{ "metadata": { "name": "", "signature": "sha256:543922eb988a9cf463f2670b1e2578a634a59dc617f8fa9077bacaf58ab15a19" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "[``anhima.mds``](http://anhima.readthedocs.org/en/latest/mds.html) - Multidimensional scaling" ] }, { "cell_type": "code", "collapsed": false, "input": [ "import numpy as np\n", "np.random.seed(42)\n", "import scipy.stats\n", "import itertools\n", "import random\n", "random.seed(42)\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", "import sys\n", "# import anhima\n", "# dev imports\n", "sys.path.insert(0, '..')\n", "%reload_ext autoreload\n", "%autoreload 1\n", "%aimport anhima.sim\n", "%aimport anhima.gt\n", "%aimport anhima.mds\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", "labels = [''.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": [ "sample_colors = (['red']*50) + (['blue']*25) + (['green']*25)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 4 }, { "cell_type": "code", "collapsed": false, "input": [ "# compute pairwise distance\n", "_, s = anhima.dist.pairwise_distance(gn)\n", "_, sr = anhima.dist.pairwise_distance(gnr)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 5 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "SMACOF" ] }, { "cell_type": "code", "collapsed": false, "input": [ "# fit MDS\n", "t = anhima.mds.smacof(s, random_state=42)\n", "tr = anhima.mds.smacof(sr, random_state=42)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 6 }, { "cell_type": "code", "collapsed": false, "input": [ "anhima.mds.plot_coords(t, labels=labels, colors=sample_colors, sizes=40);" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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06FB0794dJiYmOrGRkZEBubyhhiMNkZmp/7zTDg5uAC6WKpWjsPAS3NzcKl0f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\n2u2S+PjjU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RtWpVfG/6kkS6xfGuQmC12y+xkVpoaCihoaG5jqNWaC32nc34JOFx3oO6detm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\nAmmSUEopVaD/A0kmQHTsSnemAAAAAElFTkSuQmCC\n", "text": [ "" ] } ], "prompt_number": 8 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Classical" ] }, { "cell_type": "code", "collapsed": false, "input": [ "tc = anhima.mds.classical(s)\n", "tcr = anhima.mds.classical(sr)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 9 }, { "cell_type": "code", "collapsed": false, "input": [ "anhima.mds.plot_coords(tc, labels=labels, colors=sample_colors, sizes=40);" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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IkXmOEYjJ0yRZWVkFxs37fL7++mvp27eviPzjGHZ1dRUXlwlXnMfrBOoLDBMP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"text": [ "" ] } ], "prompt_number": 10 }, { "cell_type": "code", "collapsed": false, "input": [ "anhima.mds.plot_coords(tcr, colors=sample_colors, sizes=40);" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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7Sgqjnn6as88+u1o+f9KkSVw1bBhNS0ooAfIyMnjmlVfo1y+Wq7KLSG0Ti4CY\nBpzjnNu1Iz1BaltAgL8sdenSpRQVFdGtWzeSkyvUu1dhxcXFLFq0iKSkJHr06EFSUtKe3yQi9Uos\nAuII4Fl8z0jZJfrOOXdtVYvcW7UxIEREEq2yAVGRP2Ofwt8wbQl+DMKo4F3fRESk9qpIQCQ5526I\neSUiIlKjVGSi3BQzu9LMWppZk7JHzCsTEZGEqsgYxBoCupScc+1iVNMeaQxCRKTyYrLcd02jgBAR\nqbxqG6Q2s5OcczPNbDDBLYjyN0wTEZE6ZHeD1L/GL8x3JsFXLSkgRETqMHUxiYjUE9XZxfTHyNPA\n38TOuYcqWZuIiNQiu+tiaogPh85AT2AifpLcGcDHsS9NREQSqSKXuX4AnOacy468bghMds4dH4f6\nfqkmdTGJiFRSLO5JvT9QHPW6OLJNRETqsIostfE88LGZvY7vYjobeC6mVYmISMJV6ComMzsSOB4/\nJvG+c25xrAvbQz3qYhIRqSTNpBYRkUCxGIMQEZF6SAEhIiKBFBAiIhJIASEiIoEUECIiEkgBISIi\ngRQQIiISSAEhIiKBFBAiIhJIASEiIoEUECIiEkgBISIigRQQIiISSAEhIiKBFBAiIhJIASEiIoEU\nECIiEkgBISIigRQQIiISSAEhIiKBFBAiIhJIASEiIoEUECIiEkgBISIigRQQIiISSAEhIiKBFBAi\nIhJIASEiIoEUECIiEkgBISIigRQQIiISSAEhIiKBFBAiIhJIASEiIoEUECIiEkgBISIigRQQIiIS\nSAEhIiKBFBAiIhJIASEiIoEUECIiEkgBISIigRQQIiISSAEhIiKBFBAiIhJIASEiIoFqXECY2Ugz\nW2dmiyOPAYmuSUSkPkpOdAEBHPCQc+6hRBciIlKf1bgWRIQlugARkfqupgbENWb2mZk9bWaNE12M\niEh9ZM65+H9Rs+lAi4BdtwEfApsir+8GWjrnLiv3fpeIukVEajMzwzlX4R6ahIxBOOdOqchxZjYG\nmBS0b+TIkTue9+3bl759+1ZHaSIidcbs2bOZPXt2ld+fkBbE7phZS+fc+sjz/wV6OucuKneMWhAi\nIpVUK1oQe/CAmXXHX830NXBlgusREamXalwLoiLUghARqbzKtiBq6lVMIiKSYAoIEREJpIAQEZFA\nCggREQmkgBARkUAKCBERCaSAEBGRQAoIEREJpIAQEZFACggREQmkgBARkUAKCBGRcsLhMOPHj+e0\n0y7g5JPL693gAAAOSElEQVTP5ZlnnqGoqCjRZcWdFusTEYninOOCC4YxZcoycnOvBtLJzHyKLl1C\nvPfeZNLS0hJdYpVpsT4Rkb0wa9Yspkz5hNzcOcClwG/Jy5vB0qUwbty4RJcXVwoIEZEor702kdzc\nS4A1wOPAU8BYcnMP4umnX01kaXGngBARiZKSkgy8CfQDJgD/C7wKbOLDD+dx9933J7K8uFJAiIhE\nadAgFcgHpgOfAR9Fnk8gHF7F/fc/xcyZMxNZYtwoIEREokya9B5wP/A6cDFweNTeluTl/YlRo55J\nSG3xpoAQEYmyZcsWoBXwE/CrgCNas3Hj5vgWlSAKCBGRKKeccgJJSa8Bx+PHIH5+SX16+gQGDjw+\nEaXFneZBiEi9VFpayubNm2ncuDGpqak7tn/11VcccURvtm+/HOfeBjoBNwMZJCf/i6ZNJ7Bs2Sc0\nbdo0UaVXmeZBiIjshnOOUaMeZ//929KmzaHsu28LrrvuzztmSrdv356FC+dw4YXf0aTJjzRq9AEN\nGw6kadNTGDYsn0WL5tTKcKgKtSBEpF55/PHR/OlPj5KXNw7oDnxLRsZwzj23FS+++FSiy4upyrYg\nFBAiUm8452jevD2bNr0GHBW1ZztpaW1Ys2YFLVq0SFR5MacuJhGRX5CTk8OWLT/w83AA2If09C78\n97//TURZNZYCQkTqjaysLDIzGwIry+0poLBwBW3atElEWTWWAkJE6o1QKMT1119NZuYVwDpgKvAy\nqalXcPzxfWjbtm1iC6xhkhNdgIhIPN1++y0sXbqM11/vDHQEGlFSspBevW5OdGk1jgJCROq8mTNn\n8vjjz/Hjj1s5+eSjmTp1Bn5BvlMACIfX8eCDfTnyyK5kZ2cza9Z8WrXan8suG1avWxW6iklE6rTb\nbruTRx55gdzc/wVakJJyLyUlbXHu9XJHPkZGxl0kJXUhJ2cQqalfkZT0Ii+88BSDB5+biNKrnS5z\nFRGJWLhwIb16nUBJyVX41sLJwMjI3rvKHf0bIAt4GtgGzATWkpFxD5s2fUtWVlacqo4dXeYqIgLM\nmDGD4447iZKSgUAa8GfgJKAr8BYQLveO6cCtwL+AdsAzwBTy8wu5887yYVI/qAUhInVOfn4+zZu3\nITt7PPDryNZSYAjQFpgCHAbcAzTG7Dmcuw1/Y6DhwHv4AWyARaSmnsSKFQtp3759PE+j2qkFISL1\n3rRp0zDrws5wAEgC/gK8QlpaW3r2XEdm5tEkJR1A+/bP0bt3b+Bu/B3kOka97whKSoZy770PxO8E\naggFhIjUObm5uYTD+wbsSQK+p1GjT2ncuCHhcApwDWvWnMKCBZ8TCn0FdNjlXeHwwTz33Hhuv/2e\nGFdes6iLSUTqnPXr19O+/WEUFKwE9o9sXQCcQijUj3D4aPw4xEZgNmU3CEpOPgjnBlJa+mLUpzlg\nIDCApKR7GDXqboYPH45ZhXtqagx1MYlIvdeyZUtuuOE6MjJ+DbwEzAMGAaMJh1/H399hDnABcHXk\nXU0oKbmO5OQpwG3A98Aa4FrgO+BKSkt/z7XXjuS88/6HcLj8IHfdo4AQkTopMzODkpJ1hEJ3AOfg\nWwLnlzvqJmAyMBe4A1hE584dSE9/GjgEOBp/tdO7QAaQRUnJRUydupSJEyfG61QSRl1MIlLnzJkz\nh/79LyYvbx5wAPAh8D/AqnJHFgGNgSbAxUA+MBZoib/a6R2grEcmH+gGjAH+y6BBs/nPf8bF+Eyq\nV2W7mLTUhojUOY8//iz5+dfjwwGgB35xvsWR52VuBloAnwL7RLbdAhwJbABOB34P5AIPAOn4e1V/\nRWlpaYzPIvEUECJS52zatAXnWkZteQffo34iviupO35i3NPAg+wMB/CB8XtgO/5+1P8ElgB/A/4E\n/EhW1lMMGXJNrE8j4TQGISJ1zpln9iUz89+RVxOBPwAH4QeqF+FDYjt+VvU+AZ/QKLL/KnyIJAOX\nA61ITz+JY45pyvnnlx/PqHs0BiEidU52djZdu/bi++97U1Q0H7gfP8awHD++UOZJ/OzpWewcayjG\nB8e3wI1ANpAH3EcodCCPP/4gl112GcnJta8DRpe5iki917BhQxYseJ/hwxsBy4D++FZAcbkjhwFL\ngQH4bqj/AKfiZ1KvAsZFHteSnn45F1zwG6688spaGQ5VoRaEiNRpTZu25qefJgOPA6nAI1F7F5GS\ncgLFxSlAJv7S1vOBS4EUYAJmV5GWVsy5557HmDGPkpGREe9TqDZqQYiIRLn++hFkZl6L7y6ail/y\n+0l8q+AU7rvvTlJSSvHBMB24Ah8OAAex//6NWbduNePG/atWh0NVKCBEpE679dY/c+GFh5GS0gM/\nIzoHGI/ZJ5g5jjzyCHr37gW8gV/xdadQaCInnng8TZs2jX/hNYC6mESkXujevQ+ffXYRMCJq62Ra\ntryONWuW0bnzkaxd2wHnHsCv3zSOBg3u4pNP3ufggw9OTNHVTF1MIiLlbN26leXLP8PPb4g2kOxs\nWLlyJcuWfcR113WmceN+pKa25sQTpzNnzvQ6Ew5VoRaEiNR5W7duZf/9W1NcvBk/UF3G0aBBJ+bO\nnUDXrl0TVV7cqAUhIlJO48aN6datJ36dpWhTadgQDj/88ESUVePVj4t5RaTeGzv2UXr3PpmiooUU\nFPQlNXURKSnPMW7cvwmF9LdyEHUxiUi9sXHjRkaPHsPHHy/l0EPbM2LE5bRt2zbRZcVNZbuYFBAi\nIvWExiBERKRaKCBERCSQAkJERAIpIEREJJACQkREAikgREQkkAJCREQCKSBERCSQAkJERAIpIERE\nJJACQkREAikgREQkkAJCREQCKSBERCSQAkJERAIpIEREJJACQkREAikgREQkkAJCREQCKSBERCSQ\nAkJERAIlJCDM7HwzW2ZmpWZ2RLl9t5jZF2a20sxOTUR9IiKSuBbEEuAc4P3ojWZ2KPAb4FBgAPC4\nmamVE2OzZ89OdAl1ir6f1Uvfz8RJyC9f59xK59yqgF1nAS8754qdc2uA1cDRcS2uHtL/gNVL38/q\npe9n4tS0v84PANZFvV4HtEpQLSIi9VpyrD7YzKYDLQJ23eqcm1SJj3LVVJKIiFSCOZe4379m9i7w\nR+fcosjrmwGcc/dHXr8D3OGc+6jc+xQaIiJV4Jyzih4bsxZEJUQXOxF4ycwewnctHQR8XP4NlTlB\nERGpmkRd5nqOmX0L9ALeNrMpAM655cC/geXAFGCES2QTR0SkHktoF5OIiNRcNe0qpt3SBLvYMbOR\nZrbOzBZHHgMSXVNtY2YDIj9/X5jZTYmup7YzszVm9nnk53GXrmbZPTN7xsw2mtmSqG1NzGy6ma0y\ns2lm1nh3n1GrAgJNsIslBzzknOsRebyT6IJqEzNLAv6J//k7FPitmR2S2KpqPQf0jfw8aj5U5Y3F\n/zxGuxmY7pzrBMyMvP5FteqXqCbYxZwG/6vuaGC1c26Nc64YeAX/cyl7Rz+TVeSc+wDYUm7zIOC5\nyPPngLN39xm1KiB2QxPsqsc1ZvaZmT29p6an7KIV8G3Ua/0M7j0HzDCzBWZ2eaKLqSOaO+c2Rp5v\nBJrv7uCacJnrz2iCXezs5nt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