{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true, "hidden": true }, "outputs": [], "source": [ "options(repr.plot.width = 7, repr.plot.height = 6)\n", "options(jupyter.plot_mimetypes = c('application/pdf', 'image/png'))\n", "set.seed(1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Diffusion Pseudo Time (DPT) is a pseudo time metric based on the transition probability of a diffusion process (Haghverdi et al., 2016).\n", "\n", "*destiny* supports `DPT` in addition to its primary function of creating `DiffusionMap`s from data." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true }, "outputs": [], "source": [ "library(destiny) # load destiny…\n", "data(guo) # …and sample data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`DPT` is in practice independent of Diffusion Maps:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false, "hide_input": true }, "outputs": 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HUlvzA6bPpa8SJdtiO/oJAnxtyPlPxFWvIjCIC4l/7sTHrCcMeX1Ez6FbEHakOL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\nIC9TaXplIDE0CiAgIC9Sb290IDEzIDAgUgogICAvSW5mbyAxMiA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}, "metadata": {}, "output_type": "display_data" } ], "source": [ "old <- options(repr.plot.height = 2)\n", "par(mar = rep(0, 4))\n", "graph <- igraph::graph_from_literal(\n", " data -+ 'transition probabilities' -+ DiffusionMap,\n", " 'transition probabilities' -+ DPT)\n", "plot(\n", " graph, layout = igraph::layout_as_tree,\n", " vertex.size = 50,\n", " vertex.color = 'transparent',\n", " vertex.frame.color = 'transparent',\n", " vertex.label.color = 'black')\n", "options(old)" ] }, { "cell_type": "markdown", "metadata": { "hide_input": true }, "source": [ "However in order not to overcomplicate things, in *destiny*, you have to create `DPT` objects from `DiffusionMap` objects. \n", "(If you really only need the DPT, skip Diffusion Component creation by specifying `n_eigs = 0`)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": true }, "outputs": [], "source": [ "dm <- DiffusionMap(guo)\n", "dpt <- DPT(dm)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The resulting object of a call like this will have three automatically chosen tip cells. Plotting without parameters results in the DPT of the first root cell:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "data": { "application/pdf": 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AxiwlzHGytVPmKXYLmV319JIRkCfc5ZcBTw40ThsTmp4SERjQtWgWaMzGPFq2FB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1WC4ztrjzU3spBWGqT83QAAAKozlUp1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ih1bakurFz9jy+XPnZdsLoUCKHe4mkEDI3oXXE28w+i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Nx1gP48COMcYYA0uz5aGf/6XoeAlKAAJMdU+Q62MAABr2SURBVKbDe45JGo1r3Cah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\n9kiPGAPgwI4xxhjzA0r48Av3zDt/pmtGYoeiKC5pTdQDRadK7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}, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot(dpt, pch = 20) # “pch” for prettier points" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Other possibilities include the DPT from the other tips or everything supported by `plot.DiffusionMap`:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": true, "hidden": true }, "outputs": [], "source": [ "old <- options(repr.plot.height = 3)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "data": { "application/pdf": 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hX5TXTjZzho/t0dwKJ7nq0wDoCEBTPidoCAimdsAe+WBEXZHREAV902QLlc+pdj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CJbuyFuuBs+wBcfRBCbbHc+oMRpz6Tgi3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\nkrnCBdJ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vTCtChHGH0qCUWVNK9HP5jo48KOxSHZ41v/9OKmI9WI3ZQsnZYPm1KsE647LzqB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\n2vPx8j9dGrVY2cBiTtP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+pSPOCqh/pm\n9HiBgCxGyEiDQHsgby2cWGEXgFarbvTICL23iGrZAwBdUwmBKpPjAKadxEZs39oNnm/WqLV1\nIiPdOGOa8dzZPUy5ipxz1ZqvwdMxYYqWwZg5K/yZ5DjUVtUBgNkIk0aCXwaPDwefh2nd5rrk\nsyf5b15Y9/JS8rUV8boka96vrzcMStRtyKyrgV3YfbV8zYtPv3VgbymoBABIoStXXf+fvfuO\nj6O6Fgd+zp2ZrVr1bsuWbMu9YWMbbGywqaY6+AEPSCOE9Pb4wSOFl4TkBV4aJHmQzqMEAoEQ\nIIAxJVRjYxs33LutYvWy2r47c8/vj1XdHcm2LO1Ku+f70ccfaXZ2dWVbd8/cueccn9+pOXpH\nGyKaiY7g7/BfMfcmIBQIxWOL7rjvq1NnTwKALe9vI+h6IaKuzssAgCT738Z/CqQhUeBISBZr\nqW6MT2hAhNZqkxQEU0S04Y9rarYejF41ehraGvZWVW/ev/Trq0Q/+fa2TOd531zdtL+6vaoR\nFcytKMmtMH/nqNt+KD7lAgEadx8fILADgHFL5xTOmthyoDrU4XPkZeZPK1dtI67CEGODQL7j\n1L4TQi0AhCAp2iA5ukhUIEouyihYYMV3qiDQfS8PcWIxTCtDpxX0oP7uA5G3D8hmnzKmxHLj\nF0T5RACAxgN4tOdCCzsM6PDD2CJy2vtLeDrl4UpAHKhAQKJQuNXkKCKE20/5Jcjz69+GN34U\nnZSMuvrIzt2h9Rsz7/qPaJ1hE4pDlK6kQB2EmgERrYVg66dSujcuE0JTQVMhXAcw0FyXd/2F\nmeef5d28V29ut4wpyDh3lnJqW8BZOhhNgV1tdd2/1q7bv/dgTm52QUHuM4+/2FjfJpAQEUAo\nSDI+y5woZIStigWiHdChT1xFkgBIgqirbrjjU9//wf/+59xzZv7l18/Gf+vo5v6KqeMHN/Ld\nH+5Z++jrNYdqFEUpnzH+qtuuGD9toJeSUkpdqpbh+tcxjb2I4NTzJ6o376/ZehAAuiNgAGjY\nV33o3Y8nXzjQdXDBlLKCKSfZyRd0e03eVxCDHSdvd23LzhizkDuJsVFO95CvCnwNoNgRrLJx\nBzijRTMAorW6O3uwAHS1Y1GzNJg/UR6px0CE3F5cUIkVRd0drkRZtvXmBeG/bTWqTwR+cY/t\nq/9PmTKDdq/p+10JAKGuCSaVgXWQOa3kr6a27RBuBUC0FWLu/P7uAvd8U5JDns3Qw/SViU79\nO4bWbwxv/KjzWV1/RnbtCb7xlm3lJQN9Z3vJSVc9yTBtrYuk+08aFGtFuTlXmqwCMjYKAjuf\nz//wV77j+OeLJZFgWLUedBQesWULFIDRO6XRXlTSIPO1sIgR0YQKAAioCJOfN9oWggge+MEf\n7v7ltzraPKbDKC0vnrt45iDG/9bf3n7x9y9FE2OlIQ9tP/TAV39z648+O+u8WfEn1x6oXfvw\nq1V7jpNBuWPylt+4fPbyOUO+yDd2RvmBD3bFJ+aXThsX/cTb7K7adtjb7HYVZI+fX+nIyYg5\ns2ab2aIaQu22QwMHdqfC6nJ4G9piXpwArK6h3hPD2IgiI3Ldk/jMP6CmGUpy4eI5VDmGnHaI\n/sc/6TQwNk+MzQMADIYhulbd+ykC1QsmGX/dAkThpx62f+t2iMRHFQSGAYYdHYPpAkLuXdSy\nuefLQB3VvoJFK9A5zuTsUDO1fkTBRiAJWhbmzMYMs+IpZwZtJT33OnuzdyZPUFuz3L2V2pox\nr1DMmI9ZsblW4U1bTGo2IYY3bRk4sDul4Sl2wnaT+ycqL7+xwRvpgd2br7535ObPfrXtmNIV\nhnzOXf1ITsUfcnv2c0Qf6LX/GzWhakJFRElSl3rXZS0aUiKCwJg9lQSIQOBucR87cLy/kay+\n9cr4zgfhUETVlAG6hPncvlceXgPYcxs3uvj37K//MXPJzJiI7eCWg3/5r8eIKHoHuKWm+dmf\nPdNwrOGSzw1x18X51y45uuVAJNAnNz5vXMHkpbMAYPdrWz569l0Z6dyp9tEz7y66acXkC2b3\nPjnY4Y8vT0cEwQ7TC9DTUzxnUsvBmtijRMWzh37eTysIpp0+Ypu6saQg3zH43rfEgy9Bd6Pk\nP66BL19Jt3/itF/LarYDAUGUZoo8p2zxyeY2ctebnAMAACJzlkkUqYdBUSF28uzFCFLr1rha\nbkQtG9BZFvOCFKil+jeBqPPkiJsa34NwG+aefdIf7rRgzlzyV4HsW/PIkhsNIvX31+prngG9\n69FXntauvllZ1KcDgXT3raPU+QOQdA9FaUNnOQROxL86OMuH4MXTmEGoS5NpzeDkiaTbsXX3\nC7d8/cG2PrsQBNCtbUf2WLPfd3av8EdvURACIoJFtaioRg8qqCiiZ8mdgIiAyBBC9H4zUxAJ\ngYgevf9v/Q2mvcn93B//WX24NiPTOfWsSjLolcfWNtW1qqoyZW7ldV//RNmkMTFPcbd0HNx2\nUI8YMceJyN3srj9WX9J3k9nLv/1nd1QHXRv81v39/QWXL8wpHsqaHVnFuat//NkPHn+zZudR\nIlJUZeoFcxZev0zRlNqdRzf99a3es7AR1j949LXssfmFk3pyVx05rub410WMX9sbhLELpzbv\nO96w62g0dwUAgKhkbmXJvNjd2W2Ha+u27Au2dlgznfnTy4vmVI6s6lmMnaJgI/ztN/jrF/sc\nlIQPvQRzKujC00zd7b8fhPWWRcaBxshbB6jlo/7OIgxD2zYIt4Gwgq0IjtXJD9eAuxlQYNkU\nvOA6LIzbTWH4KVDXu599D90P4Xaw9JnBqHkjUO+cNgIAat+FmVNAHdLEfC1TjLmKmjdS4AQA\nASroqsTceYCK3L9T/+eTfWaMcDjy3CNYXCbGT+o+puTl6vEbDgWKvH4LZp06dFVCoIZ8Vd0H\nAAgzKjAjNuuOAieg4wDpHag6wTEeXRNHwhZGNjKN6MDuiYf/frWnjuL+/xLAVZ7aXoEdAgCC\niC6AhfWwFNIiLIDxT+18uiSpdO2xQETo2uirG9J05wUiPv3Q89hZfRPee+kDpWuVLhwxdm/e\nu+9zB+74329MnjMJAAzdeOvZd9Y+8abf40dEIFLie9cDBP2h3l+2N7a31LbEf2sp5ZEdh+cX\nD/GFbHZp3hXfvkEP6/52b0Zepujqprr/7Wit0T4Js4Cw/+0dvQO7cQunVm3u2/wbAIjGLZx6\n5mNDIc767Mq67Yfqth0MtHY48rJK51UWxS3XHXz5gxOb9gACAnrqWpr3HW/YcWjmzZf2l73B\n2IhF7t3w3DqTzgWI8Pd1cLqB3YCUyYWY64RsB3RYIBRT0hbBZiHvjs7PgbD6Izh6Qrh0cGWC\nIanpkPzLj8UNd+DYyQAAJMm9m9wfgzFgadyYBTPdBxGzZTAgCtSha4grLoGWhSWXIBmg+0F1\ndi86Gh++BRjT1ZoA0Pjwrd6BnWXJuaH1G2PvxkqyLhmKHg8osOhC8B4F3xGKeFDLhIwJGLdc\nR80bqGNf5+ehFvBVgfcwFl80jHsT2Wg2opuj799zaKweNH2oVO+55YcAqlC6bmsiAhhkhIxQ\nROoGybhMWQDouQMAvXsaIgIZZJYOpnaV/yICgaj0vfcqQeqG/tSv/h798vH7/vqP3/0z4A0A\nQHT9TZdS9h0GIuaPye99JNx/0fBQ3xBwCKkWNbMwuzuqAwB3fVt8MIyAHQ1tvY+Uzq6YfNE8\n6PkrBwAoP2da+eLTKAczsJK5k+bdsnLJ/7vhrM9eFh/VtR6sPrFpD0DPMiwAtB2urd2wa6gG\nwFjCULgNq5rMLkQJa0wWx8+QyHeCQCophJ58KQQA0BQq6bkTgo1tcKAKuuoHgRCYZ0eXRm89\n1XlG0zpq/egkUR0gaJl9Dsj+m8EM8NAZQgU0V+9bybKpzrQBGDX3uUltmTfHdnnXXrquuc66\nbIn1/POGbGgZFVh0oRi7CotWmER1/pruqK7nYOAEdVZyYSzWiF6x0zTNbZbuAAAdoqfjntJT\nX7UrVYxAgpSGFChVRQWIruZFV+U621cZIBUSQojeW+6kBBRARJ27kZAQhdJ3Z5JitqOOiI7v\nr/Z1+JpPtGx64yPoupHazTCk6FVBas6y2a7sPnctswuzFU2RESN+qikoS1x1IovdYtrxUIur\nGzL3umVj5006tmGvr9ntyHWVzZ9cPGOQWcOD0LTriOnyRtPuI2VL5yRsGIwNDRSU7TS7tYYU\nV457yFg1qhiL7R4KhgABbVbKcvXcmiSCmvrOTzrHAgCAmTZZWw1BH2DAPC+hL3SOB8XW55CW\nAaiY37fVYuvxDh+02cm0k7XVFnPA+akbrQvPDr2/3mhsFPn51nMWaLMHk0g3SL5jpofJdxSz\nTTLwGBvRgd28hbPf3bLu3GBbzHEEWOco7P68e7dc/LQoSRqkC1QMIujcPC46F+yICEglIkkK\nKoiAiIgogaIBgyqwc0WzV1Q3wDZzBAoFQge2HzJ9lLojSoDJ8ypv+H/Xx5xgsVnmXTx/85pN\nMcfzxuRNmJu4pIHSmeWNh2I38xLRmFnl8SdHW0okYlhxwt6ASQBKFOrwJWU8owIK8yYTA2yI\nZ4mBtiK4cA6s2x37ABGsGM4LFUTK6VxOiw1w/MGetbqYJ1k1CIeI+k2/6DnTXoIFcSU5UEXX\nJOqI28uhZZ1iu4shISbPksfjpmsiMXl2/MnqlMqkVWA2L4kCoA9BplqqMgj6SZ5I/FiSYEQH\ndp/7yk2rn37pMl/j3JCbut7GEWCXNevvWZ27d3tFdeYhl5TUnT5BQJKopwkskE5SAZAkVUXV\nuvYrRKsVRaTUOp/Za69e/9tVVauWlZcVCfV7K2HpJ87LyHJWzBg/dYH5RrTLv3iFv8O/e13P\nzcTC8YU3fu8mJYGbxmZcdvbRD/d23pCNBsNAuWUFU5ePrM5LFpcj/p0IEK1ZQ5C9wViCYfZs\neeMKfGkTbO0qJBT9c+4Eunn5yZ8/HCi2YU8PTYOMLHBX9fc4Zk4DxQq2QrTHppR1npC3EIwQ\n9V6LsmSLouWJvMhQl11mbNvQc+MVEYhEyTj1XJN2OMnUX6vfIW+JxlLFiA7sSkoLf/7n+77w\nue/8u7vqcm9Dme6vUe2vZ5Q+nT0+0v3737OcZp4qEYNARvsud35JRACIYEhDRbV3hoMk0slQ\nUZHUU0ul83yzV16wYp6iKiUVJr2lEdGeYV/99VUDFEYBAM2q3Xj3Tcd3Hz++61g4GC6ZUDJt\n8fTeG+ASwGK3XvnDT21/fv2RD/cE3H57tmPSkplzrj5HGbZqyYNTOHNC/VaT7I3CmSOxhxtj\nJ6E6xbhL5VOAj76B//wQjjfAuEK6ahHdcjEkq/WqzdrvQxVngVBiEl07IYCwYP6ik8zGqGLR\ncgw2UrAepA7WXHSMS/TSsc1h/eY9+hvPG9s2kMeNrixl/nnqhdeANsLa1WRUgOdg/GHMqEj8\nWNioMLLereMtuWDh315/5O5v3ffE7oPdaRBIUvRUYSdFif4Up5773Sc2IyAEJCICib2ySRDA\nkKRpSJIMkkrXpBMtaBzzilm5mZ/99s0AMOvcGfmleS11Lb12biARrfi38weO6rqNnzF+fAI3\nq8Wz2K0Lb1q+8Kblhm4kcrGwGxmy+sPdLQerw75gRmHOuCWzXKV9Ek1CHn/GmIKxi2fVrN8J\nAAAYbSeXO7lszDkJ3PvC2BCyjxUVq+lLefLzQ1y38lTFbDhTVcrPwebYnTCkOMSFnwIAdIwl\nzQWRvhXdCTBzxqnOxrZC7K/XVmLYHOpVN6tX3Qy63m9/sOFk6PL9v2zZ+/4Rb6u/pDL/glsW\njp1e1OcMfweqOZA1g9zR2/Rdd1IcYzFzyDLVWIoZ6YEdAFRMGvfky7/7y5+f+/W9v6eudrDU\nlddKPRd55ktpaHIV2Oe03qtxvR8hAEScMKX82P7jkii7MDsnN6ujzZOR6ZSG0VDV2J0eMXFG\nxTd+9mVVUwFA1dSv/exL//fjx6v2V3e9Pp6/etnKz/SpUR7yh9555p1D2w8HvcHiCcUXXH/+\nmLgyeEmXlKgu4g9u/v2LnroWBADE9uP1tR/tm3LlkvFLZ5Okmo27j/5rS9gXBABnQfaEixb6\nmtsCLR3WLGf+tPLCmRO5tBMbxbRsHLcK2ndS60dJ+O6WfAi3AElQM1BYSYZgygzQaqDueM+2\nh9xxYtmtEL2WRkUUXywb34NQd94uYtY0zOm7KVBGyL2LAnUgw2jJwayZg+5XNoySEdX52gIP\n3PB47Z6G6ErB0Y+qN/xt++ofXLLi1kVAEvato22vQsgLAJBdJM6+iGwRinSg4gTneF6uYwMY\nBYFd1Kc+v3r+olkP/uzhLZs+1iPh7uBMkpQgBYiupohdMNpRIrY0SexWPOx5Usw6HAJk5rh+\n8vjdkbBu6IbN0efGRPWh2sO7jxq6MX5y2aRZfW7/FY0r/PYf/t++rQdqD5+wO22T5kwsKutz\nVdpa3/rQN3/rbnZHv2Pdsbodb+1Y9fVrFl+z+LT/XlLOwVc3eupaoDNs73w72f/y+vyp42o2\n7K7esKv7H9DX1L5/7Yczb7hw6rWT+nkx1odANE2eMG1HwZIFs2ehvYRat1CwfqCNbkNLsYkx\nVwIZQBKEBt3TYhlAex20HAdpQM4YyC/v8ywtS4y5kgJ1EG4DoaGtOLayie6RJ9aA7u+sSBBp\nJ+9RzD8HM4eg4OVo9+JP36rd0wC9SygQPfejN2Ysn1TY+Bbsfa/nDc3dSG/+Fc//DE5YmqTB\njjKSUDdrMiG588RIM33W5N/+5acA8NZr6773zXtD4XD0XmxYj1gUrTvdNRq6IaEQKETsmlPM\nAp7Sde8VEWNajRHAeZcuAgDNompxO8zKJo2JbzXR810ETjt7yrSzp5g++sKDL7qb3dDr95lQ\nvvjbf05fPD27IHHZ/iNT3fbY3STRMnU1G/fWfLgboE/KBAIefGVD0eyJQ95Ol7FksuZjyaUI\nQL5j1PieeWWQMxGXUN7Z6gAVk5q32SWQPUCyKqK9FOzm2fHUvLErebPzVgsAUssmdJTx3v/N\nL+6K+ZcgAjLktuc/ujTv/eiBngcQadPzWDGPm+uwkxpNgV23FZeet2HfmubGVk+HNzsn2+G0\nhYKhtS/+6+1X1/l9wYlTK5ZdfM45S89ubm6967YfnajqyclHApvDigChQBgQBPYsXygoOqs0\nAQIAEU2YOv6mL68e8sFHQpF9G+OqTRIYurFnw97FV5875N9xFDEiut5PoWbPiab42tFEFPL4\nAy0djvwsk+cQNH586MTmvYGWdovLmTu5bNzSuYpVMzmTsREJneVYUQ6GH2QEFCugBqSD95D0\nHgcZQWsOOMajYwzofln/BkT6di9FFQCAdJPXpe54AgEIrHmYc9bQj550CtTGHwUyyF+d5ot2\n4UAk6DGvPO8+dgJy41L+iSDgBk8TZJrtSiRqfXNr84sfhGqatNyszMXTim+6SDj6T39hKW1U\nBnZR+YW5+YWd3fqsNsv1n1l1/WdW9T5hbFnJk2t/t33TrqcfeaH66ImCwtzlK5dcef0liqJU\nH6394dd/Xnu8Lnqmqmk3fmHVomXz1/ztzdpjdVk5mWctnnnJ6uWKMvSbzHwdPinNb6942zym\nx9OHoqmqzWIa2ymWfgMyI2L21gWw7x9vN358OLojXA+EfQ2tzbuOzL3tGs0ZW4CUsRFNcfSk\n8qMCmTNE5ow+J2iZomw1BerBvYsiblQckFGBrsmAAiJuqnuT9K6YDwVmz0FHGXXsobAbFRs4\nxqBryrBkpBqhfm8lG4Gh/3ajisWu2VzWkCcUX1gtK6f/i0/dvJzWsZ882favrYhIRLrbFzh6\nov3t7ZMf+qaazeWf0tEoDuxO0dyFM+cujM2ULKsY8/DLvzp2sOrIgSq7wzZ11qSc/GwA+MY9\ntw33eDKyMhRVMcwqf2YVmC07pZniOZNqNvZplYMAIETx3Ekt+03qZglFceSZ/L21Hqpp/Pgw\ndO3Ti672Bdo8x9/ZOukK3svIUhDai8FeHHujTsvCcasx3EbhVkANbQWg2AEAC5YO+y09xdZv\nh4m0vw8LAGdfNWPdX7f2OYQoBJ515QzYvTH2bAQQKmSadCHq2LSv7V9boW+7o9CJlvrHXh/7\nzWuHfNhs5Ev9wG4A5ZXjyivHJfibqhZ19rLZ297a1vsgImpWbcbiGf09awTSQ5F9azfXbDno\nb/VkFGWXL54+6YK5Z151b/Ll57iP13vqWzurtAIA4pQrzi2eM6n6g52emqaYC9wxi6aZ1thr\nNYsCAaBl3/G0Deywn+QJ3qGY+iw5aFp2blihgs7x5D0ScxSEgo5ET7xnREao/WPyHQPdB1om\nuioxc9qZr3Gu+s6FR7bWnNjXiAKiVbEQ4dq7LypaMJcaxkPz8T5nE8CUJaCa1Nhzr49rWAIA\niO4PdqVtYKcTRszyJEwzKlJPWgd2yXLNV6+uO1JXf6weAFAgSVI05YY7r88YPcvmEX/oXz99\n2tPQFt2j01HbsuPZ9+o+Prrsm9eiWehw6jSH7dxvXV+1flfzgaqIL+gsyhl/3uzMMQUAMOeT\nl+565q22I50dzxCx9OwplSvP6WeEQbOet6AHzPe1MMaGHOYpr3+JAAAgAElEQVQtonArhNt7\nHUIsOC+2e+xIJsOy9mWIuDu/DLdRyybwV2PJpadTPNWEM8f+3bVfePexzXveOexrCxRX5i//\n3MJxs0oAAFd8nt5/HOq6MskQofJcPHuV6esYHT7T/oq6h3uOpSkO7JIgIzvjP/7wrY2vbDy8\n47DfEyidUHLeteflFCX8evoM7H9ji6chWrmUACBaXbBxf/XxjXvLzz3TspmoiPFLZ49fGtux\n0ZrlnH/bVe3H6j11zUJVs8cXOQvN/9L8TW2B5vb4qA4QbDmZJk9gjA0HxSbGXEOeAxCoAxkG\nSw5mTQd11FzBAgC17+yJ6roPBurAcxhdZ1poSVHFilsXrbh1UewDzmy87BvQcBhaa0FRoXAC\nZJv0NAIAWVertNSY9VcEa0nuGQ6PjVIc2CWHoiqLr1k8egvX1e08arYehnW7jp55YDew7PLi\n7HLzOS6qfsu+w6+uJ0OajJCg6KwkdfJmLD2hwMypMGpzYMlfY3IUEfzVcMaB3UkUTYSiiQM8\nrr//VujpxzKCogVy4koGQO5lC4dzcGzkSmxvPpYqwr6gySUiUsSf5BudIbf3yKsbSEqItofr\ne6ukcM6kMeeMpo2MjLEkk2ZzGhFI88JMCUOtLaG/PQ5EFoteWOxB7DMj5148v2D1smSNjSUX\nr9ixwcgozPa3e+I2dUBGsgsstx6okrIrC09AtGh1tGz1zE9eljNxxPVtSyQUYJ48wdd3jPUD\ntUwy/BBXRDO2x0bC6R9vBaNzrsvKDjqc4Y52WziiqhrlffsbrrNH6xLpkJAAevxWHIBENXJJ\nMg7s2GBULJnR2NUMNwoBCKF8cZL7Uofj9gtjZxc5chbxjhPG2GlyVUKgru8hBKAz32B3hsjd\n3vtLTZN5BZ2zn2PyAJ1CWOrjwI4NxriFU9trmg+8uYVk52WRUJU51y3LHXD3WwJYXA4AICIy\nuirrRxuMCNz37Jv2vKzi+VNdY8xKtzPGWBzMmAjhNmrf1bNjFxHzzgGrSUm5RMLsHAAwdNQD\nipSASIpGuqEEg1rbD/9kKSvOvPw825Ty5A6SJQUHdmyQZl973riFU2q3H/a3elyF2WVnT3Hm\nJ/neRMQXCLZ5EBEASRAZBABkECEoAB01jR3VDQ3bD4xbdta4C+Ynd6iMsdECc8/GjAnkO95Z\nxy6jAlRXkscU9qq5ITq7WAQB60PBQ14yUOogCcMBQfuPBvce7XhjQ+6NK3M/dWWSh8oSjgM7\nNnjZYwuyxyb5srVb26HqA/94ywjriIAIQiApoEeICIDAkKREd5chVL23LWdSmWssr9sxxk6N\nJRctI2YvR9MB2vEs6GGt1KEhwESHbVpGx+uNMiAFkt2i+wIaAABB61OvOs6ebps2IdkjZgnF\nu6ZZKtCD4YPPv2NE+jQvQkRFQQCgaGOx6I0UAgBo2n0k/kVSnkAUwuyDO08wNlpEgvTxc51N\nY7t+cdVczXlOZ1FPRe01DRJ539uS4AGOBIYEXWL8h5Ee2RMc2LFU0HaoWg+F4zPXhMBoKqjA\nXrEdQNjjS/QQGWPszDUdgEgwvoiodZxDdZLmMKxO3ZUdUpTOE/Tm9riXYCmOAzuWCsIdXvMH\nEBRExM52qN2hnSXDkbjBMcbYUAnGtsHoJMCSjYomhUoOVzivxGuxGQCg5GYldHhsBODAjqUC\n1WHv7yGK+YIAAPKnVwz3kBhjbOhZnP09QiEDoPP+LCJk5QVQUMbSeYkaGRspOLBjqSBn4lih\nmPxnjq8qCgR5k8dnjktyWRbGGBuMgkoQSmxTHQCjKUCRPjvIhKDcC2bYZya53h5LPA7sWCqw\nuByZ5aXxx7vL7KFAoaBQUAhQHNbEjm6kQAQhTD44d4KxUcPqgnEzAKP9dDqPUcgIbW8BAJIY\n9qqBNou/zRLs0CzZ/d7KSG0GgE4mH8bJn5oKOLBjKSLo9kpJREBAAEAEhkFEnaVPemIXxKYd\nB4+/nY6ZYoyxFEAZCo0rJZcDVA2sVnI5/W/WSE9YGiLQrulhEU0UIx28r633PvV8ssfLEo0D\nO5YiIt4ARHtOSJCSiKizbh1i3F0LqFm33VffmughMsbYmTMCYLVASQFVjKHxJVBSIApcABD2\n9XlDJ0AA8D33sn6sKjnjZEnCgR1LEbYcF8bcU8Ref8Y58vr64R4SY4wNPdUVs3/CsnIKWDWp\nm7+h+/7yZEKGxUYKDuxYiiicXUlxuRID7B7z1jSZ5VYwxtiIhq6JMXOXyM+w/vtZ/Z1vHD7C\nc11a4cCOpYjis6cVzu7K/+pM+B8oKUAaUg+Gh39cIwgKFGZQcPYEY6MGZk7FjIkxB5UCJ2rm\nb+hoRMiXXiXZDcKI2YdBaTHXca9YliIQcfKqCwrnTG7ZeyzU4bXnZRXNmVz9/vbm3Ud6csei\nzcWiJYsVoVi1pA6ZMcYGAbFwGbgqwXcMdB9oWeiaRO0fW+cdDm6sBwBUSFUlCJAGSh0VK6I9\nTdNj0xMHdiylZFeUZlf01D2ZePliioTbjtQSkTS6qp8QEWBueTEKXrFmjI1KaC8Be0nPl675\nzukH1PYW8ARBGqR3HieJypTpoCjJGSVLBg7sWMpqP1R9ZM37eiCkKAiAoIJhkB6RQABIvsZ2\nGdGFxr8CjLHRTe7fZrz4Z/B7LRpALgAIw0e6hwAABUFTLUTCoFmSPUyWILxiwVJTyO099MLb\n3bvoovdghUCLRRGKAIKQx9e873hyB8kYY2eI2puNZx6EgA8ASCfDKw23BJ1UOwgFAEC2t+vb\nPkryKFkC8XIFS03Nuw5Jo7PMeJ+EMARVQ9AUaUh/QyvMit2DnMKwnzThtNhOzFiKou3rwNAB\ngCIk/Z1V2QEACIQFlFwnOC2yria5g0wwg0CX5sfTAa/YsdQUbHVHP+kvzV9RlbZ9R9ItMZYx\nlmKopT76iQwA9L54QwAAavUp5Zmqswr0YDJGx5KAAzuWmk5ewoNA9wdOfLAtIcNhjLHhYVEB\nAGS/V7GhXW4UQTrybkJHxZKHAzuWcohOrN/etu8YAMBAC+8ECK3R0xhjbPQhatsGrnbo/9YE\nAEhPGBCgaW/ixsWSivfYsVEp2OY5/t4274lmFCKzrHDcsrmWDEf0oRMffnxi/Q6Arr1j/cx3\nBIAEup9vTzDGRi7Z1BR48WXj6DFQFHXSRNvVV4rsrOhD1LaD2rZjWS6U5mBtG5D5hllCBQgg\nnF41itMZB3Zs9GnZX7X7qdellAAIBB01jfVb9s++5YrMsYVkyIbNuwEBCIQQJCm+zxgAAIGi\nCaGiYtHa9h/NnjQeldRfvRYCFcVk4hfceYKxESmybbv3Vw9SVx6YfvhI6N33Xd+5U500EUiS\nexcAAKKyYjbtrQm9flhVY1MGjLDwOZzNb4elYckIbS28cHY61HiSBLrZxC85eYKxEUjqxv7n\n3yFJnSVMgADAiET2PfcOEITcHiMc6V6lQ4FCwZhFO0S0OFSLXVU1BUlWv7l+/19fCjS3JfxH\nYYyxflEk4vvjw2AYQNT5AUChkO8PfwYi0D0gI52nCsQZZZZ/mx8J9ClEHA6oew/l731bOfav\ncNU73j0/embjTfd7D55I/M/CEokDOzbKuI/Xh33BmHU4IvA3t/ua2uKbSSCiUBEhWssOgEC1\nKIra57SIx3v8lXe6L4sZYyzp9P0HZIcn9p4DkXGizjhRF3/bVS1zWa4/K6BnBtrVQLvia1KP\nNeR1ePo0TgycaPv4rsdlWAeWujiwY6NM2Ovv76GIL2DNytActpgZDxGFKlBFVFBRhRLXKpsI\nwl6/p6puOAbMGGODQO3u/h6SbjdoLlBsMce18sysb52d8ZWFjtXTM1ZXtDarsfEfUbC+vXXj\ngeEYMBshOLBjo4w1K6PfhzKdgDhm6Tyg2ItZRBCIqioUDU2L9AJAqN0zlANljLEzIPJy+30o\nNxcAMXe+yWMISsCrHjkS3l4jDTBNH/NXNw/dMNmIk/qbKFmKySorsmVlBDu8vecrRMgoLbDn\nZQFA/qxK99HatgM97cIIUY8Y0iBEUCyKosW/KgCAYunngVSBiKZRbb+hLmMsedTJlSI/T7a0\n9qllgqiWj1eKiwAAXZPJXw2+qu4HI2H68JXWqndqHVbr9LJ+MwVUZ+xSX4pJ884THNixUQYV\nMe36FbueeC0SCHUWWSeyZDimrV7efY7u8yuqICkJUOrS7wvL7l/ogK5ZlPjkUETMKCtO0M/A\nGGMnpSgZX/2S5xe/Ip+ve64TWVnOL3+h5xw90P3poT2h+7/bUF8TAcgAAES8bZa0RYzY7DEh\nchZMSsgPwJKDAzs2+jjys4sWTG/dc8wIhzWnvWBGxdhzZ/ZebzNC4c6OiUQ+b4R657gT+NpD\nrjwrdt2tjdZ+yj9ruiWz35u8jDGWBMVjAouuoO2b1YhHzXTZF8+zX3Yx2nqtt8nOpojBAN37\nrTp3W886FRG9cghWj8fuu7GIQATjP7nMXtrvTV6WAjiwY6NM2+HanU++HgmGo3GZv81rRPTi\neVN6B3bWnMxgmweA9DBRXOWiSNjoaA5m5thQACCCJENSZsXYBP4QjDF2Eh1bDx38/mO6J9BV\na93jaNw/den5Wq/ADrVMinQA0KZ3fO2tsXn9tQF8rl79wqXW9v1+GSbHGEt5pbto9dQE/hAs\nCTh5go0mRjiy6+k39VAEuqqXAIC3sW3/i+/3Pi1/ZiUAEYHRTwUTPSLDQT0cMMJ+PRI0yKCB\nOvIwxlhiGYHQoXueMHxBgJ7Jzn+04ej9z/U5zzUZgMjtr9lslg9BUNtGY28pXvqnymX/V7ng\n3vKCSTzXpT4O7Nho0nKwJr6IHRA07zuuB8PdB7ImlrnKSkgSUD9pAQiKJlB0NR1DtOVlD9uo\nRwoUIBSM/0CeBhgbYdybD0TavXE3HKh9/V7D27OvDp3j5P6I8fdNtkbzRFdEdHS0oteP0Y3F\nUkJOyfANe4QwJOpmH4ZMi0QxvhXLRpNQu9f0OEkKur0Zts6NI+2HqtzHTiCCqmHIrBmsqgrN\nriqqgoB62ACAdGizwxgbLcIN7abHScpwk9ueYY9+Kfdske+tA4RZY0LxJyPClKlozdQAAcIR\nEgoW5IJqGcZxsxGAL9XZaKL1n6VvcfQ81LTjQHSbsFCEZlVizhSqUjAuy+a0alZVtSo2l8Xm\nstSt2zxcg2aMsdOkZjn6f8jZ/bnc9Ha0ZXZFfviiaV4AQOxJlcjJUe7+nyLIyyanAywaqgKm\nlNH+NcM9eJZcHNix0SR30tjoMlufo4hZZUUWV888GGzr6L5ba7WrNruKAgEBASxWpXCcK6al\nGAD4jlU3bd0xvKNnjLFTk7VgirCq8U10MqaN13Jd3Ueoqb476fW2pa1fPL+1KNNAAItKs8r0\nX/zE6RjTN0AUgkQ9fdh3ox5LLXz7iY0mlgx75VVL9r/wPgAAdabxqxZ16qqlvU9TrJbuFH8E\n0KyKZlWACBS0OSyKGruGF+Xef9hekJ9RNmaYfwjGGDsJLSdj/Dc+cfSXfweAzqJMRMJhrbhj\ndZ/zbA6AztkOES6c6r1wqjcsUXNZfQf0rLMqY18XEVSFGrfD4XKcaNa4go1+HNixUWbMgmmZ\npfnH3t3uqW1SrJbs8uKK5fN6L9cBQFZ5qb+hJfaZiJoq+mm+AAAABJ6jVSkc2CFiV75I7PHE\nD4YxNrDCKxc5K8ecePIt34EaxW51za4Y85mLey/XAYCYMts4cSzmiRZBRhDRacG4WxNRJFTc\nux5SN7CTALpZ7q9ZN4oUxIEdG31cYwpm3XTxACcUL5jZtv9YsN3TfS0bhYpCRBTbFrv7YQz1\n33WbMcYSzDllbOWPPj3ACcrSlfLjjdTS0OeoTQ21CgpEQBKYXctRR1B2HDW/c8FGP95jx1KQ\nYrNM+9SVRfOnWzLsAGDNdOZNn6hm2KONxcgwv2xDAVLXEzpQxhg7E3an9rV7lPMuw8wcQMTs\n/NCsC+o7SkJ1EQob+uE2iF24IiCimhbZ5kvKeFkC8IodS02K1VK2fEHZ8gVEVLd575G1GxSB\nqiZUi1UPGRZH7CUNqgIQQabJUj1jLFXYHMoVNylX3ARSfvzMRw0vvTxvbtBeZA9s9/pfOeL6\nkgttWlfrRAAA+dFh8gRB1QZ+VTZ6cWDHUlywzXPs9Q2KAgCk60bIH7E6NAkgFAGSEIgQURHR\nIr2K1Zrk4TLG2KB46tyuw8/NukoHAkALBO2B/f7Q4xstS8ZjSQ5YVGj1yp1V1OgGBHS6Tv6K\nbHTiwI6luKq3P+qdGxAORIyIYQd05Nqil7C9d6A4SosSPb4EQoHCNHnC7CBjbHRpf2dt+UQd\noHNSs0+2a0UWvcYvNx2KPZUAJ89J9PgSyCDSzTqnGenRTo332LEU56uP7bRj6NLb4gv7OxvO\ndlNtttwZ3B6bMTYqOfXjMWGLmqXYprtI0wD6THboylGWfyKRY2OJxCt2LDXJiO6uagi2efRg\nxPQE9wmvI9duc1mEJsCQqIixl65QrNxshzE2mlAoHNl30Ghs1to9lAcY/66en+nZ0uHI1xUL\nkYFiSql23XfBwbdiUxYHdiwFtR6sPvTS+6EOf/RLRBBKV7E2BItN06wKCiRp+Jp9elAngIIp\nJRzVMcZGl9DWjz1/eNxoaev80i4y5tutxRoAgARyB8kbUnSZMQ4Mj/BXSyLMvHUeR3WpjQM7\nlmp8Da17nnqDeu2lIAJDJ0UFgcLmsipq55YyRFQtiqKKSNhwjilO0ngZY2ww9OM17p8+SLJn\nrjOC1LHen3NRhupSZL2HQp31mxQLKHmoZSqhkFNkj0vSeFmC8B47lmpObNxNUkLcJlmSqNqU\n7qiuGwp0ZNucxQXBpmYZMb9vmxoQQQiM/+DGE4yNRv41b5JhAPUq0kREkgIHQ7Ij1B3VdUMN\nrJVOalLkkb0Q8Cd0rIllEOjS5MNIi9wJXrFjKcdb34KIFBPYIagOmy3LQmahm9Rl0+YtACAU\nNWva5KzJkxIzVMYYGzT9WDUgxl7EIupBOxAC+uOqEwPWNkQe/Q0AgGZVL1qlLLsc+MIu5fCK\nHUs1QjHtlIO2HJdi6acmZ9f0R4bRtmuPe//BYRobY4wNGbWfpZnMfD2onqSyhx7WX/2b8e4r\nwzAslmQc2LFUkzm+OHa5DgCIAi1uf0uH6VNE1/1ZAgJA9/5DxC0oGGMjm2VaZfyeEyAKVTcF\nj7aaLsT1bMgjAkT9nZfA4D6KqYYDO5ZqxpwzM9oitjehqXowFA4apk/R7L3zYUnqEd3LjRQZ\nYyOa48pLRHZm7FGLJdwW8Debv7lTqFcgSATBALU0DNsAWXJwYMdSjSXDPufWq/Omjoeu+iZ5\nU8arVlXVhKYJPRQb21kzLKo17u5tKm47EWiSOSEECt5kw9goJLIzc+/9nnXBWZ375BCtC+ZG\nRIYlQ2blBPR2I2Y9TwYl6fE3aFPw11+aZU7oMl2agXPyBEtBthzX9H+/2AhFgm6vLStDsWob\n7vs/TVMAwNClNKRQBSICUTBg+DwRZ7buyrNHJ0dEQM2iZmQk+4dgjLGTUArzs+/6GgWCRlOL\nUpCHdpvvui9lFwcAgPykhyTaBCpIkjbvznP7tLJCf+W4DoEEAIAINjvmp3IfxfTEgR1LWYpV\ncxbmdH6uqgAyem1KBEak68JNUtAXCXrCfne4sCILEIkgu6KcS4AwxkYLtNvUcWOin1szoxMd\nAQAZQL7OuS7PHth3PLOu2V7nzz5/NanZNvIGxIQlIEyzzdgoxoEdSwtCIJBJrBad01x59uwx\nLgCMpse69x0Uqpo1hYueMMZGGdVKFDfZEUCmPQIAUy5xLfpcjmrtfryJ2ndi9qwED5INK95j\nx9KC0MyvSonAkWXLHZvZe58ZEbXu3OOv4z3FjLFRhjQbml3Ehg1RPt+y5Mu5vaI6AJDU+hH5\nqxM2PJYAHNixtOAoyjc9LgELyrNRQUVThCaE6PmN6Dh0JFGjSxSBaPYBgu87M5YiZOlEwNgM\nCQRoCjgv+HI/LWLb9wz7sBLLANDJ5MO8LELK4cCOpYUJly+huHwoaZArz67aFNWmCYuiWFTF\nrio2NZolFmprT/w4GWPsTGR9/jPeoLX7y2iI1+6zZkzPFDlO06dQuDkhQ2MJwoEdSwsWl3Py\n9ZeEwzKa7k5E4aAR8EUyizJQ6fNbIBShWlUAAJkebQUZYylEzctRv/ztj6tzvSEVAPxBdVdV\nzmvbx0y8oqjftfn4q142mnHyBEsXWeUls2+5et9z73gaWoAAES121XTvHSoCEYSFfzsYY6NP\nzrxJE/7nO29+74Wm/fWaQA0pq1TTCmLLtvcQPNelFF6xY2kkoyRvzq1XukoLpCTDINXW/3Qm\nhL2oIIFDY4yxIVMwtXjV/33WNqWsIQDb24xA/kA1TdA+JmEDYwnAcTpLLwfXbHBXNaAQQoBJ\nS9kuQsGsyalW7kQgCLN7MZw7wVjqWXPfG8e2nxAYKrXrwhjovR6zZydsVIlhSNLN9tIY6bHB\nhgM7lkakbtRvP6RaFCGQiMJ+nSRhXFxDAIrdQjr3xmaMjUp6SN//yo7zCvxZmmEQ6g1hGSZh\nMbuGO1AFzmYoyk74GNlw4VuxLI2EPH5FkEAkSdIAI2y0VHXEnyZURSii49DBxI+QMcbOnKfB\nM9fpy9KMoCHcEdXrhX3PtgBAV5psl+N12O6hbS8mY4xsuHBgx9JIsK1DCCQg2dldDNpPdHhb\nAtBVnRgRhaYIRQBAxOORvGjHGBuFZENrlmbohD6jc3fdkZfba146AcFw5xmBMByrw4ZWIIK2\nExAOJG2sbKjxrViWRiLeAAB07qzrunCNhAzFogIQIXZf6BAAEpBhgMq/I4yxUUa2uQEgZAjo\ntUbnP9yBha3gtMHYIspyQXkJlZdgSztU1YMRBug/bZaNKvymxdKIYtXiD4b9YQQAxN7bTzqP\niNRa0kaM31AYPZ7woTDGhpHisAJA9M5Ed2DnaUGwqDS1vPf1KuVlQ0YGWqxmLzNaSQLdrDZf\neuRO8K1Ylk6yxhULRY2JYrzNfgLTX3fyn6hJxLAYY2xIZc6uEBYV+26paziqGMVFJnchrCp5\n9iVwdGx4cWDH0ohqt5ZfdHbn9rpuiNjPklWwoSERw2KMsSGlZjrGf3GlVfS5ZEVFYH/Zr+2H\nEzEslhAc2LH0MuacmTM/eanSq+GExa5CP7ciZTiUoGExxtiQKr1+6ZxffNZqVaBr3c5RqJpv\nxgCgiC+BQ2PDi/fYsbSTW1k28crz9j//LgIAEBnkaw201XZE/BHNoWWVuFx5js5TxUDl2hlj\nbCTLOXeq82ufOPLjf2RayCbAE8DdW4Pvr/U0nNALS9QlF2XMXtSVMBExkjpSNpQ4sGPpqHVf\nlTSkEEgAPnfg8MZqILB528d+uDar7phqUXH+LN+NN4pp05I90qEkBArFrPMEt55gLEVtfvPQ\nrlalwgkRwKPVhndTHRHlg+cc3weux2ubs0TBxZX01SvQUZrskQ4lg8C880R6JE9wYMfSUXtN\nIwBEO8ZG71LkVB+c99xDSiTcmSJadcS2Zm3H/T+HmanWbIcxlj4Oba0hwiNeACBPRALADP34\nf3metlKEAKEF8OlafP4D+tVXYN6NsfuP2ejEe+xYOiJdAgARRYvaIdHMNY8regQAoPtgOOy6\n58eh+rqkjpQxxgYvEjGISBEQ0AkAEOgb3n9aSI9+jtHr2oiOP3wMGvYnd6hsqHBgx9JRRmke\nSSIJiAiImY1V9o6WrsrFXYhEY1Pk7X8laYyMMXamxs8oDkrSBFgEZmrKDGgslG6MKfAkCRra\nad0rSRojG2Ic2LF0NHbhtO4oDgEsPm9/Z2JTc4LGxBhjQ+3STy+wCAzpoApUBeZD/9mvzS0J\nHBcbRrzHjqWjtqN9brAGM3P6O1NMmDD8w0kU7KfJBO+rYSxFHdlcpfb6rW8VWf2eOmFqIgaU\nEAaRTqbJE2mRPcErdiwdNew41Dua8RaUevNLY4MeRGNcmf3yKxM8NsYYGyqbXtjZe2Kr1Qpr\n1UKKK9IO44vwwpsTPDY2THjFjqWjkCfQd5MJ7rrylnnP/q/F19EZ3hFRVpZ89FElxdrFDjnS\nX/39D3737BsfbtqTPfms8y74xA/v/eY4m3n9Pxk+sXjZtf29Ut7M+1/58+JhGyhj6cjd6Ou9\nSkWAf8q+9vbWJzKlt3uug2wnPPkwl+0cjNOZALue0fan/7rjiTc2bN95xF5YceGqT//3T++c\n4OgTjHmrdjz/zzcP1DZYcsumTj/72ivOPa1/Gw7sWDqyZtiCHYHefRQ9hWM/uO2ecdvfKfI1\nKAqKRWdb/usHWl5eEgc5Kjz1pUU3/XGrNad8+crLGra+88gD655/9aMjO5/MiW3JCwBAMrRx\n48b+XqrMxbXvGRtimQXO9gZP7+vYaq34O4VfXyU3zS9qtFrBsWIB3nUf5BYmb4yj2GlNgAAQ\n8e26et55aw+4x5617JpPzj++9e2nHvzuSy9u2HHg+Qld4eDbP73l6u897jVk97OKF/zbky8/\nvqLQbvqa8Xg1gqWjojmTAGI3W+gW26EFl61f9ul3l3zy+CU3IUd1J9Nx5H9v/tO2zIpPH6k/\n/Oqzf996uOnxL05v3/fU1ffvND1fsVWQmddvnyvU7F8/zst1jA2xhdfMjJvqIIjW9zOX/S68\n+ovV1z6TdSNHdYNzuhMgADx93RVrD7hX/PiF41vf/cvDf3lvW9Xz/32xt/qlq+58L3pCw4Zv\nr/j2o5GMOQ8989qxFm/twe33fX5p/ea/r1pwa+iU9wdyYMfS0YSLzkazNAKBgAoi4rF3tkcC\nqdYoFgUKxeSjv/aRJ7X+zgeI6Nbnf1lqic4keNOvXs7VxJaf3X3qL9Jx+JGrfrXjgp+88YkS\n5+CGwRjrz9W3nx/B2IjAoWBQh44w5lnglYfW+9oDSRnb8JFEujT5kEOaPHG6E6AMn/jK6zX2\n3Mtf+e41XbGXWPXdl68rcBx8+IsBSQDwt9v+DADfe2yADscAAA6cSURBVPeNr1x3yfhcZ+mk\nOd/+07s/nF/gqXrqe/vbTnFgHNixdKTaLLYcFxFEa9cRAUlpSGlISURCoCTZUdOU7GGOdL9/\nt16oWffM7FnaVGwV/1mWGWh56UNP+FRegWTgaxd+yz7x82vuPHvYhslY+rK7rGqpvdQBDhVU\nAXYVCu2Ybwe7CgqAVRHCkEc/5jLsg3G6E2Cg5SWvIbOnfMXWO/JCy1eWFUcCBx9v8APAY8c9\nqm3C9+b0vl+En/7OTADYuOFU35I4sGNpqnDmBCICAMOQUkpJAARAICWRJESk9EiMHzSSvrVt\nQVvOSlff/rPnzM8DgBdaTmkNYOevrniiynPv2l9YueQKY8NjyZUzc62YY8USOxbYMLqVCxGs\nKlgUcGpAZm1V2cAGMwGiAgC6ryPmcNATAYDX6v0AcON3vv/fP/lZTGTWvLEFAFxljlMcGwd2\nLE1NvHi+oimmPaElEQLYXKf6W5SejODxkCTNOSPmeOa0TAA45NdP4RUOX3v3+8Xn/frLEzKH\nZYiMMYCb77w4rCoIfSpWIgABqAKsQuQUu5I2uFFrEBOgPf/aPE1pO3D3vkDPo3rg4J0f1AOA\npz4AAHd893t33b6697OCze995qG9inXMA0uKT3FsHNixNKVYtJJ5k2PbiHUjajpUk9gRjTJS\nbwUAocTGZKpLBYCAO3LSV9jw/dVHgvCLpz83HMNjjEXZHJaZV89BjK1EjgAIYFPhwPqjyRnZ\naDaICVCouU/eMlUPHrng4i+88/Fhf7Bj7+Y1n7lgyS5fBABkWMY/ZfeahxZPuXRfQL/1969P\nsZ9qGRMud8LS1wA3ICRgzcZ9FUvnJHI8ww3RPE/CNI/kpISaAwDSiO3Gpnt0ALBknGRu0f07\nr/3VrsKFD91UyjkTjA2vcIT6+yW3K7DrH1tWfG5RQgc0zAyCfjpPDObVyHD/9Oe/6/7SkjHn\n9q+tHNwEeMlD733fd/mPnnxk+ZxHokdypl/7x+8e+sK9H1sLrL3P7Dj81n9+7et/WLtHc1R8\n/y/P/vDm6ac+YA7sWPpSNK3fx4i8Da0kadAZoylPsZVbBeqBfTHHPQc8ADApo/+/WwAAOPjI\nl5sixhd+84nhGh9jrItmt2B8hScAALAppFe3kkGo8FxnTkZav/Od73R/6Sy+9favrRzcBIhq\n7j1PfHjjLS+8tmnroRY4a8GiK69defjrMwFganHX5h+KvPDLb9z63T+2GdYrvvjf/3PvHTNz\nraav1h8O7Fj6yp1YcuyDj00nMyKSBgXdXnsO7z4xh8J5SY5tTevagAR7rz0d2z5qAYBr8weu\npUk/uGeb5pxx/9kFwztKxhhA+aJxO5/aaHavDzQBpEtPQ0dmaf9tZNNbtABnzMEzmQCnXrhq\n6oWrur984q16ALi5MBrYyT9+bt4XH92VPfWqV198/NLJ2YMYMAd2LH05i3JN1+QQwTAAAISS\nFj12orWdNmzYEHPcZrNdfvnlSv9/CV89r+ilF4/97HD7Dyo7Zx8Zafp5dYc975pzXZYBvqOn\n6hfPNvkrb/6NkxdEGRt+JZUFFgEEEOkV2wkEp0ISEAEULS3mOoJBznWmBjEB/mj1Feu82t/X\nPJ/ZtT4a8e340VF3RumX52doALD7wSu/+OiuyTfd+8Fjd+Wrg8yC4MCOpa9AmwcApCToShcj\nACIEIEQgQMV6kvuJqeHQiWoAeOCBBx544IGYh954442LLrqovyee88vb4cVvPHjD//znR/fZ\nBQLAez+9tjZkLL3vx9ETyOg4Xt2Kwjp+XEnvJx743ZMAsOKulNrCyNiI1VHXTgBZFpmhSJ+O\nOqFNyByLJML6sBrQUdjTYq7zGE0wqLnO1CAmwMWuQz/4x4Hr71+39s6lAEB6610rL3Pr8rN/\njt7qlV+8+y3NMX39Y3flDTaqAw7sWDrT7FboLFHce/cJdR0kd01T3sTSpIxtOKAAYbZCVjm2\nDAD+4z/+49xzz+193GazLV++fIAXzJr49Sdv+9PNf/rp+Lkbrlu5oG7LO8//a0v2lE+/8PWZ\n0RN8dX+sqLjTkjEv5NnS+4l/feIIovLdQd1lYIydLlumHZEKNEMV5Or9to+UrxnvteHRj+um\nLy5P1vCGnEFSJ5Mbzw6RB4Oa60wNYgK84HcvL/vn7Nf+c9n0NVcuKMFN776174Rv+o0PPryy\nDACCrWs/cIdUq+eK80z6Ky7+8yv3zzylRpcc2LH0lVU24AYvBDLM9qSkHIEIAOeee+511113\nus+96Q9bHZPvvPcPzz5y/wZ7ftn1X73vF7+8M7efBthRRvDwgye8trxrxlnT4u4PY0lXNKPE\nroIqTNInbIrUhDD0tJjroiVfBjfXmTrdCVC1V7524MMf337Xs29/+NSH4fHTzvnB9//z+1+8\nJLo6F2p/EwD0UPXGjdXxz83znbyGVOd3GcRPwlhqQCGcBdnexvb+TnAV5yZyPKMSqqvueGDV\nHbH3NaIyxt5BdEfMQcU2MZQeETNjI4RQRP74HKhrNH20yI5lUzmNaVBOfwK05c/5yeNrf2J2\nftaE+4nuP/NBcYFiltYmLJ/X30MIEGj3JHIwjDE2TObdsqS/hyyIemNsnys2eo2swM5ut3f/\nyVgClM6rHKA8b9h7Sg1PGTtdPNexBKtYOVuazXVhQqsKwVZf4ofEhsnICuxWrlz52muvrVy5\nMtkDYelCsaj508rij0cnQFt2RqIHNJyinSdMPgbVeYKdCZ7rWIIpNs21cGrMJjtJ2BhU7AId\nxSnVr1kC6STjP6R5keZUM7ICO0VRLrnkktOtJcPYmZj/2ZWqRemObbArqnMV5WSW5CdxYCyF\n8VzHEm/Fz69vknaProQlhiS6I8rxgIogCivzcyuLkj06NmRGVmDHWOIpmnrO165VbBZEENhZ\n0c7iss/91KWxTbMZY2zU0uzadY/fErHa6oNaXVDriCguBQqLHOff92/Ay/YphLNiGYOsssIL\nv/+Z4+t2tlc3IkBWWeH4pbPV9KhOzBhLH3kzSj/zr9v3PbWpeXctIOZPL51640LNeXqtSNkI\nx4EdYwAAqs0y8aL5yR4FY4wNL81pnfX5pckeBRtGHNgxli5QoFBMdl/Ed8tljLHRSyeKmHWe\n0ImTJxhjjDHG2OjBgR1jjDHGWIrgwI4xxhhjLEVwYMcYY4wxliJGR/KEYRhr1qwJBoPJHghL\nOzab7fLLL0+RQrLYz6Uc506MGDzXsWRJpblOgtTBJHlCmh1MPaMjsHv77bevvvrqZI+Cpak3\n3njjoosuSvYoWFrguY4lEc91qQFpNGT/8lUsS5ZUuoplIx/PdSxZeK5LGaMjsGOMMcYYYyfF\nyROMMcYYYymCAzvGGGOMsRTBgR1jjDHGWIrgwI4xxhhjLEVwYMcYY4wxliI4sGOMMcYYSxEc\n2DHGGGOMpQgO7BhjjDHGUgQHdowxxhhjKYIDO8YYY4yxFMGBHWOMMcZYiuDAjjHGGGMsRXBg\nxxhjjDGWIjiwY4wxxhhLERzYMcYYY4ylCA7sGGOMMcZSBAd2jDHGGGMpggM7xhhjjLEUwYEd\nY4wxxliK4MCOMcYYYyxFcGDHGGOMMZYiOLBjjDHGGEsRHNgxxhhjjKUIDuwYY4wxxlIEB3aM\nMcYYYymCAzvGGGOMsRTBgR1jjDHGWIrgwI4xxhhjLEVwYDea+Oofxr6EsOQVj1tx7a2PvXO0\nv2fVbnr+a5+6Zuq4kgyblldasXDpRXf95h8eg/o7P+Lbcffdd1eFjOH5IRhj7CR4rmNs0JCo\n3//0bKTx1T+cUfJ5i3P2yosqokcinoYd27fXtgYB4PK7n3/lx6v6PoOeufuaf7/3ZSJyFFTM\nP2tSqL5q/56Dbl26xq94fduac3Ks8d9l7x+WTv/Sug/cocWZlmH/kRhjLA7PdYwNHrHRw1v3\nZwDImfRQ38Py0NuPnpVpAYDPv3C09wPbHrwWADInXv3P7TXdB4Mte35y61wAyD/rrvhvceC9\nJ8ptKgB84A4Nx4/AGGMnxXMdY4PGgd1o0s9kR0TUfuCPGqI1a1lIdh4Je7bkasKSMWenNxx7\ntgx+ttgJAL+q9nQf+9bqS6eX53dH/DzZMcaShec6xgaN99iliKzK2346My/kfu+eo+7okZ0/\nu7U1Is/95dMznVrs2Wj93k8/c+mllx79qKX7mHDmzVp04Q033LDQxXclGGMjFM91jA1MTfYA\n2JC5/OtTbv9C85svVP/k9iwA+OsjhwHgnhsmmJ486dMPrf10nyO/fOzJ6CePTMnb5Gkd3rEy\nxthg8VzH2AB4xS51FCytAICmD5qiXz7bHFCtY8/P4ktSxlhK4bmOsQFwYJc6FGsRAAROBAAA\nKFwV1BVrWZLHxBhjQ43nOsYGwIFd6jDCjQBgL7EDAKClxKIY4dokj4kxxoYaz3WMDYADu9TR\n/MFRAChYUhD98rJcmx6ses8dNj051P7mqlWrbvzcnxI3PsYYGwo81zE2AA7sUsdr/7sfAC78\nROctids+MQ4A7n7ykOnJ9e/94sUXX3z/aHHChscYY0OC5zrGBsCBXYroOPLoHR83W7OW/rAi\nK3pk3k9+ZVfwwzv/bXP8hawM/vir6wHgsvsWJnicjDF2JniuY2xgHNilgqr1T188/0thSZ98\n5HELdh605lyy5r+WR/x7V8y86u8bq7pP1n01/3PLoodrPJnln/rtoqLkjJgxxk4fz3WMnRTX\nsRt9fP9/L2aHhOyDsH9/eXX5/Pn7r74wMDB4VK6ZE6iArNKhfvfMN87pU3aFWshzicgbGely\n/nx77tipt7//Cmi4rj04E14yjoJRMApGwWADo2XdKBgFZADG////D7QbRgGxAHIxNrIIIyOL\ngKi4rqVrQl5NopMyVl039i7qW7Dp6tVr12/eZRaSU1NTs/RLbc7152TCXtTNVxdOuvVu9GLs\nUTAKRsFAgdGybhSMArLBaMNuFIyCUTAKRsEoGAWjYJiA0TV2o2AUjIJRMApGwSgYBcMEAAD2\nlKr/5goPbgAAAABJRU5ErkJggg==" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "par(mfrow = c(1,2), pch = 20, mar = c(2,2,0,1))\n", "plot(dpt, col_by = 'DPT3')\n", "plot(dpt, col_by = 'Gata4', pal = viridis::magma)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": true, "hidden": true }, "outputs": [], "source": [ "options(old)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The `DPT` object also contains a clustering based on the tip cells and DPT, and you can specify where to draw paths from and to:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "data": { "application/pdf": 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zv2Sif3u3u3KZzZZESgiDPtsBHvblSIwShezYowFSPuIvOhMJzXCaGnBDmzWgrQ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\n7Emhj8yYdidWurza+2UKyAjVvDqx0KnXbNsuPkBvP7/lsfxj1c4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DxSK/Pklw57GxaKkIxl62jEJaIjjLpA3FtIzBpAYjD98BmMwwe2qb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\nIFIKICAgL0luZm8gMTIgMCBSCj4+CnN0YXJ0eHJlZgoyNzgxMQolJUVPRgo=", 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IiIZpaMIv6XiKwC4Ef3+Kuz6VQxKjjc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\n6We/++P9uyJ65vU37/3TnXfeOfN1ERHZRkRPD20+kmkgNdFBDqO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Huk+pnqO+z/NMBXBB/cLFRWVbQ72D6WSRw7W4uLzRX7yxr7M9HjGk\nVeXxrS6r8e47oaHK46vyjPSZpU+v9iwIakkz5FJMlypNCd1S4oaIG0rEcB9VOi/gcKVMo84b\n3DrYN8EKjFOq4sdVxGOG8nS7rzOhzfHrJ1bEL58/+Fyn7+1+9/EViWXFqV0R58a+7BvRTWBB\noOS8+gVudf8XmZSyvz/7HOtAILBgwZijYw3LAKAx2BWOaMtb9z341Pa2Lmdpw9Jlx374ohM5\njp6pwH6hL/r+s49XXX/FP//q1//22V//G4TiKK8uDXd2pywJQKiey79z2x++vS7fZRIRHYz+\nVDJru26ZUT1d5DyY7dYWBEoWBMac3LCmojbHvWGgF+gHBoGEEGjwAUDKVFKmUBTpEKZLHep1\nSwAvh9LOLSHXxj5n2hTY15OnCCEgTCkBKQTOqI4dXZZoj2sPtBQlDAGgK6G1RB1r54TPqY0e\nU54ocZo9Se3R1kCOkibSFBl4tqP5gvr9p42ZpplrtUhxcbGijJl9NNxjx6HYAvHsjz619sbb\no+b+aQnVay77/cO3n1U5/mS8w1zB/UKLc7/wy46rr7/5Z796+Mmn3tjS3NPe5fQWzWtccc65\n53/mn754wlx/viskIjpITiXnvGdH7kuHxgS6gS6gBxjqLBRAACgHioDi5oh1757tI3erAn6H\nWes15vj0xkDqpMr0seVic797Y787rKtFDvc1C1fuCPc/1trkVHBBQ3hBIL035nhgTzBt7e9u\n7Epot+0oObkqtiiY3h1xPtbqT5kHueHI1lDvMcFyr6J5vV5FUTRNczqdWRdPjJtdB8CUJgCV\niycKQderN5x1w+9cRUffdMsPLzr7ZEf/ztt/9Pmv//rPl65x9DTflXN328NSwQU7AHBXrPzC\n937+he8BgKWbioP/WRKRHTT4izIbBVDm9noncaT9+6EDHUAn0AsMdYEEgTqgAigF9v+fal+6\nY/TbTInBtDqYVreGXIrwLy1KHlOePKY8sbo82RxxvDOQ2hvrXFZcUuMpdSi7/A5jS8j1ZJvf\nzFicm7bEsx3+ZztwQAKQE+6nsn7z24G0qarqvHnzGhoaampqMhdPaJpWWVk5rpFDsQXkT9f9\nGsCNzz95/ZFlAFB65A23PJ/aWPWdN/5w47ab/nPp+NOED2cF/wvNVEdEtlHm8hxVVr1p1JIF\nAQghzqyZN0WfYABdQDvQA1hDoRGoBqqA7ONZDpGzp9CS2BJybwm55/rTq0pTCwKp+YE0sBFA\niQuA+k5/1RPt2dcxTJ5HcxxfWdccCe2OhLLeIKQEYJpmU1NTOp1ubGxMJBLd3d37fwSHY9my\nZQ7H+GTModgCctueiOZuvPHI0RPoxTVfX/Gdy5597dUeMNiNUpi/0FLf9OKz7+5sampqat7b\nX9owb0Fj44JFK8489SgH+2OJqJCdWTOv0u19rad9MJ1Uhaj1Bk6rnjtqTcPBGRpv7QC6ABMQ\nQDlQB1QBB+gIbPAVHXD/4T1R556oM+DwzvPry0vctd4AUJIwS5/seOvQygaAhKE/1958ctWc\nlujguPPNBABIr7F/0lVra+ucOXOWL19eV1fX39+v67rP56uurta0LF92XBVbQK76+rcudy8d\n95eM3tf6AAQacu59eHgqvF/oV+/63udu+OHGvVk27fQ3rP76j37xjauOn/mqiIimhABWlFSu\nKKnULVMVivI+V8KOlZnnSoA6oAbIfrpDphKX++iy6jf7Og94Z0RXNw+oC4JLgBIAA6nIpE69\nOJChR7zavXdVafXGvo7Rh2RIoDZqKKM+REoZiUTKysqKi4uLiw+w67JhmeBQbIH452/cOK4l\n2fvCJ27aqrrqfnJydV5KmrUK7Bf6wRs/8MHvPwWg8aSPfOzC4xsaGupqisOdbXtbWl5/7K57\nXnrzxqtPeG7LQ0/8v4vzXSkR0SFxKAeeZ9IUHtge7gvrqWKne1lxRYMvCAAw9uW57lF5rhao\nAQ5mXe3pNfPK3d7nOvekR+8PJwCJcZ15td7A/ECJIS0VYjL1T54pZbHTdU7t/Je7WxOGDsBh\nyZqYXpYcP9Q7+TS5r8eO83kKz7uP3PTxj//zewnjut8+scRTYElmuhXSv46+Td//4PefcgaP\n/t1Dd1912sLxl2/87q6X/3TFxZ948nuX/PCy3huO5FZ2RGRblpSP7N2xPdwPASHRFovsDHef\nWeNZVmwAPVOS50YMdSIuL6l8tat1Q1/HUEeXCmVBUXFnIh5OJ4fuWVlaWen2/W7HW6FUQhFK\nrcfnVrWUaYzNWSM7JWdR6vL0597rOG7oJ1c1rCqtGkynDF3f/LcNWTOc3z/ZvRE4x64QhZue\n+Zd//PzNj21xeOd/6457vvPRZfmuaNYppF/o+6/7GYB/e+mpq1aWZr2h8eQrnni5vXT5l396\n3QM3vP7pma2OiGjmbB7o3h7uB+BWZGMgvbgoNdc/dFTX0HqIGqB63Ms2cgAAIABJREFU4jwX\n0VMbejt6knFNKHW+wOqymol3VBHASVX1x1bU9CXjppTlbq9b1SQwmE4mDKPU5Xm9t+2p9t1D\nfXimtPbGo0IMJbjhfj0hhJTSoahpK/uKiglSHYCAY3j4+P+zd99BkqZ3neB/z+vf9L4qy7Wp\nrmoz3T3T3TOakRl5JLRCwokTZtGB9ghFbOwRt3F7ELEhuIsL2F02Dm4jluAODg4k3EEgLSAJ\nhJBABjlGM+2mp311eZvev/a5P7KyKitNuS5f3090tKrefCvrqVZN5bce8/sFFZUUNZlMzs7O\nttzT09OjaZstdGxzW2Ai20xDNDgIuPWXv/7z/+rf/07WUT/4iV/5T//h312MPNVvLEfVYQp2\n//VeTo9+6Be7pLq68IV/+2PxT/7V3f9KhGAHAEfWeGnxUtgYCdaGvJbAyOU0VVYeFBRGyff2\nnd3wwx8VMl+YfuS4buPZcjczC//dqQshZYNUpAhi0rNcTNjh/GZmYaqUrzm2X1Hv59O0ZmWW\nE2c+WfFJymKt7HLuk2TTcYwuqW4djEgUhOHAmh/+IyMjgiDMzMzU5+0YY8lk8syZtsWc7hzX\nkbAOe2i4v/Pxq5/4g9dD5z70t3/16fePbrCB8jg7TMHuTtnyJz+44W0fjGh/8eD1PRgPAMCe\nM4jmieY+PJRiRA5nEyXlQUF5XFBrDmPE+r0bxybDcf5uZsx13eaLZcv88uyTj5w8v8lxVGzr\nz5+8kTGq9bVgXim238OJlyzzx08/45XksmV++vHtbnN16xMYe1//aa8kE5FhGGNjY/l83rZt\nn8934cIFxhgR+f3+zc/VrQyPdS/mAgfKnd/8gU/8weujP/kfvvmpX4xJ+H9tPYcp2NmcC2Jg\nw9sCosB5166FAACHUIFogWiBKF9v3DVb9t7OssdFdW3PBu7dRB3jiVLOaGvtyokmS/mqbemb\nq4T89fnJ5ZXTbjvmGiq2FZDVsVJ+zdmLTROI/cvhS1HNQ0TFYvH69etO43lyuVw2mx0eHh4a\nGtrGM29UxQUODvcTn/wH2XPhW5/6xShS3UYOU7ADADhOXKJ0I8/VN5/Jjc1ziYXa0hu51v4K\nnGgkuPG5sbJtdXuotLlg53J+v5De8La6v564/+OnL+bW3T/XUX1r3pVYbz3VEdHDhw+dpnRY\nX4QdGxtLJBJbna4jIk6EDXaHQi3zxW/mDUktfvBtb2l/9C2/+4XfuIjjkqsQ7AAADhSDaJFo\nkWiJqD6v5iE6TZQgilIjiDwb6R0v5sdLOdYIKJz4hVB8NLDeLuS6dWb1NjPhR0SG6zhrV3LX\nUbKtr85PxLQtd2pnjF2J9L7cszwbZ1lWPp9vv41znslk+vr6tvr8mLE7LIzcl4nINqa++92p\n9kej5a6/qBxPhyzYFaf+0/d//6fWv2dhsrA3gwEA2CGcKEO0RLRIVP8JVi9W0kPUQ9ShfofI\n2I+cPPdGbulBPl2wzJCiPROKDwc21VjphC+oiJLlOM2LqIxowBvYZEdaVRBFQdh8thsrZq9G\ne75DM60PLBfDY3z52CxxThfC8ZPeoCAISd3rl1ePPdp21z02lrWtl3aOGbvDIXj6Nzj/jf0e\nxaFxyIKdWb71d393a79HAQCwI6qNMJdqTM6pRANEcaL4ZppDXAjFL4TiW/2sqii9v//030w9\ncjiv5xpO5JGV9/af3uQzCIyNBCL3cqmW692aj7mch1XPM+H4nezSSowjIkWQ3t4z9Fp6rr5d\nTxflNycGLkd6OqYtRVEEQXA7pUld3/J0IC0fnkCwg6PmMAW769ev7/cQAACekk2UIUoRLRKV\niKgxORcnShAFaNNzSDZ3M0bVct2oqmvi1n6YjwQiPzPy7PdSs4u1iiwI/R7/tVhS2UqviHf0\nnpivlnNGdblYHSfG2NlA9F6+Ne0RkSgIuii9r3+43+P/XmouZ9YUQTzpD73cM7hQLffqPo8k\n+2X1SrSnV+9aXlgUxUQiMT/f2txMUZRodNtbrBDs4Kg5TMHuueee2+8hAABsg0uUIUoTpYhy\njVktjWiIKE4UI9rUAmiz17OLX1+YqtkWETHGng0n3tY7tKVkFlTU9/Sdar9etq3pcqFkm2FF\nP+ELiF0Kgngl+WNnLt1IL0yUcobjRDX9ajTpkeRHxYzjui3zdmcD0XrT23obXM45Y8zh/PNT\nDx4Xsiu33cstvZjof0tisNuYR0ZGarVaLpdbuaIoyjPPPMMYq1QqqqqK4hb+BThxHLCEo+cw\nBTuA/fWwkHlcyJRsK6Rol8KJHt273yOCg4wT5YhSRGmiDFF9AVEm6iGKEsWI/Nt+6luZhS/P\nPlmZbOKc38gs5C3jh0+ce8pBX0/Pf2Nhym5Umwsq2gcGhvs8nYcqMeH5WPL5WLL54vf3D//t\nzGPHdVcWeRO6953JE8331BdAb6Tnm1Nd/ebvLM4MeYMD3s6VrSRJunLlytLSUi6Xq9exi0Qi\nExMTN27cqJ+QjUajIyMjW1mZxYwdHDUIdgAbc7j7ucmHY8XlF6FJyt/OLLyUGHhzYmB/BwYH\nDCfKN1ZaM41tc2IjyUWJgk+fJDjRtxanGbGWTqlPirm5Sinp2Wyn1HYP8ul/nBtvvlKwap+d\nuPezI89t8rQsEY0Go0mP73p6IW1UFEEc8gXPB6NZs5Y1a1FVb55T7LhoS0T38uluwa4uHo/H\n43Eism37lVdeqdVqKw+l0+lCofDCCy+o6qaaTSHWwdGDYAewsdfS8yupbsW3F6dP+ILdJjPg\n2DCJskRZogxRnqg+1yUQhYhiRDGiENFOrvgVTaPSpRDdXPWpgt1r6dbta5yT6Th3sotvivdv\n/nn8svr23uUaJbcyC799/3q9HrLI2NVo8s09AxITiKhgmR0+mFHJMjb5iWZmZppTXZ1lWRMT\nE6Ojoxt+OOeccHgCjhwEO4CN3culmo/yUWOT1L1cCsHuWCoRZRp5rtS4KBFFiMKNv3erCek6\ntdc69oAo25blOkFF2zDCLNUqHa+ntl5buO7V9NzX5iZWPq/D+Sup2aJl/ovBM0Tkk+SabbWO\nmJNH2vg4cF0+n2esdeaSiLLZXK1qqZqEQ69wDCHYAWysYJntL5mMqGh3mnKAI8giyhPlGnlu\nZcLMQzTQCHO+vVnZC8iKJsmGbbd/T/Zqa6brHhezX52byJs1IlJE8cV4/7VoUuiedSRBsDr1\ncpW21VDV5fw7izP10nTN7uVTLyb6o6o+Eoh0jJIjm6ixvPwpuhTSq1SMb//TuCCw3r7A6TNR\nWe4csjlxBD84ehDsADbmk2TDtVteRvmmy/TDIWQT5RthLk9UblwXiIJN03Kb2si1sxhjL8X7\nvjo30VI0btAb6Peuzh/fzaX+dvrRyrum43xjfjJr1N7XvVjdoDfwIN+hUdiAdzvT0hmj2t6R\ntm6uUoyq+vOxvvFSfrZSZMtfCePEL4UTp/yhTX4Kn8+XzbbukSAi4goRuS6fnc7ns9XnXxoS\nhG4JDskOjhoEO4CNjQQj6cW2ovlEIwE0KDwybKJCI8bVk1w9NTEiL1E/UYgouOMb5rbnajTJ\nib61ML0ywXY+FHtX8uTKDZzoGwuTLfsHiOj17OLzsWRE7Xxo9C2JgSfFnO06zR/Tq/vOBWPb\nGOS6S8ZERJIgfPTUhdvZxYeFTNEyw4p2KZI47d9U84y6/v7+mZkZznnraqy7emK9XDZnZ/ID\ngx3DIlqKwRGEYAewsRdifROl/FylVH+lrP/9bKTnhC+430ODbbOICkSFRpIrNb3Me4n6iIKN\nPwfx5+S1aPJiKL5Qq9iuE1M9AWXN3GHerJU6Hk0gmqkUuwW7iKr/5PDFr86NT5bynEhiwqVI\n4i2JgXVWb9cRVjVJEJ21MbGuR1sOXoyxy5Gey5GebTw/Eem6fvny5bt37xrGynkLkZwg8TX/\nGrlMtWOwq/fY3d6nBjiwDuIPLICDRhbEj5565lZm4VExW1qeWug5vekFIzgAXKISUbER5opE\nzacpPUTJRowLHZYfjKooDXUpC+K0nSdYfWjdBq9RVf/Rk+dt163Yll9WnubwgcSEF2LJby9O\ntywZn/KHEjtXAzIcDr/00ku5XK5SqYw/zlum1DKlyhi11UsGOMoOx88vOD5czrc3PbDbBMae\ni/Y+F+3d74HAJlUbAa7+d/OEnEjkI4oT+YkCRMFtNH444IKKKgmC3SnDxTTPhh8uCULLFOD2\nvJQYYETfTc2upMkLoXjzkvGOEAQhEolEIpHMkpBOlVse5Zy8vs7HbAUSXN7hsAjAoYZgBwdC\n2qh+Y35yulKwXTeqel6M940GsX0NNokTVYnKRKWmabmVbfuMSCfqacQ4P5H3yG+Zl5hwJdL7\nSmq25XpS9/WvW/t3ZzGilxIDz0Z6FmsVy3USmndH8mI3A0OhdKpMTTOEjJggUv9A5y0TAhNd\nvt78JcBhhGAH+2+6XPjM+D2XL6+XLBmVz089fFOt8raeri0j4RizVzJcxc46vOSRDJE1r7XJ\nRMFGjAsQ+Y7nD7q39gw63L2RWXAby7InfMH3DwzvfaTVJXlvdqNGop5zF3oe3V+yneW4pmri\nuWd6NL3zjKzIBMvtXOoZ4PA6jj/voF3eNB7k03nLqDm24dim4wQU9VI4MbQnP47/YW7cbT7V\nxjkRvZKavRiOhxRtDwYAB1XLVFyJqNy8N06XWMEUpspSxhAzhhRRY1ejI/tSguQAEhh7Z/Lk\nc9HeuUrJcp247k3q229KsRlpo3ovlypYhl9WR4ORhLYPzZST/YFY3JvNVo2apXuUcMQjil2j\nrMBElzbb5QLgsECwA3otPfeN+SmnaUmCEc1XS/fz6eciPe/uO7Wrn71sW6lORUo555OlfCiC\nYHdMuESVxp9y09/NK2USkY8oRuSbqbhfmV3KGuLaI5cln1QaDSLYrQop2t78dvTdpZlvL06v\nzA6+sjTzfLzv5Z6hPfjULWRFTPRsKsIKTMQeOzh6EOyOu+ly4atzEy0XV14rb2QWBrzB0eBm\nC8Fvg+l0/cFqdiqCD4efvTa61f+urT06KRB5iOJEXiJf4+/VxPbK0r10TWw568iI7uXT2J25\n9yZK+W8uTDWXDuFEryzN9uq+zbeR2HsiE1zu1gsY7fdYAHYMgt1RYzjO67nFVK2iCGK/NzAa\niDwsZCZK+aptRVT9cqTHL685IPZ6dnH9J/zi9MO49mxY3ZVf+l3Op8r59qZDdWGlc7UtOCQM\nohpRjaja+Lue4Vrqq8lEHqIwkYfIQ+Ql8hBp659vKFomp5YyGsSJipvuH79nONHjQma+WuKc\nenTvSCBy9BqY3skuEaO2nq3sTnbpIAc7gYlE5HJXZLvV2Bdg7yHYHQ6c87xlcE4hRW1/VSha\n5mupuYVaKWvUyvbqXuDr6XlVEA3XIVp+DXwlNXs2GB3wBgY8fo+kfHdp+kEhs/6ntjn/yuzY\nO5In8qbhl9WY5hEbA6g59kK1bLlOXPMGt37YrWSbnxm/l+60DssY+WT1hB/lfw84TmQ25bba\n2jfazxtqjem3lQDnIdpsx/dmHkkmau1Mz1j9+gFSss3PTTyYq5ZWrsQ17w+eGA3IR2q9OG/V\nWntcEBHxepvaA0tgAhG53EGwg6MEwe4QuJVZ+KeFqZpjE5EiiBcjiYVKcb5acTmXBZb0+KfL\nRafLoX2jsZpZ/5nrcn43l7qbSzHGZCZscq1zslz4w0e362+HFO29facGfcHPTTx4XMys/Cg/\nE4i8r/+0Jm7hO+rLM086pjoiCsjah4dGttd6HHaaQWQS1YiMxiSc0RTg2udaVSKVKE6kE6lE\nOpFGpBF5drAZ10ggMlHKt1zkfAv94/fGF6cfN6c6Iloyyl+YevgTpy/u15B2gy5KbfOnxIg0\n6UC/xNTznMOdg/XbAMDTOdD/1R1nlutMlPIFy5ivlu/lUitzdKbrvJaao9V3efvL22Zwzs1t\n7RrOm8ZnJ+4HZSW79nfxR4VM2TY3/3JVc+wnxU7du4muxpIv9wyKhy3VZY3aG7mlnFnzycqw\nPzywh9XCno7TFNqao9vKn45V+1UijShIpDWi20qA24v/4y6GE2PF7Fgx12iHyoj4cCD8TCi+\nB599k3JmbbL9P09Oc5XSUq0S30Sh4MPitD88Vsy1XOREw1tp/Lr3GjN2KGUHRwqC3e5zXfqT\nP6Hf/326fp2qVXtoMP++73v48Z9eiARNh+uSHFRUYhRWtD6Pz+bccJxb2cWxQsZqqhp/cBri\ncOKc82ynFZa5SmmmXOz3+jfzPEXL7PZFBWX10KW619Lz35ifWOnj9Gpq7mI48X39p3dvL5XD\nXdNx9PVWHh0is+mP1fZG/U/HfC82JttCRFpjEk5t5Dl13wv8Coz90Ilzb+RS9foaAVk9H4qd\nD22nV/3uyXVfiMyZtaMU7C6GE/fz6alyodFMmThRUvc9FznQnVoEqu+xwyEtOFIQ7HZZpUI/\n/MP0pS9xj2fx0oWyrkUfjkV/87e8n/7Dz/2f/3HqTdf2e3w7bKFW3mSw07sv2h60bVIbmq+W\nvjo33nLx9exij+59drvdzbvgRNZSLX8jPVW0y4rg+mXhjN/f51UZWY3EtpLb1pmHkIgUIpXI\nT6Q0RTet8e7h+MlwIRS78NRhznbdpVql4lhRVd/ZyiCq0HXn1joPHUYCYz968vyNzMLd3FLO\nNIKyOhqMXoslxYN9TERoLMXu90AAdtLh+PF9SBmOnfvYT/V86Uu3P/KDX/+f/43hWy6tNPyP\n33j/L/3KD/78L3zqv/1JMbmzL/z7bPM/xX2y0qN7F6uV5i3XjJgosL2piryD7uZSHa+/kV1a\nN9hxIpvIIrLX/rGInMYbLX9sIopr9H39zc/TvNgnEylEOlGASFn7R25645BNiO6ee7nUV+cn\nKo0jR6f9off0nW45Ob5tCd2nSbJh22u+yRnJgpj0bOr3n0NEYOxqtPfqoWqmLGIpFo4iBLvd\nYrvuF7/0uR/87F89ftfLf//Lv0hNv7k+ftfLn/8/fuUjP/fzL/7up778S7+wj4PccX3rvlyl\njepspWi7bkzzDHoD39d3+s/H3zAdp75ww4iI+LuTp9aZzDsw6pls+W9GhQGvLTJXFUliXBK4\nKnKRcV2sEt0mcolsIqcprtUD3GZeThiRTCQTqUQ+IvlhoZgznJrLDIfVHKHmMMNhhiP8wNCF\nhBbc9xXSw+VRIfM304+a/8nGirns+N2Pnbm0I5sBRMbekzz5N1MPVwr6MCLO6V29J2UB2Xr/\nNcqdYMYOjpSD/wp6WN3KLkT+/svE+asf+wlqW4+YfOmFpdEzp772TfqlfRndrlBEsdtUh8P5\nP8w+eT27uDJx0e/1f2DgzM+OPPftxemZcsHibkLzvhjv79G9TR/lCkxY+2/nEjmGYy/VKrbr\nRDWl6TM293x0F6qFB4V0wTL8khDT9JFAWBbqn5w3tYdfKahmN/YxOo28tXKbtfbv5g9f9s7k\nOv8q5cYbEpFAJBHJRDqRRCQRiURy422p8ai09s8qw3E+N/lKx08zUaoktNA644B231maaZy9\nWJU1qvfzmadf4a07G4wGZPWbC5Oz1TIR79G9b00MHp6DNQcF5zydTpdKJVEUg8FgILAz/4DL\nwW5Tv2IBHBoIdrtlslQ4NbdAROnhDi25fmYkqz07oH/m64Jtu1upCCAJ3HZ3ZVamR7eH/WaP\nbuuSW7KExZo0VZIXqrLd5YyDJnJVdDWRqyJXBVcWSBL4vfw/X4kkGLPXzmlR3iyeDRpng6SK\nnIhExmUhK9CUV1Le29ccyJ7U/8fh3OGuyzmj5Q9ppoo0sFEXyh6detaUN57cwr8FEZFAJBIx\nIomIWa5gu5yTRxUlkSkr1+txLWWYtzJpxyXDFWyXbM4MhzmcnQ/1vBAbauS5HWB3XzOyXbw4\nbY3L+VK13PG7e7Fa2qlgR0RJj+8jpy7Q6rQ0bE2lUrlz506ptFo1JpFInD9/XnjqWc/6vCz2\n2MERg2C3WyzXcRSZiCTTbH/0UUF5k22QJPzomdLNrD5WULvlp6DiDHmtXo/dq9thxZEEbrps\nsiTfyOiTpR04ZOCV3GfCtQshI6I6RGS7rOKwhGafCZiUIJdTyRKrDlsJWIrgigIpwjrndDsU\nMfHKzCMRERmOQEQ2ZzWHiEgWZFVsPRuYNWtF0yCq72tmlkuMsX6P3yPJacOcKZfrC1s2J8dl\nROSTlfOhOJFMRKbr3M2lMobhcEZELmemW3+DElrgpcRAI43VrfwDSo3XXKnlxTdn1v5u+vFM\npVh/V2TCi/GelxIDzffEVCpbDx4WMo1KXoyIRzXP5fCp+lexUzyipIlSvaJhi6iKLh1bw4io\nW8+T3QlgSHXbwDm/fft2pbKm4OXi4qIsy6Ojo0/55FiKhSMJwW63RFQ9dWaYiAa+d/3uB9/f\n8ui3ZtRL37jPRof6vM6gr2i6pfGi/I9zPoczVXSDihtVnR7d6vfYQWX5h07REqfKctVhAdkZ\n9ptnAuZUWf7anHexJoVVJ6lbushrLjNtkTO95kjT5fVqvssCP+U3zwWN035TYFSxhetp7V5e\nW6hKLieR8YTuDHmthG4HZEcTOSdecwQiKliSw8l0WM0RTFeoOay+zctyWX2m6kIocSW6kp8E\nIjFtVD/18GbHYbwrefLK2t3WWbP2Bw9ucFpzOJERRTTPx4Yv/fmT12q20F7i3if3DXoDnOgv\nnrw+XxWIOqSc8aL5YiK2pRdXh7ufnbiXN1b/JV3ufmtxWhHFq9E1668fGhq9k126lV3MmrWA\npAwHwi/E+qSd3kfFGLsS7f324nTL5YCinD7YBcMOIMZYr+adr5bbv52Snk21kIc9kM1mW1Jd\n3dzc3PDwsCg+1S9OEpOIyHY7/KYEcHgh2O2Wy5Gez7z77eZ//i9v/q3fffLWl2qhNSc9X/rt\n39dTma/9zE/dvR8+HzReSlRGg+ZosLW7V8YQb2W0iZI8W5HL9mpK8Mvui/HKpXDtp4Zz8zUp\nqbf8YMoTkeGwoiWUbKFsiQVLsDlzOUmMAooTU+24bkuMOKeJsnw7oz8uKm7Tq5vD2VxFmqts\n59vjhK/eY2DVOiUP2qPPVCnfPoXCidK1ykKtUrWttgeJiBar5UFvYKZcmF9b5b+ZzV3LdZSt\nlJl4XMjmjDX5mBMRo++l5lqCHRE9E44/E9716rgvxvurjn0zs7DSlzOm6R8cHNnxEHkcvJQY\n+MuJey3zdjHNc9DaVxxnHVMdEbmuW6vVvN6N9mSsSxJkRsxyO/9UATikEOx2S1zzvPvS89/6\ndz//zv/tP/7kT/6rb/6Pn5h485ssryf6aOzqH/7Zhc/97cIz52/8xI85tvBqWp8oK2cChk9y\nich0haIlpA1xqSpWnc6v1kVL+PKs70ZGf29fqc9jPcgr9/NayRJ0ydUl1y+7AdkNyI5Pdvs9\ntiy0/tiq2myqpIwV5UcFtTkv7ohevXW2I6Roflnt2J29fRf5Ol3O7HVWTBgRUapLg7I6VZS2\nlOqIaKnjE3IqWWbNsbfUP22nCIy9O3ny2UjPTLlQc+yY5jnpCwkHu1rYgXXKH/rw0Nl/mBtf\n+eYcDUbflTyJf8+DY505uaecrquTBMnmCHZwpCDY7aLRQGTok//7dVm9+Cu/9sFf+OXmh568\n/JYv/uov1TfhEVGqJqZqWy5Dn6qJ/99Y0Ce5pXXDmSpyv+yKjBMR51S0hG558empotRxTfAd\nyROfn3zQ0kzyuWhvuK0ebLjLXjFREHp1n1dWKp1aVvTpPmo0COrmma1vh1+n5sX+vvZHVR2b\n6nbEcCB8yh9KG9WqY0dUzSftTAU72CmhUIgxxtduhWSMaZqmaTtQTVoSFMvtsA0a4PBCsNtd\nmihd+ff/64Mf/4nMH33af/O2aBr5vuTYO946d3nHWoCvn+qIyHCY4WzqV9u2Lt5b9rbEYHvi\n4USmY3skeaUMrCqKb00Mdizee9IXDChq0TRbdj5dCsUlJrw1MfClmbGWcZ72h+rlXge6N70Y\n8gXf2jO01S+nYxcNxiimerc6+QcHlsDYUerudcTouj44ODg5OdkS70ZGRnbk+WUml531tiMD\nHDoIdnth9PQo/fKvONwVmZA2qjee3CH7IG7XfcpUd8ofvBztkNW+Pj/xampuJe4xItNx/LLK\nOk16iUz4oaGzn5t6mDWqKxdHg9G3954goovhhMDY1+cn6xlRYOxypOdtPYP12yKqfimcuJ1d\nbEl+V2K97+o9uY2vaNAbOOUPPWnqbs6IiNjLvYPbeDYA2Ibh4WGv1zs+Pl6tVhljgUBgeHg4\nGNyZ/jSyIDvccbm7/nw/wCGCYLd36ut6UVX/2JlnP/3odtk+oPP/2563UwSpPanlTeO11Bw1\nPScnIsb+cX58OND5IGdM8/z3Zy4/KmQWaxVFEAe8/uaGFhdC8bPBWMaoWq4TVXV17Ua39/Sd\nCqvad5ZmTccmopCivSN5YvgpTox+aHD0O0szr6Xn6oXiwqr+7uTJQ9f0DOBQ6+3t7e3tdRyH\nMfb05euaSYJMRDa3FKbu4NMC7CMEu32gS/LPjj773aWZx4VsyTb8kjoajJ4Px//s8Z2DkPa2\nPW93P59+PtbX3DqCiKbKHU65EucF08ibRlDp/MNUYGw0GB0NRjs+KnZfOxMYez7Wdy3WVzAN\nWRA80tOW+pME4W09g29JDOTMmiZKT/+EALA9O3JaooUsyERkuZYiINjBEYFgtz8UQXy5Z+jl\ntbu+fmbk8qce3SxZ+3xEazQYfZBPb+9jp8uFlmC3TkcEq/sB2KfEiLpFxu0RGIvgsAJAJ5wo\nZ9byZi2oaCFFO1wniiVBISIbFU/gCEGwO0BUUfr46JVXU3P3cumiaTDGRIGIGGNMIhZWtbPB\nmO26D4uZnFnzilLOMqpte/UissYZcUYakzyKHFM9vZpvvlqqOtZ8rbRUXa8gCBH5ZfUHBkdm\nor3jxdz19Jy5NpaJjAkk2NzpNqvntPW86paHRCYE247EAsDzD67uAAAgAElEQVThslgtf3n2\nyUr9yF7d997+Uwlta+XlXNetVquu63o8nt2YlluHzOozdvu/VAKwUxDsDhaJCS/G+1+M969z\nz7NNBxQczm+k52YrpbJt1Y8OdCyafya4vMlsqVZJ1SpFy7iRme84NfimeB8R9Xv8/R7/pUji\nq3MTjwrLZZMHvIH39J16XMj+00LXvquxthXSAW8gqnkytUpLFrwYjsvHuKYuJ7qTXRwv5sqO\nFVX1ZyM98S2+FgLsu7xp/NmTN5oLTC5Uy3/+5I2PnbkckDc7ZT47Ozs2NmZZFhEJgjA0NHTi\nxImd3Ui3juU9dpixgyMEwe5wExm7Fuu7tun745qnvjvtWix5M7PwrfkpszHHxhi7Fu1tLkES\nkNUPD43WHDtvGgFZ0SWZiCJxvWJb1zNzrT02GUVVz0lfqOUzCoz90NDZL0w9bO4JcT4Ue0fy\nxNa+1CPEdJ3Pjt+brRTri1Yz5eLt7NLbe4auxVq7WQAcZK+l51o2VHDipuO8lpp7Z/LkZp5h\ncnLy8ePHKwfkXdcdHx83DOPcuXM7PtqOlvfYoUYxHCEIdseUyISr0eTFcOJhPpMxqh5JPukP\ndax5q4mSpq9+nzCidyZPXArHvzY/MVEurFSW6vf4v7//TMeyvUFF/YnhixOl3GK1LAtin8ff\nsg/vuPn24vRspUjNJ4U5fX1h8oQv2D7lCXBgzVVK7YfoGdFctbyZD3ddd2Jigoha6g/Pzc2d\nOHFC1/diVytm7ODoQbA71hRB3F5706jm+ZGT5wumMVspGq4T0zz9nq7FgYmIEZ30hdrn846n\nex3OpnDO6UEhjWAHhx6jTZ6tL5fLdpeKnoVCYW+CHSMmMQntYuEoQbCD7QsoamBHD58eExWr\n807tfT8QDbAlPbq3eYtFHecdGkZ3xFv3c2zqoZ1lGrYkKAh2cJQg2AHsNb2pu1ozL4rkwaFy\nLZa8k0s57uoxeUYkCeLV6KZ2i3q9XkEQOOftMc7vX28F4OlZlvPkcWZ+tuA4rnfEljy2UbNV\nDS+IcBQc32OJAPvlbJfCyyOByB6PBOBphBTtx06djzbtH4hqnh87dX6TVSRFURwYGGhPdbFY\nzOvdxW24jsOvf296ZirnOC4RuabABffVV8YN4yB2egTYKvyCArDX3pwYmCoXU7UyY8SJGCdO\n9ObEQOJ4nymBwyip+356+FLKqBYsIyCrMVXv2AO6m9OnTzPGpqam3EbJzN7e3pGRkd0Z7LK5\nmXy5tLodglsCEVlkTz7Jjpzbzp5jgAMFwQ5gr2mi9C+HL97ILDwpZiu2FVH1K9HevnVPnwAc\nWIyxlTpK2/jY06dPDwwMFItF13V9Pt8enJnIZtbUaXcNkYgExclmN6jfDnAoINgB7AOBsavR\n3qvR3v0eCOyFxVo5Xat6JLlH92oifuq2UhQlGu28P2E3uO6axV/XEohIUBy3vEcnNgB2FX7E\nAADslpxZ+/uZsalyof6uIkov9ww2lwGHvefxKpn06uRcY8bO9TBl/wYFsGNweAIAYFfYrvuZ\n8XvTjVRHRJZrf2X2yd1cah9HBf0DQUFY3QjomsszdgODKLQJRwGCHQDArnhQyOTNWvPyHudE\njP3z0sy+jQmIPF7lmctJRW0sWHHGbUEPipEoyoPDUYClWACAXbHUsbMW52mj6nBXZPi9ei+4\nLp+ayKYWy4Zh6x452R/sTfpjcW84fCKdrlQrpqrJWbVq8c5lwwEOHQQ7AIBd0a3wByNitIWa\nILBttu1ef2W6VDKIEXEyTDuXraaXSs9cToqSkOhZ7pBRKWoVo+RyV0DahsMP38QAALuiz9Ox\nsxbr9fiErRR7g22bHM+WSgZRo3stJyJaXCgtLa7phKYKKhFZLibt4ChAsAMA2BXD/nBybXlC\nxhhj9NbE4H4N6bhJLZU6zo2mltaskiuiSkSGa+zNqAB2FYIdAMCuYIz98ImzlyM9K2uyQUX9\nkRPnhnzB/R3Y8WGZDrUVp2OMLNNpvqIIKhGZTm3PBgawe7DHDgBgt2ii9N6+U2/vHcoaNU2U\nNtlEFXaKpsvm2gxHRJyTpsvNV+ozdiZm7OBIwIwdAMDuUgSxR/ci1e293mSgy/U1S+T1PXaG\ng2AHRwGCHQAAHE19A8HevjXZjjF2ZjQWCGrNFwUmyoJsuliKhaMAS7EAAHA0MUZnRmO27WbT\nFdd1RVFI9gf72zpMlEuGY4glofzqvalgWD9xKizL4r4MGODpYcYOAACOjlqtVqstz72ZpvO9\n70ymFkuO43JOtuNOTWRvvjbD+eqRivnZwivfmTKKRKJbLFWnJrLf/eZEuYTSJ3BYYcYOAACO\ngrm5ubGxMdM0iUhRlFOnTpWLcq1mr97BiYhy2erCfLG+/c6ynAf3lohz1xSJiKkOr0q27dy/\nu3j1hYF9+SoAnhJm7AAA4NCbmJi4d++eZVn1dy3Lun///sLiTHuTD8Yok6rU386kK47jciLX\nFIhIUBwi4pzyuWr7cVqAQwHBDgAADjfbtsfHx4loZY21/oZl5zjrkM9s262/sZLeuCESkaCu\n3mwh2MHhhGAHAACHW7FYdF230yOcsdbdcpyTx7tcx07TlvcjucvBbvlJGCNVxVYlOJTwjQsA\nAIdbl1RHVJ+6Y9Tcf4Ixluxbbv4hS4IoCo7jupbAXVZfimWMIlGvJGPiY9nns2+dmn33Nj7w\nZvYfiP5mx8cD60OwAwCAw83n83V7aGAwPjNV5o1kJ0nC6LmE16dUq9a9Owu5bHXlTtcU68FO\n9yhnzyd2e8wAuwTBDgAADjdVVROJxOLiYsv1RCIxcjbZP2CmlspGzda9cqLHryii6/Jbr81W\nKlbzzdwQxIA1ci7e1x8UhNYjFwCHBYIdAAAceufOnWOMLSwsrFwJhUIjIyNE5PEqQ16l+ebU\nUrlSad1759oiMbN3wCcwpDo4xLCHAAAADj1RFC9cuHD69GlRXG4akcvlXn311Ww2235zudSh\nLSy3GBHVTDQWg8MNwQ4AAI6CbDY7NjbWfJDCMIxbt25Vq9WWO1mnOTlui0TkcLv9IYBDBMEO\nAACOgqmpKcZYc7swzrnrurOzsy13hsJ6+4e7JiOiVCa/uFCqVa32GwAOBeyxAwCAo6BcLjen\nuhWlUqnlSiisR2PedKrcfJHbAhHNL+Ynl0zG2MBgcHg01nFuD+Agw4wdAAAcBYLQ+RWt4/UL\nl5Li2qOv9WDHpPpKLp+azD1+mN7xQQLsNgQ7AAA4CkKh0Oav23a9SeyqerATZJeI6hN/UxPZ\nQgFnKeCQQbADAICj4MSJE7Istyyeejyevr6+9ps7FarjtKZFBRHRrVdnLQtNY+EwQbADAICj\nQNO0a9euRaPRerZjjCWTyatXr64UQGmmqJKuy2vSXf310F1zzbKd2en87o0ZYMfh8AQAABwR\nuq5funTJdV3DMDRNW//ow+mR2J1bc4xYveEYY5yIuNv6IcVCh6J3AAcWZuwAAOBIEQRB1/UN\nD7QmenyXnuvTtMYEh8iJiNx1PgLgEMCMHQAAHFOxuDcW99Zqtm05bzyaIiLuts53BILafgwN\nYJswYwcAAMeapkk+v9p/2kNErrlmQ56qSX0DwX0aF8B2YMYOAACASLLJIk3QSo3l2EjUM3o+\nIUmYAYHDBN+vAABw3Lkuz5cLxFk8GupJ+nVdFkXBNJzF+aLrduhmAXBgYcYOAACOHdt2U0ul\nasVSVUnV5Uf3lsThkmtKTx5miIgYEadS2Sg9MpYWS1eeHxRF9BaDwwHBDgAAjpelxdL9u4uW\nuVx5mDFisuOTXCerLt/BV/8uFozpqdyJk+H9GCnAlmEpFgAAjpFK2bxza942V/tJcE6C5hCR\nW+0w2cGI0kvlvRsfwNPBjB0AABwjszN5zlu3zTHJJSLX7txozEZXMTg8MGMHAADHSKVsUVt+\nWy5m3NZ2ok5RxbYoCHBAIdgBAMAxIoiM2lKaawpEJHjsjh+SzVT/6auPJ55kcEIWDj4EOwAA\nOEbCEU/7RacqEWdaslLfbNfhBpuPPUrfvbOwy6MDeFoIdgAAcIwk+wL+gEpEzQuy3BZcSyDi\nHWbz6jcQJ6LF+WKhUNuLUQJsF4IdAAAcfUbNLhUNx3EFgV25NjB0MixLIhGJouDxKkTEJNcu\nKk5tgzOF+Wx1L4YLsF04FQsAAEdZNlN5eG+pXDaJiDFK9geHz8SGR2LDIzHLcmRZvHN7vlo1\nmMC5tfFkB7bZwQGHGTsAADiyspnqzddmKxWz/i7nNDudv3l9pn7KVZZFIqpVLV5flxU3fkKv\nT934JoD9gxk7AAA4cCqVyvT0dLlclmU5HA739fUxtp2mXk8ep5f3xzUp5GuppVI84au/K0kC\nceK2wES35cMZo6ZCJ8zrlaOxDmcvAA4OBDsAADhYZmdnHzx4wDlnjHHOl5aWZmdnn3vuOVmW\nt/Q8nFMhX+24dJrP1VaCXSTqyaQr3GGCvOZIrMerVMrmyruiyE6fiW4vXwLsGSzFAgDAAVKr\n1R4+fFhvDrHSIqJUKj1+/HjrT9beY6LDA/2DIX9AdS2ByasXdV2pVszmk7OO6969s2AYNhGZ\npjP2KH3rxuydW3PTkzlsvIODA8EOAAAOkKWlJddtXRIlosXFxa4xrQvGmNendHzI51/dKicI\nLBb3c1NkostETkQ+n6LpEhGtWcTlZNvu7HQ+k65895vjE08ymaXK4kLp4f2lV749Wat1Lm4M\nsMcQ7AAA4AAxDKPjdcdxHGfLPVtPnIzQSsewBk2TEz3+lXcnnmSePE65hkREguoQUalk5vPV\njjGyWKi98fq8bbtEq5v3qlXzwd3FrY4NYDcg2AEAwAGiKJ3n2ERRFMVNHFtdqyfpHz2XEMXV\nF7tgSH/2Wp8oLmc91+WT41li5BgCEQnK8sSb63SeHbQs1zJb8yXnlEmXLWvLuRNgx+HwBAAA\nHCDxeHxsbKx91TUej2/v4EL/YDDR6yvka5bpyIpYKpmT41lNk2Nxr8+vVivW8vRbPdhpq6vA\na4/ELlOVzq+bnJNh2PX6KQD7CMEOAAAOEF3Xh4eHHz9+3JztPB7P8PDwtp9TlsVozDsznb9/\nc27loMP4WHpgKBwMafV3narEXRI9q1vlOqQ6TYolvEtLpY6fRemS+QD2Er4LAQDgYBkcHAyH\nw1NTU6VSSZblSCQyMDAgCE+1d6hYqLVsg+OcpiayUxMr7zO3Jglea50nMQ3bdlxREhyHrylw\nxygQ1BQF03Ww/xDsAADgwPH5fOfPn9/BJ5ybLWx4j1ORFU+VKQ43O0c0zunhvZSqSY69PLHH\niDiRJIlnz/fs4GgBtg3BDgAAjr5qxWLU2oKihVOSKVaVfA4vKnbXkxDcqC0/Vb2cSjjiOXEq\njN11cEDgVCwAABx9kixy2uDshV2WiUjyGa7ToZBes0ZA5JomnRmNIdXBwYFgBwAAR1805tlo\nwo64KbiGKPkt1+WC5vjOZb1nc0zo+lGcUzpVcTZKgQB7CUuxAABwUDiOMzMzUygUOOd+v39g\nYECSduZ1qqc3MD9bzGYq6y/I2kVFiVVFn+k5VWSSS0SC5jiVrmPgnFumI+qYJYGDAsEOAAAO\nhHK5fPPmzXrnCcZYKpWanp6+fPlyIBB4+idnjJ692jc9lZ+byVcrFifOO0202XlFiVU9wwUm\ncKciiR6bu+st4DLGZFQ5gYME344AAHAg3L171zTN+tv1InaWZb3xxhsvvvji9koTt2CMDQ6F\nBodCRFStWvfuLOSy1ZZ77KLCbYFJrpXWAkGtSjlurfepY3HvShMLgIMAwQ4AAPZfpVIpFovt\n16vVaj6fD4VCO/JZOKdS0ahWLU2Tnr3aXy4ZxYLx8MGS6zb6vnKqjAWVRJWngzxS4Zxxp+sy\nKyM2ci6+IwMD2CkIdgAAsP/qK7BbfWhLCvna/buLpeLys+m6PHo+0TcQlCThjdcXGsmOnLJU\nfeIncoWiIfk7NxarCwQ1VcXLKBws2O8JAAD7T1GUbTy0eUbNvvnaTLlorlyp1ezbN2ZLRSPR\n63/hpcFEj0/X5eWgxoiInJpIjMvxihKvNrcaW1EoVO+9seA4Gxy2BdhLCHYAALD/vF6vx+Np\nv64oSjAYfPrnn57K2fbKgisREeeccz45niUir0995nLypbedlBWR0fK5WWtJ5w7T+svaQMkz\nkhV9rd3GOKe5mcK91+effngAOwXBDgAADoRz587Vi5usHJUQBOHcuXNP2SW2rljosJ7LiYrF\n1euO45aKxkr0c02xdDdSm/JVnwQYI7W30vGZFxdL9+8uuC7m7eBAwOYAAAA4EILB4Isvvjgx\nMZHP5+t17E6ePKlp2o48OWONxq7t1xva99JxSzBTOhEpFVnUO6zG1s1OF7KZak+vP9kX0HR5\nRwYMsD0IdgAAcFAoijIyMrIbzxwIapl025Qbp0BwNThKkqDpslG12iffuMWYZ70OE9WKNT6W\nmRzPjp6LJ/t3YO0YYHuwFAsAAEffwFBIUURa2y5WlIQTJyPNV06cDHdcUuWuQIyIbdSUzKX7\nd5cqZXP92wB2D4IdAAAcfbIsXn1hMBLVV64EgtqVawO6Z83Kad9A8MxoXJTaXhw5I9r4NZMT\n55zPz3UoyAewN7AUCwAAx4LukZ+92m8YdrViaZrUbTPc4IlQb5+/kK9ZlqMo8sJ8YXGhWN+d\nt36f2RW1auv5WYA9g2AHAADHiKpKG1YVlmUxGvPW345E9d6k/0Eux13GnU11D8P5WNhHWIoF\nAADoan6u8PrNeUF1uLnZV0yz1vX8LMBuQ7ADAADoLJ0q3319wSFbUB2n0rZ022X+rmYg2MG+\nwVIsAAAAEZHr8qmJ7NJi2ahZukfp6w/MzRYYI8lvEpFTXhPs6gXwOq66bmq9FmB3INgBAACQ\nbbvXX5kulZYbUVhmNZ+rMoE4JzlSI05WbrllLSMSRCGW8KqKNDmRbXkexigQ2pmiygDbgKVY\nAAAAevwwtZLqqDEVx11ioiv5TbuocFtYeYi7PJ0qZ7NVSRLY2gk6QRBOnlpTGw92llW++clP\nfnLScPZ7IAcUgh0AABx3juPOzeQ7PiQFLGKr03V1Lue25RYLNdt2JVlcue4PaM893+/xKm1P\nAzvm0R/9m1/91V+dRrDrAkuxAABw3C3Ol9obxdaJPouInGLXrGaZzvBoLBjUVE3WNLyq7q6H\n3/jjf/E/fWe/R3Gg4VsQAACOu1LR6PaQ5mMukWuJ3W4goly2OnQivAvjglX/9iPf/6VXX31j\nPLXfAznosBQLAADHHev+YqjqosQkVe3cpoKIiJFtYllw1wne6KUX3/PRj370TX6sdK8HM3YA\nAHDcBUP61ESu/brukSXJtBym65JR69IojFO37mSwg379U39cf+P3z0b/uZjZ38EcZJixAwCA\no891ebFgZDNVs9PsWizuCwTX1ihhxBg7d6FHEmTbtRJJX8enrZ+I7e0L7PiAAbYHM3YAAHDE\nzc8WHj1IWZZDRIxRb1/gzEhcklenNhijZ6/0P36UmpvJ109ReDzK6LlEKKwXyzIRxXs92ZRv\nabHEWooSMzp5KhKJevb06wHoDsEOAACOsrnZwr07CyvF5jinuZlCtWJdeX6g+TZJFs6eT5wZ\njVXKlqyIK+dbNVEnolQhk8/XqCnVSaLQ2+9P9gV9fnVvvhCAzcBSLAAAHGXjj9Ot02xEuWw1\nm6m23yyKgj+gNlctCSphIppOz1nmmg6wtuOapotUBwcNgh0AABxZpunUanbHEnWFQm0zz6AI\nqkya4KvxtsawSwslx3afeowAOwnBDgAAjq5udYe3QrH8TOJysLXWHed8svTkRvq7hrMmI9q2\nm8tWU0vlarXLQVqAXYM9dgAAcGQpqqRqkmHYbdNtFAhsdhU1wKMlJ6X2V+yCxptm6JRENWOX\niGipNj/gPVm/ODOdH3uUsq3l++I9vtFzCUVZr74xwA7CjB0AABxlJ09FiDcKkzQEQ3o4sqmj\nrJxTNBowF72C4sjxysp10WtpfSVN1BkTas7ydr25mcKDu4srqY6IlhZKt67P7sS8IcCmYMYO\nAACOsr6BICd68ihdL3dCRD1J/8jZ+PofZdTssUepdLpiW67ukQO+WNWsan1lUXXNlCZotjZY\nYkw87T/7sHDH4cvPPP4k035Qo1ioZVLlaNy7818bQBsEOwAAOOL6B4K9SX+paNi26/WtOfTa\nUaVsvvbK9EoQrFTMStkMu0k3lpKjVTlaJSKRySPBc7rkEZnkuDYRWZZT67Kprlg0EOx2ys/e\nT//sfo/hIEOwAwCAo08UhWBI3+TNY4/Stt3UoIITEWWXjCsnznNP2XANIgorUVXUiEhgwsqM\nHcC+Q7ADAABYI5Mud9wVl06Vh0di3T5KlkXdI9cqVvuHtvYrA9g1ODwBAACwinPuOJ0PO2xY\nte70cJQTsbUnNUJhHT3HYM9gxg4AAGAVY0zVZKPWYbdcuWKu/7GJXj8RPbyfMk2bmvrS7sY4\nATpCsAMAAFjD71M6Brtcpnr7xuzIuUT9+EU6VS7ka4bPZiLnnBgjIkr0+mMJX6Vs2rbr9Smy\njAp2sKcQ7AAAANboshJLRJROlUuvTF95vv/unYVctkpEvnMOMf69705efDap6zIR5bLVUtEQ\nRUGSBAQ72GMIdgAAAGu5XZMd51SrWbduzJZLjWVZ0eW2UC6ad27NXbycvHN7vpBf7TAWS3hD\nId00HY9HiSd8koyt7bC7EOwAAADWCITUbLbS7VHGaDXVETGBuMuIeLFg3Hh1pqU/bGqxnFos\n199+/Ch17kJPDAXtYDfhVwcAAIA1Tp6OMIF1e7S1EorAubt8c7VLgeI6y3Lv3Jpb/x6Ap4Rg\nBwAAsIYgCM9dHZDErtmuGWsKdhvg3HX53EzhqQYHsC4EOwAAgFahsPbWdw4PDAVbrjMiRRFl\nRapHOSZwIqJNBjsiIioVjZ0aJEA7BDsAAIAOBIGNnE1ceq5PbeotGwhqz10bOHs+vlyEWORE\nxJ0tBDvTRP8x2EU4PAEAANBVLO6NRE8WC4Zh2B6P7POrROT1KVdfGBx7lCpWy0Rbm7ETMKMC\nuwnfXwAAAOsRBBYMaYkeXz3V1QWC2tkLPaJMRORuZcZO9yg7PkKAFQh2AAAA2/HoQcolh4ho\nK8EuHNZ3a0AACHYAAABb5bqcc55JlTlziWizp2KJfH613k8WYJdgjx0AAMCmWJbz5FF6cbFk\nmY6iSq7LxU0fnmCMJfsDp89Ehe4V8gCeHoIdAADAxizT+d53J2s1u/6uadq0Wu5kg+UvxtjL\n7zotilglg12HbzIAAICNTYxnV1IdEREnImL1GbuNlmI9XmV8LLO4UGrtWgGw0zBjBwAAsLFM\nutzhaj3RdVmKZQLXh4qcUWU8UC4ZROTzqxefTeq6vHvjhGMOM3YAAAAbs7oXFm6fhov3+INB\nTY3aUtiQQ4YUWu42USqad27N7doYARDsAAAANmLbrmW53R5lrDXa9Q0En7mcJLVGRMRJjtQa\nj/BiwSgUagSwO7AUCwAAsIFMqsw77Y9zTYGIBNVxqmteT2++Oh0M6ULc4TZzKrLoM5nIVw7P\nVitWIKDtwbDhGMKMHQAAwAbWHJto4lRkIpKCZvtD+VxVUB3XkOy8wgQS/av3SDgeC7sG31sA\nAAAbkGWx43W3JjolWQ7XJJ/V8hATuCC7riHaBYUa4Y8RE0UhiOYTsGsQ7AAAADYQiXm6FRau\nzfi4y/ThvKCvmdVjiktE3BJcU3SrkhwwiYgTF0RWyGOPHewWBDsAAIANqKp0ZjTOGLG2dOdU\npMrjEGPkGc4LyurJ2frbAa+PCcwqykxyBc0hIstybl2fzWWrezh8OEYQ7AAAADbWPxi8+qbB\nWNyn67KqrlmZdcpSddwnSNw7khfk5cOzTHKJqFpwucudokJEks8kIuLEOR8fS+/1FwDHA07F\nAgAAbEogoF18Nll/e3oy9+jB0spJWSunsUnSThQ9w/nS/TBxYrJLROWCQyQ5ZZk4iX6LUsu7\n67AaC7sEM3YAAABbNjAUung52XzFzGjGvEfQbTloEJHqY0TETYGIuMOcqtR8wMJ10VwMdgWC\nHQAAwHbEEr5QaM35ViurEZHosYnIHxYELnBn+XXWKa1usyMiUep8zBbgKSHYAQAAbJPXpza/\n6xoCd0nQHEZkkSkJyspDdkmmlW12RGgXC7sEwQ4AAGA7CoXa7Gx+zSXOuCUKisMZmY7hkT1i\noxaxU5aJM9G/vBobDKHzBOwKHJ4AAADYjnt3Fqmtzxg3BcFjC6rDiVdzPBDSsukKEenjk72f\n/wv98ZiTFqqDp2Kf+Gk6G9+PUcMRh2AHAACwZZWyWS4Z7dddUxT9Vn3JNbfoWNkKc53h3/m1\ngf/2acZdYowzgbkO/elv00c/Sr/3e+T17vnY4ShDsAMAANgy03Q6XncMUSaSIwYROVWJiM78\nX7868Fd/lL/0/OS//tfWD52pTAW0V8ZO/On/Hf+zP+P5AvubL3SoegywXdhjBwAAsGWq1nlm\nxK1IRCR6LdcS3Jroe/TGwF//cfbKm6//2qfTZ9/qOAonqThy8fVf/s2593+EffFv6bOf3duB\nwxGHYAcAALBlui4Hgh0OQNglmdsCEdk5lYh6/vHzxPnj/+F/4ZLEbVZ6I2Lnlo/K1i/Sn/zJ\nXg4bjjwEOwAAgO04/0zP6rzdymoqZ9UJvzHnNea9ROSdfOyoenHkYvuHW8FwdWiY3nhjb0YL\nxwT22AEAAGyHx6u8+JYTk+O5bLrMiUpl07VdIrILil1YnpZjtsXlriXruKyQVdmj4cLxgBk7\nAACA7bAs58G9pYkn6Xy+VsjXuO2231Pr6ZdKBW1xtv0hwTL16Sd08uSuDxSOEwQ7AACA7bh9\nY25+trBSya5j89fUW95LRCN/+f+2PzT0hT8VyiX68Id3b4RwDCHYAQAAbFkmXcnnqhvf9qa3\nO29/R+wvPn3xj/+LWC3XLwq2Nfz5Pzr1//xnGhmhn5BwpocAAArsSURBVPu5XR4pHC/YYwcA\nALBlxUJtM7f5g5L42c/QD/xA/FO/Ff+LT5kXLnFRVO69wXJZGh2lL3yBdH23hwrHCmbsAAAA\ntqytl1hnhbyRYYy+/nX6vd+jl15SpsbVsYfswnn69V+n116jM2d2eZhw7GDGDgAAYMs6FrHr\nRJqenotcjtDHP04f//jujgkAM3YAAADbEI54gh2zHXOJGUT2ymmKagUFTWDvINgBAABsGWN0\n6UpfT9K/5qpQJHGWxCWS5klaJGmBxJlqrXzjxo18Pr9PI4XjBUuxAAAA2yHL4oWLvcXSdKVi\nEXFiNlFzKTuLiIgR55TNZrPZ7IULF3p6evZpsHBcYMYOAABg+0SJmGAQM4ictcXsJOIacXml\n3djDhw9dt0MRY4AdhGAHAACwfaFQiLcekZXJjpPdS06MnB5yeoirRGRZVrFY3JdBwvGBYAcA\nALB9Q0NDiqI0XRDJThCpqxe4RE6MuEREtm3v9fjgmEGwAwAA2D5FUa5du6ZpjROyjpeofooi\nTeISCTliDhEj109EOsoRwy5DsAMAAHgqmqZduXJFEATGGDGZxHkS8sRqxAwSSiTOE6sSKT6f\nz+Px7Pdg4YhDsAMAAHha9WwnyzKxIjGHiJoOUnASs0S8Uqlgjx3sNgQ7AACAHSBJkmVZxMxO\nD7rEHNfl4+PjezwqOG4Q7AAAAHZAKpVqOx7bzCESUKYYdhuCHQAAwA6wLGvdx0UibllWoVDY\nowHBsYRgBwAAsAMaB2NZpwcFIrHel+LOnTsoUwy7B8EOAABgB8TjcVEUiTjxerZjjZDHyAkR\nW16ErdVquVxuvwYJRx6CHQAAwA5QFOX8+fNERIwTl5f/uB5yIySUiBkrd9ZqtX0bJRx10n4P\nAAAA4IhgrLEOy+r77URiFlGl5TZZlvd0WHCcYMYOAABgZywuLq5mOyIip6ma3TJBEEKh0F6O\nCo4VzNgBAADsDMuy1q14QkTEOa9Wq4do0m7i5ut7/IHwNBDsAAAAdoaqqhvewzmfnZ0NBAJ7\nMJ6nVO9s+7VP/+nTPwnsGQQ7AACAnZFIJObm5ja8rVJp3XV3MH3gAx/467/+66c56qFp2gc+\n8IEdHBJsCMEOAABgZ0QiEVVVDcNY5x7GmCQdjhdfURQ/9KEP7fcoYGtweAIAAGDHnDp1av0b\nOOeRSGRvBgPHEIIdAADAjkkmk+FweJ0bGGOxWGzPxgPHDYIdAADATjp58uQ6j3LOp6en92os\ncOwg2AEAAOykUCjk9/vXuSGfz+/ZYOC4QbDbWP2oNg5sAwDAJl2+fFkUxY4PMcY2rHUHsG34\n9tqY4zhf+cpX3vOe93T7rxQAAKBFJpO5efNmx4eSyeS5c+f2eDxwTCDYAQAA7IpUKnX79u2W\ni4IgXLt2zefz7cuQ4MhDsAMAANgtmUzm3r17K5XtVFU9e/ZsNBrd31HBEYZgBwAAsIvc/7+9\ne42twiwDOP62Zb0MRge1gc4J1CEsBjQyhaFpVGgFm7CC6VI1bsomY5nOy+IlZjVzQXQzYhYn\nSwgSGJFlmZsDL41CXTYmZDK5zGUgItZ0w1Qo1a7U3miPH44hwMqcYYemT36/T+e85z2nz/nS\n/POe29BQZ2dnT09PcXFxaWmpd/WQU8IOACAIn4oFAAhC2AEABCHsAACCEHYAAEEIOwCAIIQd\nAEAQwg4AIAhhBwAQhLADAAhC2AEABCHsAACCGDPSA8Q3ODjY1NTU29s70oMAMAoUFxfX1tYW\nFBSM9CCMSnmZTGakZwiuubm5pqZmpKcAYNTYsWNHdXX1SE/BqCTscs6JHQBvnBM7LoawAwAI\nwocnAACCEHYAAEEIOwCAIIQdAEAQwg4AIAhhBwAQhLADAAhC2AEABCHsAACCEHYAAEEIOwCA\nIIQdAEAQwg4AIAhhBwAQhLADAAhC2AEABCHsAACCEHYAAEEIOwCAIIQdAEAQwg4AIAhhBwAQ\nhLADAAhC2AEABCHsAACCEHYAAEEIOwCAIIQdAEAQwg64WN1tG/LOlZ9fWDZ5yoKP3frw0y0X\nutexPU9+/qa6a6dUjCu+rOyqyrlV1V//4c+6BjMX2j/Q/UJjY2Nr32BungRABHmZzAX/jQK8\nEd1tG8ZVfLZw7Ls+Wl2ZXRno+scLBw4c6+hNKdU2PvmrVUvPvUfmsca6j3/nl5lM5vLyyuve\nM72vrfXwwSOdp4eumLpg+/6m6ycUvfavHFpX9c7bf7ers+/94wtz/pQARqcxIz0AEMTYipVb\nt95x1kLm6NObb6y7renby1a8t2V93bQzNxxYW9+w+hfjr7nhJ088tOTdb80u9nUcWvO1T969\n4aklC+85se++8x78yLNbar/0XK6fAsBo58QOuFjZE7sJ09d2HLnjvJs6j6wvn7kyf3zVq/98\npjAvpZQGTu2bPPF9p4pm7217ftbYy87ZnelbflXZprbuB17u+uLV47JrX65fvH3v3oN/a89e\ndWIH8Dq8xw7IodJ3rLh/Vllf5857WzqzKy9+79aOgaH5ax49v+pSSnlFd9//6UWLFrX84eSZ\ntfyxZbPnLWxoaJh7hZ4D+B+8FAvkVu2dM++6rb1568ur7ypNKT2y8WhK6d6Gtw+7efrNa399\n8zkrax7ekr2wcWbZnq6O3M4KMMo5sQNyq7yqMqV0YteJ7NWftveMKbr6g6WO3wDefMIOyK2C\nokkppZ6/96SUUqa/tfd0QdHbRngmgKCEHZBbg/3HU0olFSUppZRXWFFYMNh/bIRnAghK2AG5\n1b6rJaVU/oHy7NXFE4tP97bu7OwfdnPfv5qXLl36iVvWX7r5AAIRdkBu/ebBwymlhcv++/Lr\nimVTUkqNW/4y7Oa2nd/ftm3bsy2TL9l4AJEIOyCHXv3rpq/8sb2otOpblaXZlTmrHygpyHvu\nq/XPv/bQbqh31ed2p5QWf3fuJZ4TIAZhB+RK6+5Ha667vX8o86mNm7PfTpxSKprwkaZvfnjg\n34cWzFry+O9bz2w+3f3KfcvnbXila/y0mx6aN2lkJgYY5XyPHfDm6G5bX1//VPbywKnjL+7f\n33L8VEpp8Tce//GyaWfv/NA9O9a1L1z5o+03Xj/18rdMnTNndknfyX2795wcGLzy2ponnll3\npgIB+L/4STHgYmV/Uuzslby8MVeWT5o9v+YzX2hcvuCaYe/1p99u/sGmn7/00sFDh48WTJwy\nY8aM+TesWHVnXUn+8Fm3cWbZLX/u8JNiAK9D2AEABOE9dgAAQQg7AIAghB0AQBDCDgAgCGEH\nABCEsAMACELYAQAEIewAAIIQdgAAQQg7AIAghB0AQBDCDgAgCGEHABCEsAMACELYAQAEIewA\nAIIQdgAAQQg7AIAghB0AQBDCDgAgCGEHABCEsAMACELYAQAEIewAAIIQdgAAQQg7AIAghB0A\nQBDCDgAgCGEHABCEsAMACELYAQAEIewAAIIQdgAAQQg7AIAghB0AQBDCDgAgCGEHABCEsAMA\nCELYAQAEIewAAIIQdgAAQQg7AIAghB0AQBDCDgAgCGEHABCEsAMACELYAQAEIewAAIIQdgAA\nQQg7AIAghB0AQBDCDgAgCGEHABCEsAMACELYAQAEIewAAIIQdgAAQQg7AIAghB0AQBDCDgAg\nCGEHABCEsAMACELYAQAEIewAAIIQdgAAQQg7AIAghB0AQBDCDgAgCGEHABCEsAMACELYAQAE\nIewAAIIQdgAAQQg7AIAghB0AQBDCDgAgiP8ACKgIFEsq2xkAAAAASUVORK5CYII=" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot(dpt, root = 2, paths_to = c(1,3), col_by = 'branch', pch = 20)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can further divide branches. First simply plot branch colors like we did above, then identify the number of the branch you intend to plot, and then specify it in a subsequent `plot` call. In order to see the new branches best, we specify a `dcs` argument that visually spreads out out all four branches." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "data": { "application/pdf": 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XH6eHP2zxyo4xGPfGlF/fpgIvJR5sxjoIVF01MysfGuNZ9SUr3FXbFazR5JSKnT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gOAGRRsf/y82zfOufbeH984f/yaifD+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4iYg8Q7ad1JEjR44ePRoWFpafn8/ofYst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\nwaxH9aXrT3pyzVfbL7/n2+H+EwAAYLTBFTuAk/mu2EVnPt+lu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