diff --git a/README.md b/README.md index fd233ea..26317d9 100644 --- a/README.md +++ b/README.md @@ -36,6 +36,9 @@ by editing the following line in the `Snakefile` file configfile: "workflows/config/snakemake/tiny_config.yaml" ``` +The file can also be overridden by passing a different +yaml file via snakemake's `--configfile` flag. + Having set the config file, and perhaps edited to your wishes, you are now ready to try a dry run. diff --git a/environment.yml b/environment.yml index 2b6a4ba..65e58d4 100644 --- a/environment.yml +++ b/environment.yml @@ -11,6 +11,7 @@ dependencies: - pip - slim==4.0 - snakemake==7.32.4 + - bedtools - ldc - seaborn - pysam diff --git a/notebooks/bin_regions.py b/notebooks/bin_regions.py new file mode 100644 index 0000000..79e1a58 --- /dev/null +++ b/notebooks/bin_regions.py @@ -0,0 +1,34 @@ +# for analysis2 pi plot, binning genomic regions + + +import sys +import numpy as np + + +num_average = 5 # number of lines to average + + +with open(sys.argv[1]) as infile: + group = [] + counter = 0 + header = infile.readline().strip().split() + header = header[:-1] + print("\t".join(header)) + for line in infile: + newline = line.strip().split() + newline = newline[:-1] + #print(newline) # get rid of seed number + newline = list(map(float,newline)) + group.append(np.array(newline)) + + if counter % num_average != 0: + pass + elif counter == 0: + pass + else: + # average rows + avgs = np.mean(group, axis=0) + print("\t".join(map(str,avgs))) + group = [] # reset + + counter+=1 diff --git a/notebooks/manuscript_figures.ipynb b/notebooks/manuscript_figures.ipynb new file mode 100644 index 0000000..9d2064d --- /dev/null +++ b/notebooks/manuscript_figures.ipynb @@ -0,0 +1,924 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Auxiliary code to generate figures for manuscript. \n", + "\n", + "A lot of the inputs are generated from `workflows/summary_stats.snake`. Some of the code below is still hardcoded instead of drawing from the output of that pipeline directly. *Updating this is still in progress*" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "vscode": { + "languageId": "r" + } + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Warning message:\n", + "“package ‘dplyr’ was built under R version 4.3.2”\n", + "\n", + "Attaching package: ‘dplyr’\n", + "\n", + "\n", + "The following objects are masked from ‘package:stats’:\n", + "\n", + " filter, lag\n", + "\n", + "\n", + "The following objects are masked from ‘package:base’:\n", + "\n", + " intersect, setdiff, setequal, union\n", + "\n", + "\n" + ] + } + ], + "source": [ + "#Assume working directory is same as this file\n", + "library(ggplot2)\n", + "library(magrittr)\n", + "library(dplyr)\n", + "theme_set(theme_bw(20))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## DFE " + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "vscode": { + "languageId": "r" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[1] 1.00000000 0.19000000 0.07368421\n", + "[1] 2.000000 0.228410 3.864851\n", + "[1] 3.0000000 0.1711382 0.5888682\n", + "[1] 4.000000000 33.451956667 0.002029597\n", + "[1] 5.0000000 0.1407725 625.1449419\n" + ] + }, + { + "data": { + "image/png": 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O/fr1K57WGZ0+fbpXr14nTpwwMzOrrGJlKiIi4sSJEwkJCQsXLiyzg7e3t9QoLCx8lheVefCrkV6vnz9/fvmdDx06VOZxrgcOHJAabdu2lRpKpbJbt27btm0zGAxBQUFTpkwpPVpqaurEiRO7devWvXv3atWqlV+8hYVFOafNPrX+/fvv27dPCLFy5crS274YDIZVq1ZJ7YEDBz73txtt3Lhxx44dV69eXbNmTevWrUvcDQ0NPXbsmBCiVatWxmW8AABU0KVLl2bPnr13796MjAwPM9sPzRv0tvOorazss55QCVqpnNfZdB4TF1q3bt3r168bz9cCAACmZYLA7h//+IeU1tnb27dq1crCwuL69esXLlxIT0///PPP27Vrl5qaamVl9eWXX/bu3dvR0TE1NfX48eOLFy++devW6dOn//Of/3zwwQfljJ+YmLhixYrS18+ePVtmDlgV/fDDDz/99JMQomnTpu+++27pDsY4rPRKySdSr149qREREZGbm1v8nAeDwTBlypSTJ086OTlJZyykpKS4ubmVGCEzM3POnDnffvtt8Yt5eXlLly6V2sVTrY8++mjbtm1CiPnz5/ft27dBgwbFn9Lr9Z999tnGjRvXrVu3dOnS8ePHP8tHe2rDhw+fM2dOYmLiTz/9FBgY2Lt37+J3v/nmm7NnzwohunXr1qpVq+K3jh07Ji2Vbdas2bPvbZeXl/fbb78JISZOnHjw4EGtVmu8FR8f/95770ntefPmPeOLAACvjvj4+Dlz5uzYsSMlJcVJadHX3P0tmzY+KgdT14UXq4FZ9SCbLiPvH6pfv/6NGzeK/1ABAABMpbIDu9OnT0srYd9///3vv//eGACFhYUFBgYeOnQoLi7OzMzsjz/+aN++vXTL1dW1cePGQ4YMadOmzdWrV9euXVt+YJednX379u3S6zQfPHjwjNPN5GP8+PFBQUE6nW7YsGERERGDBw/29PSsXr16bm7ulStX1q1bJ0WWtWvXfsblkIitoZYAACAASURBVA0bNnzttddiYmLu3bs3YsSIFStWODk56XS68PDwefPm7d+//5tvvjl58qS0V/GGDRumTp1aYoT27dsvXLgwOzt7/PjxUvwXFRU1YcKEixcvCiFee+21wYMHGzt37tx56NChGzZsyMjI6NChw9y5cwcMGGBvb5+WlnbmzJn58+dLS1wbNGgwduzYZ/lcz0Kr1S5fvnzgwIEGg6Ffv36jR4/u379/jRo14uPj//Of/2zfvl0IYWtru2zZshIPzp49+9ChQ0KI1atXjxkzxng9PT29xI540r6BQoibN2+GhoYarysUio4dO0rtoUOHzp0799atW9Ls1EmTJvn4+BQUFBw5cuTbb7+V9gccPXp0586dn/tXAADwkklJSZk7d+6WLVvu3LljpzAPMHd/y6ZJc1UNtqh7ddRR2qy17jQi6VD9+vVjYmLK3AgFAABUJkX5ax6fuzlz5sycOdPDw+PatWsl9uOfP3/+tGnThBDvvPPOpk2bSj+7ZcuWd955R6VSpaenP8UWGytWrFizZk1UVNRTFy8rP//88+jRo3U6nfGKQvF/vpv29va7d+9u06aN8cqCBQukQG3ZsmXjxo0rPebixYsnTZokhFi0aNEXX3whXdyzZ0/v3r2NAai9vX16erp0/OiwYcOCgoKWL19unOxmZ2c3ZMiQVatWTZkyRZpVt27duuDg4N27dwshpF/YGs+NtbW1DQ0Nbdq0afEa8vLyhgwZIsVeErVaXTxp9fT03Ldv34s+ffWxli1bNmnSJOnrUIKdnd3WrVtLJ2VdunQpM7A7fvy4MZ4un5mZWfHveERERNeuXR81b3TIkCFBQUHSibEAAJSWkZGxcOHCjRs3xsbGWgqVv9qlh7n7m+paasHhA6+oa0Vp72cedqjreuXKFX6EAADAtCr7BzJpXlXv3r1Ln55pXNrZrVu3Mp/t0qWLEEKn0xlPQniVjRw58syZM++++66dnZ10xZjWubq6Tpw48fLly8XTuqf21ltv7d6928fHR/pjampqUVFR8+bNg4KC1q9fr1AoPvzwQ+Oy0PT09NLLKH7//fd58+a5ubnl5eVJaZ1arQ4MDDx79myJtE4IodVqt27dGhwc7OvrK/2kaEzrPD09v/7668jISJOndUKI8ePHHz9+vGfPnsX/JtvZ2Y0cOTI6Orpy5rW1aNHi7NmzQ4cOLbFF4Jtvvrlly5aNGzfyozYAoLSCgoLFixd7eXlVq1Zt8bwFXneKllr6HrXrt8CqbUe1C2ndq8zLrNq/bfySb8Y3bty4/FPFAADAi1bZM+wCAgIOHDiwcOFCaSZXcUVFRRqNpqioaP/+/V27di3zcY1GU1BQEB4e/uabbz7pq1+yGXZGBoMhISHh7t27eXl5lpaWbm5uTk5OZfaMi4u7efOmEMLT09PV1bV0h/j4eGkxZr169UrvRpeYmBgfH6/Val1dXR0dHUs/m5iYWLt2bXd3dyFE8Rl20n5qer0+Pj7+7t27Go2mbt26tra2j/1omZmZcXFxaWlpGo2mTp068jwgWDrWNj09vUaNGu7u7uUsITl//vzDhw+FEF5eXrVr1zZeL70k9lGKL4ktTqfTxcTEpKamWltbu7u7V69e/ck/BwDg5bdhw4Zly5adP39eUWR4U13zLfM6/moXK458xf91XpcyOivUs7H3X3/9ZepaAAB4dVX2BBxpyk96enrpW7m5udICw0ftNKfX66VbbKtRnEKhcHNzK52vlebu7i6laY9S/jguLi4uLi5P+qwxEVYqlXXq1KlTp85j6zSysbFp2LBhxfubhJWVlfFM3vI1adKkzOt2dnbPeJqtSqV6xtNFAAAvsaNHj86aNSs8PLywoKCJynGKpml3c/fqCo2p64JMNVE5rrLuOCYqtHXr1qdOnTJ1OQAAvKIqe9WDs7OzEOLq1aulb126dKlEo4SrV69K6U/p6V0AAAAoLjk5+YMPPqhevXrHjh1jj54dY9Zgr13vDTZd39W8RlqH8jVX1Vhh3eH8mbO9evUydS0AALyiKjuwa9GihRAiJCSk9D508+bNkxrr168vcy//oKAgIUS1atWeaJYWAADAK2XDhg3e3t41a9bc9FNQ11zH9TZdQmx7jtY2dFFam7o0VBltVM7zLNvs3r37k08+MXUtAAC8iio7sOvfv79KpSooKAgMDAwNDZWCudjY2DFjxvz+++/Vq1fv2bPnhQsXPvvssxKZ3datW5cuXSqE6Nmzp0KhqOSyAQAAZC46Ovqtt94yNzd/b9hwx+tpiyzfDLPrN9OyZTOVHDeBhfx1M3cfb9Fk5cqVa9asMXUtAAC8cip7D7tatWp9/PHHy5cvj46O9vf3V6lUarU6NzdXuvvBBx+0adNm9+7dq1atOnDgQN++fZ2cnFJTU0NDQ//8808hhFKpHDduXCXXDAAAIFt6vX7x4sUrVqxISEhwUVqN1bze17Kuk9LC1HXhZfAPrXeCPnvMmDGenp7+/v6mLgcAgFdIZQd2QogFCxZcvnx5//79QgidTqfT6aTr3bp1++abb9Rqde/evXfu3BkTE7No0aISz06fPl1aVAsAAPCKu3bt2vjx4w8cOKAv1PmpXaZb+/mqayoFCxHwPM2wbHEnK7t79+6XLl2qV6+eqcsBAOBVUdlLYoUQWq129+7dy5cvb9y4sVqtNjMza9So0dKlS3fu3KlWq4UQmzdvHjlyZIl1r9bW1kuWLJkzZ07lF4ynMHr06CNHjhw5cqR79+6mrgUAgJdNUFCQp6dn/fr1/9obNkb1+gG7Psut27dX1yKtw3NnJhRLrHw9iiybN2+ekZFh6nIAAHhVKKRzV01FenuZe9Jdu3btjz/+SExMtLKyatCgQbdu3apVq/Ys71qxYsWaNWuioqKeZRAAAABTycrK+uc//xkUFJSamtpUVWOoxquLuZsZIR1evGR97pDM/eaujrdu3VIqTfArfwAAXjUmWBJbXDnHR3h5eXl5eVVmMQAAAPJ06tSp8ePHnzp1ytJg1te87mDbNz3MbExdFF4hTkqL7607vBd/yN/fPywszNTlAADw8pPX78f0en1WVlZBQYGpCwEAAJCFlStXurm5tWnT5v7pSzO0zQ/b9Z1i2Yy0DpWvgVn1hVZtjx89Nm3aNFPXAgDAy8+UM+wMBkNERMSuXbvOnTt39erVxMTEnJwc6Za5ubm9vX39+vV9fHx69OjRpUsXjUZjwlIBAAAqU0ZGxqxZs9asWZOTld1a7TzFukNHtQtrX2FaHdUuY7QNFyxY4Ovr27NnT1OXAwDAy8xke9gFBwfPnDnz8uXLFelcvXr1yZMnf/755xYWFk/9RvawAwAA8mdc/WplUA3Q1H1X85qL0trURQH/oxeGT7KOnlI+iI2NdXZ2NnU5AAC8tEywJFan033wwQeDBg0qkdaZm5tXq1atZs2ajo6O1tb/5wfThw8fTp06tW3btomJiZVbLAAAQCX57rvvXF1di61+7fOFRVPSOsiKUigWWLV1KlS3bNlSr9ebuhwAAF5aJgjs5syZs3btWqnt5+f33XffnT59+v79+/n5+Q8fPkxKSrp//35mZmZOTs7ly5d/+eWXYcOGabVaIcT58+e7dOmSl5dX+TUDAAC8IBkZGR9++KGlpeX4z8e5Jxd9b91hu+1bgzSeFgoTHw4GlMlWYf6ddfuUhKS+ffuauhYAAF5alb0kNjEx0cPDQ6fT1apVa8uWLe3atavIU/fu3RsxYsTevXuFEDNnzpw1a9ZTvJolsQAAQFYOHDgwderUc+fO2Qnz/pq6gzWv1VZamboooEJ2Fdyekv3nsmXLxo0bZ+paAAB4CVX2DLvg4GCdTic1KpjWCSGcnZ137NjxxhtvCCHWrVv34soDnpTBYEhISIiIiDh37lxSUpJpBzx58mRoaOjRo0efvQwAwItTUFAwbdo0R0fHgICA3L9uzbFodciuzwSLN0jrUIX0Mvf4u8Zr4sSJZ86cMXUtAAC8hCo7sIuMjBRCNG3a1NfX94ke1Gg00q/vYmNjExISXkhxwJPIzMycOnVqnTp13NzcWrZs2bx589q1a9evX//bb78tLCys5AGTk5MDAwPbtm3r7+8fEBDwVB8IAPDCRUdHBwQEWFlZLV2wsF2m7a82AVtsu/XT1NUozExdGvDEJlk2fUPp0KlTp6ysLFPXAgDAy6ayA7t79+4JIby8vJ7i2UaNGkmN5zKPCXgWMTExPj4+CxYsiI+PL3792rVrU6ZMadu27cOHDyttwJCQkEaNGu3cufOJ3ggAqDR6vX7x4sVubm6NGjW6fOjPz9U+h+z6zLVq00jlYOrSgKenEsolVr7aHJ2fn5+pawEA4GVT2YGdhYWFECI7O/spns3JyZEa5ubmz7Mm4AllZGS89dZbcXFxQojmzZv/8ssvUVFRf/3119q1a6Uw+uzZswMGDKj4BpFPPWBWVtaoUaP69OmTnJzs6uqqVquf5+cEADyz2NjYYcOGWVpafjlpsts93RIr3z12vUZqX6+m0Ji6NOA5qKG0WGTlG3n23FdffWXqWgAAeKlU9uljtWvXFkKcPHmysLDwScOFsLAwqeHq6vr8KwMqbOnSpdevXxdC9OzZc9u2bcYEuUmTJgMHDuzYseNff/115MiR4ODgQYMGvbgBc3JymjRpcvPmTSFE//79165d6+bm9nSrcQEAz5der1++fPny5ctjY2NrK61Ga+r3s6vrpLQwdV3A89dS5fS+9vV58+YNGDBA2nIaAAA8u8o+JXbHjh39+vUTQsyePfuf//xnxR+8detWixYtUlNTW7VqderUqad49StySmxRUdGxY8eEEI6Ojj4+PtLF1NTU27dvm5mZubu7V69evcQjaWlpt2/fLigo8PDwcHJyKn98g8EQGxubnJysUCicnJzq1KlTkary8vJu3ryZlpamUqlq1Kjxt7/9reLF5+XlxcXFpaSk2NnZeXl5mXwSWWFhoZOTU1pamlarjY2NLf0VO336dOvWrYUQzZs3j4iIeHEDpqSk1KhRw8LCYtmyZR9++KEQwtraOjs7W6PR5OXlPePHBAA8naioqClTphw8eFBfqOugrj1Q49lOXUspFKauC3iBdEI/PPNggq3h3r17KlVlTwgAAOClVNn/oHbv3t3d3T0uLm7mzJn37t2bMWNGrVq1yn+ksLBwy5YtEyZMSE1NFUJ8+umn5fc3GAzx8fHSWbTFPXjwQK/XP0vxVYLBYPD39xdCBAQE7Nu3Lzo6+osvvti/f7+UzCoUih49eqxYsaJu3bpCiEuXLk2aNGnv3r3Gr4yvr++qVasaN25ceuTExMS5c+du3bo1OTnZeNHZ2XnAgAHTpk1zcXEps57g4ODvv/8+PDy8qKjIeNHe3n7w4MEzZ84sEU6VKP7u3btfffXVpk2bjDsZW1hYDBs2bOHChXZ2dhX5aly+fFnaNrGC6tev/9i/kEePHk1LSxNC9O/fv8x8s1WrVo0aNbpw4cLZs2cTEhIeOyH0WQZs3Ljxpk2bXn/99cd+NADAC6XT6ebPn//DDz/cuXPHRWk9VvN6X0um1OFVoRLKRVZvDni4t1evXnv37jV1OQAAvAwqO7DTarVr1qzp2bOnTqdbtWrVmjVr2rZt26ZNm7p167q4uFhZWWk0Gp1Ol5eXd//+/bi4uHPnzoWGhqakpEiPDxw4cOjQoeW/IjQ0tFOnTmXesra2fs6fR35UKpWZmVlRUVFOTs6lS5fatWuXnp5uvGswGPbs2XP58uXIyMhr164FBARIUZFReHi4n5/fxYsXS+RWBw8e7N+/f2ZmpvRHS0tLvV6fl5d37969VatWbdy4cceOHSX2GzYYDCNGjFi/fr3xikLxvxmdqampq1at2rp1a1hYWP369cssPj4+vl27dtK2bka5ubn//ve/z507d+LEiYpMtZs7d+7GjRsf281ozZo1o0aNKr/PkSNHpIaULZbJ39//woULQojDhw8PHz78BQ1YrVq106dPazTsggQApnTy5MkpU6aEh4crdPpO5q6zrf1bq52ZUodXjYvSeqZly0n79q1du/axP00BAIDHquxDJ4QQAQEBO3fulBZmFhYWHj16dOHChWPGjOndu3enTp18fX07duzYrVu3oUOHTps27bfffpPSOoVC8emnn/7666+PHd/Pz+/27ds3Spk5c2YF129WdWZmZkKInJyc9957r0aNGjt27EhLS3v48OG2bducnZ2FELdu3Vq9evWwYcPs7OyCg4NTU1PT09P37Nnj4eEhhHj48OGyZcuKDxgdHd2rV6/MzEwzM7OpU6fGxcVlZ2fn5uZev3593LhxCoUiPT09MDAwNja2+FOrV6+W0jo7O7uff/45KSmpqKgoNzc3PDy8c+fOQoh79+69++67JRZlS8Xn5uYOGTIkLS1t8eLFN2/ezMnJiYuLW758uRRORUREbNiw4UV+Cctz+fJlqVHmPERJkyZNpMaVK1de3IAqlYq0DgBMJSsr64svvqhRo0bbtm3jj0eOVzc6XK3vEivftuqapHV4NfUwr9NPU3fs2LEljrwHAABPobL3sDNKS0tbtmzZhg0bpC3zy2Fra9uzZ88pU6aUE2dUxCuyh50QQqvV5ufnKxSKGjVqnD9/vmbNmsZbW7Zseeedd4QQSqXS1tb2/Pnz7u7uxruHDx+WojQfHx9pPpfE19f3xIkTQoiNGzcOGTKkxOuWLl06ceJEIcSgQYM2b95svO7l5RUTEyO9dODAgcUfyc/P9/b2lr71J06caNu2beniNRpNeHh4s2bNij84b9686dOnCyH69OmzY8eOx34pEhISSkwhLJ+Li0vpPf5KaNKkifS3KCkpqfjXtrj9+/d369ZNCPH2228HBwdX2oDsYQcAlWDPnj0zZ848d+6cxqDspnYfoKnbVFXD1EUBspBr0A3K3FfkUq3E73EBAMCTMtmmsNWqVZs9e/bs2bOvXLkSGRl55cqVO3fuZGdn5+TkqFQqa2tre3t7Ly+vhg0btm7d2nhoJirOYDBMmTKlRAD01ltvSQ29Xv/5558XT+uEEH5+flZWVtnZ2deuXTNejIyMlNK6Tp06lU7rhBCff/75d999Fxsbu3379pSUFEdHRyFEUVHRhAkT7t+/n5KSEhgYWOIRjUYzYMCARYsWCSFOnTpVPLAzFj9+/PgSaZ0Q4u2335YCu4sXL1bki+Dq6vrczxQ2JoAODg6P6mO8VZG48LkPCAB4EVJSUqZPn75p06aMjIyGZvYztM3fMq9jrTDxUUiArFgoVIutfIfE7x8xYsS6detMXQ4AAFWY6U9xatCgQYMGDUxdxcupT58+Ja5YW1s7ODg8ePBACNGrV68Sd5VKpaur69WrVwsKCnJzcy0sLIQQe/bske6+/fbbZb7FzMysV69eK1euLCwsDA8Pl15qZmY2ZsyYcmpzc3OTGsYNCkt49913S1+sV6+e1JBOIDGJ7OxsIYRSqSxnEz2tVis1jMdlVOaAAIDn69dff503b97Fixethbq3uUd/2zcbmD1mOjbwyqpvVm28RZNv169/7733ytmfFwAAlM/0gR1eEHNzc+ko2BKsrKykwK74aQ/F70qN/Px8KbCLiIiQrmRnZ4eGhpb5LpXqf3+Rzp8/XzolNBgMsbGxd+/ezcrKMp7eK62WFUKUPs9XCKFUKr29vUtfNzMzs7CwyM3Nzc/PL7OSSiAVLO219yjGL0iZn+5FDwgAeC7i4+MnT54cEhKSm5PTXOU0z7JNgNpNoyjv/64BCCH+rqkfVninb9++9+/fZ6EMAABPh8DupfWoI3EVCkU5HYx3je7duyc1Jk2a9NiXlpguFx0d/e2334aEhGRkZDz22eKsra0fFWAplSY4KaU4S0vL9PT0wsJCvV7/qGKMW8gZA9DKHBAA8Ix++OGHJUuWXL9+3V6hfUfztwG2dT3MbE1dFFBlKIT42rJ1v4w/AgMD9+7da+pyAACokqpMYJeZmZmYmCi13d3dLS0tTVuP/JWO3p60gyQzM7PiLy0ezG3cuHHkyJGFhYXSH11cXJycnGxsbKT33rlzxzjJ7qlrMwkbG5ukpCQhRFZWlq1t2f/9Zly4amNjU/kDAgCezrVr1yZPnrx3797C/IK26pofWbXzN3dRCxP/ogioimoqLadbNp+yb19wcHCJw8cAAEBFVJnAbt++fcZ/7I8cOeLn52fScl4hxt3TShznWr4bN268//77Ulo3bNiwOXPmeHh4FO/www8/jB079rlWWobvvvvu6NGjFe8/duxY6Zzccri5uUmHciQkJJS5blcIER8fLzVKHOtROQMCAJ6ITqdbsmTJypUr4+PjnZWWI81f62dX10XJjGbgmfQy9zhcmDB8+PBu3bo96leSAADgUapMYAdTqVatmtR4onMeVq9eXVBQIITo06fP+vXrS3eQTlp40U6fPr1169aK9+/evftj+zRo0ODQoUNCiJiYmEfla8Zjdh/V4YUOCACooMjIyOnTpx88eLCoUNda7TzOyreLuZuZkO8sb6Bq+cqyZf+MPwICAk6ePGnqWgAAqGKqTGCnVCqNm5rJeb3ky8fb2/vgwYNCiOjo6J49e1bwqVOnTkmNR02ju3z58nMpr3yvv/56x44dK96/Vq1aj+3TqlWrlStXCiGMR+KWdvz4canRpk2byh8QAFC+tLS0WbNmbdy4MSUlxcPM9jPzhoGWf3NQak1dF/Cyqa7QzLZs9dGpsFWrVn300UemLgcAgKpEYTAYTF1DJVmxYsWaNWuioqJMXcgLp9Vq8/PzHRwcShwBIfHw8IiNjRVClPmtb9GixdmzZ4UQDx8+lObWbdq06d133xVCtG/f/lHLS5OTk21tbY2LZ4UQjRo1io6OFkJcuHDBx8enRP+srCxXV9f09HQhxJdffrlgwYISxdvZ2aWlpZX5Lmtr6+zsbCsrK+O2bpXswYMHzs7ORUVFHh4eN27cKH1MRFJSkru7u06nc3d3l77UlTag9MXRaDTGQyoAAMX9/PPPS5YsuXTpkqVQBajd+mnqNlPVMHVRwEtuVs7p3/VxsbGxFfnNKAAAkLCPMh4jMDDQzs5OCHHs2LEyAzuDwdC3b18HB4c+ffrk5uZKF6tXry41EhISSj8ybtw4Ka0Txc4/rSocHBwCAwOFELdv316zZk3pDjNnztTpdEKIUaNGmWRAAEAJZ8+e7dWrl1ar/cf771tevf+NZetQu75fW7UmrQMqwWSLZs5FGn9/f1MXAgBAVUJgh8ewtLScPHmy1H7nnXciIyOL383Kyho2bNiff/6Zk5OjUCgsLCyk68aVm8uXL9fr9cb+eXl5H3300U8//WRcKnvlypUX/hmetzlz5kgLtMeNGxcUFGScq5ifn//VV19JoVutWrUmTJhQ/KnIyEgfHx8fH5/SR6Y83YAAgPLdunVrxIgR9vb2LVq0+OuPsH8oXttr1/tnm859zP9moagyu4IAVZ2lQjXPqk3M1WuzZ882dS0AAFQZ8loSq9frc3JyzM3Nzc3Nn/vgLImVPOmSWCFEUVFRr1699u7dK4RQqVTdu3dv1qyZEOL27dshISHS2lV3d/c///yzdu3a0iPXr1/38fHJz88XQrRs2bJPnz6WlpYxMTFbtmx58ODB6NGjZ86c6eLiIoRQKBSffvppvXr1Ro4caWNjI/8lsZLip9y6ubk1btxYp9NFREQ8ePBACKHVao8cOVJiv7njx4+3b99eCOHs7Hz37t1nH3DixInSN8vo2LFjer1eoVB06NCh+PV//OMfw4YNe/ZPDQBVQlpa2jfffPPf//43KSmpukLT3dy9p7lHE5UjO+ACJrQ4N/KXwpgbN27UqVPH1LUAAFAFmPLXywaDISIiYteuXefOnbt69WpiYmJOTo50y9zc3N7evn79+j4+Pj169OjSpYtGozFhqa84MzOzkJCQqVOnrlixoqCgYNeuXbt27SreISAg4KeffjKmdUIIT0/PdevWjRgxIj8//8yZM2fOnJGuK5XKCRMmLFq0SKlUBgYGhoSEGAyG7777TgjRv39/Gxubyvxcz2LMmDFWVlafffZZWlpafHx8fHy88ZaXl1dQUNCTng7xFAOeP38+LCys9FAGg6HE9S5dujxRMQBQFSUnJy9YsGDr1q3x8fEWwqyT2vUt646+6lqc+grIwafaxmGFd7p06RITE2PqWgAAqAJMFtgFBwfPnDnzUUeFFhQU3L179+7du2FhYStXrqxevfrkyZM///xz44pLlKNDhw4FBQXSxnOltWnTxsPD41HPNm/e3NraWgihUv2fvxtqtXrx4sUTJkwICQk5depUcnJyYWGhg4NDw4YNe/bs2bRp09JDDR48uG3btkFBQZGRkTk5Oc7Ozt7e3kOHDnV1dZU6bNmyZenSpdJ5sm+88YaDg4OxeKmGMrVv3z43N1cOfxOGDRsWGBi4bdu28PDwO3fuqNVqNze37t27d+vWTa1Wl+5vZ2cnHVlrb2//XAZs0qSJtLfdY/GrbAAvsfj4+Hnz5oWEhNy5c8dKoe6grj3O0reDurZWYWbq0gD8fxqF2TeWrYddPzhr1qxZs2aZuhwAAOTOBEtidTrd2LFj165dW+K6ubm5paWlVqvV6XR5eXmlFzw2adJk9+7d0jrKp/DqLInF/2PvzuOiqvf/gX8+55yZMyv7IoKgiIq5obkg7rlwC+0m6r3d1EzbrNuerZZaVmZW1uVqpmmLlrmby1VxR1JEkd1ARIRhEYZ9GWZj5vfHuXe+/EQIEeawvJ5/9Dic8zkzrzHxM/OezwIAAJ3e0aNHv/nmm+jo6NLSUgcqnSTxnirtMZrrxqNOB9COfVGb8JPpWkZGRq9evcTOAgAA0K6JMMLuww8/tFXrJk6cGB4eHhwc3KtXLzc3t/rNamtrs7OzL1++HBkZuWvXLr1en5iYOGXKlPj4eJlMZv/YAAAAIK7y8vL1uIA9mgAAIABJREFU69fv3Lnz6tWrJpPJl1E/KPGaqBoyQuLBYR8tgI7gBdmgM6a8qVOnXr9+XewsAAAA7Zq9R9jl5eX17NnTbDZ7eXnt3Llz7NixzbmrsLDwiSeeEDY9WL58ectG0WOEHQAAQIdjNBp//vnnX3/99fLly6WlpRLCDJd4jOO6j5d078l2mJVPAcAm0Vw8v+rEe8vex6axAAAATbB3we6rr7569dVXCSHR0dFjxoxp/o0GgyE4ODghIcHPz+/mzZsteGoU7AAAADoEo9G4b9++nTt3nj9/vrCwkFitfVinYInnKM5zBOepoGJumQUA9+7L2oQfMTEWAACgSfZ+yxsfH08IGTp06F1V6wghPM+/8sorTzzxRHZ2dm5urm3jAgAAAOgESktLt23bduDAgcTExJKSEqvV6suox0o8ghUhIyUeLhSrYQB0Hv/ExFgAAIA/Y++CXWFhISGkb9++Lbh30KBBwkFBQQEKdgAAAB1dTEzMr7/+GhUVdf369aqqKobQQNYplHMfpug3jHN3Z8TfEBwA2gJP2Y8UwfMyj7///vsrV64UOw4AAEB7ZO+CnVwuJ4TU1NS04F6dTiccSKXS1swEAAAAdlFQULBjx47jx48nJCTcunXLYrE4UOlgznU+1zNI5TaEc1VSidgZAcAeBnOuC2X9V61atWjRIkyMBQAAaMjeBbvu3bsTQmJiYkwmk0Ryd2/Kz549KxxgeB0AAECHoNfrf/vtt4MHD166dCknJ0ev17OEBrCOYzm3IfKRg1nXnqwDFTskAIjiednA06bcadOmZWRkiJ0FAACg3bF3wW7q1Knr168vLi5etWrVsmXLmn9jVlbWl19+SQgZOXKkq6trmwUEAACAexIXF7djx46zZ8+mp6dXVFQQQrwYxWDO7WG2/0C1ywDWRY5dIwCAEJ6yKxWj5l8/sXLlyvfff1/sOAAAAO2LvXeJ1ev1/fr1y8nJIYQ8//zz7733npeXV9O3mEymnTt3vvbaa0VFRYSQrVu3zps3r4n2GRkZy5Ytq6uru+389evXb926lZ+ff2+vAAAAAP4/lZWV27dvP3z4cFxcXGFhYV1dnYpKBrIugzm3wZzrQNbVjcGWEQBwZ5/Xxm81ZWRlZfXo0UPsLAAAAO2IvQt2hJDIyMiwsDCz2UwIkUgko0ePDg4O9vf39/b2ViqVPM+bzWa9Xq/VanNycq5cuXLmzJni4mLh3jlz5uzcubPpx9doNJ9++qnw+PWlpKTk5ORoNJq2eFEAAABdytWrV7du3Xry5Mn09PTKykqG0N6swxDObQjrNohz9WcdGIKprgDw5wzWullVR6W9u6Wnp4udBQAAoB0RoWBHCDl69Ohjjz1WVlbW/FsopS+88MLatWtZlm3Zk0ZERGzatCkpKalltwMAAHRxcXFx33///enTpzMzMw0Gg4Jyg1nXIM59COc2lHNTYb8IAGiReLN2QdXJjz75+J133hE7CwAAQHshTsGOEFJeXr527dpt27bduHGj6ZYODg5hYWFvv/324MGD7+UZUbADAAC4W3FxcRs3bjx16lR2drbJZHKi/DDOfYTE437OPZB1xjA6AGgVq3VXttdl3rx509vbW+wsAAAA7YJoBTubtLS0+Pj4tLS0/Pz8mpoanU7HcZxKpXJxcenbt++AAQNGjRollUrv/YlQsAMAAGiOzMzMDRs2HD169Nq1a0aj0ZnyIyWewzmP4ZxHAOuIEh0AtDq9tS688ogqsEdqaqrYWQAAANoF8bdpCwwMDAwMFDsFAABAl6bT6b777rtff/01MTFRp9MpKDec83iZGxDs0K0v64QiHQC0KRllP1SOXHT11Oeff75kyRKx4wAAAIhP/IIdAAAAiOX48eObNm2KiooqKipirGQw57ZQ0jtY7TmYc2Mx3RUA7Gg45/EPvs8777wzf/58T09PseMAAACIDAU7AACArqWoqCgiImLfvn3p6elms9mbUU2QdAtR9gnmumHjCAAQ0SvyIWcr8ydPnpySkiJ2FgAAAJGhYAcAANAl7N+/f/PmzefPny8tLeUpO5LzeEM6ZKzSy49Rix0NAIAQQuSUW6kc9WTqqc8+++zNN98UOw4AAICYULADAADotPLy8r7++uuDBw9mZGTU1dX1ZB0e4rzGqQYP5zx4yoqdDgDgdiM4j3/wfZYuXTp37lzsGAsAAF0ZCnYAAACdisVi2bNnz/fff3/hwoXy8nI55UZxnnP4oWMlXt6MSux0AAB/4hX5kHOVBVOmTPnjjz/EzgIAACAaFOwAAAA6g4yMjIiIiCNHjty4ccNisQSwjo9IvMaoht4v8ZASRux0AADNJafcR8pRT6Sd/OSTT959912x4wAAAIgDBTsAAICOSq/X//DDD9u3b79y5Up1dbWaSkdLPOfLho+ReHVjFGKnAwBooWGc+zxZ32XLls2fP79Hjx5ixwEAABABCnYAAAAdzPHjxzdv3hwVFXXr1i1qJfdxznM5vzFqryGcG0uo2OkAAFrBy7IhUaaCyZMnX7t2TewsAAAAIkDBDgAAoANISkrauHHj8ePHb9y4YTabvRnlGEm30YqQYEk3RyoVOx0AQCvjKfuxYtT8jBMrVqxYsWKF2HEAAADsDQU7AACAdio7O/vbb7/9z3/+k5aWZjAYHKh0BOfxN2nQaGU3P0YtdjoAgLY1hHNbIAv86KOPFixY0KtXL7HjAAAA2BUKdgAAAO1IVlbWli1bjhw58scff+h0OjnlhnHuL3D9Rzl4BrLODGa8AkBX8oJs0FlT3uTJk2/cuCF2FgAAALtCwQ4AAEBkV69e/emnnyIjI9PS0mpra+WUC+LcnuQCRqg9BnGuEuzxCgBdFU/ZjxXB87KOL1my5PPPPxc7DgAAgP2gYAcAACCC06dP//LLL1FRUTdv3jQajQrKDeXcn+H6jlB7DORcOBTpAAAIIYQM4lwXywd++eWXc+fOHTp0qNhxAAAA7AQFOwAAAHvQ6XS//vrrwYMHL1++XFBQUFdX50Jlwzj3mZKBw2TugawzNngFALijZ2QDok0FU6dOLSoqYhh8nwEAAF0CCnYAAABt5erVq7/88svJkyf/+OOPiooKSkgv1mEE5zaMHz6Uc+vJOogdEACgA2AJ/UQZPLv06N///vddu3aJHQcAAMAeULADAABoNTqdbs+ePQcPHrx06VJeXp7JZJJTbgDr8jfOJ0g1JIhzd6RSsTMCAHQ8foz6TfnQD3bvPnz4cFhYmNhxAAAA2hwKdgAAAPfk/PnzO3fujI6OzsjIqKysJIT0ZNWDWNd5kiFD5G59WSfMdQUAuHdz+ICzpvy//e1vWq1WoVCIHQcAAKBtoWAHAABwdzIzM3fs2HHq1KmUlBStVmuxWByodBDnOpf1HaRyHcy5OlFe7IwAAJ3QB4qRMyuPTJ069ffffxc7CwAAQNtCwQ4AAOBPFBUV7d69OzIyMiEhIT8/32QySQjTj3N6gHUdLPcfxLr4sQ4YRAcA0NZcGdkHypEvno/asGHD4sWLxY4DAADQhlCwAwAAuJ1QoTtx4kRSUlJubq7BYGAI7cU6BLEu8yRDBspc+nHOUoKdCgEA7G2SxHsW3/ull17661//6uXlJXYcAACAttIJC3Z1dXWJiYlWq/W28xqNxmQyiRIJAADauaysrD179kRFRSUnJxcUFAgVOj9WPYB1mcUOuE/t3J91VlKJ2DEBAIC8JR92qbJozJgxN27cEDsLAABAW6ENC1sdXVRU1MSJE+/4utRqtbAcOAAAdGUWi+Xs2bNHjhyJjY29du2aVqs1m80cYfxZh/6sc3/OOZBFhQ4AoP26Wlc2rzJy3qInNm/eLHYWAACANtEJC3aNiYiI2LRpU1JSkthBAADA3rKysv7zn/9ER0cnJSVpNJrq6mqr1aqikj6sUz/WKZB1vo9zDmCdMMsVAKCj+NlwbZUu7sCBAzNmzBA7CwAAQOvrhFNiAQCgiysuLj569OjZs2eTkpJu3LhRVlZWV1fHEOrDqPpxTpPYnn2VTv1YJ29GhZ0iAAA6qMf4vrGmwjlz5uTm5rq5uYkdBwAAoJWhYAcAAB1bUVFRZGRkdHR0YmJiVlZWaWmpsGKpByPvzTpOZ916y3r3ZZ16M44yyoodFgAAWgclZKVy1JzKo2PGjElPTxc7DgAAQCtDwQ4AADoSjUZz/Pjx6OjolJSUmzdvlpWVmc1mQog7Iw9gHacwjgES394yxwDW0YFKxQ4LAABtyIFK1yjHPH7txPPPP79+/Xqx4wAAALQmFOwAAKD9unbt2rFjxy5evJiSkpKbm1teXl5XV0cI8WIU/qzjg6yLv7RXb7lDb5TnAAC6pMGc6yvyIV9s2PDII49MmzZN7DgAAACtBgU7AABoLxISEk6cOBEbG5uampqfn19ZWWmxWBhCvRllb9bxftbDXxYQwDj2Yh2wfysAAAgWyAJjzYWPPPJIfn6+k5OT2HEAAABaBwp2AAAgjpiYmFOnTsXGxqanp+fl5Qk7t7KE+rLq3ozjWNY7QH5fL9bBn3HgsfYcAAA0ghLysTJ4duXRsWPHpqSkiB0HAACgdaBgBwAAbc5sNp87d+7MmTOXL1++du1aQUGBTqezWq0SwvRkHfxZhwfYnr0VDr1ZRz9WLSGM2HkBAKAjcab8GmXIotRTixYt2rJli9hxAAAAWgEKdgAA0MoqKysjIyN///33xMTEzMxMrVZbW1tLCJFR1p9xCGQdw9je/krH3oxjD1bFEip2XgAA6PCGce5vK4Z99P33ISEhTz31lNhxAAAA7hUKdgAAcE/i4uKioqLi4uLS0tJycnLKy8tNJhMhxJFKe7EOI1jHXkygv8rBn3XozigZlOcAAKBtPMr3Sasre/bZZ++///6hQ4eKHQcAAOCeoGAHAADNdfXq1aioqMuXLwu1uZKSktraWmHhOW9G1ZNVP8S6+kl6+sscerOOzpQXOy8AAHQtSxXDM6sqx48fr9FosAEFAAB0aCjYAQDA7XQ63cWLF2NjY4U5rbm5uWVlZXq93mq1UkK6MQpfRh3Mqv2Yfj2UKn/GwYdVYeE5AAAQnYQwa5Vj/151bPjw4devXxc7DgAAQMuhYAcA0KWlpKTExMQkJCSkp6fn5ORotdqqqiqz2UwI4QjTnVH2YFXjGFUPxrOHUuXLqH0ZFfZsBQCAdsuNkf1LNe7xGyfCw8P37t0rdhwAAIAWQsEOAKBLqKysPHfuXGxsbEpKSlZWVkFBQXl5uV6vF666UFkPVhXAKCcw3X2kSh+5yodRemHJOQAA6IAGsC4fKEa+vW/f559/vmTJErHjAAAAtAQKdgAAnU1xcfHp06djY2OTk5OzsrKKioqqqqrq6uoIITxlfRiVD6O6j3HwYbv7qFQ+jMqHUcopugMAAOg8pkt7ptWVvfnmm/fff/+kSZPEjgMAAHDX8AkNAKADq66ujoqKio6OTkpKyszMLCwsrKysFGpzDlTqy6p6M+qJjHcPmaoHo/Jl1B6MXOzIAAAA9vCaPOh6XUVoaGhSUlJgYKDYcQAAAO4OCnYAAB2DxWKJiYmJjo6Oj49PT0/Pzc0tLy83mUyEEAXlejLqnqx6AtPdT9bPj1H7smps0goAAF0ZQ+iXyrELq04OHz48MzPT09NT7EQAAAB3AQU7AIB2x2w2X758+cKFC/Hx8RkZGTk5OaWlpcJ6cxxhfFhVT0Y9hHX1k/T0k6l7Mg4YNwcAANCQgnIb1BPnVR4fMGDAzZs3VSqV2IkAAACaCwU7AAAxpaWlXbp0KTExUdik9datW+Xl5UajkRDCEips0jqeUfdku/mpHPxYlTejYrERBAAAQPM4U36jeuK8shODBg3KzMxkGEbsRAAAAM2Cgh0AQNsym81Xr15NT09PSUnJzMzUaDT5+fllZWXV1dUGg0Fo40Cl3oyyO6MMYp19Od8eUlUPVtWdUXIEnysAAADuiTej+kY14YnskyNGjIiLixM7DgAAQLOgYAcAcE8KCgquXbuWmZmZk5OTl5dXWFhYWFhYUlJSWVlZVVVlNBotFovQkqesF6N0p7L+jMKT8XRne3qrlN0ZZXdGqaIScV8FAABAJxbIOv9LNW7xlTPTp08/dOiQ2HEAAAD+XHsp2OXn5+fl5VVXV9fU1EilUrVa7eLi4u/vL5HgQywAiCMvL+/atWtZWVnCmLjCwsLi4uKysrLy8nKdTqfX6+sX4wghcso5U96VkTlTfiDl3Rh3N6aHi1zmycidKe/OyB2oVMSXAwAA0JWN5Dw/VYYsOfyfZ5999ttvvxU7DgAAwJ8Qs2CXk5OzY8eOQ4cOxcfHV1VVNWwgkUj69u374IMPzpkzZ+TIkfZPCACdlW2aalpaWk5Ojkaj0Wq15eXllZWVNTU1RqOxrq7O1pinrBPlnajUmfJ+jGwIVTpRFyeGd5RLnSjvwvAuVOZMeZ6yIr4iAAAAaNo0aY93rfd/tHGjRCL597//LXYcAACApohTsKuurn7rrbc2bdpkMpmaaGYymVJTU1NTUz///PPQ0NC1a9f279/fbiEBoKO7du1aUlJSSkrKzZs3s7OzCwsLS0tLKysrDQZD/WmqLpT3YBTOlPdjeDfq4UxlLjLeifIujMyZ8k5UKqftZTAyAAAA3ItH+T51xLpq3bra2trNmzeLHQcAAKBRInwKLS4unjp1akJCgu2MSqXy8/Pz9vZWKBQymcxsNuv1+qKiIuEDttDm2LFjwcHBe/funTx5sv0zA0C7lZKSkpSUdPXq1WvXruXm5gpVuZqaGtv3ATxlPajcg5H3YhQjGKdu1NtVLvNk5C5U5sbIME0VAACgS5nL9+UJu2LLFp1Ot337drHjAAAA3Bm1Wq12fsrZs2fv2bOHEOLp6fncc8+Fh4cPGDCgsR3Wc3NzIyMj169fL+zo5OTklJyc7OPj08TjJycnP/PMMw3H7hUVFQl1wFZ6HQBgJzqdLjk5OSEhISMj48aNG7m5uVqttqysTKfT2X7TFZTzYpQejNyTKrwYhQcj92QUXozCnZE7UV7c/AAAANDeHDBmvV9zccYjf923b5/YWQAAAO7A3gW7xMTEoKAgQkhISMiBAwdcXV2bc5fVal25cuXy5csJIYsWLWp6+LpWq/3hhx/qrwQvOH/+fFJSUlZWVkuzA0BbycrK+uOPPzIzM4V6nLDDQ8NdVp0o787IhTKcJ6PoRuUejKIbo+jGKLDLKgAAANyVo8act2suTA6devToUbGzAAAA3M7eBbtly5atXLmS47isrKymB8o1NHPmzP379zs6Omq12hbsHhsREbFp06akpKS7vREA7kVWVlZGRkZWVpZQiSsoKCgqKrJt72AwGGzbO1BCnKnMleHdGLk7lbszcndG5va/A0+qwK4OAAAA0IpOmnKXVP8eMmHcmTNnxM4CAADw/7H3GnYZGRmEkLFjx95ttY4QsnDhwv3791dUVGg0Gn9//zZIBwB3obCwMDMzMzMzMzs7Oy8vr7CwUJipWl5eXlNTU1tbazKZ6o91lVPOlcpcGZkT5X0p78K4u1AfF5nMmfIejNyZ8q6MjCFUxFcEAAAAXcpkic/XqnGvRkUHBQXFxMTIZDKxEwEAAPyXvQt2JSUlhBAvL68W3Ovn5yccFBYWomAH0HaysrJu3LiRnZ2t0WgKCgoKCwuLi4vLysoqKipslTjbsDhCiIQwzgzvSHlnyvsw/CCqcKbOTizvxPHOlHdheGfKO1Ee4+MAAACgvRkv6f6tauKrSdE+Pj6XLl3q1auX2IkAAAAIsX/BztnZmRDSsp0ftFqtcODk5NSamQC6htLSUmE0nEaj0Wg0t27dsg2Iq66u1ul0BoPBbDbXHxPHU9aRSp0o70R5H4YfSOXO1MmJkTrJeEfKO1GpC8M7UV6J9eMAAACgwxrOefzqMO2F8qjAwMCDBw9OmzZN7EQAAAB2L9gJ31lFR0eXlJQ0c8cJm7179xJCJBKJr69vm4QD6JjMZnNaWlpmZmZWVlZ2dnZ+fn5RUVH9SpzRaKw/II4S4kR5R4YXinHeVOrEODlSTydO6ijhnRjeiUqdKO9IpXJ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", + "text/plain": [ + "plot without title" + ] + }, + "metadata": { + "image/png": { + "height": 720, + "width": 840 + } + }, + "output_type": "display_data" + } + ], + "source": [ + "# # values inferred by analysis2 DFE pipeline. chr21\n", + "# # specifically, I printed these from within the plotting function, plots.py, plot_all_dfe_results(). Don't know which population.\n", + "\n", + "options(repr.plot.width=14, repr.plot.height=12)\n", + "shapes=c(0.2284099572111781, 0.17113819923133333, 33.45195666666667, 0.14077251333333332)\n", + "means=c(0.8827704776174857, 0.10077784723057165, 0.06789399999999998, 88.00322466666667)\n", + "\n", + "### Huber DFE\n", + "gamma_shape = 0.19 \n", + "gamma_mean = 0.014\n", + "shapes=c(gamma_shape, shapes)\n", + "means =c(gamma_mean, means)\n", + "\n", + "# get scale\n", + "scales=means / shapes\n", + "\n", + "par(mfrow=c(7,1))\n", + "par(mar=c(0,0,0,0))\n", + "plot.new()\n", + "xlims=c(-20,8)\n", + "ylabs = c(\"\",\"\",\"Density\",\"\",\"\")\n", + "cexlab = 2.5\n", + "col_neu <- rgb(26, 133, 255, max = 255)\n", + "col_nonneu <- rgb(212, 17, 89, max = 255)\n", + "for (i in 1:length(shapes)){\n", + "\tprint(c(i, shapes[i], scales[i]))\n", + "\tpar(mar=c(2,5,0,0))\n", + "\td = rgamma(100000, shape=shapes[i], scale = scales[i])\t\n", + " d <- density(log(d))\n", + " plot(d, main = \"\", xlim = xlims, axes=FALSE, xlab = \"\", ylab = ylabs[i], cex.lab=cexlab) \n", + " polygon(d, col= col_nonneu)\n", + " axis(1,cex.axis =cexlab)\n", + " axis(2,cex.axis =cexlab)\n", + " text(xlims[1]*0.9, max(d$y)*0.75, paste(\"shape =\", round(shapes[i],2), \"\\nmean =\", round(means[i],2)), cex=cexlab)\n", + "}\n", + "plot.new()\n", + "text(0.47,0.75, substitute(paste(bold(\"log(s)\"))), cex = 1.5)\n", + "\n", + "\n", + "\n", + "dadi_shapes = c(\n", + " 0.185960,\n", + " 0.278135,\n", + " 0.247640,\n", + " 0.309219,\n", + " 0.235831,\n", + " 0.318583,\n", + " 0.333512,\n", + " 0.271898,\n", + " 0.278065,\n", + " 0.193986\n", + ")\n", + "\n", + "dadi_means = c(\n", + " 1.232836,\n", + " 0.322833,\n", + " 0.353515,\n", + " 0.350043,\n", + " 0.433924,\n", + " 0.252071,\n", + " 0.271398,\n", + " 0.229850,\n", + " 0.337739,\n", + " 1.386270\n", + " )\n", + "\n", + "polydfe_shapes = c(\n", + " -2.249983,\n", + "-1.772841,\n", + "-1.976991,\n", + "-1.381346,\n", + "-1.930561,\n", + "-1.622925,\n", + "-1.348924,\n", + "-1.662915,\n", + "-1.616364,\n", + "-1.713962\n", + ")\n", + "\n", + "polydfe_means = c(\n", + " -1.927725,\n", + "-4.020522,\n", + "-3.298991,\n", + "-4.704150,\n", + "-3.350531,\n", + "-4.405715,\n", + "-4.790455,\n", + "-4.783470,\n", + "-4.617426,\n", + "-4.364794\n", + ")\n", + "\n", + "dfealpha_shapes = c(\n", + "-2.131999,\n", + "-1.528319,\n", + "-1.498791,\n", + "-1.521885,\n", + "-1.874055,\n", + "-1.644029,\n", + "-1.377136,\n", + "-1.923464,\n", + "-1.823250,\n", + "-1.612442\n", + ")\n", + "\n", + "dfealpha_means = c(\n", + "-2.012456,\n", + "-2.726897,\n", + "-3.014385,\n", + "-2.182352,\n", + "-2.314556,\n", + "-2.535552,\n", + "-2.528482,\n", + "-3.076465,\n", + "-2.733306,\n", + "-2.520940\n", + ")\n", + "\n", + "grapes_shapes = c(\n", + "-2.038599,\n", + "-2.068581,\n", + "-1.665252,\n", + "-2.314793,\n", + "-2.012733,\n", + "-1.446444,\n", + "-1.814036,\n", + "-2.505231,\n", + "-2.082582,\n", + "-2.455523\n", + ")\n", + "\n", + "grapes_means = c(\n", + " 2.648336,\n", + "4.141880,\n", + "3.648487,\n", + "4.447482,\n", + "3.249948,\n", + "3.958773,\n", + "4.046236,\n", + "3.399890,\n", + "2.415414,\n", + "3.935956\n", + ")\n", + "\n", + "\n", + "col_neu <- rgb(26, 133, 255, max = 255)\n", + "col_nonneu <- rgb(212, 17, 89, max = 255)\n", + "\n", + "par(mfrow = c(2,1))\n", + "method = c(rep(\"dadi\",10), rep(\"polyDFE\",10), rep(\"DFEalpha\",10), rep(\"grapes\",10))\n", + "shapes = c(log(dadi_shapes), polydfe_shapes, dfealpha_shapes, grapes_shapes)\n", + "means = c(log(dadi_means), polydfe_means, dfealpha_means, grapes_means)\n", + "\n", + "boxplot(shapes~method, ylab = \"log(shape)\", col = col_nonneu, xlab=\"\", cex=cexlab)\n", + "abline(h=log(0.19), lty = 2)\n", + "\n", + "boxplot(means~method, ylab = \"log(mean)\", col = col_nonneu, xlab = \"\", cex=cexlab)\n", + "abline(h=log(0.014), lty = 2)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "vscode": { + "languageId": "r" + } + }, + "source": [ + "#commands to make get exonic overlaps \n", + "\n", + "#copy exonic regions\n", + "cache_location=`python -c \"import stdpopsim; import appdirs; print(appdirs.user_cache_dir('stdpopsim'))\"`\n", + "path_to_exons=\"${cache_location}/annotations/HomSap/ensembl_havana_104_exons/ensembl_havana_exons_3.txt\"\n", + "cp $path_to_exons exons_ch3.txt\n", + "\n", + "#get overlap between stats windows and exons\n", + "bedtools intersect -wao -b <(awk '{print 1 \"\\t\" $1-1 \"\\t\" $2}' exons_ch3.txt) -a <(tail -n+2 ../results/summaries/OutOfAfrica_3G09/Gamma_H17/ensembl_havana_104_exons/sim_chr3.allseeds.CHB.diploshic.stats) > T\n", + "\n", + "#add header plus extra fields from bedtools intersection, including overlapping bps\n", + "cat <(head -n1 ../results/summaries/OutOfAfrica_3G09/Gamma_H17/ensembl_havana_104_exons/sim_chr3.allseeds.CHB.diploshic.stats | awk '{print $0 \"\\texon_chr\\texon_start\\texon_end\\toverlap\"}') T > sim_chr3.CHB.diploshic.stats_overlaps" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "vscode": { + "languageId": "r" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "\n", + "\n", + "\t\n", + "\t\n", + "\n", + "\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\n", + "
A data.frame: 6 × 24
chromstartendpithetaWtajDthetaHfayWuHmaxFDAHapCountOmegadistVardistSkewdistKurtmidseedexon_chrexon_startexon_endoverlap
<int><int><int><dbl><dbl><dbl><dbl><dbl><dbl><int><dbl><dbl><dbl><dbl><dbl><int><chr><int><int><int>
11 11000003.325786e-053.766089e-05-0.376029358.329226e-055.003440e-050.975144.1156254.802571e-10-0.10656835-1.2064644 50000.50. -1 -1 0
211000012000001.521906e-041.462273e-04 0.146789151.950710e-044.288038e-050.975245.5028075.960732e-09-0.40122362-0.7889759150000.501196761197063302
312000013000009.337155e-058.964477e-05 0.145654601.649504e-047.157885e-050.950234.6636804.380626e-09-0.01572864-1.7651818250000.501244611244692 81
413000014000008.841023e-058.962319e-05-0.047417552.264403e-041.380301e-040.975262.6040312.462498e-09 0.26110654-0.6496844350000.501319681319867186
513000014000008.841023e-058.962319e-05-0.047417552.264403e-041.380301e-040.975262.6040312.462498e-09 0.26110654-0.6496844350000.501325957326064107
613000014000008.841023e-058.962319e-05-0.047417552.264403e-041.380301e-040.975262.6040312.462498e-09 0.26110654-0.6496844350000.501328165328354189
\n" + ], + "text/latex": [ + "A data.frame: 6 × 24\n", + "\\begin{tabular}{r|lllllllllllllllllllll}\n", + " & chrom & start & end & pi & thetaW & tajD & thetaH & fayWuH & maxFDA & HapCount & ⋯ & Omega & distVar & distSkew & distKurt & mid & seed & exon\\_chr & exon\\_start & exon\\_end & overlap\\\\\n", + " & & & & & & & & & & & ⋯ & & & & & & & & & & \\\\\n", + "\\hline\n", + "\t1 & 1 & 1 & 100000 & 3.325786e-05 & 3.766089e-05 & -0.37602935 & 8.329226e-05 & 5.003440e-05 & 0.975 & 14 & ⋯ & 4.115625 & 4.802571e-10 & -0.10656835 & -1.2064644 & 50000.5 & 0 & . & -1 & -1 & 0\\\\\n", + "\t2 & 1 & 100001 & 200000 & 1.521906e-04 & 1.462273e-04 & 0.14678915 & 1.950710e-04 & 4.288038e-05 & 0.975 & 24 & ⋯ & 5.502807 & 5.960732e-09 & -0.40122362 & -0.7889759 & 150000.5 & 0 & 1 & 196761 & 197063 & 302\\\\\n", + "\t3 & 1 & 200001 & 300000 & 9.337155e-05 & 8.964477e-05 & 0.14565460 & 1.649504e-04 & 7.157885e-05 & 0.950 & 23 & ⋯ & 4.663680 & 4.380626e-09 & -0.01572864 & -1.7651818 & 250000.5 & 0 & 1 & 244611 & 244692 & 81\\\\\n", + "\t4 & 1 & 300001 & 400000 & 8.841023e-05 & 8.962319e-05 & -0.04741755 & 2.264403e-04 & 1.380301e-04 & 0.975 & 26 & ⋯ & 2.604031 & 2.462498e-09 & 0.26110654 & -0.6496844 & 350000.5 & 0 & 1 & 319681 & 319867 & 186\\\\\n", + "\t5 & 1 & 300001 & 400000 & 8.841023e-05 & 8.962319e-05 & -0.04741755 & 2.264403e-04 & 1.380301e-04 & 0.975 & 26 & ⋯ & 2.604031 & 2.462498e-09 & 0.26110654 & -0.6496844 & 350000.5 & 0 & 1 & 325957 & 326064 & 107\\\\\n", + "\t6 & 1 & 300001 & 400000 & 8.841023e-05 & 8.962319e-05 & -0.04741755 & 2.264403e-04 & 1.380301e-04 & 0.975 & 26 & ⋯ & 2.604031 & 2.462498e-09 & 0.26110654 & -0.6496844 & 350000.5 & 0 & 1 & 328165 & 328354 & 189\\\\\n", + "\\end{tabular}\n" + ], + "text/markdown": [ + "\n", + "A data.frame: 6 × 24\n", + "\n", + "| | chrom <int> | start <int> | end <int> | pi <dbl> | thetaW <dbl> | tajD <dbl> | thetaH <dbl> | fayWuH <dbl> | maxFDA <dbl> | HapCount <int> | ⋯ ⋯ | Omega <dbl> | distVar <dbl> | distSkew <dbl> | distKurt <dbl> | mid <dbl> | seed <int> | exon_chr <chr> | exon_start <int> | exon_end <int> | overlap <int> |\n", + "|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|\n", + "| 1 | 1 | 1 | 100000 | 3.325786e-05 | 3.766089e-05 | -0.37602935 | 8.329226e-05 | 5.003440e-05 | 0.975 | 14 | ⋯ | 4.115625 | 4.802571e-10 | -0.10656835 | -1.2064644 | 50000.5 | 0 | . | -1 | -1 | 0 |\n", + "| 2 | 1 | 100001 | 200000 | 1.521906e-04 | 1.462273e-04 | 0.14678915 | 1.950710e-04 | 4.288038e-05 | 0.975 | 24 | ⋯ | 5.502807 | 5.960732e-09 | -0.40122362 | -0.7889759 | 150000.5 | 0 | 1 | 196761 | 197063 | 302 |\n", + "| 3 | 1 | 200001 | 300000 | 9.337155e-05 | 8.964477e-05 | 0.14565460 | 1.649504e-04 | 7.157885e-05 | 0.950 | 23 | ⋯ | 4.663680 | 4.380626e-09 | -0.01572864 | -1.7651818 | 250000.5 | 0 | 1 | 244611 | 244692 | 81 |\n", + "| 4 | 1 | 300001 | 400000 | 8.841023e-05 | 8.962319e-05 | -0.04741755 | 2.264403e-04 | 1.380301e-04 | 0.975 | 26 | ⋯ | 2.604031 | 2.462498e-09 | 0.26110654 | -0.6496844 | 350000.5 | 0 | 1 | 319681 | 319867 | 186 |\n", + "| 5 | 1 | 300001 | 400000 | 8.841023e-05 | 8.962319e-05 | -0.04741755 | 2.264403e-04 | 1.380301e-04 | 0.975 | 26 | ⋯ | 2.604031 | 2.462498e-09 | 0.26110654 | -0.6496844 | 350000.5 | 0 | 1 | 325957 | 326064 | 107 |\n", + "| 6 | 1 | 300001 | 400000 | 8.841023e-05 | 8.962319e-05 | -0.04741755 | 2.264403e-04 | 1.380301e-04 | 0.975 | 26 | ⋯ | 2.604031 | 2.462498e-09 | 0.26110654 | -0.6496844 | 350000.5 | 0 | 1 | 328165 | 328354 | 189 |\n", + "\n" + ], + "text/plain": [ + " chrom start end pi thetaW tajD thetaH \n", + "1 1 1 100000 3.325786e-05 3.766089e-05 -0.37602935 8.329226e-05\n", + "2 1 100001 200000 1.521906e-04 1.462273e-04 0.14678915 1.950710e-04\n", + "3 1 200001 300000 9.337155e-05 8.964477e-05 0.14565460 1.649504e-04\n", + "4 1 300001 400000 8.841023e-05 8.962319e-05 -0.04741755 2.264403e-04\n", + "5 1 300001 400000 8.841023e-05 8.962319e-05 -0.04741755 2.264403e-04\n", + "6 1 300001 400000 8.841023e-05 8.962319e-05 -0.04741755 2.264403e-04\n", + " fayWuH maxFDA HapCount ⋯ Omega distVar distSkew distKurt \n", + "1 5.003440e-05 0.975 14 ⋯ 4.115625 4.802571e-10 -0.10656835 -1.2064644\n", + "2 4.288038e-05 0.975 24 ⋯ 5.502807 5.960732e-09 -0.40122362 -0.7889759\n", + "3 7.157885e-05 0.950 23 ⋯ 4.663680 4.380626e-09 -0.01572864 -1.7651818\n", + "4 1.380301e-04 0.975 26 ⋯ 2.604031 2.462498e-09 0.26110654 -0.6496844\n", + "5 1.380301e-04 0.975 26 ⋯ 2.604031 2.462498e-09 0.26110654 -0.6496844\n", + "6 1.380301e-04 0.975 26 ⋯ 2.604031 2.462498e-09 0.26110654 -0.6496844\n", + " mid seed exon_chr exon_start exon_end overlap\n", + "1 50000.5 0 . -1 -1 0 \n", + "2 150000.5 0 1 196761 197063 302 \n", + "3 250000.5 0 1 244611 244692 81 \n", + "4 350000.5 0 1 319681 319867 186 \n", + "5 350000.5 0 1 325957 326064 107 \n", + "6 350000.5 0 1 328165 328354 189 " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\u001b[1m\u001b[22m`summarise()` has grouped output by 'chrom', 'start'. You can override using\n", + "the `.groups` argument.\n", + "\u001b[1m\u001b[22m`geom_smooth()` using formula = 'y ~ x'\n", + "Warning message in cor.test.default(stats$overlap, stats$pi, method = \"spearman\"):\n", + "“Cannot compute exact p-value with ties”\n" + ] + }, + { + "data": { + "text/plain": [ + "\n", + "\tSpearman's rank correlation rho\n", + "\n", + "data: stats$overlap and stats$pi\n", + "S = 1521342120, p-value = 3.141e-15\n", + "alternative hypothesis: true rho is not equal to 0\n", + "sample estimates:\n", + " rho \n", + "-0.1759333 \n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "plot without title" + ] + }, + "metadata": { + "image/png": { + "height": 420, + "width": 420 + } + }, + "output_type": "display_data" + } + ], + "source": [ + "stats = read.table(\"sim_chr3.CHB.diploshic.stats_overlaps\", header = T)\n", + "head(stats)\n", + "\n", + "stats %>% group_by(chrom, start, end) %>% \n", + " summarise(pi = mean(pi), overlap = sum(overlap)) -> stats\n", + "\n", + "# plot\n", + "col_neu <- rgb(26, 133, 255, max = 255)\n", + "col_nonneu <- rgb(212, 17, 89, max = 255)\n", + "\n", + "ggplot(stats, aes(x = overlap / (end-start), y = pi)) +\n", + " geom_point(color=col_nonneu, pch=1) +\n", + " stat_smooth(method=\"lm\", color=\"black\") +\n", + " theme_bw() +\n", + " labs(x = \"% exonic bases in window\", y = expression(pi)) +\n", + " theme(panel.grid.major = element_blank(), panel.grid.minor = element_blank()) \n", + " \n", + "cor.test(stats$overlap, stats$pi, method= \"spearman\")\n" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "vscode": { + "languageId": "r" + } + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Warning message:\n", + "“package ‘dplyr’ was built under R version 4.3.2”\n", + "\n", + "Attaching package: ‘dplyr’\n", + "\n", + "\n", + "The following objects are masked from ‘package:stats’:\n", + "\n", + " filter, lag\n", + "\n", + "\n", + "The following objects are masked from ‘package:base’:\n", + "\n", + " intersect, setdiff, setequal, union\n", + "\n", + "\n" + ] + }, + { + "data": { + "text/html": [ + "\n", + "\n", + "\n", + "\t\n", + "\t\n", + "\n", + "\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\n", + "
A data.frame: 6 × 19
chromstartendpithetaWtajDthetaHfayWuHmaxFDAHapCountH1H12H2.H1ZnSOmegadistVardistSkewdistKurtmid
<dbl><dbl><dbl><dbl><dbl><dbl><dbl><dbl><dbl><dbl><dbl><dbl><dbl><dbl><dbl><dbl><dbl><dbl><dbl>
11 250001 3500000.00016309600.0001456184 0.30763670.00027233620.00010924020.97527.833330.067916670.107500.63855000.123196497.4663661.087215e-08-0.03592254-0.9098309 300000.5
21 800001 9000000.00026212380.0002098659 0.88137270.00038546900.00012334520.97531.000000.044750000.061000.77171370.151005833.5001492.215315e-08-0.33834793-0.9529396 850000.5
31130000114000000.00015731670.0001762098-0.36956450.00029247060.00013515400.97533.600000.036000000.045500.79485050.081913713.0205195.502954e-09 0.08810498 0.14946891350000.5
41180000119000000.00018641470.0001611688 0.57550530.00034113170.00015471700.97529.000000.051750000.075500.69472140.124101623.6950099.007393e-09-0.33438755-0.60411091850000.5
51230000124000000.00017677870.0001478359 0.78311770.00031188680.00013510810.97530.200000.054750000.080250.61448700.154968325.2240431.186052e-08-0.16044928-1.04923082350000.5
61280000129000000.00020547610.0001786016 0.53293570.00039918980.00019371370.97536.600000.031750000.039500.81382560.093824405.0060769.587494e-09-0.07619027-0.67444982850000.5
\n" + ], + "text/latex": [ + "A data.frame: 6 × 19\n", + "\\begin{tabular}{r|lllllllllllllllllll}\n", + " & chrom & start & end & pi & thetaW & tajD & thetaH & fayWuH & maxFDA & HapCount & H1 & H12 & H2.H1 & ZnS & Omega & distVar & distSkew & distKurt & mid\\\\\n", + " & & & & & & & & & & & & & & & & & & & \\\\\n", + "\\hline\n", + "\t1 & 1 & 250001 & 350000 & 0.0001630960 & 0.0001456184 & 0.3076367 & 0.0002723362 & 0.0001092402 & 0.975 & 27.83333 & 0.06791667 & 0.10750 & 0.6385500 & 0.12319649 & 7.466366 & 1.087215e-08 & -0.03592254 & -0.9098309 & 300000.5\\\\\n", + "\t2 & 1 & 800001 & 900000 & 0.0002621238 & 0.0002098659 & 0.8813727 & 0.0003854690 & 0.0001233452 & 0.975 & 31.00000 & 0.04475000 & 0.06100 & 0.7717137 & 0.15100583 & 3.500149 & 2.215315e-08 & -0.33834793 & -0.9529396 & 850000.5\\\\\n", + "\t3 & 1 & 1300001 & 1400000 & 0.0001573167 & 0.0001762098 & -0.3695645 & 0.0002924706 & 0.0001351540 & 0.975 & 33.60000 & 0.03600000 & 0.04550 & 0.7948505 & 0.08191371 & 3.020519 & 5.502954e-09 & 0.08810498 & 0.1494689 & 1350000.5\\\\\n", + "\t4 & 1 & 1800001 & 1900000 & 0.0001864147 & 0.0001611688 & 0.5755053 & 0.0003411317 & 0.0001547170 & 0.975 & 29.00000 & 0.05175000 & 0.07550 & 0.6947214 & 0.12410162 & 3.695009 & 9.007393e-09 & -0.33438755 & -0.6041109 & 1850000.5\\\\\n", + "\t5 & 1 & 2300001 & 2400000 & 0.0001767787 & 0.0001478359 & 0.7831177 & 0.0003118868 & 0.0001351081 & 0.975 & 30.20000 & 0.05475000 & 0.08025 & 0.6144870 & 0.15496832 & 5.224043 & 1.186052e-08 & -0.16044928 & -1.0492308 & 2350000.5\\\\\n", + "\t6 & 1 & 2800001 & 2900000 & 0.0002054761 & 0.0001786016 & 0.5329357 & 0.0003991898 & 0.0001937137 & 0.975 & 36.60000 & 0.03175000 & 0.03950 & 0.8138256 & 0.09382440 & 5.006076 & 9.587494e-09 & -0.07619027 & -0.6744498 & 2850000.5\\\\\n", + "\\end{tabular}\n" + ], + "text/markdown": [ + "\n", + "A data.frame: 6 × 19\n", + "\n", + "| | chrom <dbl> | start <dbl> | end <dbl> | pi <dbl> | thetaW <dbl> | tajD <dbl> | thetaH <dbl> | fayWuH <dbl> | maxFDA <dbl> | HapCount <dbl> | H1 <dbl> | H12 <dbl> | H2.H1 <dbl> | ZnS <dbl> | Omega <dbl> | distVar <dbl> | distSkew <dbl> | distKurt <dbl> | mid <dbl> |\n", + "|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|\n", + "| 1 | 1 | 250001 | 350000 | 0.0001630960 | 0.0001456184 | 0.3076367 | 0.0002723362 | 0.0001092402 | 0.975 | 27.83333 | 0.06791667 | 0.10750 | 0.6385500 | 0.12319649 | 7.466366 | 1.087215e-08 | -0.03592254 | -0.9098309 | 300000.5 |\n", + "| 2 | 1 | 800001 | 900000 | 0.0002621238 | 0.0002098659 | 0.8813727 | 0.0003854690 | 0.0001233452 | 0.975 | 31.00000 | 0.04475000 | 0.06100 | 0.7717137 | 0.15100583 | 3.500149 | 2.215315e-08 | -0.33834793 | -0.9529396 | 850000.5 |\n", + "| 3 | 1 | 1300001 | 1400000 | 0.0001573167 | 0.0001762098 | -0.3695645 | 0.0002924706 | 0.0001351540 | 0.975 | 33.60000 | 0.03600000 | 0.04550 | 0.7948505 | 0.08191371 | 3.020519 | 5.502954e-09 | 0.08810498 | 0.1494689 | 1350000.5 |\n", + "| 4 | 1 | 1800001 | 1900000 | 0.0001864147 | 0.0001611688 | 0.5755053 | 0.0003411317 | 0.0001547170 | 0.975 | 29.00000 | 0.05175000 | 0.07550 | 0.6947214 | 0.12410162 | 3.695009 | 9.007393e-09 | -0.33438755 | -0.6041109 | 1850000.5 |\n", + "| 5 | 1 | 2300001 | 2400000 | 0.0001767787 | 0.0001478359 | 0.7831177 | 0.0003118868 | 0.0001351081 | 0.975 | 30.20000 | 0.05475000 | 0.08025 | 0.6144870 | 0.15496832 | 5.224043 | 1.186052e-08 | -0.16044928 | -1.0492308 | 2350000.5 |\n", + "| 6 | 1 | 2800001 | 2900000 | 0.0002054761 | 0.0001786016 | 0.5329357 | 0.0003991898 | 0.0001937137 | 0.975 | 36.60000 | 0.03175000 | 0.03950 | 0.8138256 | 0.09382440 | 5.006076 | 9.587494e-09 | -0.07619027 | -0.6744498 | 2850000.5 |\n", + "\n" + ], + "text/plain": [ + " chrom start end pi thetaW tajD thetaH \n", + "1 1 250001 350000 0.0001630960 0.0001456184 0.3076367 0.0002723362\n", + "2 1 800001 900000 0.0002621238 0.0002098659 0.8813727 0.0003854690\n", + "3 1 1300001 1400000 0.0001573167 0.0001762098 -0.3695645 0.0002924706\n", + "4 1 1800001 1900000 0.0001864147 0.0001611688 0.5755053 0.0003411317\n", + "5 1 2300001 2400000 0.0001767787 0.0001478359 0.7831177 0.0003118868\n", + "6 1 2800001 2900000 0.0002054761 0.0001786016 0.5329357 0.0003991898\n", + " fayWuH maxFDA HapCount H1 H12 H2.H1 ZnS Omega \n", + "1 0.0001092402 0.975 27.83333 0.06791667 0.10750 0.6385500 0.12319649 7.466366\n", + "2 0.0001233452 0.975 31.00000 0.04475000 0.06100 0.7717137 0.15100583 3.500149\n", + "3 0.0001351540 0.975 33.60000 0.03600000 0.04550 0.7948505 0.08191371 3.020519\n", + "4 0.0001547170 0.975 29.00000 0.05175000 0.07550 0.6947214 0.12410162 3.695009\n", + "5 0.0001351081 0.975 30.20000 0.05475000 0.08025 0.6144870 0.15496832 5.224043\n", + "6 0.0001937137 0.975 36.60000 0.03175000 0.03950 0.8138256 0.09382440 5.006076\n", + " distVar distSkew distKurt mid \n", + "1 1.087215e-08 -0.03592254 -0.9098309 300000.5\n", + "2 2.215315e-08 -0.33834793 -0.9529396 850000.5\n", + "3 5.502954e-09 0.08810498 0.1494689 1350000.5\n", + "4 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RUVFOTs65557bXlEBCGdFRUUbN24MenPJeJDu2rWriKSnp4tIUMeyceNGEaFjAdBUTEzMoEGDtm7dGvRrVxs3boyPjx84cGCrBc5svADCUW5u7qZNm4JmBo1PnE7n7t27AwswPgE6lKysrPHjx3fp0mXTpk1NL/xWe4kz342QsOvQkpOTL7zwwhUrVhw5csQ/88UXX1RK3XDDDe0YGICw9corr4wZM+all14KnPnyyy+LiPEb51dccUVMTMzrr78e+KccFi5caLFYgt7FAgDD9ddfX1xc/O677/rnZGRk7NmzZ/Lkyca371stAKCDu/322y+44IItW7b453i93jfeeENELrvsMhG5/vrrpX7EYigpKVmyZElqaqrxXiOAn7fq6upJkyZFRESsWbMm5AfiWu0lznw3Yn700Ud/jHrxUzFo0KBFixZ9/PHHXbp0KS0tff311+fOnXvuuefOnz/fZCKfCyDYoEGD3n777U8++aS6ulpEdu/e/de//nXx4sXDhg176aWXrFarzWYzm81LlizZtGlT586dc3Nz//u//3vFihX333//lClT2jt8AO3g8OHDmzdvzsnJycnJWbJkid1uHzhwoPEyJSXFarWOGjXqrbfeevfdd202m9vt/uyzz37/+9/bbLalS5fGx8eLSKsFAPy8VVRUZGRkGP3Gp59+mp+fP3r06Nzc3JycHJvNFhcXl5KSsnTp0g8++MBqtTqdzm+++Wb27Nk7d+783e9+Z/yNqv79+2/evPmdd94pLi622Wzbtm274447cnNzFy1aZHxzFsDP25NPPvnhhx/efvvtsbGxOY3Z7fa4uLhWe4l26EYUOryPPvqoZ8+eRnvQNG3SpEmFhYXtHRSA8LVnzx7jzWqD2Wy+/vrrg/qNxx9/3Pg78SJit9vnzJnj9XrbK2AA7Wvu3LnNDUSzs7ONMllZWaNHj/bPHzFixLZt2wIrabUAgJ8x40tnIb3++utGmY8++ijwmTkmJuZPf/qTx+PxV1JeXn7jjTf6f+QxMTHx7bffbqcdAnCm+X8NtqlFixYZZVrtJc5wN6Kpxn8wDx2Trut79+6tqqrq169f9+7d2zscAD8BJSUlubm5uq4PHjw4Li6uaYGampq9e/cqpYYMGcLvrwEd2dGjRw8dOhRy0XnnnWe32/0vc3Nz8/PzExMTBwwYELJ8qwUA/CxVVlZu37495KLBgwcnJycb00qpvLy848eP2+32tLS0iIiIpuWLi4tzcnKio6PT0tL4Tj3QcezcubO8vDzkoiFDhiQlJflfttpLnLFuhIQdAAAAAAAAEEb4I2UAAAAAAABAGCFhBwAAAAAAAIQREnYAAAAAAABAGCFhBwAAAAAAAIQREnYAAAAAAABAGCFhBwAAAAAAAIQREnYAAAAAAABAGCFhBwAAAAAAAIQREnYAAAAAAABAGCFhBwAAAAAAAIQREnYAAAAAAABAGCFhBwAAAAAAAIQREnYAAAAAAABAGCFhBwAAAAAAAIQREnYAAAAAAABAGCFhBwAAAAAAAIQRS3sHAAAAgI5i9uzZ+/fvF5HRo0c/88wz7R0OAABAmCJhBwAAgDNk27Zt27ZtExGbzdbesQAAAIQvEnYAAAAQEcnKyrrrrrv8L/v167do0aJTqmH58uXz5s3zv5w6dervf//7Hyw+AACADoOEHQAAAEREKisr161b53+5bt26OXPmpKWltb2GhQsXBtZwzjnn/JDxAQAAdBj86AQAAABCW7x4cdsLFxQUfPHFFz9aLAAAAB0ICTsAAAA0YjKZTCaTiPzrX//y+XxtXOutt94yClssfIcDAADgeyFhBwAAgGDnn3++iOTn53/22WdtXOXNN980JtLT03+ssAAAADoGEnYAAABoRNf1cePGGdNt/N2J7du379mzR0SGDRuWmJj4IwYHAADQAfCFBQAAAASbMGHCo48+KiIff/xxaWlp586dWy7v/3jdb3/72+3bt7dav6ZpxoTX6125cuXq1avz8vKqqqq6des2fPjwa665ZtCgQSFXvP7664uKikTklltu+d3vficiHo9n+fLla9euPXHiRFtqAAAACH8k7AAAABBs4MCBQ4YM2bdvn9vtXrJkyT333NNCYY/Hs3TpUmP66quv3rhxY6v1G38jb/ny5XfccUd+fn7Q0ocffvj2229/7rnnYmJighbt3r17//79IjJixAgRWbly5e233x6yhpkzZz733HPR0dGtBgMAABBu+EosAAAAgnk8nuuuu86YbvVbsStXrjQ+9danT5/zzjvP5XK1Wr/FYlm1atXVV1/dNNcmIkqpN95445prrnG73UGLIiMjjQmHw/HFF19MnDixuRpef/31SZMmtSUYAACAcEPCDgAAAME8Hs8NN9xgTG/fvn337t0tFPZ/H/amm27SNK1plq0pn8932223eb3eyy67bNmyZSdOnKiurs7Ozn7mmWdiY2ONMl9++eVzzz0XtKL/J2iLiopmzJjh9XrHjx+/YsWK3Nxch8Nx4MCBp556yv+5vNWrVz/77LNt3mkAAIBwQcIOAAAAwXRdHz58uP/3Xlv4kF1paemnn35qTN96663Guq3Wv3LlyoKCggcffPDLL7+cNGlScnJyVFRUamrqQw89tH79+qioKKPYU089VVNTE7ii/4/fLV++/MSJE/fdd9+qVauuuOKKPn36REdHDxw48I9//GNGRobdbvfXUF1dfWo7DwAA0N5I2AEAACC02267zZh46623PB5PyDJLly41PlI3ZsyYgQMHtrFmIyE4b968potGjRr1hz/8wZguLy//7LPPQtaglBo0aFDID9Clp6fffffdxnRVVdWKFSvaGBUAAECYIGEHAACA0KZNm2b8zbiioqLm0l7+78MaH69ru3vvvdf/cbkgt9xyi3965cqVzdXwwAMPGD9e0dSMGTP8082l/AAAAMIWCTsAAACElpCQMHHiRGM65Ldi9+3bt2XLFhGx2WxTp049pcovv/zy5hYNHTq0S5cuxnRmZmZzxa666qrmFg0bNsxfQ1ZW1ikFBgAA0O5I2AEAAKBZ/m/FLl++vLCwMGip/+N1V199dXx8fNurTUhI6NmzZwsF+vfvb0wcOHAgZIGuXbumpKS0UMOAAQNargEAACBskbADAABAs8aNG2fkxbxe79tvvx24SNf1t956y5g+1e/D9u3bt+UC/mRceXl5yAK9e/duuYbk5OSWawAAAAhbJOwAAADQLLPZfPPNNxvTQd+KXb169fHjx0UkJSXlN7/5zSlVGxsb23IB/8+8er3e2trapgVa/UCfvwafzxeyBgAAgLBFwg4AAAAt8X8rdvfu3du2bfPP938f9qabbjKbzadUp/FbFi2wWq3+aZ/P17SAxWJpuYbAAiFrAAAACFsk7AAAANCSwYMHn3/++cb04sWLjYmqqqoPP/zQmD7V78OKSKsfeaupqTEmNE2Lioo6jRqcTmfLNQAAAIQtEnYAAABohf9DdkuWLPF4PCLy3nvvGTm1c889d+jQoadaYat/V66ystKYiImJ0TStaYGKioo21hAbGxuyBgAAgLBFwg4AAACtuOGGG4w/CVdaWrp+/XoRWbp0qbHoND5eJyIHDx5USrVQIDc315jo169fczW0vIlWawAAAAhbJOwAAADQiri4uGuuucaY/vTTT8vLy9euXSsiERERN95442lUWFNTk5mZ2dzSqqqqw4cPG9PNfXyvuro6KyuruRocDoe/hrS0tNOIEAAAoB2RsAMAAEDr/N+KXbly5apVq7xer4hcddVVnTt3Pr0K33///eYWffnll0b9InLxxRf/eDUAAACEJxJ2AAAAaN2ll17au3dvEdm/f7//92FnzJhx2hU+//zzhYWFTecrpf7+978b05qmTZo0qYUaiouLW63h6quvPu0gAQAA2gUJOwAAALTOZDLdcsstxvSqVatEJDEx8fLLLz+lSvx/t6579+5lZWVXXnml/y/NGXw+3wMPPPDVV18ZL2+44YYePXqErKpHjx4lJSUTJkw4cuRI4Hyv13v//fdv2LDBX0NKSsopBQkAANDuLO0dAAAAAH4aZsyY8cQTT/iTbtOnT7dYTm0wqeu6MXHZZZc5nc4PP/xw6NChEyZM+MUvfhEbG5uXl7ds2bIDBw4YZRISEp588snmqjr77LMvueSSJUuWpKWlBdbw4YcfZmdnt6UGAACAsEXCDgAAAG0yYMCAiy++2PiVWDmt78N6PB5jIjo6+qWXXiooKNi4ceP777/f9K/RderU6ZNPPunbt29zVfl8vhdffLGwsPDLL788vRoAAADCFl+JBQAAQFv5k3SjRo0aMWLEqa5eU1NjTMTFxcXHx69bt27+/PlB9SQkJMycOTMrK+vCCy9soSpd1zt16rRq1aqFCxeOGjXqNGoAAAAIW5r/Sw0AAADoyCorK7dv325MX3DBBZGRkU3LOJ3OzZs3i0jPnj1TU1ND1rN161aHwyEivXr1GjBgQOCib775xu12i0jfvn0DP/tWWlp64sQJh8PRrVu3Pn36tPBN23POOWfbtm0iMn78eONP6RnKy8vz8vKqqqparQEAACD8kbADAADAT0ZzCTsAAICfE74SCwAAAAAAAIQREnYAAAAAAABAGCFhBwAAAAAAAIQREnYAAAAAAABAGCFhBwAAAAAAAIQREnYAAAAAAABAGNGUUu0dAwAAANAm27Ztq6qqEpHOnTuPGDGivcMBAAD4UZCwAwAAAAAAAMIIX4kFAAAAAAAAwggJOwAAAAAAACCMkLADAAAAAAAAwggJOwAAAAAAACCMkLADAAAAAAAAwggJOwAAAAAAACCMkLADAAAAAAAAwggJOwAAAAAAACCMkLADAAAAAAAAwggJOwAAAAAAACCMkLADAAAAAAAAwggJOwAAAAAAACCMkLADAAAAAAAAwggJOwAAAAAAACCMkLADAAAAAAAAwggJOwAAAAAAACCMkLADAAAAAAAAwggJOwAAAAAAACCMkLA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+ "text/plain": [ + "plot without title" + ] + }, + "metadata": { + "image/png": { + "height": 720, + "width": 840 + } + }, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "#these output paths are not currently in the tiny config output.\n", + "\n", + "system(\"python bin_regions.py ../results/summaries/OutOfAfrica_3G09/none/none/sim_chr3.allseeds.CHB.diploshic.stats > neu.diploshic.stats_2binsAveraged\")\n", + "system(\"python bin_regions.py ../results/summaries/OutOfAfrica_3G09/Gamma_H17/ensembl_havana_104_exons/sim_chr3.allseeds.CHB.diploshic.stats > nonneu.diploshic.stats_2binsAveraged\")\n", + "\n", + "library(dplyr) \n", + "\n", + "a = read.table(\"neu.diploshic.stats_2binsAveraged\", header = T)\n", + "head(a)\n", + "b = read.table(\"nonneu.diploshic.stats_2binsAveraged\", header = T)\n", + "min(b$start)\n", + "\n", + "\n", + "a$pos = (a$start + (a$end-a$start)/2) / 1e6\n", + "b$pos = (b$start + (b$end-b$start)/2) / 1e6\n", + "\n", + "exons = read.table(\"exons_ch3.txt\") # this was printed directly from the snakefilem, L239. Two columns with start end positions. exon_intervals = exons.get_chromosome_annotations(wildcards.chrms)\n", + "\n", + "exons = exons / 1e6\n", + "exons = exons[,1] + (exons[,2]-exons[,1])/2 # it doesn't take a rnage, just position\n", + "\n", + "### plot ###\n", + "\n", + "df = a %>%\n", + " group_by(pos) %>%\n", + " summarise_at(vars(pi), list(name = mean))\n", + "a2 = data.frame(df)\n", + "\n", + "df = b %>%\n", + " group_by(pos) %>%\n", + " summarise_at(vars(pi), list(name = mean))\n", + "b2 = data.frame(df)\n", + "\n", + "c2 = rbind(a2,b2)\n", + "exons = exons[exons >= min(c2[,1]) & exons <= max(c2[,1])]\n", + "\n", + "\n", + "col_neu <- rgb(26, 133, 255, max = 255)\n", + "col_nonneu <- rgb(212, 17, 89, max = 255)\n", + "\n", + "par(mar=c(5,5,0.25,0.25))\n", + "plot(c2[,2] ~ c2[,1], col = \"white\", xlab = \"Mbp\", ylab = expression(pi), cex.lab = 2, ylim = c(min(c2[,2])-0.000030, max(c2[,2])))\n", + "lines(a2[,1], a2[,2], col= col_neu, lwd=2)\n", + "lines(b2[,1], b2[,2], col= col_nonneu, lwd=2)\n", + "legend(\"topright\", legend=c(\"neutral\", \"selection\"), lty = 1, lwd =3, col = c(col_neu, col_nonneu), cex=1.5)\n", + "rug(exons, ticksize = 0.05, side = 1, lwd = 1, col = col_nonneu)\n", + "\n", + "\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "vscode": { + "languageId": "r" + } + }, + "source": [ + "#commands to make get recombination rates\n", + "\n", + "#copy exonic regions\n", + "cache_location=`python -c \"import stdpopsim; import appdirs; print(appdirs.user_cache_dir('stdpopsim'))\"`\n", + "path_to_map=\"${cache_location}/genetic_maps/HomSap/HapMapII_GRCh37/genetic_map_GRCh37_chr3.txt\"\n", + "cat $path_to_map | sed 's/chr3/1/g' | awk 'NR > 1 {print $1 \"\\t\" $2-1 \"\\t\" $2 \"\\t\" $3}' > genetic_map_chr3.txt\n", + "\n", + "#get overlap between stats windows and exons\n", + "bedtools intersect -wao -b genetic_map_chr3.txt -a <(tail -n+2 ../results/summaries/OutOfAfrica_3G09/Gamma_H17/ensembl_havana_104_exons/sim_chr3.allseeds.CHB.diploshic.stats) > T\n", + "\n", + "#add header plus extra fields from bedtools intersection, including overlapping bps\n", + "cat <(head -n1 ../results/summaries/OutOfAfrica_3G09/Gamma_H17/ensembl_havana_104_exons/sim_chr3.allseeds.CHB.diploshic.stats | awk '{print $0 \"\\texon_chr\\texon_start\\texon_end\\trate\\toverlap\"}') T > sim_chr3.CHB.diploshic.stats_rates" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "vscode": { + "languageId": "r" + } + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Warning message in eval(expr, envir, enclos):\n", + "“NAs introduced by coercion”\n" + ] + }, + { + "data": { + "text/html": [ + "\n", + "\n", + "\n", + "\t\n", + "\t\n", + "\n", + "\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\t\n", + "\n", + "
A data.frame: 6 × 25
chromstartendpithetaWtajDthetaHfayWuHmaxFDAHapCountdistVardistSkewdistKurtmidseedexon_chrexon_startexon_endrateoverlap
<int><int><int><dbl><dbl><dbl><dbl><dbl><dbl><int><dbl><dbl><dbl><dbl><int><chr><int><int><dbl><int>
1111000003.325786e-053.766089e-05-0.37602948.329226e-055.00344e-050.975144.802571e-10-0.1065684-1.20646450000.50161112611132.6994841
2111000003.325786e-053.766089e-05-0.37602948.329226e-055.00344e-050.975144.802571e-10-0.1065684-1.20646450000.50161494614950.9801911
3111000003.325786e-053.766089e-05-0.37602948.329226e-055.00344e-050.975144.802571e-10-0.1065684-1.20646450000.50162225622260.8549641
4111000003.325786e-053.766089e-05-0.37602948.329226e-055.00344e-050.975144.802571e-10-0.1065684-1.20646450000.50162308623090.7663041
5111000003.325786e-053.766089e-05-0.37602948.329226e-055.00344e-050.975144.802571e-10-0.1065684-1.20646450000.50162613626140.5913601
6111000003.325786e-053.766089e-05-0.37602948.329226e-055.00344e-050.975144.802571e-10-0.1065684-1.20646450000.50162745627460.4620491
\n" + ], + "text/latex": [ + "A data.frame: 6 × 25\n", + "\\begin{tabular}{r|lllllllllllllllllllll}\n", + " & chrom & start & end & pi & thetaW & tajD & thetaH & fayWuH & maxFDA & HapCount & ⋯ & distVar & distSkew & distKurt & mid & seed & exon\\_chr & exon\\_start & exon\\_end & rate & overlap\\\\\n", + " & & & & & & & & & & & ⋯ & & & & & & & & & & \\\\\n", + "\\hline\n", + "\t1 & 1 & 1 & 100000 & 3.325786e-05 & 3.766089e-05 & -0.3760294 & 8.329226e-05 & 5.00344e-05 & 0.975 & 14 & ⋯ & 4.802571e-10 & -0.1065684 & -1.206464 & 50000.5 & 0 & 1 & 61112 & 61113 & 2.699484 & 1\\\\\n", + "\t2 & 1 & 1 & 100000 & 3.325786e-05 & 3.766089e-05 & -0.3760294 & 8.329226e-05 & 5.00344e-05 & 0.975 & 14 & ⋯ & 4.802571e-10 & -0.1065684 & -1.206464 & 50000.5 & 0 & 1 & 61494 & 61495 & 0.980191 & 1\\\\\n", + "\t3 & 1 & 1 & 100000 & 3.325786e-05 & 3.766089e-05 & -0.3760294 & 8.329226e-05 & 5.00344e-05 & 0.975 & 14 & ⋯ & 4.802571e-10 & -0.1065684 & -1.206464 & 50000.5 & 0 & 1 & 62225 & 62226 & 0.854964 & 1\\\\\n", + "\t4 & 1 & 1 & 100000 & 3.325786e-05 & 3.766089e-05 & -0.3760294 & 8.329226e-05 & 5.00344e-05 & 0.975 & 14 & ⋯ & 4.802571e-10 & -0.1065684 & -1.206464 & 50000.5 & 0 & 1 & 62308 & 62309 & 0.766304 & 1\\\\\n", + "\t5 & 1 & 1 & 100000 & 3.325786e-05 & 3.766089e-05 & -0.3760294 & 8.329226e-05 & 5.00344e-05 & 0.975 & 14 & ⋯ & 4.802571e-10 & -0.1065684 & -1.206464 & 50000.5 & 0 & 1 & 62613 & 62614 & 0.591360 & 1\\\\\n", + "\t6 & 1 & 1 & 100000 & 3.325786e-05 & 3.766089e-05 & -0.3760294 & 8.329226e-05 & 5.00344e-05 & 0.975 & 14 & ⋯ & 4.802571e-10 & -0.1065684 & -1.206464 & 50000.5 & 0 & 1 & 62745 & 62746 & 0.462049 & 1\\\\\n", + "\\end{tabular}\n" + ], + "text/markdown": [ + "\n", + "A data.frame: 6 × 25\n", + "\n", + "| | chrom <int> | start <int> | end <int> | pi <dbl> | thetaW <dbl> | tajD <dbl> | thetaH <dbl> | fayWuH <dbl> | maxFDA <dbl> | HapCount <int> | ⋯ ⋯ | distVar <dbl> | distSkew <dbl> | distKurt <dbl> | mid <dbl> | seed <int> | exon_chr <chr> | exon_start <int> | exon_end <int> | rate <dbl> | overlap <int> |\n", + "|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|\n", + "| 1 | 1 | 1 | 100000 | 3.325786e-05 | 3.766089e-05 | -0.3760294 | 8.329226e-05 | 5.00344e-05 | 0.975 | 14 | ⋯ | 4.802571e-10 | -0.1065684 | -1.206464 | 50000.5 | 0 | 1 | 61112 | 61113 | 2.699484 | 1 |\n", + "| 2 | 1 | 1 | 100000 | 3.325786e-05 | 3.766089e-05 | -0.3760294 | 8.329226e-05 | 5.00344e-05 | 0.975 | 14 | ⋯ | 4.802571e-10 | -0.1065684 | -1.206464 | 50000.5 | 0 | 1 | 61494 | 61495 | 0.980191 | 1 |\n", + "| 3 | 1 | 1 | 100000 | 3.325786e-05 | 3.766089e-05 | -0.3760294 | 8.329226e-05 | 5.00344e-05 | 0.975 | 14 | ⋯ | 4.802571e-10 | -0.1065684 | -1.206464 | 50000.5 | 0 | 1 | 62225 | 62226 | 0.854964 | 1 |\n", + "| 4 | 1 | 1 | 100000 | 3.325786e-05 | 3.766089e-05 | -0.3760294 | 8.329226e-05 | 5.00344e-05 | 0.975 | 14 | ⋯ | 4.802571e-10 | -0.1065684 | -1.206464 | 50000.5 | 0 | 1 | 62308 | 62309 | 0.766304 | 1 |\n", + "| 5 | 1 | 1 | 100000 | 3.325786e-05 | 3.766089e-05 | -0.3760294 | 8.329226e-05 | 5.00344e-05 | 0.975 | 14 | ⋯ | 4.802571e-10 | -0.1065684 | -1.206464 | 50000.5 | 0 | 1 | 62613 | 62614 | 0.591360 | 1 |\n", + "| 6 | 1 | 1 | 100000 | 3.325786e-05 | 3.766089e-05 | -0.3760294 | 8.329226e-05 | 5.00344e-05 | 0.975 | 14 | ⋯ | 4.802571e-10 | -0.1065684 | -1.206464 | 50000.5 | 0 | 1 | 62745 | 62746 | 0.462049 | 1 |\n", + "\n" + ], + "text/plain": [ + " chrom start end pi thetaW tajD thetaH \n", + "1 1 1 100000 3.325786e-05 3.766089e-05 -0.3760294 8.329226e-05\n", + "2 1 1 100000 3.325786e-05 3.766089e-05 -0.3760294 8.329226e-05\n", + "3 1 1 100000 3.325786e-05 3.766089e-05 -0.3760294 8.329226e-05\n", + "4 1 1 100000 3.325786e-05 3.766089e-05 -0.3760294 8.329226e-05\n", + "5 1 1 100000 3.325786e-05 3.766089e-05 -0.3760294 8.329226e-05\n", + "6 1 1 100000 3.325786e-05 3.766089e-05 -0.3760294 8.329226e-05\n", + " fayWuH maxFDA HapCount ⋯ distVar distSkew distKurt mid seed\n", + "1 5.00344e-05 0.975 14 ⋯ 4.802571e-10 -0.1065684 -1.206464 50000.5 0 \n", + "2 5.00344e-05 0.975 14 ⋯ 4.802571e-10 -0.1065684 -1.206464 50000.5 0 \n", + "3 5.00344e-05 0.975 14 ⋯ 4.802571e-10 -0.1065684 -1.206464 50000.5 0 \n", + "4 5.00344e-05 0.975 14 ⋯ 4.802571e-10 -0.1065684 -1.206464 50000.5 0 \n", + "5 5.00344e-05 0.975 14 ⋯ 4.802571e-10 -0.1065684 -1.206464 50000.5 0 \n", + "6 5.00344e-05 0.975 14 ⋯ 4.802571e-10 -0.1065684 -1.206464 50000.5 0 \n", + " exon_chr exon_start exon_end rate overlap\n", + "1 1 61112 61113 2.699484 1 \n", + "2 1 61494 61495 0.980191 1 \n", + "3 1 62225 62226 0.854964 1 \n", + "4 1 62308 62309 0.766304 1 \n", + "5 1 62613 62614 0.591360 1 \n", + "6 1 62745 62746 0.462049 1 " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\u001b[1m\u001b[22m`summarise()` has grouped output by 'chrom', 'start'. You can override using\n", + "the `.groups` argument.\n", + "\u001b[1m\u001b[22m`geom_smooth()` using method = 'gam' and formula = 'y ~ s(x, bs = \"cs\")'\n", + "Warning message:\n", + "“\u001b[1m\u001b[22mRemoved 32 rows containing non-finite outside the scale range\n", + "(`stat_smooth()`).”\n", + "Warning message:\n", + "“\u001b[1m\u001b[22mRemoved 32 rows containing missing values or values outside the scale range\n", + "(`geom_point()`).”\n" + ] + }, + { + "data": { + "text/plain": [ + "\n", + "\tSpearman's rank correlation rho\n", + "\n", + "data: stats$rate and stats$pi\n", + "S = 1092702008, p-value = 5.627e-07\n", + "alternative hypothesis: true rho is not equal to 0\n", + "sample estimates:\n", + " rho \n", + "0.1130763 \n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "plot without title" + ] + }, + "metadata": { + "image/png": { + "height": 420, + "width": 420 + } + }, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "stats <- read.table(\"sim_chr3.CHB.diploshic.stats_rates\", header = T)\n", + "stats$rate = as.numeric(stats$rate)\n", + "head(stats)\n", + "\n", + "stats %>% group_by(chrom, start, end) %>% \n", + " summarise(pi = mean(pi), rate = mean(rate)) -> stats\n", + "\n", + "# plot\n", + "col_neu <- rgb(26, 133, 255, max = 255)\n", + "col_nonneu <- rgb(212, 17, 89, max = 255)\n", + "\n", + "library(ggplot2)\n", + "ggplot(stats, aes(x = rate, y = pi)) +\n", + " geom_point(color=col_nonneu, pch=1) +\n", + " stat_smooth(color=\"black\") +\n", + " theme_bw() +\n", + " labs(x = \"Recombination rate in window\", y = expression(pi)) +\n", + " theme(panel.grid.major = element_blank(), panel.grid.minor = element_blank()) \n", + "\n", + "cor.test(stats$rate, stats$pi, method= \"spearman\")\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "vscode": { + "languageId": "r" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "Plot with title “”" + ] + }, + "metadata": { + "image/png": { + "height": 720, + "width": 840 + } + }, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "# [chriscs@talapas-ln1 analysis2]$ cat results/inference/OutOfAfrica_3G09/dadi/Gamma_H17/ensembl_havana_104_exons/*/chr13/pop0/pop0.dadi.neu.fs | grep -v unfolded | grep -v \"1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1\" > neu.sf\n", + "system(\"cat ../results/inference/OutOfAfrica_3G09/dadi/Gamma_H17/ensembl_havana_104_exons/*/pop0/pop0.dadi.neu.fs | grep -v unfolded | grep -v '1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1' > neu.sf\")\n", + "system(\"cat ../results/inference/OutOfAfrica_3G09/dadi/Gamma_H17/ensembl_havana_104_exons/*/pop0/pop0.dadi.nonneu.fs | grep -v unfolded | grep -v '1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1' > nonneu.sf\")\n", + "\n", + "# read data\n", + "neu_ = read.table(\"neu.sf\")\n", + "nonneu_ = read.table(\"nonneu.sf\")\n", + "\n", + "# exclude fixed variants\n", + "neu_ = neu_[-c(41)]\n", + "nonneu_ = nonneu_[-c(41)]\n", + "\n", + "# average across reps\n", + "neu_ = colMeans(neu_)\n", + "nonneu_ = colMeans(nonneu_)\n", + "\n", + "# build histogram\n", + "neu = rep(0,sum(neu_))\n", + "counter = 1\n", + "for (i in 1:length(neu_)){\n", + "\tfor (j in 1:(neu_[i]*10)){ # *10 to get integers\n", + "\t\tneu[counter] = i\n", + "\t\tcounter = counter + 1\n", + "\t}\n", + "}\n", + "nonneu = rep(0,sum(nonneu_))\n", + "counter = 1\n", + "for (i in 1:length(nonneu_)){\n", + "\tfor (j in 1:(nonneu_[i]*10)){\n", + "\t\tnonneu[counter] = i\n", + "\t\tcounter = counter + 1\n", + "\t}\n", + "}\n", + "\n", + "# colors\n", + "col_neu <- rgb(26, 133, 255, max = 255, alpha = 150)\n", + "col_nonneu <- rgb(212, 17, 89, max = 255, alpha = 150)\n", + "\n", + "#plot\n", + "hist(neu, breaks = 25, prob = TRUE, ylim=c(0,0.3), col = col_neu,\n", + "\t \t main = \"\",\n", + " ylab = \"Proportion of sites\",\n", + " xlab = \"Frequency in population\",\n", + "\t ) # Save first histogram data\n", + "par(new=TRUE)\n", + "hist(nonneu, breaks = 25, prob = TRUE, ylim=c(0,0.3), col = col_nonneu, xlab = \"\", main = \"\", ylab = \"\") # Save 2nd histogram data\n", + "legend(\"topright\", legend = c(\"neutral\", \"selected\"), lty = 1, lwd=5, col = c(col_neu, col_nonneu))\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "vscode": { + "languageId": "r" + } + }, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "R", + "language": "R", + "name": "ir" + }, + "language_info": { + "codemirror_mode": "r", + "file_extension": ".r", + "mimetype": "text/x-r-source", + "name": "R", + "pygments_lexer": "r", + "version": "4.3.1" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/workflows/config/snakemake/production_config_PhoSin.yml b/workflows/config/snakemake/production_config_PhoSin.yml new file mode 100644 index 0000000..c029e44 --- /dev/null +++ b/workflows/config/snakemake/production_config_PhoSin.yml @@ -0,0 +1,49 @@ +# snakemake settings +"seed": 12345 +"replicates": 3 +"output_dir": "results" + +# species-specific settings +"species": "PhoSin" +"demo_models": [ + {"id":"Constant", + "num_samples_per_population": [100], + }, + {"id":"Vaquita2Epoch_1R22", + "num_samples_per_population": 3*[100], + } +] +"genetic_map": null +"chrm_list": "1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21" +"dfe_list": ["none", "Gamma_R22"] +"annotation_list": ["all_sites", "Phocoena_sinus.mPhoSin1.pri.110_exons"] +"mask_file": "workflows/masks/PhoSin_fake.mask.bed" +"stairway_annot_mask" : "" # set this or any of the below to 'none' to skip annot masking +"msmc_annot_mask" : "" +"gone_annot_mask" : "" +"smcpp_annot_mask" : "" + +# slim settings +"slim_scaling_factor": 1 +"slim_burn_in": 10 + +# n(t) specific configs +"methods" : ["stairwayplot", "gone", "smcpp", "msmc"] +"num_sampled_genomes_msmc" : [6] +"num_msmc_iterations" : 20 +"gone_phase" : 1 # 0 for pseudohaploid, 1 for phased, 2 for unknown phase +"gone_max_snps" : 50000 # default=50000 +"gone_threads" : 8 +"gone_num_gens" : 2000 # default=2000 +"gone_num_bins" : 400 # default=400 + + +# exe paths +"poly_dfe_exec": "ext/polyDFE/polyDFE-2.0-linux-64-bit" +"dfe_alpha_exec": "ext/dfe-alpha-release-2.16/est_dfe" +"dfe_alpha_data_path_1": "ext/dfe-alpha-release-2.16/data" +"dfe_alpha_data_path_2": "three-epoch" +"grapes_exec": "ext/grapes/multi_grapes" +"msmc_exec" : "ext/msmc2/build/release/msmc2" +"stairwayplot_code" : "ext/stairwayplot/swarmops.jar" +"gone_code" : "ext/GONE/Linux" diff --git a/workflows/config/snakemake/tiny_config_PhoSin.yaml b/workflows/config/snakemake/tiny_config_PhoSin.yaml new file mode 100644 index 0000000..c4c1b98 --- /dev/null +++ b/workflows/config/snakemake/tiny_config_PhoSin.yaml @@ -0,0 +1,49 @@ +"seed": 12345 +"replicates": 2 + +"species": "PhoSin" +"demo_models": + [ + {"id":"Vaquita2Epoch_1R22", + "num_samples_per_population": [20], + } + ] + +"genetic_map": null +"chrm_list": "2,9,20" +"dfe_list": ["none", "Gamma_R22"] +"annotation_list": ["none", "Phocoena_sinus.mPhoSin1.pri.110_exons"] +"output_dir": "results" +"mask_file": "workflows/masks/PhoSin_fake.mask.bed" + +# set any of the below to 'none' to skip annot masking +"stairway_annot_mask" : "" +"msmc_annot_mask" : "" +"gone_annot_mask" : "" +"smcpp_annot_mask" : "" + +# slim settings +"slim_scaling_factor": 15 +"slim_burn_in": 10 + +# n(t) specific configs +"methods" : ["stairwayplot", "gone", "smcpp", "msmc"] + +"num_sampled_genomes_msmc" : [6] +"num_msmc_iterations" : 20 + +"gone_phase" : 1 # 0 for pseudohaploid, 1 for phased, 2 for unknown phase +"gone_max_snps" : 50000 # default=50000 +"gone_threads" : 8 +"gone_num_gens" : 2000 # default=2000 +"gone_num_bins" : 400 # default=400 + +# exe paths +"poly_dfe_exec": "ext/polyDFE/polyDFE-2.0-linux-64-bit" +"dfe_alpha_exec": "ext/dfe-alpha-release-2.16/est_dfe" +"dfe_alpha_data_path_1": "ext/dfe-alpha-release-2.16/data" +"dfe_alpha_data_path_2": "three-epoch" +"grapes_exec": "ext/grapes/multi_grapes" +"msmc_exec" : "ext/msmc2/build/release/msmc2" +"stairwayplot_code" : "ext/stairwayplot/swarmops.jar" +"gone_code" : "ext/GONE/Linux" diff --git a/workflows/gone.py b/workflows/gone.py index 2be12de..e16d244 100644 --- a/workflows/gone.py +++ b/workflows/gone.py @@ -5,6 +5,7 @@ import tskit import os import numpy as np +import msprime import pandas as pd def params(gone_code, params): @@ -47,14 +48,17 @@ def copy(gone_code, outpath, seed, threads): subprocess.run(cmd, shell=True, check=True) -def ts2plink(ts_path, ped_file, map_file, pop_name, genetic_map, chromID, mask_intervals): +def ts2plink(ts_path, ped_file, map_file, species, pop_name, genetic_map, chromID, mask_intervals): """ converts ts to plink format masks are the intervals to exclude """ if type(mask_intervals) is not list: mask_intervals = [mask_intervals] - gm_chr = [genetic_map.get_chromosome_map(chrms) for chrms in chromID] + if genetic_map is not None: + gm_chr = [genetic_map.get_chromosome_map(chrms) for chrms in chromID] + else: + gm_chr = [species.get_contig(chrms).recombination_map for chrms in chromID] snp_counter = 1 genomat_list = [] # add to map file for chroms diff --git a/workflows/masks/PhoSin_fake.mask.bed b/workflows/masks/PhoSin_fake.mask.bed new file mode 100644 index 0000000..9a49f84 --- /dev/null +++ b/workflows/masks/PhoSin_fake.mask.bed @@ -0,0 +1,22 @@ +1 0 1 +2 0 1 +3 0 1 +4 0 1 +5 0 1 +6 0 1 +7 0 1 +8 0 1 +9 0 1 +10 0 1 +11 0 1 +12 0 1 +13 0 1 +14 0 1 +15 0 1 +16 0 1 +17 0 1 +18 0 1 +19 0 1 +20 0 1 +21 0 1 +X 0 1 diff --git a/workflows/n_t.snake b/workflows/n_t.snake index 48460df..9c0eb4d 100644 --- a/workflows/n_t.snake +++ b/workflows/n_t.snake @@ -484,12 +484,13 @@ rule gone_prep_inputs: chromIDs, chrom_annotation=wildcards.annots, ) + genetic_map = None + if genetic_map_id is not None: + genetic_map = species.get_genetic_map(genetic_map_id) + if not genetic_map.is_cached(): + genetic_map.download() - genetic_map = species.get_genetic_map(genetic_map_id) - if not genetic_map.is_cached(): - genetic_map.download() - - gone.ts2plink(inputs, output[0], output[1], wildcards.pops, genetic_map, chromIDs, mask_intervals=mask_intervals) + gone.ts2plink(inputs, output[0], output[1], species, wildcards.pops, genetic_map, chromIDs, mask_intervals=mask_intervals) rule gone_run: @@ -557,7 +558,6 @@ rule clone_smcpp: rule ts_to_smc: input: output_dir + "/simulated_data/{demog}/{dfes}/{annots}/{seeds}/sim_{chrms}.trees", - rules.clone_smcpp.output output: output_dir + "/inference/{demog}/smcpp/{dfes}/{annots}/{seeds}/{pops}/sim_{chrms}.trees.smc.gz" run: @@ -582,7 +582,6 @@ rule run_smcpp: input: expand(output_dir+ "/inference/{{demog}}/smcpp/{{dfes}}/{{annots}}/{{seeds}}/{{pops}}/sim_{chrms}.trees.smc.gz", chrms=chrm_list), - rules.clone_smcpp.output, output: output_dir + "/inference/{demog}/smcpp/{dfes}/{annots}/{seeds}/{pops}/model.final.json" threads: 20