{ "metadata": { "name": "", "signature": "sha256:f102d480ba0d7cf2add44be7b6f28aad62d960d63f88ce58705e5d82c0f172df" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "[``anhima.ld``](http://anhima.readthedocs.org/en/latest/ld.html) - Linkage disequilibrium" ] }, { "cell_type": "code", "collapsed": false, "input": [ "import numpy as np\n", "np.random.seed(42)\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", "%load_ext autoreload\n", "%autoreload 1\n", "%aimport anhima.sim\n", "%aimport anhima.ld\n", "%aimport anhima.loc" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 1 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Simulate genotype data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Simulate genotypes with some degree of linkage disequilibrium." ] }, { "cell_type": "code", "collapsed": false, "input": [ "n_variants = 1000\n", "n_samples = 100\n", "correlation = .97\n", "g = anhima.sim.simulate_genotypes_with_ld(n_variants, n_samples, correlation)\n", "g" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 2, "text": [ "array([[2, 0, 2, ..., 2, 0, 0],\n", " [0, 2, 0, ..., 0, 2, 2],\n", " [0, 2, 0, ..., 0, 2, 2],\n", " ..., \n", " [0, 2, 1, ..., 0, 1, 2],\n", " [0, 2, 1, ..., 0, 1, 2],\n", " [0, 2, 1, ..., 0, 1, 2]], dtype=int8)" ] } ], "prompt_number": 2 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Simulate the genomic physical positions of the variants." ] }, { "cell_type": "code", "collapsed": false, "input": [ "pos = np.random.randint(low=0, high=n_variants*100, size=n_variants)\n", "pos.sort()" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 3 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Pairwise LD" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Calculate an approximate value of LD between all pairs of variants." ] }, { "cell_type": "code", "collapsed": false, "input": [ "r_squared = anhima.ld.pairwise_genotype_ld(g)\n", "r_squared" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 4, "text": [ "array([[ 1.00000000e+00, 9.07748779e-01, 8.18691153e-01, ...,\n", " 1.49118959e-04, 3.89208802e-04, 3.57366211e-04],\n", " [ 9.07748779e-01, 1.00000000e+00, 9.06034190e-01, ...,\n", " 1.64228306e-03, 5.33172702e-03, 4.96930122e-03],\n", " [ 8.18691153e-01, 9.06034190e-01, 1.00000000e+00, ...,\n", " 4.79109120e-03, 1.04433734e-02, 6.92715218e-03],\n", " ..., \n", " [ 1.49118959e-04, 1.64228306e-03, 4.79109120e-03, ...,\n", " 1.00000000e+00, 9.18831940e-01, 8.75647397e-01],\n", " [ 3.89208802e-04, 5.33172702e-03, 1.04433734e-02, ...,\n", " 9.18831940e-01, 1.00000000e+00, 9.52542895e-01],\n", " [ 3.57366211e-04, 4.96930122e-03, 6.92715218e-03, ...,\n", " 8.75647397e-01, 9.52542895e-01, 1.00000000e+00]])" ] } ], "prompt_number": 4 }, { "cell_type": "code", "collapsed": false, "input": [ "anhima.ld.plot_pairwise_ld(r_squared);" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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L2raXc09j4ewD3zEuq1EPFBWNXq+XjQ2tb5ZFRYbtZr3qYSEJ27JIdNo/q7ho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\nWq1l1/VmBQSyXu13oSSncVyvLEuThcqWw2xd3Tc6SV5u1MH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"text": [ "" ] } ], "prompt_number": 5 }, { "cell_type": "code", "collapsed": false, "input": [ "# zoom in to first 100 variants\n", "anhima.ld.plot_pairwise_ld(r_squared[:100, :100]);" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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qnL/X64l+wtsP++fR0ZFoA2Sq+/v7og+hgRrvn5wk/MEf/IEJ1TXjXDBWwre+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\nlC7aEdA19uOQUOUIGeFh3fGbmVA1nATGWM8gHjx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"text": [ "" ] } ], "prompt_number": 6 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "LD decay" ] }, { "cell_type": "code", "collapsed": false, "input": [ "cor, sep, dist = anhima.ld.pairwise_ld_decay(r_squared, pos)\n", "cor, sep, dist" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 7, "text": [ "(array([ 0.90774878, 0.81869115, 0.79309105, ..., 0.91883194,\n", " 0.8756474 , 0.95254289]),\n", " array([1, 2, 3, ..., 1, 2, 1]),\n", " array([ 59, 245, 383, ..., 295, 437, 142]))" ] } ], "prompt_number": 7 }, { "cell_type": "code", "collapsed": false, "input": [ "plt.hist(cor[sep == 1]);" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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Ux6VLl6hevbrVeitCODpJBA5i7ty5TJw4EWdnZ1avXk3Pnj2tHZJZ7969iYuL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\nYXWRkZF88sknLFmyBG9vb/7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K5ttvvyU0NJRWrVoRERFh7XCEKBFkuMYOffjhh7z55pu4ubmxYcMGgoODrR1S\ngfz000+MGDGCL7/8kgEDBlg7HCEcggzXGCwqKooXX3yRjIyMYm974sSJvPzyy6SkpNCrVy/27dtX\n7DEURb9+/di0aROTJk2y6Ru9hHAE0pMvpPT0dJ588knat29vldUZMzIy6N+/P8uXL8fT05OffvqJ\nzp07F3scRZGenm7z00GFsBfSkzeYi4sLixcvZu7cuaxdu7bY23d2dmbhwoXZ69x0796defPmFXsc\nRSEJXgjLkyRfBD4+PixZsoShQ4dy+vTpYm/fzc2N//znP4wbN4709HSGDBnCu+++a/Pz6B8kNTXV\n2iEI4TAkyRdRu3bt+Oc//8nTTz9Nenp6sbfv5OTERx99xFdffYWTkxOTJk1i+PDhpKWlFXssRti1\naxdNmjSxu+sMQtgqGZM3gNaaHTt28Nhjj1k1jlWrVjFgwACSkpLo0qULP/74I15eXlaNqTAWLVrE\nK6+8wquvvsobb7yBs7OztUMSwubJ2jUlxK5du+jZsydXrlyhadOmrFy5Ej8/P2uHVWBRUVE8//zz\n3L59m4kTJ9KzZ095vqwQ92HxC69KqVCl1DGl1Eml1Lg83n9WKXVQKXVIKbVDKdXYqLbF/7Ru3Zqd\nO3cSEBDA/v37ady4MT/88IPdjdP7+fmxefNmXnvtNebPny8PJhGikAzpySulnIHjwBPABWAPMFBr\nHZmjTFvgqNY6TikVCkzSWrfJoy7pyRvg6tWrDBs2jFWrVgHwl7/8hRkzZlChQgUrRyaEsARL9+Rb\nAae01me11mnAYqB3zgJa651a6zjz7i7A16C2bdL+/fsZPXq01S6AVqpUiZUrV/LNN9/g4eHBkiVL\naNy4MZs2bbJKPJawc+dObt68ae0whLBpRiX56sD5HPvR5mP3MgxYZ1DbNikgIIBTp07Ro0cP4uLi\nHvwBC1BKMXz4cA4ePEjbtm25cOECTz75JGPGjCEpKckqMRlpzZo1NGzYkKVLl9rdcJQQxcWou1Hy\n/X+YUupxYCjw6L3KDB48GH9/fwC8vb0JCgoiJCQEgLCwMAC72F+1ahX9+vUjKCiIrVu34ufnZ7V4\nwsPD+fjjj3n77bf5/PPP2bBhA3PmzMmek24L56ug+x9++CFVq1Zl3LhxzJ8/n6+++oqzZ8/aTHyy\nL/uW3A8LC8u+ATIrX+ZJa13kDWgD/JJjfwIwLo9yjYFTQMB96tKOJDMzU0+dOlVXq1ZN79mzx9rh\n6D179uhBaGPdAAAX7UlEQVS6detqTF/MesiQITo2NtbaYRVJSkqKnjx5sq5YsaJesGCBtcMRwirM\nuTNXTjXqwqsLpguvnYAYYDe5L7z6Ab8Cz2mtf79PXdqImGzNypUrAXjqqaesHAncvn2byZMn8+mn\nn5Kamoq3tzeTJ0/mxRdftOs56adOneL27ds0biwTt0TJY/F58kqprsA0wBn4Vms9RSn1EoDWerZS\nag7QB4gyfyRNa90qj3ocMsnbohMnTjBq1Cg2bNgAQLNmzZgxYwatW7e2cmRCiIKSm6FEnrTWrFix\ngjFjxnD+vOna+fDhw5k8eTIPPfSQlaMzxqVLl/j4448ZMWIEdevWtXY4QliErEIp8qSUom/fvkRG\nRjJ+/HhcXV2ZM2cOderU4fPPP7fbNXBycnZ2pnTp0gQHB/PEE0+wbNkyWQRNlBjSk7eiLVu24Ofn\nR+3ata0dSrZjx44xZswY1q9fD0D9+vWZNm2a3a1Vn5eUlBSWL1/O7NmziYyMZNasWfTp08faYQlh\nCBmusUFff/01U6ZMITw8nBo1alg7nGxaa9asWcOrr77Kn3/+CUCvXr2YOnWqTX0hFcXJkycpVaoU\nNWvWzFf5rH+TSuX6f0gImyBJ3kZNnTqV2bNnEx4ejo+Pj7XDuUNKSgqff/4577//PomJiZQqVYpX\nX32V8ePH4+3tbe3wLKZr165cvXqVxMREEhISSExMJDExkZs3b+Lp6Wnt8ITIkyR5G/bee++xbNky\n1q9fT9WqVa0dTi4XL15kwoQJzJ8/HzDdoPb6668zevRoypYta+XojBceHo67uzuenp54eXnh6emJ\np6cnrq6u1g5NiHuSJG/DtNZMmTKF77//nsOHD9tsMtm1axcTJkxgy5YtAFSoUIGxY8cycuRI6eEK\nYWWS5O1AdHQ0vr62v27bli1bePvtt9m+fTtgWgxt3LhxvPzyy5QpU8bK0RWfjIwMVq1axVNPPSVj\n9cLqJMkLQ2mt2bx5M2+99Ra//266gdnHx4c5c+bQo0cPK0dXPGJjYwkNDaVGjRpMnTqVmjVr2uxf\nYcLxyTx5YSilFE888QS//fYb69ato0WLFsTGxtKzZ09ef/31EjEP3cfHh127dtGoUSOCg4MpU6YM\nlStXZvr06dYOTYhs0pO3cdu3b6dFixa4u7tbO5T7yszM5N///jcTJkwgIyODVq1asXjxYmrVqmXt\n0IpNRkYGV65cwcXFhUqVKuV6/6uvviIhIYGePXvSoEEDGeIRhpKevJ2aM2cOnTp14sqVK9YO5b6c\nnJwYO3Ys27Ztw8/Pj927d9O0aVOWL19u7dCKjbOzM1WqVMkzwQM0adKE6OhounXrRu3atXnllVf4\n8ccfiY+PL+ZIRUkiSd7Gfffdd4SEhNCmTRuOHTtm7XAeqG3btuzfv5/evXsTFxdHv379GDVqFMnJ\nydYOzeoee+wxpk+fztmzZ1m5ciWVK1dm4cKF93yozJIlS7h69WoxRykcTl7rD1tzw8HWkzfK3Llz\ndeXKlfWmTZusHUq+ZGZm6mnTpmlXV1cN6CZNmujFixfrpKQka4dmFzIyMvSwYcO0t7e3Hjp0qN6/\nf7+1QxI2DkuuJ28kGZO/t7CwMIYPH05ERATlypWzdjj5snfvXv7yl79w+vRpwHQj1YABAxgyZAgt\nW7aUcekHuHLlCt988w0zZ87k4YcfZuzYsSVm9pIoGJlC6SBSU1MpVaqUtcMokISEBObPn8+8efOI\niIjIPl6/fn0GDx7Mc889R7Vq1awYoe1LS0tj5cqVXL9+nZdeeinX+7du3cLV1dXu/m0I40iSFzbh\n8OHDzJ8/nwULFnD58uXs482aNaNLly507tyZdu3aSbIqoMmTJzNp0iQqVqxI8+bNGTBgAL1798bL\ny8vaoYliIknegaWlpeHk5GRXj+5LS0tj/fr1zJ07l7Vr15KSkpL9noeHByEhIXTu3JkuXbrIgz7y\nKSMjg4sXLxIWFsbixYvZtm0bK1asoGPHjtYOTRQDSfIO7Mcff2T8+PGMHDmSIUOG2N0KkUlJSWzb\nto0NGzawYcMGDh8+fMf7jRs3ZuDAgQwYMOD+T6UXd7h27Rru7u54eHjkem/atGncunWLjIwM0tPT\nycjIIDAwkIEDB+Lm5maFaEVRSZJ3YFprdu3axRdffMHPP//MoEGDGDVqFPXq1bN2aIUSExPDpk2b\nWL9+PevWrePmzZvZ77Vt25aBAwfSv39/m1ua2Z5MmjSJ1NRUXFxccHZ2xtnZmcjISObOnStDZXZK\nknwJERMTw6xZs/j6669ZtWoVrVrlela6XUlJSWH9+vUsWrSIVatWcfv2bcB081XHjh0ZPnw4Tz31\nlPQ+LSgxMZHTp09Trlw5ypUrR9myZXFykltsbI0k+RImJSUFV1dXh/qf8datW6xatYpFixbxyy+/\nZD9/tlKlSgwePJgXXniBOnXqWDlKx7Np0yZeffVV4uLiiIuL49atW3h4ePDMM88wZ86cXOXj4+O5\nffs2Pj4+KKVITk7m2rVr2XcEC8uQJC8ASE5OplSpUnaf/K9fv86iRYv4+uuvOXToUPbxDh068OKL\nL9K3b1+bX+/HXmVmZpKQkEB6ejoVK1bM9f7KlSt58cUXSUxMBEwXhCtWrMjgwYOZPHlyrvI//fQT\nv//+Ox06dOCxxx6zu2tKtkKSvABg5syZfPnll0yYMIEBAwbY/dK4Wmv27NnD119/zaJFi7KHc7y8\nvGjdujVt27albdu2tGnThvLly1s52pLl1q1bAJQpU+a+N7398ccfrFixgq1bt7Jr1y4CAgLo2LEj\nL7zwgt1eV7IGSfICMCXFTZs2MXnyZE6fPs2rr77K8OHDHeLJTvHx8SxcuJCvv/6a/fv353q/Xr16\ntG3blkcffZTQ0FCqV69uhSjF/aSmphIREcHmzZsJDQ2lRYsW1g7JbkiSF7ns3r2bTz/9lLCwMI4c\nOULlypWtHZJhLly4wO+//87OnTvZuXMnERERd8zFB9OqkN27d6dbt260adPGru4zKMn+/ve/U758\neZo1a0bz5s3x8/OT5TGQJC/u48KFCw7fq01JSeHAgQPs3LmTX3/9lc2bN2cP7YDpebVZd9w2a9aM\n+vXr2/1QlqNas2YNe/bsISIigoiICNLS0mjWrBkrVqzI856AkkKSvCiwc+fOkZiY6JAPuEhOTiY8\nPJy1a9eydu1a/vzzzzved3V1pWHDhgQFBdGkSROCgoJo2LAhlSpVcrhzYe8uXrzIgQMHCA0NzfXf\nJj09nX379hEUFOTw8/8lyYsC++9//8uoUaNwd3enT58+9OnTh1atWtn9zJy8nDx5krVr17J9+3YO\nHjzIqVOn8ixXpkwZatasmWsLDAykcePGMl/fxsTExNCtWzdOnjxJQEAA9evXp379+jRv3tzhVvOU\nJC8KRWvNvn37WLFiBcuXLycxMZHFixfTrl07a4dmUQkJCRw+fJgDBw5w4MABDh48SGRkJAkJCff8\njKurK0FBQbRs2ZJWrVrRqlUr6tat65BfivYmMTGRY8eOERkZSWRkJE5OTnzwwQe5yp05c4bvv/+e\nypUr89BDD1GpUiWcnJzw8vK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"text": [ "" ] } ], "prompt_number": 12 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "LD over the genome" ] }, { "cell_type": "code", "collapsed": false, "input": [ "anhima.ld.plot_windowed_ld(g, pos, window_size=10000);" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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gAaC//vqLiIhbxdy9e5eys7P5WtiwYcNoyJAhVFhYSNHR0XxNRIoT5JAhQ0TP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\n+A2Ac0T0MREdIqJ/ElEDBGFfMPMFAHMB5AM4C6CEmbchCPvCAk/fe5S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"text": [ "" ] } ], "prompt_number": 14 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "LD-based variant pruning" ] }, { "cell_type": "code", "collapsed": false, "input": [ "included = anhima.ld.ld_prune_pairwise(g)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 15 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Indices of the variants that have been retained." ] }, { "cell_type": "code", "collapsed": false, "input": [ "np.nonzero(included)[0]" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 16, "text": [ "array([ 0, 37, 80, 102, 125, 146, 172, 194, 219, 249, 283, 306, 333,\n", " 353, 372, 397, 426, 446, 475, 500, 525, 555, 580, 609, 634, 661,\n", " 697, 723, 754, 796, 815, 847, 872, 896, 913, 943, 987])" ] } ], "prompt_number": 16 }, { "cell_type": "code", "collapsed": false, "input": [ "g_pruned = np.compress(included, g, axis=0)\n", "g_pruned" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 17, "text": [ "array([[2, 0, 2, ..., 2, 0, 0],\n", " [0, 0, 0, ..., 1, 2, 0],\n", " [0, 1, 2, ..., 1, 1, 1],\n", " ..., \n", " [2, 1, 0, ..., 0, 2, 2],\n", " [2, 0, 1, ..., 1, 0, 1],\n", " [0, 0, 0, ..., 2, 1, 0]], dtype=int8)" ] } ], "prompt_number": 17 }, { "cell_type": "code", "collapsed": false, "input": [ "r_squared_pruned = anhima.ld.pairwise_genotype_ld(g_pruned)\n", "anhima.ld.plot_pairwise_ld(r_squared_pruned);" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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NfI5IYREQgLRdjuKP2ie4lPXS+/n4+PFj16jYm5ubRS/zaEx5EJHCH/khUlgM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\nAAAAjfwfGwmJnrZx1coAAAAASUVORK5CYII=\n", "text": [ "" ] } ], "prompt_number": 18 }, { "cell_type": "code", "collapsed": false, "input": [ "pos_pruned = pos[included]\n", "cor_pruned, sep_pruned, dist_pruned = anhima.ld.pairwise_ld_decay(r_squared_pruned, pos_pruned)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 19 }, { "cell_type": "code", "collapsed": false, "input": [ "anhima.ld.plot_ld_decay_by_separation(cor_pruned, sep_pruned);" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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Rtzlw4ACvv/46t99++3F1GDQmLxVGVlaWP/LII96gQQN///33y1zfiVxemZeX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\nB/gkygAAAABJRU5ErkJggg=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"text": [ "" ] } ], "prompt_number": 21 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Bigger datasets" ] }, { "cell_type": "code", "collapsed": false, "input": [ "n_variants_big = 100000\n", "g_big = anhima.sim.simulate_genotypes_with_ld(n_variants_big, n_samples, correlation=.97)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 22 }, { "cell_type": "code", "collapsed": false, "input": [ "pos_big = np.random.randint(low=0, high=n_variants_big*100, size=n_variants_big)\n", "pos_big.sort()" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 23 }, { "cell_type": "code", "collapsed": false, "input": [ "included_big = anhima.ld.ld_prune_pairwise(g_big)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 24 }, { "cell_type": "code", "collapsed": false, "input": [ "np.count_nonzero(included_big)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 25, "text": [ "3706" ] } ], "prompt_number": 25 }, { "cell_type": "code", "collapsed": false, "input": [ "g_big_pruned = np.compress(included_big, g_big, axis=0)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 26 }, { "cell_type": "code", "collapsed": false, "input": [ "r_squared_big_pruned = anhima.ld.pairwise_genotype_ld(g_big_pruned)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 27 }, { "cell_type": "code", "collapsed": false, "input": [ "anhima.ld.plot_pairwise_ld(r_squared_big_pruned[:100, :100]);" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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RmtGsCMtqQ6zfUYBwazLr2jEtaKSl0bacazCWdet9NSJxibV3Pmb9HCrSGe09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\ns1JlWMLdbldEEdKCJHi779SopdN6rbc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"text": [ "" ] } ], "prompt_number": 28 }, { "cell_type": "code", "collapsed": false, "input": [ "cor_big, sep_big, dist_big = anhima.ld.windowed_ld_decay(g_big, pos_big, window_size=1000, step=10)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 29 }, { "cell_type": "code", "collapsed": false, "input": [ "anhima.ld.plot_ld_decay_by_separation(cor_big, sep_big, max_separation=100);" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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Ho5QqIu0acjGvv/4648aNw8vLi7lz59KvXz9Hh2S1fft2BgwYQLdu3Zg8ebLe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\nepKSkkLNmjW56667cpW/fPk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"text": [ "" ] } ], "prompt_number": 31 }, { "cell_type": "code", "collapsed": false, "input": [ "anhima.ld.plot_windowed_ld(g_big, pos_big, window_size=100000);" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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"text": [ "" ] } ], "prompt_number": 32 }, { "cell_type": "code", "collapsed": false, "input": [ "anhima.ld.plot_windowed_ld(g_big, pos_big, window_size=10000);" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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/pAtIkqQKAJZCrwo6K4BzALqQvG0QlzYJrKGhoWEl/2hdQCT9JEk6COA6AB2A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\n4OBgobSrVq1aJCmWlMoKu9auXcsJEyZwypQpQn/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