{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "### Import packages" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "library(cisTopic)" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[1] ‘0.2.1’" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "packageVersion(\"cisTopic\")" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "set.seed(2019)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Load Data" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "load(file = '../../run_methods/cisTopic/cisTopic_10xpbmc5k.RData')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Cluster cells" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Loading required package: fastcluster\n", "\n", "Attaching package: ‘fastcluster’\n", "\n", "The following object is masked from ‘package:stats’:\n", "\n", " hclust\n", "\n", "Loading required package: ComplexHeatmap\n", "Loading required package: grid\n", "========================================\n", "ComplexHeatmap version 1.18.1\n", "Bioconductor page: http://bioconductor.org/packages/ComplexHeatmap/\n", "Github page: https://github.com/jokergoo/ComplexHeatmap\n", "Documentation: http://bioconductor.org/packages/ComplexHeatmap/\n", "\n", "If you use it in published research, please cite:\n", "Gu, Z. Complex heatmaps reveal patterns and correlations in multidimensional \n", " genomic data. Bioinformatics 2016.\n", "========================================\n", "\n" ] }, { "data": { "image/png": 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F/BEy6YTf52Ioq/5iKiX/SGRBQjFHoWWGgzxV9zLbSZBhf7bfK3Dy6ugfw5hrZb\n9h0b+D9PBo8RClkYRmALbf/zyFMWavnwjOXG6zIr1h4jAGOLRltVthfVrNPz9eBivxihsMJ6\nygdQdYVlqiV3p/+iN/TsfVbes2E9t1V+E7/oDdleV1iJMbrYizIbNTZd4SAss0qFyq/oH3Ot\nssK1QSz4/EVp1afqKCJ6UargF9OfqqOM5WVee67i+RERvXcpblbT/3pWYrxmxTyXeDKCqQ21\nWvlNy/tyWPmF8vAlRgM+8+t+Y/nyiK7zln8+95kXiGih//dsYXzxsHnLP5cGtVU3H/Os5NjA\n7j3uvMReiwWfF+X8SkSzmv73vUtxnsUO2z8jop7h7ybkvjK42K9n+LvGR5X1b4VLKltYnlHM\nGCfshfF/Vqx8qDXFc3BWqMwAviHVXLfCXfYMr5b2vTrMAxZ6a9NQTbhiBwAAAOAjMLEDAAAA\n8BGY2AEAAAD4CEzsAAAAAHwEJnYAAAAAPgITOwAAAAAfgYkdAAAAgI/AxA4AAADAR2BiBwAA\nAOAjMLEDAAAA8BGY2AEAAAD4CEzsAAAAAHwEJnYAAAAAPgITOwAAAAAfgYkdAAAAgI/AxA4A\nAADAR2BiBwAAAOAjMLEDAAAA8BGY2AEAAAD4CEzsAAAAAHwEJnYAAAAAPgITOwAAAAAfgYkd\nAAAAgI8QdF33dgwAAAAAUANwxQ4AAADAR2BiBwAAAOAjMLEDAACAWzVnzhyhSrGxsbe4iVGj\nRgmCcPHixZtb/eLFi+PHj2/WrJm/v3/Xrl2XLFnik79Gk70dwM0qzCGTRLpOOpEkkqaTqpFJ\n4p9qOmkaCQLJErkUEkWSRXIoJAokCqTpREROlWwm0nTSdJJFcqokCiSJfHVJIFUjVSci0nWS\nRHKpJIkkCCQKpGokCqRoZJFJ1fhGVZ3XTzqJIhGRovElqsa3oukkicRGkqKRWeavNZ0EIkkk\nRSOBSNVJd5cn4pXoRIJAToXMEhGRS+MfySIRlYbH4tF1EgTS9dLtCkSKO0JJ4LEREQmkqiQI\npBNp7gKeY13XeQNqOjkVEoTSRiYiSSRRIJdKksBXV3WSRDJLpOmk66RqJAgkEIkiKRrfNBGZ\nJFJUEgT+qU68SVWNZJG/ZpswS/xTp0qS4A7A3W6iyHeT9b7gbnZB4AGwFmBbIfe6gse2VJ0E\n4q3Bepzti6bzbckiqRrpxMvr7gKKShYTqRop7uVsTLK+0HU+2FSNNyBrKFaSdUus37kAACAA\nSURBVDQbuqyzWOWsDdkwc6pEOplkUlUigSSBSly8KwWBJJG3LVvCdk5wD29ZIruT/C28s5wq\nL8Damo1ns0wOF29Aq4muuUjTSBLJJPHGEQWyO0mSeG+yYWaSSNPJpZIskUhEAuk6KSpJEokC\nuRSSRJJEEkVSVCIiTSOrhRwu8jORQyEi8jNRkZ0CrORUSRapoIT8LXwMWGQqdhLppGgkieRS\nyCSTS6EGfqSoZHfxlhEEsprJ7uLtLEu8R4j4YcuCZ0eucURIEmnuo0YQyKUS6WQ2kcNFFhM5\nXLytJJE0jY0vkiW+CwwbNpLAx4xJ4p3Ljhf2lvWpovJjlv2fnY6ISBRLY+AdJ/C1dPfZxjhy\niaiRjUgnl0YmiVS19CBix4IskSBQsYPMEh/27JRokUkSyaHwfTHLpGpU4qIGFl4z+49tV3Cf\nAQSB96NJJEUrPQkIAmkayWxsa2QS+QlKEvnJSnCfDfgaOh+HxsHFTneS+9ShEykqj0rVyCST\nprkbRCg9KzoVXoMsEemk6aQT6To/sgT3aYoNCXbmYa3HTgI8QoFI5ycltiILgJcUSg8u1nRs\nHPKmcB9iDPsD4VJLQ/WTSRDIofA+ZUcla5ZCO/lbyKnw8SC4T9GqTppGJolvi7eM+woL+9Pj\ncp9YWAGRtbPGI2dj24hNEvgxqGlks5BLJbuTj2qrmVwq+Zn4HzjSSSM+HhSVFJX8TOTSSGHH\nMjuQNfIz8fO8qvFg2KHNRgvpFBBClYiKihowYIDxdu/evcXFxX369DGZTGzJHXfcUdm6t8GF\nCxfuuuuuc+fOxcXF3XXXXQcOHJg4ceKPP/74t7/9TTB62SfU24kdAAAA1Bnjx48fP3688TY2\nNjYtLS05OTk4OLimNvH5558vXLgwNDT0JtadPn36uXPnpk+f/uGHH7KZ3GuvvTZv3rzhw4c/\n8cQTNRVhXYCvYgEAAKAeaNy4cVhYmCje8NTFbrcnJyeHhYUlJCQY1+feeOONkJCQDz/8sKbD\n9DJM7AAAAOB2yM7Ojo+Pb9WqldlsDg8PnzBhwoULF4xPH3zwweDg4P379w8ePNjf3z8kJGTM\nmDEnTpwwCpT5jV1ubu6MGTOio6OtVmubNm1mz55dUFBQ4XbPnz/vcDi6detmsViMhWazOSYm\nJi0trbCwsHZ21zswsQMAAIBad/bs2W7dui1atCgyMnLSpEnt2rX77LPPevTocerUKaNMUVHR\ngAEDWrZsuX79+sTExJ07d/bu3fv48ePla8vJyYmLi/vwww/Dw8MnT54cGRn53nvvjRw50ul0\nli8syzIRlf+ooKBA1/Vff/21RnfUyzCxAwAAgFo3efLkzMzMxMTEbdu2ffLJJ5s2bUpKSsrK\nyho3bpxRxuFw3HPPPcuXL+/bt++YMWM2bNhQUFAwc+bM8rXNnTv35MmTCQkJ27Zt++CDDzZs\n2DB16tQdO3asWrWqfOFWrVoFBQXt3r3b8wLhiRMnMjIyiCg/P78Wdtdr6u7Erl27ds2bN492\na9euXXp6ureDAgAAgBt25cqVlJSUuLi4+Ph4Y+HEiRN79eq1efPmM2fOGAvnzp1rvG7fvv29\n996bkpKSm5vrWZuiKCtXroyIiJg9e7axcNasWa+++mqrVq3Kb10UxRdffLGoqOj3v//9rl27\nioqKdu7c+dBDD5nNZiLysYee1N27YhVFGTBgwMCBA9lbWZajoqK8GxIAAADchPT0dF3XPZ+H\nwvTr1y81NTUtLa1169ZEJAhCp06dPAt06tRp3bp1Bw8e7N+/v7Hw7NmzeXl5Q4cO9XxSSYsW\nLebNm1dZAH/84x8zMjK++eabPn36sCX33nvvkCFDPv74Y5vNdsv7V4fU3YmdzWb73e9+53nv\nNAAAANRH7LaGgICAMsubN29ORMXFxextUFAQu4pmsFqtVO7bUnYBr3xtVTCZTGvWrPnPf/7z\nww8/ENGAAQPuu+++559/nojCwsJucG/qtLo7sQMAAADf0LBhQyLy/Ikbw6ZoTZo0YW+Lioo0\nTfN8oMnly5eJqMzD8Bo0aEBE5e9mLS4u9vf3ryKM4cOHDx8+3Hj73//+NzAwkE0ufUbd/Y0d\nAAAA+IbOnTsLgrBz584yP2j78ccfiSgmJoa9dTgcP//8c5kCfn5+nTt39lwYHR1ts9n27Nnj\nuTAnJycgIOCpp56qMIAnnngiLi7Oc8kvv/ySkZExbNiwm92nOgoTOwAAAKhdwcHBI0aMSE9P\nX7hwobFw+fLl27Zt69+/v+cdD7Nnzy4pKWGvly1bduDAgdGjR5e5DifL8ujRo0+fPu1ZW0JC\ngqZpQ4YMqTCAkJCQvXv3Jicns7eFhYXPPfecIAiet1/4hjo6sXvrrbfOnTvneZsMAAAA1Flz\n5swRPKSlpRFRSEiIseTUqVPNmzefOnXq4MGDX3nllWHDhj377LNhYWGff/65Zz1paWldu3ad\nPn36I4888vzzz0dFRS1YsIB9tHv3biLKzs4movnz57du3XrKlClDhw6dOXPmoEGDPvroo2HD\nhj355JMVhvfqq6/abLYHH3yQBRMQELB7925d1xMSEowyLpfr/fffb9++vdVqveOOO959911F\nUWqpuWpPHZ3YLV68uLCw8Pz585WW8DORTjztOhFJAs+jLAokEMkiyRLJEk/kzHKrs4Tc7D9Z\nJJuZyJ3VmyVRZhmpiaVbFnheebNEokiiQBYT6TrJIl9LEMgs8Qzf7LqyJJBZKs3hTR4p4dlt\nO4pGijubuCiSRaZrDr5dItKJnAopKrk00nSSRF5YZDmeiVSNZ1Vn9bAdMVKz85r10pTwRKWZ\n7Fl+a9JJ03g+e1Eg9iMGReXJqHWdRHcNRg5y1m4sxbXDxatirSoJZJbdaaoFIpaWm3gDOhSe\nb5tnNxeIiExiaS+wtPSssKqRrpPg7j6W4dskkZ9MZonXr+lklkgQSBZ5em9RJJ14W7H4yd0X\nPO26e6FLdbcz6y2BJ9JmJWWRjG8GWACsg2SJJJFMIm8KNmxEgcwS36gg8CTfFpmvqOvkdO84\nuZOCiyLJ7lT0xoDhueHd6cwlgfcI6ynWR2xzgjslucudmV6S+DBgbaVrPPG5IPKmYG9liZdn\n1coiySKZJDLLJLtjNrt/Zavp5CeTn4lnsmebdihks5BJIkXjY16W+JhhjalopGmk66W57c0m\n3jKsDdjmWH8ZI0oUqJGVnAoJRAUlFOjPe1kSqaCEV8uynrPRK4rkcPF9sZjIpZJFdh8jKika\nKSrPOs/SxrNk8yaJD1dR5GcJzb0XkkQ6kSzx/PEmmSR3WnfWsMYxLhApKu8yVed50I0jgu0R\nG0ssYFUnVSeXWjoI2f4a6epVlTSd969ARKzj3CneWYVsi2yPSCdBIJNImkaSRIJ7L1wKPygc\nLrLIvGtEkaxmPuCNqNgwI4H8zURETpUPP34E6aSqpOr8XMG2qHqclGSJNI10oiI7KRrpOqk6\n6To/oNgA0HTeIKyR2epsOds7fnSL/MTCVtfdh6fq7kR2HmD9rqjug0UnXSNFI5PEBxU/3omM\nn2HpRBrxYcZ2n+07C0wj3gXsRGR0Bz9puEsaR6XuPoWyNlTcXcaGk3GIiQIpGu9rduCwvzVs\nudVMqk5mmSSRTBLpRCaZJIn8zbxn2VmCDWMWjyQSuZvF4SJNI+NUzsYDO/psZrLIJIrkZ+IH\ngoEdubJEAlFjm3tsEO8IUSDSyc9ELpVMElnNRAKZJLKY+FEsiSRLpGpklvlZWieSRBLd4809\naisTFRU1wAP7nVxcXJyxpE+fPnv37p04ceLRo0cXLlx45MiR+Pj4/fv3t2nTxrOeTZs2RUdH\nL1myZOfOnRMnTty1a1fTpk3Lby40NDQ1NfXFF188fPjwxx9/fPLkyTlz5qxZs8bzPtky5WNj\nY0VRtFgssiw3bty4c+fOgwcP9rwJ9/nnn581a1ZoaOjkyZObNGnyf//3f/UxjWwdvXmC/ZKx\nb9++3g4EAAAArm/8+PGeD7KIjY1NS0v77rvvytz3kJSUlJSUVEU9LVq0SElJqfCjQ4cO2e32\n0NBQ9jY0NHTRokWLFi2qZoTHjx/v1q3bf//73wo/3bhx45dffvnkk0+uWLGCiDRNGzt27D//\n+c/nnntu6NCh1dxEXVBHr9gBAAAAeGrcuHFYWJjnPbPVd/HixcuXL5e5CcMT+7nem2++yd6K\nosi+Al66dOnNxOo9mNgBAADA7ZCdnR0fH9+qVSuz2RweHj5hwgTPB6CkpqYS0cGDBwcPHuzv\n7x8SEjJmzJgTJ04YBUaNGiUIwsWLF9nb3NzcGTNmREdHW63WNm3azJ49mz0tr0IHDx4koi5d\nulRWYPv27REREZ6pENjbrVu33vwOewMmdgAAAFDrzp49261bt0WLFkVGRk6aNKldu3afffZZ\njx49Tp065Vns/vvvb9my5fr16xMTE3fu3Nm7d+/jx4+Xry0nJycuLu7DDz8MDw+fPHlyZGTk\ne++9N3LkSKfTWeHWWVbSgoKCe++9NzAwMCgoaNSoUUePHmWfXr16NTc394477iizVmRkZE5O\nTpmEZnVcnZ7YXbt2LdctLy/P2+EAAADATZo8eXJmZmZiYuK2bds++eSTTZs2JSUlZWVljRs3\njhXo1asXEQ0dOnT58uV9+/YdM2bMhg0bCgoKZs6cWb62uXPnnjx5MiEhYdu2bR988MGGDRum\nTp26Y8eOVatWVbh1dsXu9ddfLy4uHj58eFhY2OrVq3v16nXgwAEiunLlChE1bty4zFqNGjWi\ncnkv6ri6O7HLy8ubPXt2kFtgYOCuXbu8HRQAAADcsCtXrqSkpMTFxcXHxxsLJ06c2KtXr82b\nN3s+3Wzu3LnG6/bt2997770pKSllrpkpirJy5cqIiAjPp9DNmjXr1Vdf9Xwknqe8vDybzfbv\nf/97x44dX331VUZGxltvvZWfn//MM88QkcvlIiKLxVJmLbbEbrff5G57Q92d2M2YMeP48eMn\n3U6fPn3XXXd5OygAAAC4Yenp6bquDxgwoMzyfv36ERF76B0RCYLg+fwRIurUqZOiKOx6m+Hs\n2bN5eXm9evXyfLhJixYt5s2bV9nzNNauXVtUVDRy5EhjQ6+//nrHjh3T0tIyMjJYRtryX+M6\nHA4iqjpNWV1TRx93QkSBgYHlv+0GAACAeofd1hAQEFBmOXu6WXFxMXsbFBRkNps9C7ApV5kv\nQ9kFvPK1Va3MI+4EQejZs+ehQ4dOnz7NpoPlv3JlS9gXsvVFXbxi9+KLL+7fv//777/3diAA\nAABQAxo2bEhEnvfAMmyK1qRJE/a2qKhIM553TUREly9fJqIyD8Nr0KABERUWFpapzZgglqEo\nyuHDhzMyMsosZ9/AWq3Wxo0bh4aGnj59ukyB06dPN2/e/EZnkN5VFyd2/v7+ZrO5Z8+e3g4E\nAAAAakDnzp0FQdi5c6eu657Lf/zxRyKKiYlhbx0Ox88//1ymgJ+fX5nnz0VHR9tstj179ngu\nzMnJCQgIeOqpp8pvvbCwsGPHjsOHD/dcqKpqamqqLMuxsbFE1Ldv3xMnTmRmZhoFzp49e+rU\nqT59+tzE/npR3Z3YBQUFeTsQAAAAqAHBwcEjRoxIT09nzwFmli9fvm3btv79+3ve8TB79uyS\nkhL2etmyZQcOHBg9enSZX7nJsjx69OjTp0971paQkKBp2pAhQ8pvPTAwcNCgQefOnfNMU5GQ\nkHDs2LGxY8ey64VPP/00Ec2dO5dNPXVdf/XVV4lowoQJNdEAt0/d/Y0dAAAA1Bdz5sxhqRo8\nhYSEGK9jYmKaN28+derUtWvXxsbGZmRkrF+/Piws7PPPP/dcJS0trWvXrsOHDz9//vzq1auj\noqKManfv3k1E2dnZYWFh8+fP37Jly5QpU7799tsuXbrs27dvy5Ytw4YNe/LJJysMLzEx8Xe/\n+118fPx3333XunXrpUuXulyumJiYjz76iIiKiooeeOABIlqxYgVLKWa45557du3aVY9u36yL\nV+yqhaVnFt2pu3V3/mz2giUF13V3JmOddJ0nTtaJFI1UnefS5peEdZJZtnKighKSRSKdTDLP\nis0ShItEokgulSSRp7Vmn/IU1+6fZLKc7uytqpEs8QTkojvxvCCQ3UUCkVMhP5M7DTyRrpMs\nkSiQRSKTyFdh+el1jWeIZ5mnWTZ3lv6c5edmaeZZfm7BnfGaJZnmmbB1UnWe1JktVN0Xw2WR\nyJ2a3TPBM0tNzXZBFKnQzrNZiwKZJHIpPDk0uVuepbFnlbNiPKe4QLLEX7M02+yFRSaTTJJI\nZomnY2fZry0mvu+6Ti6tdBOsldhbWSqNX3A3O0szz5KXC+4c4aLIwxYEIvemWX5x1pUs4bcs\n8tVZB+k6aRqpGqkaTy7OWontsu4eZiwtt8BHEE9SzrpbIJLE0mBYqm9eoU6SQLpOJncBSSjN\nTW6SeP+STppOosjb0CSRWSJJIMmd5F4WiVhWcokkgWSJj0M2EgSBLDLpOk9pb5JKc96z8S+4\n29MkkiTy3PZs980yEZFFJovMm4jvlMBr0HSeeJ6ILCYigWSRNJ1v2kgwzxqBdRRrHNndFzqR\nQyFdp0AbOVyUW0wmiVSNJJFsZp6MXBbJLJOmkUkifz8SBbKYyCJToD+ZZCIiq4ksMplEnqad\nd4dAJpmMfOVsgLFhzDKysx4RiGxmvl9miRSNd5Ao8O4gj9YQ3e0vCjzbPTux/M8Psd2NIwl8\nHwX3CCTiAfM2JPexLBIZXeym6TzXOxuZgvsUJwhU4iSXxk8gfiYSRf6CHxEq7wWBeMzGzvL0\n7cR3lg1XNt7sLn6MsNOaESE/ZIh0nUSRdJ0CrKUHOIvHOGHoOpFAOpFZIsH9V8WoVnQfO+Te\ncYH4uU4S3UeWQKL4P00quI9EvpZxmAvuao0BKfLRJQh8CJllkkWSJDJJpSWNQ5udQtmBxsak\ncaJgtRnHgszGoUSySH6m0nM4OxcJApkkfpgI7tZWNFI0ssi8zXXiJxaLiSSRH2vstM96zSyX\n7hpvJZ3MMuk6mWR+2EoeJzH2f3YOYTtllskkkVkuLcn/lulkM/OaFY1/ygKzmkgQSNFKz/cm\nme+psXc68QOK9YufmQSBBJE8h3w5UVFRAzywxF9xcXHGkj59+uzdu3fixIlHjx5duHDhkSNH\n4uPj9+/f36ZNG896Nm3aFB0dvWTJkp07d06cOHHXrl1NmzYtv7nQ0NDU1NQXX3zx8OHDH3/8\n8cmTJ+fMmbNmzZoyd0gYYmJi9u3b99RTT+3duzcpKcnlcg0YMGDXrl3scp0kSQMGDOjXr19E\nRISfn58oilartWXLlkRksViaNWtW1Z7XMbhiBwAAALdq/Pjx48ePN97GxsampaV99913Ze57\nSEpKSkpKqqKeFi1apKSkVPjRoUOH7HZ7aGgoexsaGrpo0SLPb1erFhkZOX/+/OPHj2dnZxPR\nfffdZ9zuarVay6cOmzx58qeffvrJJ59ERERUcxN1Qb29YgcAAAC/JY0bNw4LC2PXAm/CkiVL\n7rzzzt27d1f4O7wy1q9f/+mnn95333317jd2mNgBAADA7ZCdnR0fH9+qVSuz2RweHj5hwgTP\nB6CkpqYS0cGDBwcPHuzv7x8SEjJmzJgTJ04YBUaNGiUIwsWLF9nb3NzcGTNmREdHW63WNm3a\nzJ49mz0trzKJiYkhISEbN26cPHly1XEqivLSSy9ZLJaPP/745vfWSzCxAwAAgFp39uzZbt26\nLVq0KDIyctKkSe3atfvss8969Ohx6tQpz2L3339/y5Yt169fn5iYuHPnzt69ex8/frx8bTk5\nOXFxcR9++GF4ePjkyZMjIyPfe++9kSNHls8eYfjoo48yMjIGDx583VCXLFly5MiRadOmRUdH\n38Seelcd/Y2dqqppaWkrV640lkiSNHz4cPYEagAAAKhfJk+enJmZmZiYaKSLXbx48aRJk8aN\nG7dp0yYi6tWrV3Jy8tChQ5cvX84KxMbGdunSZebMmWvXri1T29y5c0+ePJmQkDBnzhy2ZNq0\naX/5y19WrVo1duzYCgMYOnRodeJUVfX999+3WCwvv/zyje+l99XRiZ2u62vWrFm3bp2xxGQy\nff/99127dvViVAAAAHATrly5kpKSEhcXZ8zqiGjixInLly/fvHnzmTNnWrduzRbOnTvXKNC+\nfft77703JSUlNzc3MDDQWK4oysqVKyMiImbPnm0snDVrlr+/v+cj8W7ON9988+uvv44bN67C\nu3Hrvroysfvggw+WLFnC+jUjI8Nms+Xk5Hg7KAAAAKgB6enpuq4PGDCgzPJ+/fqlpqampaWx\nCYAgCJ06dfIs0KlTp3Xr1h08eLB///7GwrNnz+bl5Q0dOtTz4SYtWrSYN2/erYfKnqs3ceLE\nW6/KK+rKxO78+fN2u7179+5EdOXKlby8PG9HBAAAADWD3dZQPulq8+bNySPHa1BQkNls9izA\nfoKVn5/vuZBlmK2NFK4FBQVbtmyJiorq1q1bjVd+e9SViV1wcHDr1q3nz59PRH5+fix5HAAA\nAPiAhg0bEpHnPbAMm6KxpwQTUVFRkaZpng80uXz5MhGVeRhegwYNiKiwsLBMbcXFxWWSj92o\n77//3ul0Pvzww7dSiXfhrlgAAACoXZ07dxYEYefOnSwTq4Fdx4mJiWFvHQ7Hzz//XKaAn59f\n586dPRdGR0fbbLY9e/Z4LszJyQkICHjqqaduJc6dO3cS0cCBA2+lEu/CxA4AAABqV3Bw8IgR\nI9LT0xcuXGgsXL58+bZt2/r37+95x8Ps2bNLSkrY62XLlh04cGD06NFlrsPJsjx69OjTp097\n1paQkKBpWnUePlyFvXv3ElGvXr1upRLvqitfxQIAAED9NWfOnAULFpRZGBISYryOiYlp3rz5\n1KlT165dGxsbm5GRsX79+rCwMHazgiEtLa1r167Dhw8/f/786tWro6KijGp3795NRNnZ2WFh\nYfPnz9+yZcuUKVO+/fbbLl267Nu3b8uWLcOGDXvyyScrizArK+vNN9/87rvvsrKyiOjrr79+\n+OGHIyMjPcscP348ODg4KCjo1hrDm+rzxM6p8MTnIpGukySQppOi8sTPRgptVSdJJF0jXee5\n2HkqaJFUjedKZ1iu90Y2Ir000bKq85TYPHc7EbEU4O4E27rAs1mz9M/kcRlUEsmlkknkkVhN\npOpEOvmZye4ii8zjISJBIIl4WnpV56mvZdGdm1znO6jqPIu27k42T0TEPhX5pjXimadZfmhj\nr3mCbY1EgWdtZ6niRYFUldfGss7rxFOGyxKZZNI0njHd2CmdSvOU68TTeLOAdZ1nSS/NCk+l\n6eFZy1tkcqkkEKkaD1Vwt60skqrxfjFqZumoiUgjIt29gwIRkUlyV0ukunNasxYT3UnuWZyC\nQILOBwZLyy2JJAkkuJuXFdZ0EgXSWPwaaTqRey9YCnDWLDwDt8RXEYg0nVwqz6KtqbxhdXcu\neQMbsapGskjkThzONsqGEwmk6XyJQKRoJLE+4l3NRxprGdGd9Vwncql8JOvuFPXsjaKRmUiW\nSFE9tkKk6XTNwZN8C0ROlWSRBIEUlUpcJEt8qBfZyWbhbetUeCQmiUSRXAqZZFJU0jQikQ8h\n1iC6xo8gtoqmk0Ph0Zok0jSyu0gSSJb4koZWsrtI00nVqNDOE9uzg4VlmncpPB7WBapGZpkU\nlWSJVJ0sJhLcieR5+naJZJFMIrk0nhmd9bKu82zoOtE1B5lk3neiSCZ3u7EzAxvGLIE6HzAC\niTJp7AiS+BgzxoAs8tFlJFxn2OqsZk0nWSKXxlPRq5q7BWQ+/hWVJJblnW3d4xsVzX3giCI5\nFXIR+ZnJZuYNq+tkMZWOT0Egp8JDcqp8c06Vn3PYqUDVSBLI30IulddPLPu7TiSQohIJpYcP\nazHWxYJ7VLPNCe6Rpmnkcg8v9qlDKc0Zr6gkCWSSiYzzpECKRqJAkkSqOwZdI7NMqsojZFvX\ndCIil8oPSU3hp3FSSNVJ0klR+TlTEMjhIkHg3cqGvSCQ7q7KJJFDIVUnk0iaXnpcszaXJd4+\n7ATl0kkWefuwyk0SORXS2ZhUye4ks0wulfxMvMVMEl1zEJnJrpCi8LEkiWSWqdhBfiaymcnh\nItLpmpME4kOLjS7W/rJEToX3IBs27MTCRgvrIIeLnxX9TKRopKpklsnhIotMdhdJIpW4A2Nd\nxnZHFPgxxQ40tsuCwE8ygkSKSi6VZJGcCllMdM1BmvvPDWs94xxSiaioKM+bXrdv365pWlxc\nnM1mY0vuuOOOP/3pT2+//fa6det27NjRrFmz+Pj41157LSwszLOeTZs2zZ07d8mSJYGBgRMn\nTnzzzTeN5LCeQkNDU1NT33rrreTk5C1btjRv3nzOnDl//OMfPe+T9XThwoWePXtmZmYOGjSo\na9eu69at+/nnn3v06LF79+42bdqwMqqq5uTkdOnSpYrdrPvq88QOAAAA6obx48ePHz/eeBsb\nG5uWlvbdd9+Vue8hKSkpKSmpinpatGiRkpJS4UeHDh2y2+3GPC80NHTRokWLFi2qTnhvvPFG\nZmbmRx99NH36dLbkr3/96zPPPPPKK698++23bIkkSaqqVl5H/YDf2AEAAEA90Lhx47CwMM97\nZqvvm2++CQ0NnTZtmrHk6aefjoqK2rBhQ5n7Oeo7TOwAAADgdsjOzo6Pj2/VqpXZbA4PD58w\nYYLnA1BSU1OJ6ODBg4MHD/b39w8JCRkzZsyJEyeMAqNGjRIE4eLFi+xtbm7ujBkzoqOjrVZr\nmzZtZs+ezZ6WV56qqgsWLJg/f36ZSaHVanU6nT5wlc4TJnYAAABQ686ePdutW7dFixZFRkZO\nmjSpXbt2n332WY8ePU6dOuVZ7P7772/ZsuX69esTExN37tzZu3fv48ePl68tJycnLi7uww8/\nDA8Pnzx5cmRk5HvvvTdy5Ein01m+sCRJzz///LPPPuu58OjRo0eOHOncAmbOQwAAIABJREFU\nubMs+9TP0urizmRlZR09enTChAmeC00m02uvvdasWTNvRQUAAAA3bfLkyZmZmYmJiUa62MWL\nF0+aNGncuHGbNm0iol69eiUnJw8dOnT58uWsQGxsbJcuXWbOnLl27doytc2dO/fkyZMJCQlz\n5sxhS6ZNm/aXv/xl1apVY8eOvW4wmqZNmTJFVVXPL2d9Q12c2HXs2HHfvn3sadQGSZLsdru3\nQgIAAICbduXKlZSUlLi4OGNWR0QTJ05cvnz55s2bz5w5w3LFEtHcuXONAu3bt7/33ntTUlJy\nc3MDAwON5YqirFy5MiIiYvbs2cbCWbNm+fv7ez4SrzK6rr/44osbN24cOXLkM888c8s7V7fU\nxYndlClTpkyZ4u0oAAAAoGakp6fruu75PBSmX79+qampaWlpbGInCEKnTp08C3Tq1GndunUH\nDx7s37+/sfDs2bN5eXlDhw71fLhJixYt5s2bd91IVFUdP378F1980bt373/84x+VPR6l/qqL\nEzsAAADwJey2hoCAgDLLmzdvTkTFxcXsbVBQkNls9ixgtVqJKD8/33Mh+06vfG3Xde3atUcf\nfTQlJWXQoEHJycks56yPwc0TAAAAULsaNmxIRJ73wDJsitakSRP2tqioSGMP6Ha7fPkyEZV5\nGB6bkBUWFpapzZggVig3N3fQoEEpKSljxoz5z3/+45OzOsLEDgAAAGpb586dBUHYuXNnmYfG\n/fjjj0QUExPD3jocjp9//rlMAT8/v86dO3sujI6Ottlse/bs8VyYk5MTEBDw1FNPVRiA3W6/\n7777UlNTX3755a+++qrMdUFfgokdAAAA3Ko5c+YIHtLS0ogoJCSEvQ0JCWnYsGF6evrChQuN\nVZYvX75t27b+/ft73vEwe/bskpIS9nrZsmUHDhwYPXq0v78/eeSKlWV59OjRp0+f9qwtISFB\n07QhQ4ZUGN7cuXN37txJRB999JEoikacY8aMqfm28Kp6+xs7lmKSpfxjyRlZllIzy6Cqk0BU\nUEIBVhKIrjnJZub58li6QJb7UnPPbEtr0Il0kgRyKkTurKAulScrVDUSRdJV0okUhUwSOd25\n81wuEkWSWNpBkSfg03SySKTpPO+h7pG7lmX8ZLlTiUhw51F1aWSSecZJIxMoy/EnEg9PlMip\nkFkmTePFTBLfnCzykiwhoKaTSyGrmVxqaVUsV6ngTirK0v8pGo+ERJ5mkSW+1IykliLZWZuI\npbvDc7nqPG+m5s7WKrBEn0ROla/Ctq6oPAEuw5I5soyQksAz6gruXK6sNVgeXp7el0jRSRJ4\npwjubLCsWiKe6JBlcmQpDtl+sQB4R4s8PEkkVeX5Gcmd01MSyKmSJPCslLK7m1jLsy2yfWEV\nutw7aAxLtl+kkS7wNJpsLdba5H7t0kgWefAsfaqRdlbXyaXyVKoi8bEkS6UpYlnXsHY2Ugab\nJR6YQCS6C7DWUDVyKmQ1kUsjTeVbkUXyt/CuZIeSovHRYjHxdKJmibc/S8zKEis7VFJVMslk\nlngji+7EtdL//kORByPwIcqy2bLGtJp5g7M4ReJZiVnWVHa4Wd2ZjtkRZBZJ1fhYNcvuhhXI\nTya7whuHNbJLJbPE+0h2pydm/cgaWdPIT+ZnPxaARuTSyWJ2Z1mVSDbxVMg2uXTkaDpJMrk0\nEogs7lHKN8Q+lUgQ+GtWs+TOISsYKWUl0jUigWccZqNdEEgS+JDQiSR3wAxrB9YdOlEDP9I0\nUnV37l2dt60mkEBkV0gnfn5g2ULZps3u/L+Ce6+NXjMOQ364EYki702WZ5YEvgssES3vNcHj\nWHOnHxXcSbpZ5mLVnRhX0kgUySSSJpJZ54loLbo7BbDAm5HlY2WnKSNVNLlzQwvuo8DIJCu5\n8yyzbbEhwQ5Si8yHH8sMTkSqSqJIZpGcKs/TKrj/lJBAJPKc3Ww3WVpqiY1qgST3YSi4c2ST\nOyuxidVmIk0nu5MCrKSoZDWRZCEiUlRSdZJFamjlB6lJJlEgm8BTA7OvHVlL8r8LJh426yyr\nufRYZuPEYuatyv7esdgsJrrmJKuZFJXMMokC+ZnIoZDdRVZz6cmcpQJnGaJZblzZfcZgObjZ\n0apqZDXzVRSNdwPLzV256+aKDQsL2759+9SpU9euXRsbG5uRkbF+/fqwsLDPP//cs560tLSu\nXbsOHz78/Pnzq1evjoqKWrBgQfnNzZ8/f8uWLVOmTPn222+7dOmyb9++LVu2DBs27Mknnyxf\n+OLFiyzzmCAIjRs39vxoz549RUVFvvS1bL2d2AEAAECdUSZXrM1mKykp+dvf/ta2bVtjYVZW\n1ttvv71u3bodO3Y0a9YsPj7+tddeCwsL86xn06ZNc+fOXbJkSWBg4MSJE998800jOWz37t0z\nMzPZ7+1CQ0NTU1Pfeuut5OTkLVu2NG/efM6cOX/84x8rvMt19+7d7MHFuq6XeZhabm6uoig1\n1wzeh4kdAAAA1LC2bdumpaUFBQV5LmzWrFlSUlJSUlIVK7Zo0SIlJaXCj5KTkz3fhoaGLlq0\niF2Kq9qDDz6YlZXVrFmz55577v/9v/9XjfDrMfzGDgAAAG4Hb+WKZdUSUZcuXWpr3+oMTOwA\nAACg1nkxVywRpaenE1FBQcG9994bGBgYFBQ0atSoo0eP1saeehcmdgAAAFDrjFyx27Zt++ST\nTzZt2pSUlJSVlTVu3DjPYnfffffy5cv79u07ZsyYDRs2FBQUzJw5s3xtRq7Ybdu2ffDBBxs2\nbJg6deqOHTtWrVpV4dbZFbvXX3+9uLh4+PDhYWFhq1ev7tWr14EDB2pjZ72o7k7sCgsLg4KC\nYmNje/To0aNHj549e2ZkZHg7KAAAALhhleWK7dWrF8sVS0S9evUiojfffNMo4Jkr1rO2ynLF\nvvrqq5Xlis3Ly7PZbP/+97937Njx1VdfZWRkvPXWW/n5+cgVe/s4HI7c3NypU6eyfCOCILRs\n2dLbQQEAAMAN83qu2LVr1+q6bpQXBOH1119fuXJlWlpaRkZGhw4dbnkX64q6O7FjRo0a1bFj\nR29HAQAAADevLuSKLfMkFEEQevbseejQodOnT2NiV8NefPHF//znP8aTpgEAAMCX3FCuWFEs\n/Z3YjeaKZTkqylAU5dixY7qul5nAuVwucs8dfUad+I3djh07ioqKvB0FAAAA1Arv5ootLCzs\n2LHj8OHDPReqqpqamirLcmxs7C3sWZ1TJyZ2YWFhHTp0aNOmjbcDAQAAgJoXHBw8YsSIW8wV\na7jRXLGBgYGDBg06d+6c59OMExISjh07NnbsWON6oW+oE1/FVmjGjBlEVNkDaQAAAKDumDNn\nTvmkriEhIcbrmJiY5s2b30qu2N27dxNRdnZ2WFjYDeWKJaLExMQ+ffrEx8fPmDHD6XSaTCaH\nw9G2bduPPvqoJluhDqgTV+zKy8nJ+etf/0pEWVlZFZdgX8DLIk8mreuk6yRLRER2F0+ybrOQ\nSyNBIJuZp7qX3RnTBSKHQg4XTzfOsnQrKs9wzHItiyLPf8xzyf9v8nXJndie5cZmSZdZVntF\nI82dq56tyBI2iwKRzhPME7nzf7uzvxvbZemu/eTSPNwk8DT2ksjTrpskUlQeOUvgzdKQs8zZ\n7OehrE1E0Z16XCzN3i24PyV3jm2eqFskVSOXSro7vb1nFnZV5Wm5Va00XT3btK6TQKTp/CMi\ncrh49nq2CSNdOsszrek8VTnbfV0nVSeXSorKk2GLAm9ko3OJSCMSBF6M5TXXdHJpPFrWAkT8\nU1ZSIJ4E3fMns/yLAJ1I4LtGemnWbRPbR/e+6O7d1IinxFY10jTSddLceeUVd4eydmDVKxop\nKjkV0nWedFxle6G7u8k9YFwaL8/26P+zd+5hVVX5/3+vfTnclFEUQkANyJSeUFT4oZOoo4Wa\n8zXn0W86dpkmRwRBrUaFcEatnq+ohU8jMaQ5ycwzTfNNTcnBSc0INZK8gpj3MpVyENPUhHP2\nZf3+WGtvtge18sah73o989g566yz9mddWbP32fsFIEDlunEmOFcdr21ZOxv8tozctqezRNYC\ndnUUCY06VGtEKRI0g0vQVZk3qSLBT72iKymFS4FudTH7rkygyk0DmAXGYiOAInGZPfPZqzI8\nBo/QlsqzRpNJ03clKxJVsrT0EgzTMsSbuNjAQ4J1dN3kgwQE/ipcCm9PZmqHJYlnY49YEfKj\nSzCt+e7WuePcHmyKDJnwo9sjnHWcTOAxoEowKTSDz1zW2prJI2Tjgb3QTL6wsAZUJJgmYPUy\nsUOCNa4oD5jNQfuKFVsWqF0dQJF5p7NmZ+V4dJgUsOYmWySJ1YYgTaOIHZTNUIk0TUPJmlZs\neFMrTtZNLCR7yaLWPLXbjQ0tYq1X7BCKzAenPQWYcl6yBmpTqNYSZJfpDJXlZ2sIsTKz0cLa\nQbYODcdkYdko5dOSWA3IRqBkzxq7OoS3nl0ICGQJsgSXAkUCtRqf/UFh3Wr3URt/vlBL1oqj\nyHBZ2VgHuWReO5diVU2CIkGVYZhQZZ6BzQhF5ks6CxW0qTvYSFMk/nU2EUzKBz9rW1Xmk5H9\nFbAXCtZWrBFYLai1VLI1n9WUDUvWp5LEG/PaxMTEDHLAfieXlJRkp/z85z/fuXNnenr6oUOH\nXnvttYMHD2ZlZe3Zs8fret3mzZtjY2OXLl1aUVGRnp7+ySef3HXXXc0Px1yxU6ZM+eyzz159\n9dVjx47l5OS8++67V3XFArjnnnvYeUHTNGHdSKEoyk/sB3bw2TN2ssx3YF27dm3ZSAQCgUAg\nEHwvaWlpaWlp9tuEhISqqqr169d73fdwM67YmpqaxsbGsLAw9vaHu2IB/OMf/6iurk5LS1u6\ndClLmTZtWkFBwfLly6dNm/ZDSmgt+OgZO4FAIBAIBAIn7dq1Cw8Pd94z+8PZsWMHgMcff9xO\n+c1vfgNgz549tyo8H0Fs7AQCgUAgENwJ6urqsrKyunTp4nK5oqKiJk+e7HwASmVlJYB9+/YN\nHTo0KCgoNDR0/PjxR48etTOMHTuWEHL69Gn29ty5czNmzIiNjQ0ICOjWrVt2djZ7Wt5VCQkJ\nAfDZZ5/ZKYcPHwYQGRl5q2vZwoiNnUAgEAgEgtvOiRMn+vTpU1hYGB0dnZGR0b1792XLliUm\nJn7++efObKNGjercufOGDRsKCgoqKir69+9/5MiR5qXV19cnJSXl5+dHRUVlZmZGR0cvWrRo\n5MiR17rn8rHHHgsMDMzJyVm+fHl1dfVf//pXpraaMmXKbalty+Gjv7GzuXDhAnt6oaIo7PGG\nAoFAIBAIWh2ZmZm1tbUFBQW2Lvb111/PyMiYNGnS5s2bASQnJ5eUlKSmphYXF7MMCQkJvXr1\nmjlz5tq1a71Ky83NPXbsWF5eXk5ODkuZPn36kiVLVq1aNWHChOZH7969+0cffTR+/PhJkyax\nlIiIiC1btjD1xU8JXz9j98ADD4SEhISEhAQHB3/yySctHY5AIBAIBIIfzdmzZ0tLS5OSkuxd\nHYD09PTk5OQPP/zw+PHjdmJubq79ukePHsOGDSstLWWneGx0XV+5cmXXrl2zs7PtxFmzZj3/\n/PPOR+I5OX/+/B/+8Ifa2trnnntuxYoVzz333NmzZwcOHHjo0KFbVUcfwafP2K1YscKWASuK\n4iUGFggEAoFA0Cqorq6mlA4aNMgrPSUlpbKysqqq6u677wZACPH6Wx8fH79u3bp9+/YNHDjQ\nTjxx4sT58+dTU1OdDzeJjIycP3/+tQL43e9+t3Hjxo0bNz700EMsZfTo0YMHD37yySfZb/t+\nMvj0xq537969evVq6SgEAoFAIBDcFOy2huDgYK90diX0u+++Y29DQkJcLpczA3vO3LfffutM\nZCfwmpd2LS5evPjuu+8mJyfbuzoAKSkpDz300IYNG7788suf0rPVfO5S7MqVK9u0adO7d28A\nXj+oFAgEAoFA0Bphv5J33gPLYFs0W+p16dIl9gBhmzNnzgDwehhemzZtAFy8eNGrNHuD6MWp\nU6copeykoJPo6GhcR4XQOvG5jZ1hGJTSZ555BkDnzp1bOhyBQCAQCAQ3S8+ePQkhFRUV1Faq\nAAC2bNkCIC4ujr11u927d+/2yuDv79+zZ09nYmxsbGBg4KeffupMrK+vDw4OfvLJJ5sfPSws\njBCyf/9+r/QDBw7gJ/fEE5/b2Pn7+7tcLvbYQFVVWzocgUAgEAgEN0vHjh0ffvjh6urq1157\nzU4sLi4uLy8fOHCg846H7OzshoYG9nrFihV79+4dN25cUFCQszRFUcaNG/fFF184S8vLyzNN\n88EHH2x+9A4dOgwZMqSmpsbppX3nnXfKy8sHDBjwEzuL5NO/sRMIBAKBQNAqyMnJWbhwoVdi\naGio/TouLi4iImLatGlr165NSEjYv3//hg0bwsPDnZstAFVVVb179x4xYsSpU6dWr14dExNj\nF7t9+3YAdXV14eHhCxYsKCsrmzp16nvvvderV69du3aVlZUNHz78iSeeuGp4RUVFAwYMmDRp\n0qpVq+69996lS5dqmtaxY0fn0f/zn//MnTt348aNp0+fjomJ+e1vfzt9+nRFaWU7JZ87Y/fj\nIHBYty1VvL9qycglS+hucmk602w3apAl+CnwU5tk240al1hTigYPTApNxyW3pcEG2FV/annc\ndcPSaQOGyYXimmX7NkwuhmdfYUb5Bg/Pz/716Pj2MhSZh+fWuQTaNo4zCTcrrUHjVmZWPrOM\ns2KZU1yyxM+aAZPCtHISAs2AW4dB4dG5RNygXCium02WdNhKb8tpbVpHZ8rqID/oJv8f04c3\n6k1qcOZEt7/FdPL+CneT255yAI0aCIGfDALoJhe3awZMAAS6wSXoTEfNPmItbBi82Q3KO5d5\nrJlSnTcIhSTBo8Oj85ymCdMaHoqERg1unZvOmf5cN2CCpzTqvFWZVNugPDxZ4tJ6prRn6nQW\nrWF1tEcHALduicYJD481slvnMm/DipZHaEKVm6pAKTST90WTS96ASeHRuV/c7lYmAmdadNYF\nbp13IizfuWbCMKHIUGVuT1ck6CYUmY8Kk3JBu0fnDc46xaNDN3HZA5l5wcEPSi1JPCF88EiW\nJZ06jshagynPG3UAfAKyGC40gAKNOjwG3DqvC7XGA1OSwxqfioTgAF4LNhJ0AzIBrHjY0GIV\n58Z0XCFB1wzepCwn+58JaAb8lCavud3grDqwJOiwigWgytAsLToAl8zTWeHEktaz1vCTuUmd\nLUd2o7HhxA4hS1AVflBb1i5bh2MBs2YB5RW87LHWPYNPVZfcNFMaNVxocDQj4Xns61+sZdih\n7WPx6UAhEz6R+dCyRjKLhOntDWsxlAgkiaezElgTsRTDitm0HfPgynn2dRYVBWRr/WGFsFaS\nWFcSXqxB+UJEwEeFPU1YB7FyWLGSBAlQZMiEDzkQKDLADiE5mgUwAYm1AwEBV91LUtNEZlU2\nTT672YJACDSdz01CAGpFIvO/II0an9csM6VQ2Gg0+RgwrOHNYmZrC6sUpWDCdFamJPF1QJJg\nmlAk+Cl8url1XhFQSJK1LEgwKS418mWhQYNpokHDZQ9fQjWd15QNG0qvWMpYOmjTUDEpJPBe\nvjYxMTGDHDDxV1JSkp3y85//fOfOnenp6YcOHXrttdcOHjyYlZW1Z8+ebt26OcvZvHlzbGzs\n0qVLKyoq0tPTP/nkk7vuuqv54cLCwiorK6dMmfLZZ5+9+uqrx44dy8nJeffdd533yTrp1q3b\nrl27fve737Gzhh6PJzExcdeuXd27d2cZ6uvr+/Xrt2zZsl69emVmZgYGBs6YMWPs2LHXqbJv\n0sr2oQKBQCAQCHyQtLS0tLQ0+21CQkJVVdX69eu97nsoKioqKiq6TjmRkZGlpaVX/aimpqax\nsTEsLIy9DQsLKywsLCws/IERRkVFvfjii/v372d3Szz66KPOS8Bz5849fvz48uXLJ06cCIBS\nOmbMmDVr1mzatMl5L63v08rP2AkEAoFAIPi/Qbt27cLDw9m5wBtg6dKl99133/bt26/6O7xv\nvvkmPj7+6aefZm8JIex03c6dO2844BZBbOwEAoFAIBDcCerq6rKysrp06eJyuaKioiZPnux8\nAAp7UPC+ffuGDh0aFBQUGho6fvz4o0eP2hnGjh1LCDl9+jR7e+7cuRkzZsTGxgYEBHTr1i07\nO5s9Le9aFBQUhIaGbtq0KTMzs/mnb7/9dnV1tfNK7p49ewA0f0iKjyM2dgKBQCAQCG47J06c\n6NOnT2FhYXR0dEZGRvfu3ZctW5aYmOj1zNpRo0Z17tx5w4YNBQUFFRUV/fv3P3LkSPPS6uvr\nk5KS8vPzo6KiMjMzo6OjFy1aNHLkSI/Hc60AFi9evH///qFDh14/zosXL+7Zsyc7O3vx4sXJ\nycljxoy5sfq2FD79G7vKykr2ZEIAhJCUlBSvB1ILBAKBQCBoFWRmZtbW1hYUFNi62Ndffz0j\nI2PSpEmbN28GkJycXFJSkpqaWlxczDIkJCT06tVr5syZa9eu9SotNzf32LFjeXl5OTk5LGX6\n9OlLlixZtWrVhAkTrhpAamrqD4kzNzeXPUUlIiKiuLi41W08fHRjp6qqoiizZs2yL6VLkvT+\n++8nJia2bGACgUAgEAh+LGfPni0tLU1KSrJ3dQDS09OLi4s//PDD48eP21c8c3Nz7Qw9evQY\nNmxYaWnpuXPn2rdvb6frur5y5cquXbtmZ2fbibNmzQoKCnLeD3FjjBw5cvDgwTU1NS+//HLf\nvn1LS0sHDx58k2XeSXx0Y9emTRtN01o6CoFAIBAIBLeA6upqSumgQYO80lNSUiorK6uqqtjG\njhASHx/vzBAfH79u3bp9+/YNHDjQTjxx4sT58+dTU1OdP4mLjIycP3/+zYc6fPhwAGPGjBky\nZMigQYMmT5584MCBG75j487TagIVCAQCgUDQSmG3NQQHB3ulR0REwOF4DQkJ8br0GRAQAODb\nb791JjLDbPPSbi0pKSmJiYmHDx8+efLkbT3QrUVs7AQCgUAgENxe2rZtC8B5DyyDbdE6dOjA\n3l66dMk0TWcG9lN7r4fhtWnTBsDFixe9SrM3iD+Wy5cvv/nmmytXrvRKZ+YMFmRrwVc2dpcv\nXz5+/HhOTs5f/vKXy5cvt3Q4AoFAIBAIbhk9e/YkhFRUVFB6hb5iy5YtAOLi4thbt9u9e/du\nrwz+/v49e/Z0JsbGxgYGBn766afOxPr6+uDg4CeffPIGwpMkKSMj45lnnnFuKzVNq6qqUlU1\nJibmBspsKXxlYxccHOzv779r166jR48ahvH9XxAIBAKBQNBK6Nix48MPP8x0XnZicXFxeXn5\nwIEDnXc8ZGdnNzQ0sNcrVqzYu3fvuHHjgoKCnKUpijJu3LgvvvjCWVpeXp5pmld9+PD34u/v\nP3r06K+++io/P5+lUEpnz55dW1v76KOP3u5rvrcWX9nY9evX78iRI5s2bcrLy2MnbAUCgUAg\nELQWcnJyiIOqqioAoaGhdsrnn38eERExbdq0oUOH/v73vx8+fPhvf/vb8PDw5cuXO8upqqrq\n3bv3s88++9///d8TJ06MiYlZuHAh+2j79u0A6urqACxYsODuu++eOnVqamrqzJkzhwwZsnjx\n4uHDhz/xxBPXivA///lPenp6TEzMuHHjAJSXl+u6zj66dOnSO++8A2DWrFksWkmSXn75ZQBv\nvfUWO25rwVc2dj8aJj/WTZgmNGYcp9AM6CYohccAAS414tsGnP8Obg0eg9vcTRN+Cho1wLJQ\ne3RuYmYaeGZ0dmtcBU0BChimVTi49dmOwTS5aNnWhzPfM3M8swJZZpcCjwHdxCU3F9IHB/DD\nMav0ZQ8XtDMNNiFcGM/M3x6DF+jWuU+au8wtnz17zcziJoUJ/poQLsxmSmyF+ewJJHBvOqVc\nlW2Y3HitytwFzjThYC1gGehlAsOAKvODMo23JMEw+LF0E40aTJNrrV0KD1IzeWsQoEHjtfPo\nkAlUGRLg1nnMrMHt7uC9QHl1mOlct3zwoFwrzuLRDYCAEOgGV4Pbt01dbIRmcMU7c8/b/cWG\njSrDtHqZJTIHuW1bt0XypmVkJ4SPAUmCbkKReBiaAbfGzeXsW9+5cdnDM7NGYMV6dHgMq2RA\nIdBNPlQkgu/cMCkuu3kFdYeom+nhPQYfnLoBSuHRQSnOXsRlDRca0OBBo8YP/W0DGjRQwKND\nN3ChAZrOP9IMANBNGCYMqyhZgr/KC/eToekwKAwTqmyNapPHzNXjVnh2R7MWcMnWbKUwTHzb\nAFmCZsBPgSrx8XbJjQaNm+M1Aw0esMs1pgmdQrPraMIENAPfueHW4NZAAU1Hg8Y762Ijzl+G\nW+dGeTYxdROEQDPQqPEmYu5zEP5Ft84DZtPKsPuRqegJ97WzkQmrT9kkvUJUb/J5xLqYdStb\nNyiFQXkhbKhQNM0gWL55Nh/B5qDE8yhSk39dM+BSoBkghC8plxoBAkUCAeouwN8Ft44GD9w6\nj4TJ3c99B2pJ5fkENJv6hcXftGLIlv0dkElTRzNzPJvmisxT7EWGRWtSSBIIYJp8EWNdY8fP\nD0R4aarM57gsQZV4gTIBACJBskJSZb7G8u6gvLUlApnAoHwNN2hTG7KuZw3OFj1QEPAMlDb1\nnR0hv0pIee8TAtUKAIBL5tPQtNY9zQAFNBMeg48x04SqgBCYFG6NT3C+dGt8uTCt/LrBK866\ngFWBjTpYQWomrw4bHqxzPQZvAbsufIwZvDpujU83QmAYTc3u1vlfQ4Pi3CW4dT72DJMvC5oB\n3fpjZ1gLAut9tspdm5iYmEEO2G2kSUlJdsrPf/7znTt3pqenHzp06LXXXjt48GBWVtaePXu6\ndevmLGfz5s2xsbFLly6tqKhIT0//5JNP7rrrruaHCwsLq6ysnDJlymefffbqq68eO3YsJyfn\n3Xffdd4n66S+vr5fv37Lli3r1avXww8/DOBf//oXk4YBkGV50KB5MECQAAAgAElEQVRB/fv3\nDw8Pd7lchBB/f/9OnToB8PPzYy9aCz76uBOBQCAQCAStiLS0tLS0NPttQkJCVVXV+vXrve57\nKCoqKioquk45kZGRpaWlV/2opqamsbExLCyMvQ0LCyssLCwsLPwh4c2dO/f48ePLly+fOHEi\nAErpmDFj1qxZs2nTpoceeiggIOCjjz7y+kpmZuaf//znP/3pT127dv0hh/ARWu0ZO4FAIBAI\nBP+XaNeuXXh4+I09Uu6bb76Jj49/+umn2VtCCDtdt3Pnzqvm37Bhw5///Odf/vKXkydPvuGA\nWwSxsRMIBAKBQHAnqKury8rK6tKli8vlioqKmjx5svMBKJWVlQD27ds3dOjQoKCg0NDQ8ePH\nHz161M4wduxYQsjp06fZ23Pnzs2YMSM2NjYgIKBbt27Z2dnsaXlX5e23366urnZeqN2zZw8A\n23jhRNf1Z555xs/P79VXX73ZOt9xxMZOIBAIBALBbefEiRN9+vQpLCyMjo7OyMjo3r37smXL\nEhMTP//8c2e2UaNGde7cecOGDQUFBRUVFf379z9y5Ejz0urr65OSkvLz86OiojIzM6Ojoxct\nWjRy5EiPx3P9MC5evLhnz57s7OzFixcnJyePGTOmeZ6lS5cePHhw+vTpsbGxN1PlFsEXf2Nn\nmubw4cMTEhKcibIsT58+3b6yLhAIBAKBoBWRmZlZW1tbUFBg62Jff/31jIyMSZMmbd68GUBy\ncnJJSUlqampxcTHLkJCQ0KtXr5kzZ65du9artNzc3GPHjuXl5eXk5LCU6dOnL1myZNWqVRMm\nTLhOGLm5uewhKREREcXFxV6iCwCGYbz88st+fn7PPffczda5JfDFjZ2u6xs3bvR6mp2qqhcu\nXBAbO4FAIBAIWh1nz54tLS1NSkqyd3UA0tPTi4uLP/zww+PHj9uXRHNzc+0MPXr0GDZsWGlp\n6blz59q3b2+n67q+cuXKrl27Zmdn24mzZs0KCgpyPhLvqowcOXLw4ME1NTUvv/xy3759S0tL\nBw8e7MywZs2aL7/8ctKkSVe9G9f38cWNnSRJkiRt2rSppQMRCAQCgUBwC6iurqaUDho0yCs9\nJSWlsrKyqqqKbewIIfHx8c4M8fHx69at27dv38CBA+3EEydOnD9/PjU11fmbucjIyPnz539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wgVL65Zdf3mCdWwKxsRMIBAKBQHDbyczM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\n0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G+/EijLCwMNg0XoODgzVNs0dge1TP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", "text/plain": [ "plot without title" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cellTopicHeatmap(cisTopicObject, method='Probability', colorBy=c('label'))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Drilling down into the code, we can extract the clustering (https://github.com/aertslab/cisTopic/blob/master/R/PlotCells.R)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "topic.mat <- modelMatSelection(cisTopicObject, 'cell', 'Probability')\n", "rownames(topic.mat) <- paste('Topic', seq(1,nrow(topic.mat)))\n", "colnames(topic.mat) <- cisTopicObject@cell.names" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "cl.cells <- fastcluster::hclust.vector(t(topic.mat), method=\"ward\", metric=\"euclidean\")" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "nClusters = length(levels(as.factor(metadata$label)))\n", "df_pre = data.frame('cisTopic'=cutree(cl.cells,nClusters))\n", "df_pre$ord = 1:nrow(df_pre)\n", "df_pre = df_pre[as.character(rownames(metadata)),]\n", "df_out = data.frame('cisTopic'=df_pre[,'cisTopic'])\n", "rownames(df_out) = rownames(df_pre)\n", "write.table(df_out,file=\"clusteringSolution.tsv\", quote=FALSE, sep='\\t', col.names = NA)" ] } ], "metadata": { "kernelspec": { "display_name": "R [conda env:ATACseq_cisTopic]", "language": "R", "name": "conda-env-ATACseq_cisTopic-r" }, "language_info": { "codemirror_mode": "r", "file_extension": ".r", "mimetype": "text/x-r-source", "name": "R", "pygments_lexer": "r", "version": "3.5.1" } }, "nbformat": 4, "nbformat_minor": 2 }