iH/P1zBVewkpU0o5lbG+qxf/9YcEd+ttlKKrRQeFSoIDJ5sv4++KDIyJEi77wj\nMl5ovW8AACAASURBVH++yI03irRsKbJzp/s5NpvIlVfqv99/L5KdLTJ7duGua7OJvPSSnvvFF/6d\nU6aMzi8uTiQtzXN/cLDIXXe5JxNWrSpyzz3aG6EgXHqpSPfuIp984jnXHj1EvvzSua1FC33PLJRo\nxEiM/CK/OF6HSZikSqrj9U1ykxyRIyIiUkpKiV3sXpPZXPsYbJWtUlkqS7IkSyWpJDNlpuRKrrST\ndj7n8YP8IG2lrdjFLl/JV1JFqkhFqShVparjmFzJle7SXb6UL6WUlBJDDOksneVdeVcqSAV5QV6Q\nVtJKGkkjERFZJIskQRJkkkxyJBAOkSEyVIbKDJkhf8gf8pQ8JUNkiDSTZj6TAE3slJ3SQBqIiMh8\nmS/3yX0ex2RJliRIgnSWztJH+sjX8rXcIrf4HHO7bJf20l66S3c5KSdlkkwSBLlcLpfr5XpJlVS5\nTW6TbtJN3pF3JEuypKJUlApSQZbLcpMnyHAZLtNler7zt1ACgOUhuPjx55/wxhu60s/J41I8cEBL\n+FxDCj/9pN6BN9/U11lZGlP3J6kwL3JztYRx8mT/z5kzR2WUvZUVZmZqT4O9LklNJ0/qyv/MGc/j\nvc3HWztls+Phrl3O123aOF9bKJEwV/Gm29vA4HqudyTj5U0WLE95/uRPj3GGMpQxjAG0ln8BCxjN\naL7maxrRiDrU8TkHO3ZCCeUUpxjJSN7lXcIJ9yj3SySRL/jC7fW7vIuBQQIJbol3eT0Dduz0oAcd\n6EA66cQTz5M8ySm86Gt4eY8GMYhQQr3eu4lpTCOEEEYxqkAVwXWs4zEeoylN+Y3fMDCYxSxs2FjJ\nSv7gD67gCpaxzDGHHexwdD8MJhgbNvayFwODLnQhiKAC7+Xfhvxss+UhsFB4zJih3QI/+kikTRuR\nI0fc9996q5YcDhrk7Pa3datIRIRI3776+vLLtaRx/PjCdwS85BLtajhkiMjy5f6d06CBSLVqnit5\nEfUiDBok8vzzIub35ZprtIPhgAH+zadnTy1ndIXNpmN+/bXz9ZNP6n1bKNGoI3XkD/nD8bqclJOF\nstDrsYYYXssOD8thKSflBEG2yla5V+6V3+V3eVAelANyQJpKU5/X/1V+lSAJksvkMvlavha72KWz\ndHYr91sv6+U3+U2el+dFRGSuzJWVslL6SB8ZIkPkiByRBEkQEU/PQI7kSGfpLNfJddJP+kkLaSF3\nyp0yVsbK1XJ1vu/NftkvjaWxHJbDMlfmygPygMcxW2SLxEiMzJf5kiRJ0lE6yiVyidfxtsk2aS2t\n5TV5TeIlXqbIFKkjdcQmNgmXcKkoFaXO3z+9pJfUkToyUkbKClkhd8gdcrVcLWtkjWMea2SN2MQm\nd8qdskt25XsvFkoAsDwEFycMAwYNUlGiFi008a5WLS0l3OgldpiVpSWHCQl67unTnsecPavHjBvn\nua8gHDumeQvbtvl3fG6uKhLm7WcAOr+EBHdhpdxclUpOTvY8Pi/sds8ERXPciAjnvWdn63EWSjTm\nMY83UW+WqTjYla6O141oRDrpGBjcwi2kkOJ2voHB8zzPRjY6hIXMf6cylfu4z2fmvpl4mEwy3/AN\nfehDfeq7xfOzyKIe9Rxj7GUvwQRznOPMZCZNaOJIBszrGUgllUY0YgQjWMYyggjyaG7kC0MZShBB\njhV8XpziFD3oQX3qs5a1+eYg7GAHrWhFAxqwhCU+jz3OcX7kR37mZ/7H/0gjjWu4hoEMdHhr2tCG\nz/kcGzbH3+1HfsSGza0/hQUrqdBCcSAnR3X6bTZ4/XVny+DMTG1jXKWKd3e83a79DXr29F0dcC6k\nIDnZuyH2hePHtZnRfi8P45wc1S5w1VdYudL/csHJk90bMpkYNkyVDUHfoxdf9F8m2UJAkE029ajn\neP01Xztc/AYGT/EUySRjYHAzN3t02jMwaEELjnGMs5wliihOcYpHeISneMpNDjkvtrGNFrQgk0yC\nCaY1rd0qBMxGRyPQstYssogiirWsZTWriSDCEVrISwZSSCGEEGYxi0EMIpZYv7oEHuQgj/EYvent\n1j3RdU6jGEUwwUxjWr5EYBe76EhHwghjLnPzPdaOnRnMoDGN6UhHVrCCXHK5kzvpQhcMDJrSlFhi\nGcIQbNgcYZoVrMCGjTWsKfD+/k0ItP33ABYhuLiQmqodDS+7TPsL5DX8Zp8CX5UDhqE1+U884b1L\nIJwbKVi1Sg25P/F+gDVrNMfBm2jRpk1aHmiSF8PQPg3emjLlhWFoLkLe9yE9XXMMzDGXL9cKBAsl\nFma3QHMFnkGGQ5/ALAdcznIMDG7kRo/YvqtXYCc7eZqn+ZVfeZM3qUQlvsG7xLeBwUu8xHzm8xVf\n8SIv0g132es/+INWtHIc35OeDGc4ySQTQoijtXFeMrCOdVSnOgtZSDva0ZveDhGj/DCJSYQQ4nMV\nv571PMIjJJDAabx4Af/GfvbTjW6EElogETjGMfrSl2CCGcxgUkl1HL+f/QjCQzzEGtZwAzdwEzdh\n+/vHFFA6znFs2NzaV1uwCIGFc8GuXXDffaov4K1Bjynwc9VVznbGoK2R4+OdRtcwtLFQdDQc8dHV\n7VxIwYwZqqToj7aBYcDQofC//3nf9/HHKixk4uhRqFPHP1GkpCT1AOQdMz5e7998XVgdBgsXHMP/\n/gFnoqFplD7lUyYxCQODspT12n7YTDycznQ+5mPe532+4ivKU95nL4BUUgkjjHTSqUUtwgl3K71L\nJ50wwhxle6MZzTM8wzGOEUaYQ5goLxlYwALqUIfZzCaYYKYytcCSwqMcpTWtiSPOq9v9JCfpQQ+a\n0pTtbPc5zkEO0o1uBBNcIBHYwAY60YkmNGEa07wmIhoY3MZtCIING1dxFQkksIUtXMIlDhVJA4Nr\nuZZ+eOk58i9GoO2/B7AIwcWDMWPUM9CkifcV+Kefqnfggw+c20aPVp2C6GhPGeA//lAX/3YfD5Ci\nkgLD0Ph/XJz/x3furGJHeZGbqzoErrkJn30G/ft7Hutt3Lp18ej6uG8fNG3qfN23r39eBwsBwwEO\nONoVGxh0oAO7/n50jWOcownPDdzgca7pIQBtqzyVqTShCT3oQRhhPq85mMF8wzcMZjBP8IRbBYGB\nwau8yjj0u7GRjUQSyQlO0JCGLGYx4EkGxjKWBjTgW74llNB8jbeJaUyjFrWYxSwPA27HziAGUZva\n+YYHDnGIHvQglFCmMc2nAFMuuUxgAtFEE0ccq1ntc8wUUkgkkQQSsGHjUz51k2q+gzvccj9qUIM4\n/Hwm/EsQaPvvASxCUPJhruijouCVV1SF8L77VIXw5EktO2zbVsmA2fXQbteyQptN8w189RHYtUtJ\nwbJl3vefCyl4++382x+7IiNDRYu8JUTu2qVhEjNX4uxZXdUfOFDwuDNnehITw4BWrWDL3y1jd+xw\nb5NsocTBwHBrIzyQgUxC+1EsZCF96YvZlS8vUkmlKU0xu/BtYxthhHEXd3ntewBqGIMJ5ihHqUEN\n6lLXbYW8kIUOQSRTfGgXu2hDGyYwwXGMSQbMXIMneIIXeIEudPEa/3dFGml0ohNxxHECT0nu5Swn\nkkgGMcitvbIrjnOceOKpSU0mMMFnuWEqqSSSSCSR9KMfhzjklQic5CTDGc6jPEp72jODGcxmtqP7\noQkDgwY0cLxHBgZv8ZYjp8CCItD23wNYhKDkwjDU7R0UBKVLa1+CSpXg4EENDVx9tRp8m00N5qxZ\nes6ZM5p8Z7Op695bAuGGDc7tx46pRHBSkvd5FJUU2O268vclV5wXu3drfD8tjwvXMOCLL9zJxeLF\n2gq6IBgGNGjgqTeweLEznGAYmsdwquCabwuBgamfP495AI4cAFCZ3jjifBIC1/31qc9mNtOOdlzH\ndT6lgJNI4nVeZwADCCOMpSx17EsjjRBCOMpR7NhpSUtmM5te9OITPsHAcCMDOeTQla50pjP1qc9Q\nhhYYIviVX6lFLUdTI1f8xV+OJkT78J4rlEoq8cRTgxr5EoEtbKEb3XiER5jABK/E4gxnGMUoYonl\nSZ5kGtPIJNMxr13swobN8bcBZz6Fq/qjP0qL/zYE2v57AIsQlDzY7ZolX7265gO89JIa+0sucTbp\nMUsHDx5UQ2YmFx44oOWHV1+tBq90aXj2Wfecgs8/17EGD3Zuy8xUL8PXX3ufU1FJQXa2lhfO9d00\nxg1JSfDkk57b7XZ18//5t/CKYehx3soW82LePCUmrjAM9bikpurrL77wn7hYCAiWsYxXeAWAE5xw\n9BFIJZXHeMwnIVjAAt7mbYeX4Tu+oznNCcV7yanZDXErW7mf+2lHO7d9L/CCwz0/kIG8zdsMYhAv\n87IHGTjDGVrQgp70JJRQVrIy33s8zWniiONxHucw7tU6ZznLIAYRTrjPJkQnOUk88VSnOqMY5bU/\ngYHBNKYRQwxP8RSrWOUx1lnOMo1ptKY1j/EYoxjl8HTkRQ45lKY0wxjmtt2O3SIBBSDQ9t8DWISg\n5MBu1zj6Aw/o6v6KK9SVb7q4b7/dU4nQFWvWaLOiihW15bBh6Eq4XDklCbt2qWfBZoNevZwueBNn\nzyqJ8FWWWFRSkJam4YB16wo+1jCgTx/VWMiLffvc2yjv26ehg7z34W3M6GjYutV9+6hR2o8B1EvS\nxLNRjYWSg7OcJZxwwJlYaP7frCLwRgjGMY4v+ZK/+IsneIJudKMSlXyGC9aznta05kM+pCpVOcQh\nx76ZzORpnsbAYBGLeIzHmMAEWtOaXHLdyMBhDhNJJO1pTyyxHMFHAu/fWMxialObCUzwMKRzmEMd\n6jCIQV69Gmmk0Ze+1Ka2TyKQTrpD0TCBBA5wwOM6q1hFD3pQj3r0ox8ppBRo1E2tBm9NpSzkj0Db\nfw9gEYKSgc2boWpVJQGvvqqNimJi4MorNSveZtNsfBPbtmkJXtWqavAfeUSNeUSEeg1ccfCgdvu7\n5BL1GAwf7l2nAJyCR0895T3voKik4MABzVXYu7fgY3Nz1TgvXuy579tvNQnQnOtHHzl1BfLDkiWe\nIYasLK1YyM3VsZo1866JYKFEwMCgHe3YwQ5MbYHDHHZUEfgiBJ/yKZOZzEIW8hZvUZe63MzNXg2d\ngcGzPMtsZnM3d/MRHzn2Hec4IYSQSir72U8wwUxnOg1pSAYZbmRgK1upSU0a0pC+9M23pDCLLOKJ\npwUtPBoNpZCSbxOiDDJIJJGHeIihDPXq8k8hhR70IJxwRjGKTDLd9ieTTF/6EkUUventEHAqDCxP\nQNEQaPvvASxCUDJg5gvs3+801na7Zutfdpmu/M1Suw8+gFKldNX9zTcaTujRA8qU0US+vEhOhvvv\nh+uvhx9+8G8uEydCbKxnZQIUnRRs2qRZ/6abPj8cO6aiRXkTBw0DWrfWCgnQ9yQ42HtXx7znxcS4\nt1I2Ex+nTtXXP/4IAwf6fz8WLjjGMpbP+RyAd3nXkXkfSSR27B6EwFWnYAhDGMYwgghyhB7y4ihH\niSCCPvShMpUdK22z9fI85jmUCScwgTDCOMYxNzKwjGXcx308xEMk4SMv52+sZrWjv0Be9cO+9KU+\n9VnJSg+Dm0lmgURgLnNpTnPa0MZDtyCNNIYylEY04imeYi5zOctZy7BfYATa/nsAixCUbKxYod6B\nL79UA/bBB/r666/d3fqGoTHwMmXck/J+/x1uvhnuvVe9Cl26aMtif9zsS5cq6fC2qi8qKVi0SBMY\n/dER+P13DRHkDZP89Zd6QjIy9PWsWZonURBWrPDMTzhwQOcDOl49zxWmhZKDYxxz5A4kkUQiiZjC\nRUc56pUQPMVT7GIXL/GSQ+VwOcu9jt+PfnzFV9zGbcxhjmP7JCbxAi9gYNCLXvSjHyGEkEyyGxmY\nxjSqUIXa1M63pDCHHOKJ5xEeIRl3Oe4ZzCCUUK9NiLLIYhCDqEUtBjGIM7iXH2eSyVCG0oAG9KY3\nO9npMPLZZDOBCTSnOU/wBKMYxUlOWiQggAi0/fcAFiEouTBj37fdpkl/hw6ppkB8vPfjp05VsmBK\nBycna1Ji/foqE2yOOXKkGtQ9e7yP44qNGzXzf+1az31FIQWGoSvxdu18hy1cj/3qK3jtNc9948Zp\naMU8rlkzp9cgv/GaNHHPZTAMaN/emXPx9NNagWGhRMIsZ0snnX3sow1tcO1V4I0QmL0OYoihD32o\nSlWfyXFBBNGVrm7dDw9zmFBCOcMZJjCB9rSnHvVYxSoHGTjBCT7jMypSkU50IoMMn/ewhS1EEcVQ\nhrrpAexiF81pTk96ugkggeZPDGUoD/MwiSR6qBDuZz/xxFOPegxlKGmkYfz9s4QldKMb0UQziEHs\nZ79FAkoIAm3/PYBFCAIDu10z230pBYKSgPr1ndUACxaowTfr5/Pi11/Vze9qaP/4wzMXwDBg9WqN\nn/uT/X/ggBKIWV6ShopKCvr3d7ZfLujYp57Sls15t7dt66wy2LlTvQkFkYxVq1S22RUrV2o+BmhF\nwuuv+3cfFgKC93mf6Ux3VA0AvMM7zGWuV0Jg5hdEEEEIIT7FcSYykVd5leu5nt3sdpzfjnYsYxmb\n2EQ44TSmMTOZ6SADxzhGF7pQnvJ8y7c+jW0uuSSSSEMaOkSVQCsLTG/BOta5nZ9LLkMZSnWqk0ii\nRzvk3/iN1rTmcR5nLnPJJRcDg+1sJ554IokkgYQi5QVYOP8ItP33ABYhuPCw2zXmb7PBdddpGaAv\n6dzcXKfLfP9+uPRS+P573+MWRoL35Ek1jgkJvpsdmTh1SlfhY7wIixSVFPTsqaSoIKSnKyFxjf+D\n5g2EhDjLLt98s+DSQcOA5s21IsN1W/36Ol5uriY/FvR+WAgY1rCG53keA4MYYjjFKYYylO/53ich\nOM1pYoihPOVZiGepqoFBNNHEEENrWju2/8iP9KIXJzlJHerQilYMZzgLWEAkkRzmMNFEU57yrGKV\nzzlvZztRRJFIoluC4ShGOdQD8xIBs0FRIolu8spnOcsoRhFBBD3pyTa2YWBwmMMMYhBRRBFHHEtY\n4lN/wELJQKDtvwewCMGFx3vvKRn4/HPo1081A+rUyd9bAGq43nnHmTy4cKEa1CpV9N/fftN4eF4R\nnvxgt6vgT7NmBSf75eRAt25KIPKiKKQgN1cTBH/+ueBjt2/XSom8ks1Tp8ILL+j/09NVxMlbIqQr\n/vxTSYErxo3TigXD0BDFggV+34aFCws7dkIIwcAgnniWspRpTKM//T0IQQ451Kc+q1lNRzpyMzd7\nle1dyUqa05xrudYRlz/IQSKJJJNM2tKWDnSgL335lV+JJJLd7OZe7uUhHuIo3pNaDQyHdsBGnCqc\nG9hADDEkkOCWB2BgMIEJhBBCAglu47o2GRrEIFJJ5TSnPUSDMsiwvAEXCQJt/z2ARQguLIYMce83\nYBjq7q5Y0X/lvSlTNFu/XDkVL3rjDWeWfXKydgjs16/gxEHXMefPV4NrCv/4gtlC+ZlnPL0RRSEF\n6emaJ7Hce5KXG6ZO9ZQYNkMKZjhj/HiVd84PhqFKjq45Bzk5SspycjSfoGtX/+/BwgWFKUG8kY2M\nYxyf8zkrWEEvenkQgoMcpA1tGMtYGtPYa1migUEnOlGJSvSgh2NbC1qwmtUMZjCxxNKZzsxnPpFE\nsoxllKUsXejisy/AXvbSmMYkkujQDkgjjR70oBnN2MEOtzlMYAJBBNGb3m6aBWaTocY0ZhrTyCKL\naUyjIx2JJZahDPUpGmShZCPQ9t8DWITgwmHiRC0XfOkl91i3YahRv/12/8cyDPdfV9jtqlnQsKHv\nxkXesHevZtl/+23B1x4xAho39pT7LQopOHpUBYYKmqvZqTBvmCE1VUMHJ07oMY0bq45DftiwwVOI\n6IMPlFCYHRAzfCeGWQgsJjOZ/vRnC1t4hmdIIYV2tPMw+KtZzUu8xFu8xd3czbd4frYPcpAQQqhH\nPYeL/Vu+5W3edogFNaYxc5hDJJF8wzf8h//wIR/6NMJDGUoEEfyJEmw7doYylDDCPMIDE5hAHerQ\nm978xV8YGB5NhtawxkM0aA97LBJwkSPQ9t8DWITgwmDePK0Q6NDBu0JgrVqeJW8ZGTBtWtFa8xqG\nNu155BFNSiwo2c5EZqbmN8TF+W6IZI4/e7b2CfjrL/d9RSEFZpOlvGPlRW6uJk4uWeK+fe5cpzzx\nxo2qOZAfTOljV/GjI0c0lwDUw5I3kdFCicEpTtGIRuSSSySRZJFFAxp4EIIZzOAjPuJxHvfaGhk0\nITGCCFawAoA97KE+9Ukhhfu4jxBCmM50IolkEpOoTGWfKocHOMBjPEZvejsqDX7nd6KI8mhCNI1p\n1KMePenJXvZiYHCCE44mQ4kkspKVDtGgnvT0KjNs4eJFoO2/B7AIwfmFYWj9+9VXq5HylvH/9tuq\nIjhvnnPb+PHqMbDZzq0TX06O5gg0aeKfSqB5/dGjvbcOzosVK1QYKK8scFFIwcqVWingrbWzKw4f\nVgLlqshoGPD889oDwjDg5Zdh0qT8x9m2zZ04GIbqNPzxhyZwtmjh/9wtXFCYCYUnOEE96pFFFnWp\n60EIRjCC7/iOIIJoQxuPcbLI4n7upy1tAV3JxxLLn/xJBBFUoxoTmUgkkcQTT0taemT6m/iJnwgj\njOUsx8DgCEe8NiGaz3zqU5+e9HSs8jez2dFkaBSj+IIvaEhDnuZpSzToH4xA238PYBGC84fvv4fa\ntdUVfeedcNNN6mo3qwayszVUUKoUfPaZblu1SmP5V16pRMBmg+++O7d5GIa60KOiYNiwgo83z1m7\nVuPqs2fnf6y5us+7ai8KKZg+XQ1xQfkPy5drAqXrcWfOOL0MaWmaYJgfuTAMzdtwbZC0fr1uM5UN\nC1JAtBAwDGQgE5nIC7zAOtZ5JQQf8AHTmU5lKjMazwqUMYzhXu51lBl+wRd8yIf0pCd3cRff8R11\nqcvjPE4iiV7zBY5ylDa0oTe9SSfd0YQogggWsMBhyM0yxTji2MMe7NiZxjQe5VE60pFEEmlGM4do\nUCqpFgn4hyPQ9t8DWITg/GDlSu1LUKWKrv6Dg1X05qqrtNQwIkKlhCtU0IZG+/fr/tKl1fW9b5/G\ny8uWLb5Ydna2s6IgrySwL5ilib1751+Kd+yY5ixMmOC+vbCkwDBUjvm55wo+bvBgJVSuWLpUEwbB\nve+BL+zY4R6qMQwNsxw8qOf76v5oIeDYzGY605nhDOc7viOaaCKIcOw3MOhOd6Yyldu53aMSwMCg\nGtV4nucBLQ1sRCPGMpbbuI1BDCKYYCKIYDzjvc5hKlOpTW3mMtchAlSPem5NiFawgkY0Io44drGL\nM5xxNBl6mqdpT3vqU98SDfoXItD23wNYhKD4ceiQGvqgIDXmmzdreV2pUkoE+vdXYzZ3rsatP/wQ\n/vMfuPZaJQvDh2uyXtmy2pWwOGEYKglct27BLnUTdrs2PGrWTBP3fCEzU70aeZP+ikIK+vSBAQMK\nPq5jRw0TuG7r1UvVEO12lV7OL1nRDBPMn+/cNnmyEomTJ7UCwkKJhIFBOOGsZCU96EF72hNCiNv+\nJ3iC4Qznbu72OH8JSyhHOU5wgrOcpQENSCKJG7mR13md6lQniCDW4qnSmUYanehEHHGc5CQHOcjT\nPM3LvMxRjmJgsJrVNKIRHenIJjaxm930oAc1qUkssYQTTl/6WqJB/2IE2v57AIsQFC+ystTlb7Op\n4TVhuu2feEJXsWZfgjJllASMHq0r+E8+gWuuUbniUqUKpylQGGRkqAeiTRtd3RcEw9Da/KAgzRvw\nBbtd6/jztlAuLCmw29Vj4kuEycTp01ph4KremJmpVQL79mkIpmXL/MfYvdvdS5Cbq6GSjAwlcoWp\n1LBwwWB6AJaznAY0oBe9qEENt/31qOdYhec9N4ggetELA4OP+Zh+9KMCFWhHO6pSlUgiOYCnJ20+\n8wkllJnMdDQhakADRxOitaylKU1pTWs2sIE5zCGGGKpTnYd5mG50s0SDLAAWIfhnwzC0yc7ll8ND\nD+m/L77o3lLXzPb//Xfdf8cdavjr1tWYvWGou/rqq1VP4NAhjZUXpA9Q1PkuXarGc9o0/87Zt09z\nEb75Jv9xBw2CVq3UOJsoLCnIztYSQtfVuzds26b3kJ7u3LZ6teYiGIZqCvzyS/7zjYtzl2YeMEB7\nPkydCu++6998LVxw/MIvvMM7hBPOx3xMNao59pnSxrdzO5Nw94ZtYQvXcz1ZZLGe9TSiETWpSQgh\nDlKQt03waU4TRxzP8iwnOMFMZjpaCtuxs4UttKY1bWjDClYwmMHcx31UopJDQ8ASDbLgikDbfw9g\nEYLiw9Ch6hn4/ntd4U6aBNWqqRfg5ZedyYQHDqgHICxMPQqbN6vxv/JKXX3PnKnjTJ+ux6ekQKdO\n+ltQWV5RcOaMlhp26uSpK+ANOTnqXejUyXd+g2Fo2Z4pCWyisKQgLU3d/gURoilTtEmR6/Xfflvz\nAI4d0xV/fh0WU1L072ESthMnlKRlZ6sHwt+yTQsXFBlkEEUUT/EUAxnIvdzr2GfKFt/HfW5ywQYG\nNajBczxHNtlEEMGTPEkFKnAzN/MRH3kY7UUsIoggJjCBZJIdTYhOcIJtbKMVrWhDG2Yyk5a05BZu\noRrVGMxgjnHMIgEWvCLQ9t8DWISgeLBkCVx2mcajXZGbq8bPjIdnZqqBqVBBV/+ux9WoobXxDRtq\nVYJrBr1haM5BaKjmHxRFmyA/GIaukMPDtUmSP8ePHavH+wprGAYsW+bZWbGwpGD/fr3v/MomDUMV\nCocMcW7LyVFCsmeP5jX065f/+S++6CRhZhnjkiUqjVxQJ0ULAYGBQROa8D7v8zZvcwd3OPad5jRR\nRPEE7s2sUknlYR4mk0wSSOBpnqYMZbiWa/kJd+2JTDLpQQ9a0pIUUuhLX5rRjM1sZgc76EQnWtCC\nAQygJjUpS1ke4zFLL8CCXwi0/fcAFiEoHixdqkbr0ktV1tdb/b7drvuuvFJd2q4wDF0JN2miL7Gk\nZwAAIABJREFUBvmHH7xfJztb3fG1a8OcOd6PORekpqr7PC6uYD0Aw1DvRt266tXwhY0btcrC9Z4L\nSwo2btTr5NdvISdHkwCXLXM/LzZW94WHu4dv8uLAAXcvwdatmkOwfLl6UCyUSHzFV/ShD13pym3c\n5ti+gx1EEMFXfOXYZmDwJm8yiUmsYAUNacid3Mn/8X/8ijsRXsUq6lKXCUxgJCMdKoN72evQDOhL\nX2KIoSIV+YqvHN0GLVjwB4G2/x7AIgTFB7tdV9lBQeoteP55jbmb+PJLDQV4M/aLFmkugT9lboah\nhq1DB3jsMffVd3HAMHSlHB6u8yoIaWlqOPMrTTx4UD0FrrH8wpKChQu9izu54tAhJR9moyjD0KZF\nX3yhq/327X2fawoaTZnifB0bqx6QsDBnyMdCiUIKKTzO40QTzY3c6Ni+hCU8xENsxSmadZjD1KMe\n6aQTTDCV//4xVQpBGyLFE09zmrOABcQSS1/6soMddKMbNalJIxrRnOZMYIKVF2ChyAi0/fcAFiEo\nftjtkJSkjYe6d9dtixapxkCcl17shw5BpUq6Ava3IRGowVq4UEMQCQn5x8iLgr/+0qqInj0LHtss\nTWzUyHeew6lTSmBcxZEKQwoMQ49r3z7/mP6yZUoczPcyN1fntXWrlkUu9Gx/68CRI0ooTGIzY4bm\nS/Ttq/+3UOJgYBD29891XOfYPpGJVKKS23G96c3P/Ew88ZSnvKOboYl1rCOMMAYzmB70oDnNWcYy\nOtKRO7mTB3iAeOLZwhaLBFg4ZwTa/nsAixCcP9jtzlXl4sVqaMyQwuLFKsE7YYLmE9x/P7z5phqu\nvIp/BSE3VzPig4OL32iZMsoREVrCV9Cxixaph8S15NIVOTlKilxbKBeWFCQm5i84ZBgwcKAmFZrY\nuVNzM/bt09COrxwMs/2xKbBktyvhWr8e2rYteH4WLjgMDF7lVSKJ5BqucWxPIIFIIh2vD3GIKKJY\nxCLKUY77uM8hHpRLLokkEkMMAxhAOOGMZCTNac5N3EQwwUxgAplkWkTAQrEhP9tc6kKRAAsXCKVK\niZQurf8PDxdZulRk2jSRnTtFoqNFbrlF5JVXRDp0EFm5UuTdd0VGjRKZPl2kQQORX3/17zqXXCLS\nqZNIUpLI7NkizZuLJCcXzz3YbCKtWomMGyfy0Ucir78ukpPj+9i6dUWmTtV7+ewzz2NKlxb56isR\nEOnSReTsWZFLLxX59luRX34R+fHHgufz2msiJ06IfP2172Nefllk2zadi4jInXeKxMbqfTRpIjJs\nmO9zX31V5JNPROx2/Rs++aTIb7+JHDokkpaW//wsXHDYxCYxEiMIkiP62USQVbJKgiXY8XqADJDn\n5DnpIB2klbSSDbJBSktp2SE7JEZiJF3SpZSUkizJkjJSRl6SlyRd0mWmzJRlskyekCekjJQRm9gC\nebsWLJw/YHkILjwMQ6sN9u/33r7YMDSjvkcP7Sa4YEHhxl61SoV2evZU4Z7inPfIkZpbsG5d/sea\npYkdO7rrA7iO9e23GqNPS9NthfEU5OZqOGPqVN/HnDqlsX+zCsJu15DFqlXueQbe5tanj1ZRmOOE\nhsLnn+v9WyhxyCGH+7mfClRwNAKqSlXmoxoW+9hHJJFUpzrRRGP/+yeRRKKIovnfP53pTAghtKEN\npzhleQMsnFcE2v57AIsQBA4zZxYsq7tnjxKDxo0LV/pmt6vxqlFDVRCLE7t3q25Cv3755zwYhibo\nRUaqy97b/tmz1Wib2f+FIQXp6VpV8Ntvvo/ZskVzM0xSsnu3zmfGDOjWzfd5J05oJcfZs85kw8mT\nlcBYKHEwyw/LUY7TnHZoEJj7etCDZ3mWCCKwY2cve4kllsY0pgpVqEENutGN1azG+PvHgoXzjUDb\nfw9gEYILj8xMrW232bTxUUFiQ4ahhqxbN02WW7nS/2ulpupK/ZFHNA5eXLDbVYgpOlqVAvPD1q26\nwvbVO2HdOiUFmzfr68KQgqNH9dwdO3wfM26cjgfO5kkJCdC8uW+SZRiap2B6BJKToWlT7efgWjli\nocRgBCO4mqs5ylEOc5iWqGT1XvZSmcp0pSt27AxlKA/yILdyK//lv3zIhxzikEUCLFxwBNr+ewCL\nEFxY7Nihq/ZbboF77oGqVf0/1zDU/d2tmyYf5tUyyO+8LVvUy9CzpzbtKQ4Yhq78GzVSb0F+3RBP\nnVLRpd69vXsVkpM1ec8scywMKdi5UwlHfiGAnj21aZT5ulkzXfGHh/ued2qq/q2ys53nfPppwU2X\nLAQEBzlIGcqwkY1MZSr96e/oZ1Cf+qSQQjTRlKUsN3AD7/M+p/BDmdOChfOE/GyzlVT4T8ekSSI1\na2oy4dq1ItnZIg0bej921iyRHTvct9lsmhw3ZIjIwIGatNe8uci6dflf12YTqVxZExqjojRh8bPP\nRAzj3O7HZhOpVEmTGUGkaVORffu8H3v11SJjx4rccYfIo4+KHD7svv+OO3ScDz4QGT++cImGlSqJ\nfPqpJv9lZHifZ//+IhMmiKxapa+//FLPCQ8X+f577+Nec42+v6NH6zkvviiya5cmfVoocSgn5eQq\nuUrSJE1+l98lWIJlpayULbJF6kt9qSW1JFVS5QV5QQ7LYekjfeRquTrQ07ZgoeQAy0Nw/pGZqXkA\nNpu6t0+dUgU9m81T4a8w4QTDgA0bVBSodWt1zfuDM2fUHR4enn/8vTAw5xIV5a4z4O24JUu0NHH5\ncs/9mZnqSTBlhgvjKUhK0oZGvvIaDh7UZEKzt8KYMSp3XKeObwXEU6egVi3VYTAM9US0a1e84RcL\nxQIDg+pU513eJZpodrKTh3mYOtShAhWYz3wrP8BCiUJ+tjkgtSzALhG5MxDX/lcgOVmkTRtdEbdr\np2WFmZkiVaqol+D4cZErr9Rjd+7UYw8e1BX1pZeKbNpU8DVAZMMGLQsEkffeE7n77oLP2bVLpE8f\nkSuuEPn4Y5Gbbjr3+z17Vkv2fvtNywtvvdX7cUeOiDz9tEhEhJYRusIwtLwxO1vHMgyRzp3Vs9Cm\nTf739M03Ilu36nnesGCBeguSkpwlhfffL5Kaql4Xb2P2769/j+ee03LF9ev19Ucf+feeWLhgGCtj\n5bSclh/kB9khO+ReuVc+lU/lIXnIKhe0UOJgs9lK1ocSy0Nw/rByJVx7rYr6HDqkK8ysLC1nu/Za\nTcgz8dNPcM01Guc/fBgqVoSXXirc9QxDV/wtWmgnQm+Z/d7OmTPH2TSpMEqJ+Y35xx+aEzBmjO/j\nzp5VT0X79p59E8wWyo8/rh0V/fUUGIbmKXz6qe/9/fo5WxofOaLzbNTI96r/9Gl4+GGdR3q6ejfq\n1Cme98pCsWIJS2hHOypSkdGMtrwBFko0Am3/PYBFCM4fTE2AvNr7x4+rYuGAAYULJxTmusuWaWlg\nXJx/WfFm06S6dVVFsTiQkaEVDk8+6d4COe9cp05VV/6mTZ77Jk1STYUjR/wnBXa7EiJTR8Db/tat\nne/vzz9rGKBRI99jfvKJEiaTcLRs6V9XSAsXFHvZS1nK8hZvBXoqFiwUiEDbfw9gEYILjzFjQEQ7\nG1atqtLFvXtr5cG116pxLFPGu6BPYWAYatxjYpQYHDhQ8PGuTZNSUs7t+uaYy5ZpvkJ+IkLbtikh\nmjjR8/zly3VFvn27/6QgO1u9Lb6MdlqaekWSk/UaHTuqZyXv9U1kZEDNmvo32bdP7ydvq2sLAcfP\n/Ex96lueAQsXBQJt/z2ARQguPObMUYOvEWq4/Xb4+GM1Uq7hBLP2/Zdf8i/pKwgmMWjYUInBwYMF\nH79ggRKT4mqalJ6unpDWrVX0xxsyMtTI9uzp2Vlw+3YlDCtX+k8KTp7UJMctW7zvX79ex8zI0KTC\n2rXV6Ptq+/z559ojwTCgVSttXpWRkf8cLFww5JJLOOGcwMfny4KFEoZA238PYBGCC4/58zUk8N57\nqkuQkADXXack4OhRZzgB1FANGuQ0zseOFf26Zr6AKWt8+HD+x+fkqPhQcLB72+Jzuf7s2bq6nj/f\n9zGm4FFe4mK2UJ4+3X9SsH+/M4fD27XGjoVnn9XXc+bosW/5cDdnZWnFwalTzkoJswmShYDjR36k\nL30DPQ0LFvxGoO2/B7AIwYVFZibce6+uXM0eBobhJAnvvKP/rl6tevqmel9urrrcmzTR+PiGDUWf\ng0kMIiI0VOFrxW7i2DFd3Tdr5uwLcC5ITVVPRVyc914LhqGegNBQWLrUfd/p0+o1GTLEf1KwYQPU\nr+/7Wi+8AN99p/+Pi9MEQl/qi0OGaLdFw9AwhiVlXCKQQw7BBHOSYhLdsmDhAiDQ9t8DWITgwuKd\nd+Dyyz0NzubNSgQ++kiTAd97Dy67zHui3erVqlYYHa0x76Jmu9vtSjLq1lVi4KsW37zuqlVqWHv3\nPvemSYah/QTCwpzqhHlx5Iga3H793BtAnT2rhtsMLfhDCn79VQmNt7bH2dnaRGr1amdFgS9Dn52t\nXoK0NJU1rlzZd8KkhQuG7/me93k/0NOwYKFQCLT99wAWIbhw2LZNcwcSEty3Gwa89hpcfbVWIGzf\nrse98YbvsQxDXf6Jidqsp1+/glf6vpCbC+PH64o8ISF/aePibpp0/Lgm9PXs6T1XwSxNbNnSfV6G\noffeqZPG8QsiBYYBP/wAXbt63793r+YQHDum4YB77lHC4g3Dhythy8qCO+7Q3AILAUMOOYQSymmK\nsbOnBQsXAIG2/x7AIgQXBna7rkLvvdfT8O3eDVddBR98oMdFR0OlSv4nrGVlqUF/5BFdOZthhsLC\nJAYhIUow8qtyOHFCSwobNTq38AWosR4/XkMY3ho3GYaqEAYHu1/LMNTVHxOjhtwfUvDBB+ql8Yb5\n89WLkJureQV33+2bpAQFOd+DBx4ozN1aKGZ8x3ckkhjoaViwUGgE2v57AIsQXBiMGaMhgaefdm/C\ns3Ur3HWXrs7T03UVa7PB88/D3LmFCweYsfdOnTTskJTk7mr3F3mJgS9ikrdpUlpa4a/likOHVIio\nd29P7QbQVtBRUTo31zmYwkrJyf6RghdfVCLhbd8HH8CHH2qux913ax6HN4wcCW+/rV6aW24puOOj\nhfOCLLIIIogz+KgMsWChBCPQ9t8DWITgwmDTJujVC267DUqXhoceUoN7ySXQpo2SgePHoVw5LWlL\nTtaVbL16et66df5fyzBUc6BvX6cCoa9SuvyQna2GLzhYiUFmpu/rTZ2qSXbDhp17ieT48RoGWbvW\nc39GBjzzjHpCXEnDn3/qqn3VqoJJwdmz+h7Pnu25z26HJ56AWbNgxQq48UYlIt7GqF1be01ERup8\nLFxwDGMYAxkY6GlYsFAkBNr+ewCLEFw4GIYakl9/1ZXowIFOYRwzw/2aa9wFhAxDlQv79lXD07u3\n/6tRw1AjPmqUlvr17OnduBWErCxn+eHgwb51CVybJv3+e+Gv44rdu50JhXm9JIahRKVhQ/f3ymyh\nPG9ewaQgPV3PX7PGc9+JE0oukpPV2xIc7H2MsWM1z+P33+Gmm4rmjbFQZGSSSQghZOKDqFqwUMIR\naPvvASxCcH6xc6euWgtaNS9bBqVKwRdfeN9vGGoYFy/WEsC6ddVYFqQl4Hr+4sXqjWjeXI1mYeFK\nDIYN856xbxiaFNm0qSYLuoZHCgu73alJkJcEmdUWQUHu93L8uBr6UaMKJgVHjmjegjeStG6dhidO\nndKQgDe9gdxcJSCHD0P58sWj1WDBb3zJl3zGZ4GehgULRUZ+ttnqdvhPw4YNItHR2tlv0iSR5s19\nH7t9u8jkySKvvipyySX5jwsiWVkic+eK/PijyKlTIq1bi7RoIXLVVQWfm5ysXQFXrdLz2rfXjof+\nIj1dZPhwkfHjtWNh586ecwaRefNE3nlHpFUrkRdeKPi+8pvviy+K1Ksn0quXdik0ceyYXj8sTN87\nm03fm86dtePj7t35d0ncuVOka1f9+1x/vft1x44V+eMPkWbN9H06eFDkssvcz584UWTlSu1++Msv\n2uXRwnlHhmRIlETJIlkkl8vlgZ6OBQtFQn7dDkv52mHhIsTatSJRUSL/93/6+s4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l7DpUv0l9q7F/ewu1WzrwVERtLDat06uGWVKkTOTp3C+m/WDBHyyCM6nee/RACcISWOs7Q0nZcd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\nli2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"text": [ "" ] } ], "prompt_number": 8 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Comparison of distance metrics" ] }, { "cell_type": "code", "collapsed": false, "input": [ "metrics = 'euclidean', 'cityblock'\n", "\n", "fig = plt.figure(figsize=(len(metrics)*5, 5))\n", "\n", "for i, metric in enumerate(metrics):\n", " ax = fig.add_subplot(1, len(metrics), i+1)\n", " ax.set_title(metric)\n", " \n", " d, s = anhima.dist.pairwise_distance(gnr, metric=metric)\n", " t = anhima.tree.nj(s, labels=samples)\n", " edge_colors = anhima.tree.color_edges_by_group_majority(t, \n", " labels=samples, \n", " groups=populations, \n", " colors=population_colors)\n", " anhima.tree.plot_phylo(t, \n", " plot_kwargs={'type': 'unrooted', \n", " 'tip.color': sample_colors,\n", " 'edge.color': edge_colors,\n", " 'lab4ut': 'axial'},\n", " width=5, height=5, units='in', res=plt.rcParams['savefig.dpi'],\n", " add_scale_bar={},\n", " ax=ax)\n", " \n", "fig.subplots_adjust(0, 0, 1, 1, hspace=0, wspace=0)\n" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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YqOzdK5Izp4rXpElVsAcHR5/M6csv1X5y7JhnvauxUKqUDqo9cSLucsY1uVSG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\n+k9+on8ncOB9WNMXgIM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"text": [ "" ] } ], "prompt_number": 9 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Reading and writing trees" ] }, { "cell_type": "code", "collapsed": false, "input": [ "d, s = anhima.dist.pairwise_distance(gnr, metric=metric)\n", "t = anhima.tree.nj(s, labels=samples)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 10 }, { "cell_type": "code", "collapsed": false, "input": [ "# write to string\n", "anhima.tree.write_tree(t)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 11, "text": [ "'((((((IB:25.84990777,IG:31.15009223):11.77556818,JF:42.22443182):3.910205078,HF:45.08979492):2.012491862,(IF:43.51267904,JC:42.48732096):10.73750814):4.99294608,(ID:36.59516345,JG:32.40483655):22.69455392):5.550426483,((((HI:29.02730887,JI:32.97269113):14.78392792,JD:43.21607208):8.421531677,IH:47.57846832):3.807510376,HG:57.94248962):4.566761017,(((((IA:22.08810292,II:20.91189708):34.57021484,JA:62.42978516):2.214874268,((HH:48.19351632,JB:42.80648368):2.416541466,(JH:34.75761922,JJ:25.24238078):28.08345853):8.410125732):3.545110067,((((((GB:46.30488856,HA:39.69511144):10.82900391,(FE:26.34034455,FH:39.65965545):17.67099609):4.767144339,(((GD:25.24037237,HB:30.75962763):12.46283569,HE:39.53716431):8.164868164,GJ:45.33513184):15.23285566):2.291960822,((((((FC:25.63408203,GC:31.36591797):13.85064532,HC:49.14935468):5.328113903,GE:44.1718861):7.473176956,(GI:27.23205566,HD:31.76794434):26.02682304):1.79327491,(((FB:30.02872911,FG:33.97127089):7.929276629,(FJ:12.83507055,GH:15.16492945):21.57072337):5.228953044,((FD:25.79449463,GF:26.20550537):8.790480841,GA:33.20951916):13.52104696):13.17547509):5.356535287,(FA:25.46094789,FF:25.53905211):34.56533971):3.409211053):4.38986074,(FI:46.49660773,GG:45.50339227):23.01736582):56.27002556,(((((((((((EE:57.97222222,EH:63.02777778):19.08024691,AD:82.91975309):31.63479478,(DB:61.9787234,DG:73.0212766):53.86520522):6.877319336,(BA:99.48263889,BI:120.5173611):21.12268066):6.58108724,((BJ:71.28125,EB:68.71875):25.87006579,(AH:64.83870968,CI:68.16129032):30.62993421):35.85641276):4.518383361,(((((CB:74.05154639,DJ:56.94845361):26.91463415,EI:85.08536585):36.18931159,((AJ:51.28571429,CD:53.71428571):27.0625,CG:78.9375):37.56068841):9.971478175,((CA:72.52747253,EJ:75.47252747):25.40945513,DH:89.59054487):30.65352183):3.601114242,EF:125.2738858):6.188647889):1.690944127,((((AI:55.6875,CC:53.3125):13.81179775,BD:72.18820225):19.5846519,BB:86.9153481):38.70166843,(BE:68.5,DE:60.5):65.17333157):5.506321498):4.332044567,AC:129.9472523):2.573908968,((CF:76.81104651,EG:81.18895349):24.97083333,DD:90.02916667):36.19366916):6.519239837,(((((AE:82.5,BC:68.5):35.25892857,CE:122.7410714):8.232692308,(AF:94.45422535,CH:105.5457746):17.26730769):9.659752155,((DA:98.04280822,ED:106.9571918):15.65257353,(AA:71.6091954,DI:67.3908046):45.34742647):18.02774784):7.257190846,(((((DF:63.18823529,EC:59.81176471):19.19642857,AG:77.80357143):8.873310811,CJ:86.62668919):20.29995265,AB:105.9500473):6.172568044,((BG:60.5,EA:62.5):25.7125,DC:87.2875):40.23368196):13.00843415):7.524888581):2.429049072,(BF:152.3832632,BH:145.6167368):7.890195312):129.660299):67.05210559):3.05134964,((((HJ:28.09548118,IC:23.90451882):10.86761475,IE:40.13238525):9.088084501,JE:39.4119155):8.509577433,IJ:52.99042257):9.76984787):0.9664802551);'" ] } ], "prompt_number": 11 }, { "cell_type": "code", "collapsed": false, "input": [ "# write to file\n", "anhima.tree.write_tree(t, '/tmp/tree.newick')" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 12 }, { "cell_type": "code", "collapsed": false, "input": [ "# read from file\n", "t2 = anhima.tree.read_tree('/tmp/tree.newick')" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 13 }, { "cell_type": "code", "collapsed": false, "input": [ "anhima.tree.plot_phylo(t2, plot_kwargs={'type': 'unrooted'});" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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u2L9/P27evIkzZ87gyJEj+O2332QLJAmCAGtrayQlJaGgoADbtm1DTk5Oufeuz8OxdJkX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\nCMDAgQMRHByMpqYmbNy4ERqNBsePH8f3338PZ2dnKIqCESNG4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