diff --git a/notebooks/DFE_figures.ipynb b/notebooks/DFE_figures.ipynb index dd8a9c6..5b7ad13 100644 --- a/notebooks/DFE_figures.ipynb +++ b/notebooks/DFE_figures.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 21, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -28,7 +28,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -44,7 +44,6 @@ " demog: str - demographic model\n", " dfe: str - dfe model\n", " annot: str - annotation used\n", - "\n", " \"\"\"\n", " species: str\n", " basedir: str\n", @@ -190,12 +189,12 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 3, "metadata": {}, "outputs": [ { "data": { - "image/png": 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XXtCqVat0//33a82aNRoyZIhefvllrVy50uV7BQAA8JSdO3cqJCREQ4cOdTg+cuRIZWRkaP/+/ZW2NRhce2xs2rSpJLn88AoAuKi4uFgSP1c9oexrWvY1dqkvl3vwMFfeyGzcuFFHjx7Vn//8Z/Xo0UPSxTctd911l+Lj47Vx40Z77Jw5c+wPEy+++KL+/e9/V9jnsWPHtGnTJk2fPl3jx4+395mZmanExET9+te/dsu8LwAAAHc7duyYOnToUO4BveyF07Fjx9SzZ0+3Xa+4uFjFxcU6ceKEXnnlFbVr105DhgxxqU+bzabc3Fw3ZVh9+fn59o/ezONSvpgTAM8rKChQaWmpSktLVVJS4u106pWyr2teXp5KS0vLnbfZbE5PO/L5oktVb2Rmzpyp/fv3V/pwsGvXLrVv395ecJEuVqzuvPNOJSQk6MyZM2revLkk59/e7Nq1SzabrdyicSNHjtSGDRu0b9++KudDAwAAeEtmZqZat25d7nh4eLj9vLucPXtWN9xwg/3z7t27KykpSaGhoS71W1RUpEOHDrmaXo2lpaVJkk6ePKmCggKv5XEpX8wJQO0ICAjg370HFBQU2F8aVMZkMjnVl88XXVx5I3Ps2DH16tWr3PFL25YVXaqTT9OmTdWsWbNK+wQAAPBVVb2Zc+euF02aNNGmTZtUWFioEydO6PXXX9fYsWO1bt06l3YRMhqNHt016MyZM8rJyan0fNlDtslkUmBgYKVxoaGh1X7OrKmyPNq3b6+YmJhauSYA7ysoKFBaWpoCAwMVFBTk7XTqnYCAALVp06bCn/XHjx93vh93JuUJrryRyczMtMdVt211+wwJCZHRaHT5DZG3h8wCABq26gyXRd3TuHHjCp9VsrKyJKnCZ5yaCggIUGxsrCSpV69eGjBggAYPHqzXXntNs2bNqnG/fn5+CgkJcVeaDrKysvTEE09UOJT8l5YvX17leYPBoKSkJLd+TStT9sdWUFCQx742AHyPwWCQwWCQv79/pUtuoGb8/f1lMBgUHBxcYUGrOs9KPl90kVx7I+OJtzmefBj19pBZAACcHS6Luqdz585KSUlRcXGxwyjio0ePSpI6derksWtHRUXJYrHo+++/99g1XBUeHq5Vq1YpOzvb5b7CwsJqpeACAPBtPl90ceWNjCfe5jRu3LjCokhubq6KiopcXkTX00NmAQCoSnWGy6LuueWWW7RhwwZ9+OGHGjZsmP34li1bZLFY1L17d49d+9SpU0pPT9egQYM8dg13iIqK8nYKAODTli1bpuXLl2vLli1asWKFPv30U/n5+enmm2/WM888Y9+trrS0VGvWrNG7776rH374QY0aNdKAAQM0Y8YMh5+1cXFx+vnnnzV79mwtWLBAhw8fVnh4uO69915NnTq1zo/i8fmiiytvZDp37myPu5Qrb3M6d+6s7du36+zZsw7rurjrDZEnh8wCAHA5TC2q3wYOHKjrr79es2fPVnZ2ttq0aaPt27dr3759io+Ptz/YPvPMM9q6dat27typVq1a2dt/8MEHkqTU1FRJ0sGDB+3PLWWbHhw+fFhz587VbbfdpujoaBkMBh09elRvvvmmGjdurIcffrg2bxkA4CFTpkzR0KFD9etf/1rHjx/XkiVL9N1332nDhg0yGo2aPXu23nnnHT3wwAO66aabdPr0aS1ZskRffPGFNm/ebC/OSBcXX58+fbomTJigxx9/XH/729+UmJgoq9WqP/zhD168S9f5fNHFlTcyt9xyi1544QXt37/fHldcXKxt27ape/fuNVrcbPDgwVq8eLG2bNmiCRMm2I9v3rxZQUFBGjBgQLX7BAAAqC3Lli3TokWLtHTpUmVmZiomJkYJCQkaPny4PaZs+1GbzebQdtq0aQ6fJycnKzk5WZJ05MgRSVJkZKQsFovWrl2rs2fPqri4WFFRUbrppps0adIktWjRwsN3CACoDUOGDNFTTz0lSbrhhhsUERGhJ598Ujt27NCVV16pd955R/fff7+ee+45e5srrrhC9913n9566y1Nnz7dfjwzM1MrVqzQ4MGD7f0VFBToT3/6k8aPH6+WLVvW7s25kc8XXVx5IzNq1CitX79e06ZN08yZMxUREaH169fr5MmTWrt2rcN1Tp8+rQMHDkiS/vvf/0r639ucVq1a2ReC69Spk0aNGqVly5bJ399fsbGx+uSTT7RhwwY98cQTLk8vAgAA8KTQ0FDNmjWrysVs582bp3nz5pU7XlZYqUpkZKTi4+NdyhEA4PvuuOMOh89vv/12/f73v9fnn39uXxvrnnvucYi5+uqr1aFDB/3jH/9wKLqEhobaCy5lRowYoQ0bNujLL7/UXXfd5aG78DyfL7pINX8jYzKZ9Oabbyo+Pl5z5sxRXl6eunXrptWrV6tv374O1/j888/19NNPOxwre5tzzz33ODx4PP/882revLnefvttnT17Vq1atdKzzz6ruLg4T9w+AAAAAAA+5dLlNqSLu9aVratatraqxWIp185isSgtLc3hWGRkZLm4smOu7hDsbXWi6OLKG5nIyEjNnz//stcYOXKkRo4c6VQ+RqNRU6dO1dSpU52KBwAAAACgPjl79qzDkh3FxcXKzMxU48aN7TNAMjIyyi1QnpGRoSZNmjgcO3fuXLn+y47V9dkkBm8nAAAAAAAA6pb33nvP4fMdO3aouLhYffv2Vf/+/SVJ27Ztc4j59ttv9d1339nPl8nJydHu3bsdjqWkpMhgMKhPnz4eyL721ImRLgAAAAAAwHfs3LlT/v7+uv7663Xs2DEtWbJEXbt21e233y6TyaRf/epXevvtt2UwGHTjjTfady9q0aKFxo0b59BX48aNNXv2bP34449q166d9u7dqw0bNug3v/lNnV5EV6LoAgAAAAAAqmnZsmVatmyZ/vSnP8nPz0+DBg3SM888I5PJJEmaPXu2oqOjtWnTJq1fv15hYWEaMGCAZs6cWW56UbNmzfSHP/xB8+fP19GjRxUeHq5JkybViyU9KLo0IOnp6fZVpF0RFhZWbl4eAAAAAKDhaNGihVauXFnpeYPBoEcffVSPPvqoU/317dtX7777rrvS8xkUXRqIrKwsTZw4UaWlpS73ZTAYlJSUpPDwcDdkBgAAAABA/UTRpR7IyMiQ1Wq9bNzTTz+tvLy8Ss+fOXNGycnJGjNmjMMq1L8UHByss2fP6uzZs1Vez2w2V7hFGAAAAAAADQFFlzouIyNDkyZPVlFhodv6TE5Odks/RpNJKxMTKbwAAAAAQD0xdepUt661sm7dOrf15YsoutRxVqtVRYWFMkXGymAM9XY6dqVFOSo8d0BWq5WiCwAAQCWcHbFcldTUVIePrmK0MgC4D0WXeqLw3AFvpwAAAIBqyMjI0GOTJ6mgsMgt/SUkJLiln0CTUSsSV1J4AQA3oOhSTwS16C9DoNnbadiVFliV/+Nn3k4DAADAZ1mtVhUUFmlkF7MiQ3zjsfxcbrE2H7EyWhkA3MQ3frrDdX7eTuAXfC0fAAAAHxUZEqCWYUZvpwEA8ACKLnWc2WyW0WRSfprvjSoxmkwym31n9A0AAAAAALWJoksdZ7FYtDIx0akF2M6dO+e2LaMjIyMvez0WYQMAAAAANGQUXeoBi8Vy2eJGVlaWZs6cqdLS0sv2d7ktow0Gg5KSkhQeHl6tPAEAAAAAqMzevXuVlJSkgwcPKicnR82aNdPAgQP18MMPq02bNoqLi9MXX3xRYdvk5GT17t1bn3/+ucaOHatNmzYpNjbWIebAgQMaNWqUkpKS1K9fv9q4JYouDUV4eLhWrVql7Oxsl/sKCwuj4AIAAAAAPsod29HXhCuzHRYtWqSVK1dqyJAheuGFFxQREaHTp09ry5YtGjdunD766CNJUs+ePfW73/2uXPuOHTu6lLunUHRpQKKiorydAgAAAADAgzIyMjRp8mQVFRbW+rWNJpNWJiZWu/Dy8ccfa+XKlZo4caJmzJhhP96nTx/dfffd9oKLdLGwc80117grZY+j6AIAAAAAQD1htVpVVFiooJb9ZTDV3sYmpYVW5ad9VqMt59944w1FRkZq6tSpFZ4fNGiQO1L0CoouAAAAAADUMwaTWf7BTb2dxmUVFxfrm2++0a233iqj0XjZeJvNpuLi4nLHAwJ8s7zhm1kBAAAAAIB6LzMzUwUFBWrRooVT8Xv37tWVV15Z7viRI0fcnZpbUHQBAAAAAABeYbPZJEl+fn5Oxffq1UtPP/20J1NyK4ouAAAAAADAK5o0aaLAwEClpaU5Fd+oUaNyW0Ffyt/fX5JUWlpa7lzZsdqcimSotSsBAAAAAABcIiAgQL169dI//vEPFRUVudxf06YX17E5e/ZsuXNlxyIiIly+jrMougAAAAAAAK956KGHdO7cOf3xj3+s8PyePXuc7qtdu3Zq1qyZdu/eXe7c7t271axZM7Vt27bGuVYX04sAAAAAAIDX3HjjjZo0aZISExN14sQJDR8+XBERETp9+rS2bdumkydP6uabb5Z0cUvsf/3rX+X6aNOmjZo2bSqDwaDHH39czz33nPz9/TV48GBJFwsumzdv1pw5c5xeP8YdKLoAAAAAAFDPlBZa69T1pk+frh49emjdunV67rnnlJOTI4vFouuuu85h4dxvvvlGv/rVr8q1nzt3rkaOHClJGj16tEJDQ7V27Vq99957kqSOHTtq4cKFGjFihEt5VhdFFwAAAAAA6gmz2SyjyaT8tM9q/dpGk0lms7nG7W+66SbddNNNlZ5ft26d030NHz5cw4cPr3Eu7kLRBQAAAACAesJisWhlYqKs1tod6SJdLPhYLJZav64vo+gCAAAAAEA9YrFYKH74CHYvAgAAAAAA8ACKLgAAAAAAAB5A0QUAAAAAAMADKLoAAAAAAAB4AEUXAAAAAAAAD6DoAgAAAAAA4AEUXQAAAAAAADyAogsAAAAAAIAHBHg7AQAAAAAA4D4ZGRmyWq21fl2z2SyLxVLj9nv37lVSUpIOHjyonJwcNWvWTAMHDtTDDz+sNm3aKC4uTiEhIVq1alW5tr889/nnn2vs2LH28/7+/oqKitKgQYP0+OOPy2w21zjP6qDoAgAAAABAPZGRkaHHJk9SQWFRrV870GTUisSVNSq8LFq0SCtXrtSQIUP0wgsvKCIiQqdPn9aWLVs0btw4ffTRRzXKae7cuYqJiVFxcbGOHDmiRYsWKSMjQ0uXLq1Rf9VF0QUAAAAAgHrCarWqoLBII7uYFRlSe3/yn8st1uYjVlmt1moXXT7++GOtXLlSEydO1IwZM+zH+/Tpo7vvvrvGBRdJ6tSpk2JjYyVJvXv31s8//6yVK1eqqKhIRqOxxv06i6ILAAAAAAD1TGRIgFqGeb6o4A5vvPGGIiMjNXXq1ArPDxo0yG3XCgsLU0lJidv6uxyKLgAAAAAAwCuKi4v1zTff6NZbb3Vq5InNZlNxcXGFxytSWlqq4uJilZSU6MiRI3r77bc1aNCgWhnlIlF0AQAAAAAAXpKZmamCggK1aNHCqfi9e/fqyiuvrPDcTTfdVO7Y6NGjHT6/6qqr9NJLL1U7z5qi6AIAAAAAALyibISKn5+fU/G9evXS008/Xe74888/X2H8/Pnz1aFDB9lsNqWmpmr58uV65JFHtH79egUHB9c8cSdRdAEAAAAAAF7RpEkTBQYGKi0tzan4Ro0a2RfGvVRoaGiF8R06dLDHX3311Wrbtq3uvfdebd68WWPGjKl54k4yePwKAAAAAAAAFQgICFCvXr30j3/8Q0VFnt/mumPHjpKko0ePevxaEkUXAAAAAADgRQ899JDOnTunP/7xjxWe37Nnj9uuVVZsadKkidv6rArTiwAAABqQnJwcLV68WDt27FBWVpZiYmI0YcIEDR8+vMp26enpWrNmjQ4dOqTDhw/rwoULmjt3rkaOHOkQl52drXXr1unTTz/ViRMnlJubq9atW+uOO+7Qgw8+qMDAQE/eHgCgDrrxxhs1adIkJSYm6sSJExo+fLgiIiJ0+vRpbdu2TSdPntTNN99co76PHTumkpISlZaWKjU1VStWrFBwcLDuvvtu995EJSi6AAAANCBTp07VgQMHNHPmTLVr104pKSmaMWOGSktLdccdd1Ta7tSpU3rvvffUrVs3DRw4UCkpKRXGpaWl6a233tJdd92lcePGKSQkRF9//bWWL1+uTz/9VGvXrnV6sUQAQM2dyy2/rbIvX2/69Onq0aOH1q1bp+eee045OTmyWCy67rrrKlw411llbf38/BQZGanY2FgtWbJE7dq1cylfZ1F0AQAAaCD27t2rTz75RAsXLtSIESMkSf3791daWpoWLFigYcOGyd/fv8K2ffr00WeffSZJOnDgQKVFl9atW+ujjz5SSEiI/di1116r4OBgLViwQF9//bV69+7t5jsDAJQxm80KNBm1+Yi11q8daDLKbDbXuP1NN91U4bbPZdatW+f0uX79+unIkSM1zsVdKLoAAAA0EDt37lRISIiGDh3qcHzkyJGaOXOm9u/fr549e1bY1mBwbinAS4stl7r66qslXZymBADwHIvFohWJK2W11n7RxWw2y2Kx1Pp1fVmdKLrUdO6xJJ0/f17x8fHas2eP8vPz1bVrVz3xxBO69tpry8V++umnWrJkiQ4fPqygoCDdfPPN+u1vf6uIiAh7zA8//KDBgwdXeK2EhASncgIAAPCGY8eOqUOHDgoIcHwE7NKli/18ZUUXV5WNkinbNQIA4DkWi4Xih4+oE0WXms49Liws1Lhx42S1WvXss88qIiJCycnJGj9+vNauXau+ffvaY7/44gs9+uijGjhwoFasWKHz58/r1Vdf1bhx4/Tuu+/KZDI59B0XF2cfllumbdu27r1xAAAAN8rMzFTr1q3LHQ8PD7ef94TDhw/r9ddf15AhQ9S1a1eX+rLZbMrNzXVTZt6Vn58vqfbXXahKWS75+fn15usM1FcFBQUqLS1VSUmJSkpKvJ1OvVK28G5eXp5KS0vLnbfZbE6vT+bzRRdX5h5v3LhRR48e1Z///Gf16NFD0sV5XXfddZfi4+O1ceNGe+yCBQvUrl07LV261P72p3Xr1vrNb36jTZs26f7773fou0WLFrrmmms8cMcAAACeU9VDoicWuP3hhx80adIkRUVFac6cOS73V1RUpEOHDrkhM+9LS0uTJK+su3A5J0+eVEFBgbfTAHAZAQEB/Fv1gIKCAhUXF+vEiROVxvxyYEZlfL7o4src4127dql9+/b2got08ZvyzjvvVEJCgs6cOaPmzZvrzJkz9pE0lw637dmzp9q1a6ddu3aVK7oAAADUNY0bN65wNEtWVpak/414cZfTp09r7Nix8vf311tvvaXGjRu73KfRaKw3U5TKts8e2cWsyBDfeCw/l1uszUesat++vWJiYrydDoAqFBQUKC0tTYGBgQoKCvJ2OvVOQECA2rRpY/9Zfanjx4873487k/IEV+YeHzt2TL169Sp3/NK2zZs319GjRx2O/zL2m2++KXf8tdde06JFi+Tv768rrrhC48ePr3StF1QuPT1d2dnZbukrLCxMUVFRbukLAID6qHPnzkpJSVFxcbHDs1XZs1CnTp3cdq3Tp08rLi5OkpSUlOS239F+fn6VLtZb15T9kRQZEqCWYUYvZ+MoKCio3nydgfrKYDDIYDDI39+/0tkfqBl/f38ZDAYFBwdXWNCqzshQny+6uDL3ODMzs8I3Nr9sW/axothfvhEymUwaPXq0rrvuOjVr1kw//vij3n77bT322GOaM2eO7rvvPifvrGL1aZ7y5VitVk2YMEE2m80t/RkMBq1atcqlLcoAoKGrzhxl1D233HKLNmzYoA8//FDDhg2zH9+yZYssFou6d+/uluukpaUpLi5OpaWlWrdunVq1auWWfgEAqGt8vugiuTb3uDptK4u99LjFYtFLL73kcH7o0KEaPXq0Xn31Vd1zzz3lRuVUR32ap+yMqVOn2heRq8i5c+e0efNmjRw5UpGRkVX2FRQUpNOnT+v06dPuThMAGhRn5yij7hk4cKCuv/56zZ49W9nZ2WrTpo22b9+uffv2KT4+3v6m9JlnntHWrVu1c+dOh4LJBx98IElKTU2VJB08eNA+GqJsKvj58+c1duxYnT17Vi+//LLOnz+v8+fP2/uIiopiZCoAoMHw+aKLK3OPnW1bNr+4otjKRstcymg06vbbb9fChQt16tQpdejQocr4y/VVX+Ypu8OJEye0efNm9enTh3nFAFALqjNHGXXTsmXLtGjRIi1dulSZmZmKiYlRQkKChg8fbo8p2w3jl6NRp02b5vB5cnKykpOTJUlHjhyRdPF7qKwo89vf/rbc9adMmaKpU6e69Z4AAPBVPl90cWXucefOne1xl/pl286dO0u6+LAwcODAcrFl553h6pDs+jRP2R3K5s8xrxgAagdTi+q/0NBQzZo1S7Nmzao0Zt68eZo3b16542WFlar069fPqTj8jy9uGQ0AcA+fL7q4Mvf4lltu0QsvvKD9+/fb44qLi7Vt2zZ1795dzZs3lyQ1b95cV199td577z098sgj9qG1//rXv3Ty5Ek9+OCDVeZYVFSk999/X02aNFHbtm1dveV6IyMjQ1ara1sglr0pK/voKrPZLIvF4pa+AAAAXGE2mxVoMvrcltGBJiNr5AF1nDv+FquJmvy9FRcXp3Pnzukvf/lLuSnOjz/+uP75z39q9uzZeuyxx+zHQ0JC1Lp1a40aNUoPPPCAw0LCv//973Xw4EGlpKS4djNu4vNFF1fmHo8aNUrr16/XtGnTNHPmTEVERGj9+vU6efKk1q5d63CdJ598Ug8//LCmTZum+++/X+fPn9fChQvVuXNn3Xvvvfa4uXPnqri4WD179lRkZKR9Id1Dhw5p7ty5rBr9/2VkZOixyZNUUFjklv4SEhLc0k+gyagViSspvAAAAK+zWCxakbjSLS+pEhISNGPGDEVHR7ucFy+pgLotIyNDkyZPVlFhYa1f22gyaWViYrV+hrz44ou688479frrrzsUVvbt26e//vWvWrp0qcLCwiRd/Hs8JiZGFy5c0LZt2/TKK6+ooKBAEyZMcPu9uIvPF12kms89NplMevPNNxUfH685c+YoLy9P3bp10+rVq9W3b1+Ha/Tr10+vvfaali5dqkmTJik4OFg33XSTnnrqKYdqW6dOnfTOO+8oJSVF2dnZCg0NVWxsrNasWaMbbrjB81+MOsJqtaqgsEgju5gVGeIb32bncou1+YhVVquVBwkAAOATLBaL255LoqOjWRsQgKxWq4oKCxXWu5n8G9Xe4vglFwqV/dXZav+91b59e02cOFErV67UiBEj1KZNGxUUFOjFF1/UzTffrNtuu02ff/65pIt/j8fGxkqSbrjhBv373//Wu+++S9HFVa7MPY6MjNT8+fOdus7111+v66+/vsqYUaNGadSoUU71BykyJEAtw4zeTgMAAAAAGhT/RiYFNAn0dhpOmTBhglJSUvTCCy9ozZo1Wrlypc6dO6e33nqr0jZ+fn7q3LmzPvroo1rMtPoM3k4AAAAAAAA0XCaTSS+++KI++eQTrVixQq+//rqmTZumli1bVtnuxx9/VJs2bWopy5qpEyNdUHcd+6nAZ1bB/zm/xNspAAAAAAAq0LdvX91zzz1asmSJrrzySsXFxZWLKS0tVXFxsbKzs7V161bt379fixcvrv1kq4GiCzzCbDbL32DQnlM53k7Fgb/BwGr8AACgTklPT1d2dnal56uz22NYWJiioqLclhsAuNOECRO0efNmPfTQQxVuUjN69Ohy8UOHDq2t9GqEogs8wmKxaEF8vE6fPl1pTF5enhITE912TT8/P/siyJVp1aoVi+gCAIA6IysrSxMnTlRpaellY53Z7dFgMCgpKen/tXfvUVHX+R/HXwMNIBKiKYK3UtYZTUgCpdTQvG3q0UqNNEUxrTUVy6zWS7pH2zLdWougVkRLMzPb1Mp1LWXNa26cSjMzXe+mwmoqIbI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" ] @@ -224,7 +223,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -300,7 +299,7 @@ "2 ensembl_havana_104_exons " ] }, - "execution_count": 24, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } @@ -329,7 +328,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -360,7 +359,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -389,7 +388,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -418,7 +417,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 17, "metadata": {}, "outputs": [ { @@ -445,9 +444,126 @@ "loss_list.append(pho_sin.get_loss())" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## EXPLORING H-S RELATIONSHIP ISSUE" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "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" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "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", + "\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(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", + "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')" + ] + }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -476,7 +592,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -504,7 +620,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -532,16 +648,16 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 32, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, @@ -569,7 +685,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 13, "metadata": {}, "outputs": [ { @@ -578,7 +694,7 @@ "Text(0, 0.5, 'Expected SFS')" ] }, - "execution_count": 33, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, @@ -605,7 +721,7 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 14, "metadata": {}, "outputs": [ { @@ -846,7 +962,7 @@ "'\\\\begin{tabular}{rrllll}\\n\\\\toprule\\nMAE E|s| & MAE shape & method & species ID & demography & annotation \\\\\\\\\\n\\\\midrule\\n0.001152 & 0.029568 & dadi & HomSap & Constant & ensembl_havana_104_exons \\\\\\\\\\n0.002667 & 0.000712 & dadi & HomSap & Constant & all_sites \\\\\\\\\\n0.000807 & 0.008626 & grapes & HomSap & Constant & ensembl_havana_104_exons \\\\\\\\\\n0.004931 & 0.028638 & grapes & HomSap & Constant & all_sites \\\\\\\\\\n0.001773 & 0.014414 & polyDFE & HomSap & Constant & all_sites \\\\\\\\\\n0.002344 & 0.006828 & polyDFE & HomSap & Constant & ensembl_havana_104_exons \\\\\\\\\\n0.011556 & 0.026502 & dadi & HomSap & OutOfAfricaArchaicAdmixture_5R19 & all_sites \\\\\\\\\\n0.013851 & 0.030905 & dadi & HomSap & OutOfAfricaArchaicAdmixture_5R19 & ensembl_havana_104_exons \\\\\\\\\\n0.004859 & 0.051345 & grapes & HomSap & OutOfAfricaArchaicAdmixture_5R19 & ensembl_havana_104_exons \\\\\\\\\\n0.007921 & 0.055497 & grapes & HomSap & OutOfAfricaArchaicAdmixture_5R19 & all_sites \\\\\\\\\\n0.007188 & 0.024394 & polyDFE & HomSap & OutOfAfricaArchaicAdmixture_5R19 & ensembl_havana_104_exons \\\\\\\\\\n0.007422 & 0.035366 & polyDFE & HomSap & OutOfAfricaArchaicAdmixture_5R19 & all_sites \\\\\\\\\\n0.024292 & 0.209159 & dadi & PhoSin & Constant & all_sites \\\\\\\\\\n0.024365 & 0.233357 & dadi & PhoSin & Constant & Phocoena_sinus.mPhoSin1.pri.110_exons \\\\\\\\\\n0.023567 & 0.250249 & grapes & PhoSin & Constant & Phocoena_sinus.mPhoSin1.pri.110_exons \\\\\\\\\\n0.023853 & 0.235067 & grapes & PhoSin & Constant & all_sites \\\\\\\\\\n0.024439 & 0.234464 & polyDFE & PhoSin & Constant & Phocoena_sinus.mPhoSin1.pri.110_exons \\\\\\\\\\n0.024476 & 0.187955 & polyDFE & PhoSin & Constant & all_sites \\\\\\\\\\n0.024136 & 0.179650 & dadi & PhoSin & Vaquita2Epoch_1R22 & Phocoena_sinus.mPhoSin1.pri.110_exons \\\\\\\\\\n0.024367 & 0.200058 & dadi & PhoSin & Vaquita2Epoch_1R22 & all_sites \\\\\\\\\\n0.022866 & 0.230358 & grapes & PhoSin & Vaquita2Epoch_1R22 & Phocoena_sinus.mPhoSin1.pri.110_exons \\\\\\\\\\n0.023417 & 0.232308 & grapes & PhoSin & Vaquita2Epoch_1R22 & all_sites \\\\\\\\\\n0.024026 & 0.205934 & polyDFE & PhoSin & Vaquita2Epoch_1R22 & Phocoena_sinus.mPhoSin1.pri.110_exons \\\\\\\\\\n0.024237 & 0.183145 & polyDFE & PhoSin & Vaquita2Epoch_1R22 & all_sites \\\\\\\\\\n\\\\bottomrule\\n\\\\end{tabular}\\n'" ] }, - "execution_count": 34, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" } @@ -870,7 +986,7 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 15, "metadata": {}, "outputs": [ { @@ -1047,7 +1163,7 @@ "'\\\\begin{tabular}{lllrrrrrr}\\n\\\\toprule\\nspecies ID & demography & annotation & MAE E|s|_dadi & MAE E|s|_grapes & MAE E|s|_polyDFE & MAE shape_dadi & MAE shape_grapes & MAE shape_polyDFE \\\\\\\\\\n\\\\midrule\\nHomSap & Constant & all_sites & 0.002667 & 0.004931 & 0.001773 & 0.000712 & 0.028638 & 0.014414 \\\\\\\\\\nHomSap & Constant & ensembl_havana_104_exons & 0.001152 & 0.000807 & 0.002344 & 0.029568 & 0.008626 & 0.006828 \\\\\\\\\\nHomSap & OutOfAfricaArchaicAdmixture_5R19 & all_sites & 0.011556 & 0.007921 & 0.007422 & 0.026502 & 0.055497 & 0.035366 \\\\\\\\\\nHomSap & OutOfAfricaArchaicAdmixture_5R19 & ensembl_havana_104_exons & 0.013851 & 0.004859 & 0.007188 & 0.030905 & 0.051345 & 0.024394 \\\\\\\\\\nPhoSin & Constant & Phocoena_sinus.mPhoSin1.pri.110_exons & 0.024365 & 0.023567 & 0.024439 & 0.233357 & 0.250249 & 0.234464 \\\\\\\\\\nPhoSin & Constant & all_sites & 0.024292 & 0.023853 & 0.024476 & 0.209159 & 0.235067 & 0.187955 \\\\\\\\\\nPhoSin & Vaquita2Epoch_1R22 & Phocoena_sinus.mPhoSin1.pri.110_exons & 0.024136 & 0.022866 & 0.024026 & 0.179650 & 0.230358 & 0.205934 \\\\\\\\\\nPhoSin & Vaquita2Epoch_1R22 & all_sites & 0.024367 & 0.023417 & 0.024237 & 0.200058 & 0.232308 & 0.183145 \\\\\\\\\\n\\\\bottomrule\\n\\\\end{tabular}\\n'" ] }, - "execution_count": 37, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" } @@ -1064,7 +1180,7 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 16, "metadata": {}, "outputs": [ { @@ -1080,7 +1196,7 @@ "0.17965044653508885" ] }, - "execution_count": 39, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" }