diff --git a/notebooks/DFE_figures.ipynb b/notebooks/DFE_figures.ipynb index 5b7ad13..3432dce 100644 --- a/notebooks/DFE_figures.ipynb +++ b/notebooks/DFE_figures.ipynb @@ -177,13 +177,17 @@ " #horizontal line at 0 on axes A\n", " axes['A'].axhline(abs(species_info.dfe_params[0]), color='black', linestyle='--')\n", " axes['A'].set_ylabel('|E(s)|') \n", + " axes['A'].set_xlabel('Method')\n", " axes['A'].set_title(\"A\", loc = \"left\")\n", + "\n", " #seaborn boxplot method vs. Es split by pop_id no lines, no error bars\n", " sns.set_theme(style=\"whitegrid\")\n", " sns.boxplot(x=\"method\", y=\"shape\", hue = 'pop', data=species_info.all_DFE, ax = axes['B'])\n", " #horizontal line at 0\n", " axes['B'].axhline(abs(species_info.dfe_params[1]), color='black', linestyle='--')\n", " axes['B'].set_title(\"B\", loc = \"left\")\n", + " axes['B'].set_ylabel('Shape')\n", + " axes['A'].set_xlabel('Method')\n", " plt.savefig(output_path)" ] }, @@ -194,7 +198,7 @@ "outputs": [ { "data": { - 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3CFAIiiwAAAAA4GXsdrsyMrM09CaLQoK848+2C+nZ2n7ULrvdTpEFKIR3/G8FAAAAAOQTEuSvUHOAp9MA4CZfTycAAAAAAABQGVBkAQAAAAAAMABFFgAAAAAAAANQZAEAAAAAADAARRYAAAAAAAADUGQBAAAAAAAwAFs4V1A2m012u73cr2uxWGS1WovVZsyYMbpw4YLeeOMNmUwml3N//vOf9fnnn2vhwoWaMmWK83hQUJAaNmyoYcOGafTo0fLz83OemzVrlhITE7Vz587SvRgAAADAy11Iz/Z0Ck7elAvgrSiyVEA2m02TJk9WVmZmuV87wGTSqpUri1VoeeKJJ3TvvffqpZdecimkfPjhh3r33Xf1j3/8Q2azWZK0ZMkSNWvWTJcvX9abb76pp556ShkZGXr00UcNfy0AAACAt9t+tPwfrAIoOYosFZDdbldWZqbMnerKr6bp+g0MknM5U2mHzstutxeryNK0aVNNnDhRq1at0uDBg9WoUSNlZGToiSeeUEREhO666y4dOHBAktSiRQu1a9dOknTHHXfoyJEj2rZtG0UWAAAAVElDb7IoJMg7/my7kJ5N0Qe4Du/434oS8atpkv8NgZ5Owy2PPvqodu7cqUWLFmnt2rVatWqVLly4oPj4+ELb+Pj4qGXLlnrvvffKMVMAAADAe4QE+SvUHODpNAC4iYVvUS5MJpOeeOIJ/fe//9WKFSv00ksv6bHHHlNoaGiR7c6dO6dGjRqVU5YAAAAAAJQcI1lQbrp06aIhQ4YoNjZWbdq00ZgxY/LF5ObmKjs7W2lpaXr99df15Zdf6vnnny//ZAEAAAAAKCaKLChXjz76qLZv365x48a57BiU54EHHsgXP2DAgPJKDwAAAACAEqPIgnIVEBDg8vm3nn76aTVv3lwpKSl68cUXtWbNGnXu3Fm9evUqzzQBAAAAACg2iizwKs2bN3fuLtSpUycNHDhQTz/9tHr27CkfHx8PZwcAAAAAQOFY+BZeq0aNGoqKitLx48e1Z88eT6cDAAAAAECRGMlSgeVczqzU15Ok+++/XytXrtSaNWvUv3//cr8+AAAAAADuoshSAVksFgWYTEo7dL7crx1gMslisZTf9QICNHnyZM2bN08HDhxQ165dy+3aAAAAAAAUB0WWCshqtWrVypWy2+3lfm2LxSKr1Vri9g0bNtTRo0fzHe/atWuBxyUpMjJSkZGRzq+XLl1a4usDAAAAAFBWKLJUUFartVTFDgAAAAAAYCwWvgUAAAAAADAAI1kAABXChfRsT6fgwtvyAQAAgOdRZAEAeDWLxaJAU4C2Hy3/daiuJ9AUUK6LgQMAAMC7UWSpABwOh6dTqHR4T4GKw2q1asXKVYYs9p2UlKSYmBhFR0crLCys1P2VdjFwAAAAVC4UWbyYv/8v/zzZ2QxJN1ree5r3HgPwbkYv9h0WFqbw8HDD+gMAAAAkFr71an5+fvLz8/PIVs2Vnd1ud76/AAAAAAAYgcf4XszHx0dWq1Xnzp1TYGCgatSoIR8fH0+nVaE5HA5duXJFdrtdDRo04P0EAAAAABiGIouXCw4O1tWrV3XhwgWdP3/e0+lUCj4+PqpVq5aCg4M9nQpQYSUnJystLc2Qvsxms+rXr29IXwAAAIAnUWTxcj4+PmrQoIGsVquysrI8nU6lEBAQwDQhoBRSU1M1ceJE5ebmGtKfr6+vNmzYQOETAAAAFR5FlgqC9UMAlBebzXbdtaBmz56tq1evFhnz008/adOmTfrDH/6gevXqFRpXvXp1nT9/vsjReuziAwAAgIqAIgsAwMlms2nS5MnKysw0rM9NmzaVuo8Ak0mrVq6k0AIAAACvRpEFAOBkt9uVlZkpU0g7+QbU8HQ6kqTcrCvKvHBYdrudIgsAAAC8WoUosqSlpWnevHnasmWLUlJS1KpVK82aNUsjRoy4blubzaaZM2dq586dSk9PV4cOHbR48WL169fPJW7u3Ll6++23dfr0aaWnpys0NFS/+93vNHfuXDVu3NglNisrS0899ZTWrVunc+fOqWnTpvrjH/+oqKgoQ183AHhK5oXDnk4BAAAAqHAqRJFl6NChOnjwoJYuXaqWLVtq8+bNGjlypHJzczVq1KhC22VkZKhfv366dOmSYmNjZbVaFRcXpwEDBmjPnj3q3bu3M/bSpUsaOXKkWrdurZo1a+rrr7/W4sWL9eabb+rIkSOqU6eOM3bKlCl65ZVX9OSTT6pz585699139dhjj+ny5cuaM2dOmb4XAFAeqjXoJt9Ai6fTkCTlZth17dwnnk4DAAAAZcSonSu9YddKry+yvP3229q9e7ezsCJJEREROn36tGbMmKHhw4cXuiDs2rVrlZiYqI8++kjdu3d3tu3QoYNmzpypAwcOOGPj4uJc2vbp00dNmzbVoEGD9MYbb2j8+PGSpCNHjmjt2rX629/+phkzZjhjL168qMWLF2vSpEmqXbu24e8DAJQn30CL/KrzswwAAABly8idK71h10qvL7Ls2LFDZrNZkZGRLsfHjRunUaNG6cCBA+rRo0ehbW+66SZngUWS/P39NXr0aM2ZM0dnzpzRjTfeWOi169at62yT5/XXX5fD4dC4cePy5bNmzRq98847RY6uAQAAAAAAvwgODtbq1auLHMmSlJSkmJgYRUdHKywsrNA4s9ns0QKLVAGKLImJiWrdurVLoUOS2rdv7zxfWJElMTFRPXv2zHc8r+2RI0fyFVmys7OVlZWlb7/9VlOnTlXLli01dOhQlz7r1q2bbwjSr/MpTEZGhjIyMpxfX2+LVAAAAAAAKjt3p/iEhYUpPDy8jLMpHV9PJ3A9Fy9eLHD6Td6xixcvGtY2OTlZAQEBCgoK0q233qrs7Gzt27dPZrP5un3WqFFDJpOpyHyWLFmi4OBg50dRFTgAAAAAAFCxeH2RRZJ8fHxKdK64bUNCQnTw4EH95z//0Zo1a5SSkqKIiAidO3fOkHxmz56t1NRU50dSUlKRuQMAABgtLS1NU6dOVWhoqKpVq6aOHTvq1VdfvW67H3/8UVOnTlXv3r1Vq1Yt+fj4aP369fniTp06JR8fn0I/BgwYUAavCgAA7+D104Xq1KlT4OiQlJQUSSpykdnitvX391enTp0kSbfffrsGDBigpk2baunSpYqNjXX2+cUXX+Tr88qVK8rMzCwyn8DAQAUGBhZ6HgAAoKyVdNfG48ePa9OmTerYsaMGDRqkhISEAuMaNGigjz/+ON/x119/XU8//bSGDBli2GsBAMDbeH2RpV27dkpISFB2drbLuiyHDx+WJLVt27bItnlxv+ZOW0lq2LChQkND9d1337n0+eqrryo5Odll3pi7fQIAAHhKaXZt7NWrl86fPy9JOnToUKFFlsDAQHXr1i3f8dmzZysoKMh5XQAAKiOvny40ZMgQpaWladu2bS7H4+PjFRoaqq5duxbZ9ttvv3XZqjk7O1sbN25U165dFRoaWuS1jx8/rh9//NFlYZ377rtPPj4+io+Pd4ldv369qlevzhBYAADgtYratfHs2bMu90y/5etb8tvGEydOaP/+/XrggQdksVhK3A8AAN7O60eyDBw4UP3799fkyZNlt9sVHh6uhIQEvfPOO9q4caPzacuECRMUHx+vEydOqHHjxpKk8ePHKy4uTpGRkVq6dKmsVqtWrFiho0ePas+ePc5rfPXVV5o2bZqGDRumZs2aydfXV4cPH9Zzzz2nOnXqaPr06c7YNm3aaMKECVqwYIH8/PzUuXNn/fvf/9aLL76oxYsXFzldCAAAwJNKs2tjabz88styOBx6+OGHrxvLbowAgIrM64sskrR9+3bNnTtX8+fPV0pKilq1aqWEhASNGDHCGZOTk6OcnBw5HA7nscDAQO3du1czZ85UVFSU0tPT1bFjR+3atUu9e/d2xtWrV0+hoaF69tlnde7cOWVnZ6thw4YaPHiw5syZk28XoBUrVujGG2/U8uXLlZycrCZNmig2NlZRUVFl/2YAAACU0MWLF9WsWbN8x93ZtbGkcnJyFB8fr1atWun222+/bvySJUu0aNEiw/MAAKA8VIgii9lsVmxsrHPx2YKsX7++wBXu69Wrl29qT0Exr7zyitv5BAQEaOHChVq4cKHbbQAAALxBaXZtLIl33nlHZ86c0d///ne34mfPnq3o6Gjn13a7Pd8DLwAAvFWFKLIAAACg9Eqza2NJrV27VgEBAXrwwQfdimc3RgBAReb1C98CAADAGO3atdM333yj7Oxsl+NltUuizWbTzp07de+998pqtRraNwAA3oiRLACAfHIzvWehSW/KBajohgwZojVr1mjbtm0aPny487g7uzaWxIYNG5SVlaUJEyYY2i8AAN6KIgsAwMlisSjAZNK1s594OhUXASYT274CBijNro2StHXrVknSyZMnJUmHDh2S2WyWJA0bNizf9dauXauwsDDdddddZf3SAADwChRZAABOVqtVq1auNGTL1KSkJMXExCg6OrrUi1ZaLBamGgAGKemujZIUGRnp8nVcXJzi4uIkKV/sRx99pG+//Vbz58+Xry8z1AGgKrLZbIbdV/76c2mV5b0lRRYAgAur1WroL52wsDCFh4cb1h+A0inNro2/LaQUpUePHsWKBwBULjabTZMmT1ZWZqZhfcbExBjST4DJpFUrV5ZJoYUiCwAAAAAAMJTdbldWZqbMnerKr6bJ0+k45VzOVNqh87Lb7RRZAAAAAABAxeFX0yT/GwI9nUa5YYIsAAAAAACAASiyAAAAAAAAGIAiCwAAAAAAgAEosgAAAAAAABiAIgsAAAAAAIABKLIAAAAAAAAYgC2cAQAAAMANycnJSktLM6Qvs9ms+vXrG9IXAO9BkQUAAAAAriM1NVUTJ05Ubm6uIf35+vpqw4YNCg4ONqQ/AN6BIgsAAAAAXEdwcLBWr15d5EiWpKQkxcTEKDo6WmFhYUX2ZzabKbAAlRBFFgAAAABwg7vTe8LCwhQeHl7G2QDwRix8CwA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", 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" ] @@ -223,7 +227,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -333,7 +337,7 @@ "outputs": [ { "data": { - "image/png": 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", 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" ] @@ -364,7 +368,7 @@ "outputs": [ { "data": { - "image/png": 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", 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" ] @@ -417,12 +421,12 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 8, "metadata": {}, "outputs": [ { "data": { - "image/png": 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9//77+sc//iGTyaQ777xTkyZNkr+/v6Q/7vS2cOFCffrpp/rtt9/k6+urbt26afz48Q4HfkOGDNHZs2f16quvasqUKdq/f7/8/Pw0aNAgjR07llt1osKNGzdOW7duVd++fXXHHXfIZDJp2rRpOnjwoDw8PBQTE+PsFmEQ+ycUyMzM1MiRI5Wfn1+p2502bVqlbcvNzU2LFy+Wn59fpW0TcBWlClI2bdpUUX0AAFAqY8aMUWRkpKKjo3Xo0CHNmDFDKSkpWr58uTw9PfXqq69q2bJleuSRR9SjRw8dPXpUM2bM0M6dO/XZZ5/ZP9BI0qlTpxQbG6sRI0Zo3Lhx+uabbzRnzhxZrVa9/PLLTnyVuB4EBARoxYoVmjlzprZs2SJ3d3ft379fd955p8aNG6datWo5u0WUEvsn+Pn5ad68eZV2Rooz+Pj4EKLgulWqIKVhw4YV1QcAAKVy11136dlnn5UkhYeHq06dOoqLi9O6devUqlUrLVu2TA899JBeeukl+5iWLVvqvvvuU1JSkmJjY+3LMzIy9P7776tXr1729V26dEn/+7//q8cff1wNGjSo3BeH605AQIAmT57s7DZQTtg/QRKXvQDVGJPNAgCqpP79+zs87tOnjzw8PLRjxw7t2LFDkjRgwACHmtatWys4OFjff/+9w/IbbrjB/iGlQFRUlPLz8695fjCgNE6ePKl///vfOnnypLNbwTVg/wQA1VupzkgpSmpqqk6ePKlLly6pdu3aCgoKkq+vb3n0BgBAserWrevw2MPDQ7Vq1VJGRoYyMjIkSYGBgYXGBQYG6tixYw7LCib4LGpZwbqAirRhwwa98847OnLkiH1Z48aNFRsbq8jISCd2hrJg/wQA1VuZgpRdu3Zp6dKl2rp1q86ePStJstlsMplMcnNz0y233KL/+Z//0cCBAwlVAAAV4tSpU7rxxhvtjy9fvqyMjAzVqlXLPqdEenp6oVOr09PTVbt2bYdlv//+e6H1FyxjfgpUtLVr12r8+PFq2rSpnnzySQUEBOjUqVNau3atYmNjlZ+fr759+zq7TZQC+ycAqN5KFaTs27dPb775pv75z38qODhYvXv3VsuWLVWnTh3VqFFDmZmZSktL065duzR9+nTNmDFDo0aN0rBhw2Q2myvqNQAArkOrVq3SbbfdZn+8bt06Xb58WZ06dVJoaKgk6YsvvlDr1q3tNbt371ZKSopGjRrlsK4LFy5o06ZNDqfPr169Wm5uburYsWMFvxJc79577z1FRERo7ty5cnP771XXTz75pEaMGKH33nuPIKWKYf8EANVbqYKU++67T/3799fEiRPVqlWrEmuzsrK0Zs0aLViwQJcvX+bWfQCAcrVx40a5u7ura9euOnjwoGbMmKFbbrlFffr0kdls1gMPPKAlS5bIzc1NERER9rti1K9fX8OGDXNYV61atfTqq6/q+PHjuvnmm7VlyxYtX75cDz74IBM5osIdOXJEzzzzjEOIIv1xa9GHHnpITz31lJM6Q1mxfwKA6q1UQcrq1at18803G6r19vbWfffdp4EDB+r48eNl6Q0AgGLNmjVLs2bN0v/+7//KZDKpZ8+emjRpkv0MyFdffVWNGjXSihUr9Pe//10+Pj7q1q2bJkyYUOjU+bp16+rll1/WW2+9pQMHDsjPz0+jRo3S2LFjnfHScJ1p0KCBLl68WORz2dnZql+/fiV3hGvF/gkAqrdSBSlGQ5Qrubu766abbir1OAAASlK/fn3NnTu32Ofd3Nz0xBNP6IknnjC0vk6dOunTTz8tr/YAwx577DG9//77uuOOO+Tv729ffvr0ac2ZM0ePPfaYE7tDWbB/AoDq7Zrv2nOln376SXv37lWnTp0UHBxcnqsGAAColg4ePKjz58+rV69e6ty5s+rWratTp05p+/btql27tg4dOqT4+Hh7/YsvvujEbgEAQJmDlBdeeEF5eXlKTEyUJK1Zs0ZxcXGy2Wzy9PTU4sWL1a5du3JrFAAAoDpasmSJ/d9ff/21w3MXL150eN5kMhGkAADgZGUOUnbs2KExY8bYH8+dO1fh4eGaMGGC3nzzTc2bN6/EUxoBACiLsWPHluvcAB999FG5rQsoi/379zu7BZQT9k8AcH1wu3pJ0X7//Xf7TOEnT57UwYMHNXLkSN1yyy3661//qp9//rncmgQAAAAAAHAFZQ5SPDw8dOnSJUnSv/71L9WoUUNt2rSRJPn5+clqtZZPhwAAAAAAAC6izJf2NG3aVJ9//rnatWunFStWqH379vL09JQknThxwmHWeQAAABTv888/V1JSkg4fPmz/RdWV9u3b54SuAABAUcp8Rsqjjz6qNWvWqGPHjvrHP/6hIUOG2J/7/vvvFRISUi4NAgAAVGebNm3SpEmT1LJlS2VnZ2vgwIHq16+fatasqSZNmujJJ590dosAAOAKZT4jpU+fPqpfv75+/PFHhYaGqkOHDvbn6tWrp969e5dLgwAAANXZ/PnzNWzYMI0fP14rVqzQQw89pFatWunUqVN6+OGHVa9ePWe3CAAArlDmIEWS2rZtq7Zt2xZaPm7cuGtZLQAAwHUjNTVVY8eOlclkkiTl5eVJkurWravRo0dr4cKFGjx4sDNbBAAAVyhVkJKVlSVvb+9Sb6Ss4wAAzpeenu60CcQtFosCAwMN148aNUqHDx/Whg0binz+73//u1577TWtX79eQUFB5dXmVX322Wd6/vnn9f3338vf319Wq1VJSUnq06ePmjVrVml9wDXl5eXJ09NTbm5uqlmzpk6dOmV/rn79+kpLS3Nid66N/dO1Y/8EAKVXqiClV69eGjlypAYPHiwfH5+r1u/evVvvv/++QkNDub4XAKqg9PR0jRo9Wrk5OU7ZvqfZrLlz5hj+sNK/f3+NHz9eu3fvVuvWrQs9v3r1at12222V+iFFknr06KFly5bJYrFIkqxWq2bPnq3mzZvzQQW66aablJ6eLkm65ZZbtGbNGvXq1UuS9OWXX6pu3brObM9lsX8qH+yfgOLl53An2qqoMr5vpQpSnnvuOb377ruaPn267rzzTt1xxx1q2bKl6tSpoxo1aigzM1NHjhzRrl27tHnzZh06dEh9+vThdFQAqKKsVqtyc3Lk1aCz3MyWSt12fo5V2ce2y2q1Gv6g0rNnT3l7e2v16tWFPqgcO3ZM//rXvzRx4sSKaLdE/v7+3M0OxQoLC9M//vEPRUVF6a9//atiY2O1Z88eeXp6KjU1VRMmTHB2iy6J/VP5YP8EFGaxWORpNiv72HZnt4Iy8jSb7QFxRShVkHLvvfcqMjJSn332mZYuXap169bZr+ctYLPZ5OXlpd69eyshIUG33XZbuTYMAKh8bmaL3Gu6/oF2zZo19Ze//EVr167VxIkT5eb235vTrV69WiaTSX369NHkyZO1bds2nThxQnXq1FF4eLieeeYZ+fr62utzc3M1ZcoUff7558rLy1Pv3r3VsWNHTZw4UZs2bdJNN92kHTt26K9//atWrFih0NBQ+9iRI0cqKytLH330kSTHU+ezsrLsZxs89dRT9jEF65w6daq2bNmi3377TT4+PvZtluYSAlQtsbGxyvn/Z1X06dNH7u7uWrVqlUwmkx5//HENHDjQyR26NvZP7J+A8hYYGKi5c+Y47dLBipaWlqZp06Zp/PjxatSokbPbqRClvfyytEo92ayXl5ceeughPfTQQzp58qT+9a9/KT09XZcuXVLt2rUVFBSkNm3ayNPTsyL6BQCgRP3799cXX3yhHTt2KCwszL589erV6ty5szw9PZWXl6fY2Fj5+/vr+PHjmjt3rp588kktXrzYXj9t2jT97//+r8aOHauWLVtq9erVevfdd6+5v8DAQM2ePVtjxozR+PHjdccdd9iXS9Lp06c1cuRIBQYG6syZM/rb3/6mIUOGaM2aNfLwuKY54uGizGazzGaz/fHdd9+tu+++24kdoaKwfwKqjsDAwGofEjZq1IhL+MromvZ4N954o/r06VNevQAAcM26dOmiOnXqaM2aNfYPKikpKfr3v/+thIQE+fv767XXXrPXX758WTfddJMeeughpaamKigoSBkZGfr73/+uJ554QiNHjpQkdevWTdHR0Tp58uQ19Wc2m3XrrbdKkpo0aVLo7ncJCQn2f+fl5aldu3aKiIjQ9u3bFR4efk3bBuBc7J8AoHqosOg4Pz/f4ZRFAAAqg4eHh/r06aNVq1bp5Zdfltls1hdffKEaNWrYf8ufnJysDz/8UP/5z3+UlZVlH/vrr78qKChIBw4cUHZ2tu666y6Hdffu3Vs//vhjhfa/ZcsWzZkzRwcPHtT58+cdeuODSvX1+eefa/Xq1Tp27Jiys7MdnjOZTPrqq6+c1BnKE/snAKgeSpV09OrVS/v377c/ttlseumll3T8+HGHup9++kmtWrUqnw4BACil/v37KzMzU99++60kac2aNerRo4d8fHy0ceNGPffcc2rdurWmT5+u5cuX67333pMkXbp0SZLst5+tU6eOw3r//Li87d69WzExMQoMDNSUKVO0bNkyLV++3KE3VD8ffPCBnnvuOR0/fly33HKLOnXq5PCnY8eOzm4R5Yj9EwBUfaU6I+Xo0aP2ydCkP846WbFihaKjo1W/fv1ybw4AgLJo27atGjVqpDVr1qhOnTpKS0uz3w1j/fr1uvXWWzV58mR7/c6dOx3GF9xu9vTp07rxxhvty0+fPu1QV6NGDUl/TPx4pczMzDLNFfbVV1/Jx8dH06dPt5/VefTo0VKvB1XL8uXL9fDDD+ull15ydiuoBOyfAKDqu+Zrb2w2W3n0AQBAuYqKitLmzZu1fPlyWSwWRURESJKys7MLfYhYtWqVw+MWLVrIy8tLGzdudFj+5ZdfOjyuV6+epD/mOChw+vRp/fvf/y6xt4Lt//m3uAW9XXlHvD/3hurn999/11/+8hdnt4FKxP4JAKo2ptcGAFRL/fv315w5c/TZZ59p8ODB9ruidOnSRZMnT9b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" ] @@ -453,7 +457,191 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "#previous version of code \n", + "\n", + "import numpy as np\n", + "import scipy.stats.distributions as ssd\n", + "import stdpopsim\n", + "\n", + "def build_hs_plot(ax = None):\n", + " Es = dict(pho_sin.all_DFE.groupby(['method'])[['Es']].agg('mean')[\"Es\"])\n", + " shape = dict(pho_sin.all_DFE.groupby(['method'])[['shape']].agg('mean')[\"shape\"])\n", + " \n", + " phosin = stdpopsim.get_species(\"PhoSin\")\n", + " dfe = phosin.get_dfe(\"Gamma_R22\")\n", + " gamma_mean, gamma_shape = dfe.mutation_types[-1].distribution_args\n", + " print(gamma_mean, gamma_shape)\n", + "\n", + " #Ryan Gutenkunst's code\n", + "\n", + " # From https://github.com/popsim-consortium/stdpopsim/blob/main/stdpopsim/catalog/PhoSin/dfes.py\n", + " dominance_coeff_list=[0.0, 0.01, 0.1, 0.4]\n", + " dominance_coeff_breaks=[-0.1, -0.01, -0.001]\n", + "\n", + " #number of draws for historgram \n", + " N = int(5e5)\n", + "\n", + " Ne = phosin.population_size\n", + "\n", + " # Construct the corresponding gamma distribution\n", + " gamma_scale = -gamma_mean / gamma_shape\n", + " dfe = ssd.gamma(gamma_shape, scale=gamma_scale)\n", + " assert(dfe.mean() == abs(gamma_mean))\n", + "\n", + " # Simulate draws from the DFE\n", + " s_array = -dfe.rvs(int(1e5))\n", + "\n", + " # Sanity check, using method of moments to recover simulated shape and scale.\n", + " # (Fixing location parameter to zero.)\n", + " # mean = shape * scale, var = shape * scale**2\n", + " # So scale = var/mean, and shape = mean/scale\n", + " fit_s_scale = s_array.var()/s_array.mean()\n", + " fit_s_shape = s_array.mean()/fit_s_scale\n", + " # Or just use fit_s_shape, _, fit_s_scale = ssd.gamma.fit(s_array, method='MM', floc=0) \n", + " print('Sanity check: Inferred s shape and mean: {0:.4f}, {1:.5f}'.format(fit_s_shape, fit_s_shape*fit_s_scale))\n", + "\n", + " # Convert to 2*hs\n", + " breaks = [-np.inf] + list(dominance_coeff_breaks) + [0]\n", + " hs_arrays = []\n", + " for h, s_start, s_end in zip(dominance_coeff_list, breaks[:-1], breaks[1:]):\n", + " hs_arrays.append(2*h*s_array[np.logical_and(s_start < s_array, s_array < s_end)])\n", + " hs_array = np.concatenate(hs_arrays)\n", + "\n", + " # Calculate mean hs\n", + " mean_hs = hs_array.mean()\n", + " print('Simulated mean 2hs: {0:.6f}'.format(mean_hs))\n", + "\n", + " #fit_hs_shape, _, fit_hs_scale = ssd.gamma.fit(hs_array, method='MM', floc=0)\n", + " #dfe_hs = ssd.gamma(fit_hs_shape, scale=-fit_hs_scale)\n", + " #\n", + " #print('Inferred 2hs shape and mean: {0:.4f}, {1:.5f}'.format(fit_hs_shape, fit_hs_shape*fit_hs_scale))\n", + "\n", + " # Results from inferences\n", + " dfe_dadi= ssd.gamma(shape['dadi'], scale=Es['dadi'])\n", + " dfe_polydfe = ssd.gamma(shape['polyDFE'], scale=Es['polyDFE'])\n", + " dfe_grapes = ssd.gamma(shape['grapes'], scale=Es['grapes'])\n", + "\n", + " # Plotting\n", + " import matplotlib.pyplot as plt\n", + " plt.rc('font', size=10)\n", + "\n", + " #ax = fig.add_subplot(111)\n", + " #ax = fig.add_subplot(1,1,1)\n", + " # Histogram of 2*hs, scaled by 10^3\n", + " ax.hist(hs_array*Ne, bins=201, density=True, label='Simulated 2hs distribution')\n", + " # DFE inferred for 2hs\n", + " xx = np.linspace(-2.2, 0, 1001)\n", + " #increase line width\n", + " ax.plot(xx, dfe.pdf(-xx/Ne)/Ne, '-k', label='Simulated s distribution', lw=3)\n", + " ax.plot(xx, dfe_dadi.pdf(-xx/Ne)/Ne, '-', label='Inferred DFE (dadi)', lw=3)\n", + " ax.plot(xx, dfe_polydfe.pdf(-xx/Ne)/Ne, '-', label='Inferred DFE (polyDFE)', lw=3)\n", + " ax.plot(xx, dfe_grapes.pdf(-xx/Ne)/Ne, '-', label='Inferred DFE (GRAPES)', lw=3)\n", + " ax.set_xlabel(r'$2hs\\,\\,N{e}$')\n", + " ax.set_ylabel('Probability density')\n", + " ax.legend(loc='upper left')\n", + " ax.set_ylim(0, 2)\n", + " ax.set_xlim(-2.2,0)\n", + " fig.tight_layout(pad=0)" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [], + "source": [ + "#updates based on feedback (can probably delete cell above now)\n", + "\n", + "import numpy as np\n", + "import scipy.stats.distributions as ssd\n", + "import stdpopsim\n", + "\n", + "def build_hs_plot(ax = None):\n", + " Es = dict(pho_sin.all_DFE.groupby(['method'])[['Es']].agg('mean')[\"Es\"])\n", + " shape = dict(pho_sin.all_DFE.groupby(['method'])[['shape']].agg('mean')[\"shape\"])\n", + " \n", + " phosin = stdpopsim.get_species(\"PhoSin\")\n", + " dfe = phosin.get_dfe(\"Gamma_R22\")\n", + " dfe_muts = dfe.mutation_types[-1]\n", + " gamma_mean, gamma_shape = dfe_muts.distribution_args\n", + " print(gamma_mean, gamma_shape)\n", + "\n", + " dominance_coeff_list = dfe_muts.dominance_coeff_list\n", + " dominance_coeff_breaks = dfe_muts.dominance_coeff_breaks\n", + "\n", + " # Construct the corresponding gamma distribution\n", + " gamma_scale = -gamma_mean / gamma_shape\n", + " dfe = ssd.gamma(gamma_shape, scale=gamma_scale)\n", + " assert(dfe.mean() == abs(gamma_mean))\n", + "\n", + " #number of draws for historgram \n", + " N = int(5e5)\n", + "\n", + " # Simulate draws from the DFE\n", + " s_array = -dfe.rvs(int(N))\n", + "\n", + " # Sanity check, using method of moments to recover simulated shape and scale.\n", + " # (Fixing location parameter to zero.)\n", + " # mean = shape * scale, var = shape * scale**2\n", + " # So scale = var/mean, and shape = mean/scale\n", + " fit_s_scale = s_array.var()/s_array.mean()\n", + " fit_s_shape = s_array.mean()/fit_s_scale\n", + " # Or just use fit_s_shape, _, fit_s_scale = ssd.gamma.fit(s_array, method='MM', floc=0) \n", + " print('Sanity check: Inferred s shape and mean: {0:.4f}, {1:.5f}'.format(fit_s_shape, fit_s_shape*fit_s_scale))\n", + "\n", + " # Convert to 2*hs\n", + " breaks = [-np.inf] + list(dominance_coeff_breaks) + [0]\n", + " hs_arrays = []\n", + " for h, s_start, s_end in zip(dominance_coeff_list, breaks[:-1], breaks[1:]):\n", + " hs_arrays.append(2*h*s_array[np.logical_and(s_start < s_array, s_array < s_end)])\n", + " hs_array = np.concatenate(hs_arrays)\n", + "\n", + " # Calculate mean hs\n", + " mean_hs = hs_array.mean()\n", + " print('Simulated mean 2hs: {0:.6f}'.format(mean_hs))\n", + "\n", + " #fit_hs_shape, _, fit_hs_scale = ssd.gamma.fit(hs_array, method='MM', floc=0)\n", + " #dfe_hs = ssd.gamma(fit_hs_shape, scale=-fit_hs_scale)\n", + " #\n", + " #print('Inferred 2hs shape and mean: {0:.4f}, {1:.5f}'.format(fit_hs_shape, fit_hs_shape*fit_hs_scale))\n", + "\n", + " # Results from inferences\n", + " dfe_dadi= ssd.gamma(shape['dadi'], scale=Es['dadi'])\n", + " dfe_polydfe = ssd.gamma(shape['polyDFE'], scale=Es['polyDFE'])\n", + " dfe_grapes = ssd.gamma(shape['grapes'], scale=Es['grapes'])\n", + "\n", + " # Plotting\n", + " import matplotlib.pyplot as plt\n", + " plt.rc('font', size=10)\n", + "\n", + " #ax = fig.add_subplot(111)\n", + " #ax = fig.add_subplot(1,1,1)\n", + " # Histogram of 2*hs, scaled by 10^3\n", + " ax.hist(hs_array, bins=101, density=True, label='Simulated (2hs)')\n", + " # DFE inferred for 2hs\n", + " xx = np.linspace(-0.0025, 0, 1001)\n", + " #increase line width\n", + " lwds = 2\n", + " alpha = 1.0\n", + " ax.plot(xx, dfe.pdf(-xx), '-k', label='Simulated (s)', lw=lwds, alpha=alpha)\n", + " ax.plot(xx, dfe_dadi.pdf(-xx), '-', label='Inferred DFE (dadi)', lw=lwds, alpha=alpha)\n", + " ax.plot(xx, dfe_polydfe.pdf(-xx), '-', label='Inferred DFE (polyDFE)', lw=lwds, alpha=alpha)\n", + " ax.plot(xx, dfe_grapes.pdf(-xx), '-', label='Inferred DFE (GRAPES)', lw=lwds, alpha=alpha)\n", + " ax.set_xlabel('Selection coefficient')\n", + " ax.set_ylabel('Probability density')\n", + " ax.legend(loc='upper left')\n", + " ax.set_ylim(0, 1500)\n", + " ax.set_xlim(-0.0025,0)\n", + " fig.tight_layout(pad=0)" + ] + }, + { + "cell_type": "code", + "execution_count": 28, "metadata": {}, "outputs": [ { @@ -461,15 +649,23 @@ "output_type": "stream", "text": [ "-0.0257 0.131\n", - "Sanity check: Inferred s shape and mean: 0.1297, -0.02426\n", - "Simulated mean 2hs: -0.000353\n" + "Sanity check: Inferred s shape and mean: 0.1310, -0.02572\n", + "Simulated mean 2hs: -0.000356\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/tmp/ipykernel_3603996/1749325861.py:83: UserWarning: This figure includes Axes that are not compatible with tight_layout, so results might be incorrect.\n", + " fig.tight_layout(pad=0)\n" ] }, { "data": { - "image/png": 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", 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", 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" ] }, "metadata": {}, @@ -477,88 +673,45 @@ } ], "source": [ - "import numpy as np\n", - "import scipy.stats.distributions as ssd\n", - "import stdpopsim\n", - "\n", - "Es = dict(pho_sin.all_DFE.groupby(['method'])[['Es']].agg('mean')[\"Es\"])\n", - "shape = dict(pho_sin.all_DFE.groupby(['method'])[['shape']].agg('mean')[\"shape\"])\n", - " \n", - "phosin = stdpopsim.get_species(\"PhoSin\")\n", - "dfe = phosin.get_dfe(\"Gamma_R22\")\n", - "gamma_mean, gamma_shape = dfe.mutation_types[-1].distribution_args\n", - "print(gamma_mean, gamma_shape)\n", - "\n", - "#Ryan Gutenkunst's code\n", - "\n", - "# From https://github.com/popsim-consortium/stdpopsim/blob/main/stdpopsim/catalog/PhoSin/dfes.py\n", - "dominance_coeff_list=[0.0, 0.01, 0.1, 0.4]\n", - "dominance_coeff_breaks=[-0.1, -0.01, -0.001]\n", - "\n", - "N = phosin.population_size\n", + "def existing_figure_for_mosaic():\n", + " return {'figure': build_hs_plot()}\n", "\n", - "# Construct the corresponding gamma distribution\n", - "gamma_scale = -gamma_mean / gamma_shape\n", - "dfe = ssd.gamma(gamma_shape, scale=gamma_scale)\n", - "assert(dfe.mean() == abs(gamma_mean))\n", + "layout = [\n", + " ['A', 'B'],\n", + " ['C', 'C']\n", + "]\n", "\n", - "# Simulate draws from the DFE\n", - "s_array = -dfe.rvs(N)\n", - "\n", - "# Sanity check, using method of moments to recover simulated shape and scale.\n", - "# (Fixing location parameter to zero.)\n", - "# mean = shape * scale, var = shape * scale**2\n", - "# So scale = var/mean, and shape = mean/scale\n", - "fit_s_scale = s_array.var()/s_array.mean()\n", - "fit_s_shape = s_array.mean()/fit_s_scale\n", - "# Or just use fit_s_shape, _, fit_s_scale = ssd.gamma.fit(s_array, method='MM', floc=0) \n", - "print('Sanity check: Inferred s shape and mean: {0:.4f}, {1:.5f}'.format(fit_s_shape, fit_s_shape*fit_s_scale))\n", - "\n", - "# Convert to 2*hs\n", - "breaks = [-np.inf] + list(dominance_coeff_breaks) + [0]\n", - "hs_arrays = []\n", - "for h, s_start, s_end in zip(dominance_coeff_list, breaks[:-1], breaks[1:]):\n", - " hs_arrays.append(2*h*s_array[np.logical_and(s_start < s_array, s_array < s_end)])\n", - "hs_array = np.concatenate(hs_arrays)\n", - "\n", - "# Calculate mean hs\n", - "mean_hs = hs_array.mean()\n", - "print('Simulated mean 2hs: {0:.6f}'.format(mean_hs))\n", - "\n", - "#fit_hs_shape, _, fit_hs_scale = ssd.gamma.fit(hs_array, method='MM', floc=0)\n", - "#dfe_hs = ssd.gamma(fit_hs_shape, scale=-fit_hs_scale)\n", - "#\n", - "#print('Inferred 2hs shape and mean: {0:.4f}, {1:.5f}'.format(fit_hs_shape, fit_hs_shape*fit_hs_scale))\n", - "\n", - "# Results from inferences\n", - "dfe_dadi= ssd.gamma(shape['dadi'], scale=Es['dadi'])\n", - "dfe_polydfe = ssd.gamma(shape['polyDFE'], scale=Es['polyDFE'])\n", - "dfe_grapes = ssd.gamma(shape['grapes'], scale=Es['grapes'])\n", - "\n", - "# Plotting\n", - "import matplotlib.pyplot as plt\n", - "plt.rc('font', size=10)\n", + "fig, axes = plt.subplot_mosaic(\n", + " layout,\n", + " figsize=(9, 9),\n", + " #white space between subplots\n", + " gridspec_kw={'wspace': 0.3, 'hspace': 0.2}\n", + ")\n", "\n", - "fig = plt.figure(2132, figsize=(8,6))\n", - "fig.clear()\n", - "ax = fig.add_subplot(1,1,1)\n", - "# Histogram of 2*hs, scaled by 10^3\n", - "ax.hist(hs_array*1e3, bins=101, density=True, label='Simulated 2hs distribution')\n", - "# DFE inferred for 2hs\n", - "xx = np.linspace(-2.2, 0, 1001)\n", - "#increase line width\n", - "ax.plot(xx, dfe.pdf(-xx/1e3)/1e3, '-k', label='True DFE', lw=3)\n", - "ax.plot(xx, dfe_dadi.pdf(-xx/1e3)/1e3, '-', label='Inferred DFE (GRAPES)', lw=3)\n", - "ax.plot(xx, dfe_polydfe.pdf(-xx/1e3)/1e3, '-', label='Inferred DFE (polyDFE)', lw=3)\n", - "ax.plot(xx, dfe_grapes.pdf(-xx/1e3)/1e3, '-', label='Inferred DFE (dadi)', lw=3)\n", - "ax.set_xlabel(r'$2hs\\,\\,(\\times 10^{-3})$')\n", - "ax.set_ylabel('Probability density')\n", - "ax.legend(loc='upper left')\n", - "ax.set_ylim(0, 2)\n", - "ax.set_xlim(-2.2,0)\n", - "fig.tight_layout(pad=0)\n", - "#bigger height and width\n", - "fig.savefig('PhoSin_hs_hist.pdf')" + "#plt.subplots_adjust(wspace=0.4, hspace=0.3)\n", + "#all_DFE = pd.concat([species_info.make_dfe(m) for m in [\"grapes\", \"polyDFE\", \"dadi\"]])\n", + "#make new name columns for viz\n", + "#all_DFE['pop'] = all_DFE['pop_id'].map(pop_dict)\n", + "#seaborn boxplot method vs. Es split by pop_id no lines, no error bars\n", + "import seaborn as sns\n", + "sns.set_theme(style=\"whitegrid\")\n", + "sns.boxplot(x=\"method\", y=\"Es\", hue = 'pop', data=pho_sin.all_DFE, ax = axes['A'])\n", + "#horizontal line at 0 on axes A\n", + "axes['A'].axhline(abs(pho_sin.dfe_params[0]), color='black', linestyle='--')\n", + "axes['A'].set_ylabel('|E(s)|') \n", + "axes['A'].set_xlabel('Method')\n", + "axes['A'].set_title(\"A\", loc = \"left\")\n", + "#seaborn boxplot method vs. Es split by pop_id no lines, no error bars\n", + "sns.set_theme(style=\"whitegrid\")\n", + "sns.boxplot(x=\"method\", y=\"shape\", hue = 'pop', data=pho_sin.all_DFE, ax = axes['B'])\n", + "#horizontal line at 0\n", + "axes['B'].axhline(abs(pho_sin.dfe_params[1]), color='black', linestyle='--')\n", + "axes['B'].set_title(\"B\", loc = \"left\")\n", + "axes['B'].set_ylabel('Shape')\n", + "axes['B'].set_xlabel('Method')\n", + "build_hs_plot(axes['C'])\n", + "axes['C'].set_title(\"C\", loc = \"left\")\n", + "plt.savefig(\"PhoSin_Vaquita2Epoch_1R22_Gamma_R22_Phocoena_sinus.mPhoSin1.pri.110_exons_DFE_plot.pdf\")" ] }, {