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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "340e9060",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<style>.container { width:100% !important; }</style>"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from IPython.display import display, HTML\n",
"display(HTML(\"<style>.container { width:100% !important; }</style>\"))"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "2443240d",
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd \n",
"\n",
"def get_promoters(number_neutral_bases):\n",
" number_neutral_bases_lower, number_neutral_bases_upper = tuple(map(int, number_neutral_bases.split(',')))\n",
" CONSTRAINT_TOOLS_DATA = '/scratch/ucgd/lustre-work/quinlan/data-shared/constraint-tools'\n",
" promoters_filename = (\n",
" f'{CONSTRAINT_TOOLS_DATA}/promoters/grch38/'\n",
" f'promoters-with-zscores.{number_neutral_bases_lower}-{number_neutral_bases_upper}.bed'\n",
" )\n",
" df = pd.read_csv(promoters_filename, sep='\\t')\n",
" \n",
" # filter NaN\n",
" is_NaN = df.isnull()\n",
" row_has_NaN = is_NaN.any(axis=1)\n",
" df = df[row_has_NaN == False]\n",
" \n",
" return df\n",
"\n",
"# frames = [get_promoters(number_neutral_bases) for number_neutral_bases in [\n",
"# \"150,200\",\n",
"# \"200,250\",\n",
"# \"250,300\", \n",
"# \"300,400\",\n",
"# \"400,500\",\n",
"# \"500,600\",\n",
"# \"600,750\",\n",
"# \"750,1000\",\n",
"# ]]\n",
"# promoters = pd.concat(frames, ignore_index=True)\n",
"\n",
"promoters = get_promoters(\"500,600\")"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "30639e0a",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.PairGrid at 0x2b718bf69100>"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 2016x288 with 8 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import seaborn as sns\n",
"sns.set(font_scale = 2)\n",
"\n",
"x_vars = [\n",
" 'cpg_density_region_grch38', \n",
" 'loeuf', \n",
" 'oe_lof_point_estimate', \n",
" 'promoter_phastcons', \n",
" 'exonic_phastcons', \n",
" 'N_bar_mean_neutral', \n",
" 'K_bar_mean_neutral'\n",
"]\n",
"\n",
"sns.pairplot(\n",
" data=promoters,\n",
" x_vars=x_vars,\n",
" y_vars=['oe_lof_point_estimate'],\n",
" kind='kde',\n",
" height=4\n",
")\n",
"\n",
"# NOTE: sklearn provides a convenience function to correlate a target variable with its predictors: \n",
"# https://scikit-learn.org/stable/modules/partial_dependence.html#partial-dependence-plots"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "ee47fb1e",
"metadata": {},
"outputs": [],
"source": [
"# \"Following previous work,39 we classified genes with LOEUF < 0.35 as highly LoF intolerant.\"\n",
"# https://www.sciencedirect.com/science/article/pii/S0002929720302445?via%3Dihub\n",
"# https://ars.els-cdn.com/content/image/1-s2.0-S0002929720302445-mmc1.pdf\n",
"\n",
"promoters['LoF_intolerant'] = promoters['loeuf'] < 0.35\n",
"# promoters['LoF_intolerant'] = promoters['oe_lof_point_estimate'] < 0.35"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "d78d6848",
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 1800x360 with 5 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.pyplot as plt \n",
"fig, axs = plt.subplots(1, 5, figsize=(25,5))\n",
"\n",
"for i, y in enumerate(['cpg_density_region_grch38', 'promoter_phastcons', 'exonic_phastcons', 'N_bar_mean_neutral', 'K_bar_mean_neutral']):\n",
" sns.violinplot(\n",
" data=promoters, \n",
" y=y, \n",
" x=\"LoF_intolerant\",\n",
" ax=axs[i]\n",
" )"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "dbb235f4",
"metadata": {},
"outputs": [],
"source": [
"from sklearn.pipeline import make_pipeline\n",
"from sklearn.preprocessing import StandardScaler\n",
"from sklearn.linear_model import LogisticRegression\n",
"\n",
"# logistic regression: \n",
"# \"settled on training a logistic regression model with CpG density, and promoter/exonic conservation as three linear predictors.\"\n",
"# https://github.com/hansenlab/lof_prediction_paper_repro/blob/ebc7d30c01def485cc0f9e62457904a4b86409ca/predLoF_CpG_training_and_assessment.R#L12\n",
"\n",
"# https://scikit-learn.org/stable/modules/preprocessing.html#standardization-or-mean-removal-and-variance-scaling\n",
"# https://scikit-learn.org/stable/modules/generated/sklearn.linear_model.LogisticRegression.html\n",
"# https://machinelearningmastery.com/cost-sensitive-logistic-regression/\n",
"pipe = make_pipeline(StandardScaler(), LogisticRegression(class_weight=\"balanced\"))\n"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "33544ca4",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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YsJFq164ri8UiFxcXtWrVRkFB5Yvcv5LGHDQAAFBoAQGBuuuue3To0G9ycXFRSEgTubu7F3h9t8qV5derl9LPnZNz2bJyK58dppz/Cn3u1arJ2d1dhmHI4uQkJ09PuZYrJ7fy5eWXlJTnhAQXFxf17t1XKSnJcnZ2kZub283rbAkgoAEAgCIpVy5InTt3LfL6zj4+KuPjk+9zLmXLyrtdO106eVIyDLn4+sq3Rw95Nmgg19Onr7rNMmU8i1yPmXCIEwAAmJKRmSnvcuXkXa6cytSrp9QjR2RYrSVdVrFgBA0AAJiSkZqafdkOJydZLRYZ6enS3ySgMYIGAABMyb16dbvHblWrXvNCtbcSAhoAADClMiEhKluhgjx8fOQZEiLv0NCSLqnY/D1iaDEzDKPQt7sAAKC0y8jIUGTkSTk7O6latRpydna+oe1ZLBaV8feXp7+/Uho0uElVlg63xAja9OnT1atXr2Lf76lTp1S/fn1t2rRJkpSYmKjp06dr7969xV7Ljdi1a5fq169f6uouiB49eugf//jHddv98MMPGjx4sJo3b67u3btr0aJFysjIsGvz+++/a9SoUWrVqpW6dOmiZ555RklJSY4qHQBKldTUVH3wwXv66qsv9MUXn+ujjzZo797d+uqrL/XLLwdlGIatrWG1KvnQISV8/72S9u6VNSWlBCs3J0bQbkD58uW1fv16Vf/rGPnhw4e1ceNG3XXXXSVcWeGEhIRo/fr1qlu3bkmXUiL27NmjMWPG6Pbbb9fEiRP1559/av78+YqNjdUzzzwjSYqJidHIkSNVrVo1zZ8/XxcvXtS8efN0+vRprVy5smQ7AAAmcPjwIbtbP+3Zs1t//HFYAQGBOnbsiM6ePSuVzb4vZsqhQ0r+/XdJUkZsrDIvXZJfjx6ypqbKmpoqZ1/fv/2RKALaDXBzc1Pz5s1Luowb5u3tfUv0o6hWrVqlOnXqaN68ebJYLOrQoYPi4uK0fPlyzZgxQ+7u7vr2228VHx+vjRs3qnLlypKkrKws/eMf/1B0dLSq5LrBLwD8HeW+9ZLValVcXKy8vf93o/L4+Iu2gJZ+xXXMMi9e1OX9+5V67JgMw5CLj498OnWSs+etcU2zoijQIU7DMPTmm2+qT58+atq0qXr37q23335bUvbhxQcffFDvvfeeunTpohYtWujRRx9VZGSk3Ta++eYbDRw4UE2bNlX//v21fft2NWrUSB999FGhCk5ISNCMGTPUpk0btW7dWi+99JKs+Zxyu2HDBt1+++1q3LixevTooZUrV9oNr06fPl0PPfSQ3n//fd12221q3LixBg4cqB9++MHWxmq1KiIiQj169LBt55VXXrEd+sp9iHPXrl0aNmyYJOmBBx7QiBEj9M4776h+/fqKioqyq+29995TkyZN7L5pXEvOIcj169erW7duCg0N1Z49eyRlj/4MGzZMzZo1U9u2bTVr1ixdunTJbv29e/fq3nvvVbNmzdSrVy99+umn6tWrlxYtWmS3/dyHOH/++WeNGjVKrVu3VuvWrRUeHq5Tp07Znv/oo4/UpEkT/fTTTxo8eLCaNGmi7t276/XXXy9Qn3JLT0/XnDlz1KlTJzVv3lzh4eF68803Vb9+fVubESNGaNq0aXriiSfUrFkzjRkzRpKUlJSk2bNn29YdMmSIduzYYbf9jIwMzZkzRx06dFDz5s310EMP2b0nTz/9tCIiIuy+rbm6uiorK8v2Xufcc87Ly8vWxs/PT5IK/D4CwK0sOLi+XP+6l6bFYpGHRxn5+wfYns99WyinXMEtR8qRI7a/05mJiUr5a4Tt76pAI2jz5s3TW2+9pYcffljt2rXTTz/9pBdeeCH72iSSfvnlFx07dkxTpkyRq6urXn75ZT3wwAPavHmzPD09tWPHDo0fP159+vTR5MmTdejQIY0fPz7Pneivx2q16uGHH1Z0dLSmTZsmPz8/rVq1SgcPHlSlSpVs7VasWKGIiAiNHDlSnTt31sGDB7Vw4ULFxcVp+vTptnb79+/XmTNnFB4eLm9vb7366qt68skntW3bNvn4+Oi1117Tu+++q+nTp6tq1arav3+/IiIi5ObmpnHjxtnVFhISoueee05PP/20nn76abVt21ZBQUGaM2eONm3aZNf+448/Vvfu3W1/4AtqyZIlmjVrli5fvqxmzZppz549GjVqlDp06KBXX31VsbGxioiI0OHDh/Xuu+/KxcVFR48e1ejRo9WyZUu9+uqrio6O1nPPPaeUaxzv3759ux555BF17NhRc+fO1eXLl7Vo0SLde++9+vjjj1WuXDlJUmZmpiZNmqTRo0dr8uTJev/99zV37lw1bNhQ7du3L3C//vnPf+rLL7/UhAkTVLt2bb333nt6+eWX87T77LPPdOedd2r58uWSskewRo8erZMnTyo8PFw1a9bU+vXr9eijj2rDhg1q1KiRJOnTTz9V586dNXfuXF24cEH//ve/NXnyZG3YsEGS7Ea/kpKStGPHDr3++uvq16+f7dtf3759tXLlSr3wwguaNm2aEhIStGTJEgUHB6vB32ziKoC/n4SEeCUkJGju3NnXbJeWlqq4uIuyWCxyd3fT7t3/ZztxztXVVZbLlyVJXo0bKys+XlnJybI4O8u9dm2lHjlit62c+27mx3L5siJj4zRnznNKTr4sFxfXQt1m6kqurs7KyChYJomMPClfX98i76ugrhvQLl26pDVr1mjkyJGaNGmSJKlDhw46e/as9uzZIw8PDyUmJmr16tVq1qyZJKlOnToaOHCgNm7cqGHDhmnJkiUKCQlRRESEJKlLly5ycnLS/PnzC1Xstm3bdODAAa1atUqdO3eWJLVv3149evSwtUlMTNTSpUs1bNgwzZgxQ5LUqVMneXp6au7cuXrggQdsh6gSExO1ceNGVatWTZLk6emp4cOHa9euXQoLC9Pu3bvVuHFjDRo0SJLUpk0blSlTRj753JbC29tbderUkSTVrVvXNp8rLCxMn376qS2gnThxQvv27dOKFSsK1XdJGj58uG677Tbb45dffll16tTR8uXLbWG5UaNGuuuuu7R582YNGDBAK1eulJ+fn1auXGm7L5m/v78mTpx41f288sorqlOnjlasWGHbbmhoqHr37q3Vq1dr2rRpkrID8/jx43X33XdLklq2bKmvv/5a3333XYEDWmRkpDZt2qR//vOfthHIzp07a8CAATpyxX9Wd3d3/etf/7L147vvvtP+/fu1YsUKdevWTVL2ezR48GDt2rXLFtAqVaqkJUuW2L7ZnTx5UsuWLVNKSorKlClj2/7FixfVrl07SVK1atVsv++SFBQUpGeeeUaTJk2ynRRSuXJlrV279obPUgKAW4W7u4fdgIm/v79SUlLk6emp06ejdfmv5c4+PvLr3VtZiYly8vSUxdlZGdHRysoVytyuM3UkMzNTf/xx2HZoNTAwUJUr3zrTTa4b0H7++WdlZmbaBQNJev755yVlHyqsVq2aLZxJUv369VWjRg3t3btXgwcP1r59+zRhwgS79W+//fZCB7S9e/fK3d3dFs6k7FDVtWtX/fTTT5Kkffv2KTU1VT169FBmZqatXY8ePfTiiy9q586dtsAVFBRkC2eSVLFiRUmyjS61bdtWL7/8su6//3716NFD3bp10/DhwwtV8913363Nmzdr//79atasmT7++GMFBQXZ9aGgco/UpKSkaP/+/Xr00UdltVpth3nr1aunypUra8eOHRowYIB27typbt262d00tnfv3nZDzbklJyfr119/VXh4uC2cSdlhpFWrVtq9e7dd+5YtW9p+dnNzU0BAwDVH5660a9cuGYZh9/vl5OSkPn365AlodevWtevHjz/+KDc3N3Xt+r/7wLm4uGjjxo126zVv3twWziSpatWqkrK/fOQOaK6urnrzzTcVHx+vRYsWaejQodq4caOCgoL06aef6qmnnlK/fv00aNAgJSUlaenSpRo1apTWrVtnG1UEgFuRr6+ffH39NG3aP4u8jblzZ+u3y4m2xxYnJ7nkGokq26WLUg4dUlZystyrVZNHrVpX3Zbh5SWPTKuaN7e/LtrQocMUEBBwlbWuLijIRzExiddvKF13FPFmuW5Ay5lfExgYeNU25f+6A31ugYGBunTpkuLj45WVlSV/f3+754OCggpZavb8syu3c+W2cuodPXp0vts4f/687efcf5wl2eYg5YSdhx9+WF5eXvrwww81f/58vfTSS6pXr55mzZplG2m5ng4dOqhSpUratGmTmjZtqk8++UQDBgwo0qiLZ67JkpcuXZLVatXy5ctth/zy62dcXFyeX1ZnZ+d8X0cpe1TRMIx8A0dgYKBOXzGx88rX0MnJKd85gVcTFxcnSXlqzG//nldMFo2Pj1dAQMB1z/TJr0ZJdnMSpexR0JyRvyZNmigsLEwffvihxowZo8WLF6t169Z2h15bt26tXr162Y0qAgCKxtnLS96tWuX7nGEYyoiJkZyc5PpXHsnMzMjTLjn5cpECmhldN6DlHM6Li4uzXU5CkqKionTmzBlZrdZ8J0nHxsaqadOmCgwMlKurq+0Pce7nC8vf319xcXF5LgSbe/859UZERNiNjuXIL0xejZOTk4YNG6Zhw4YpNjZWW7du1fLly/Xkk09q+/btBd7GnXfeqffff1/9+/dXdHS0bQTvRnh5eclisWj06NHq27dvvs9LUoUKFfK89ld7z6TskGKxWHThwoU8z8XExFw12BVVhQoVJGX/PuR+bwry++Hj46OLFy/mWX7gwAG5ubkVeG7Yl19+qSpVqqhJkya2ZVWrVpWvr68t6EZHR6tPnz526wUEBKhOnTp5RvoAADeP1WrVxchIJW/bJklyK19eHoYhPz/7v0fe3j6qVKlySZToENc9i7NZs2ZydXXVd999Z7d82bJlmjlzppycnHTixAmdOHHC9tzvv/+ukydPql27dnJ2dlaLFi20ZcsWu/W/+eabQhfbvn17paen220rPT3dLizl1Hv+/Hk1adLE9i8zM1MRERGKiYkp8P7uv/9+26HcwMBADRo0SMOGDVNCQkK+h/GuNip29913KzY2Vq+88oqaNGlyU6435u3trUaNGunEiRN2/axVq5YWLFig/fv3S8oe5dm2bZvdRVe///77PBdhzeHl5aWQkBBt3rzZbiTszJkz+umnn+wOad4MLVu2lLOzc57fjysf5yc0NFRpaWl2739WVpaeeuoprVmzpsA1LFmyRPPmzbNb9uuvvyo+Pl7BwcGSpFq1aunHH3+0a5OQkKA///yTS2wAgAOlJiQoIzXV9jj9/Hklx8fLx8dHffr0U+3adRQS0kQDBw66peYEX3cELSAgQMOHD9fq1avl4uKiVq1a6ccff9TGjRv1/PPPa8+ePbJarRo7dqwmTJigzMxMvfzyy6pbt6769+8vSRo3bpxGjhypyZMn684779SxY8e0cOFCSbKb53Q97du3V6dOnTRz5kxduHBBlSpV0po1axQXF2cbfQkICNDo0aMVERGhpKQkhYaG6vTp04qIiJCPj4/q1atX4P21adNGr732msqVK6cWLVro3LlzeuONN9S+fXuVLVs2z+UsypYtKyk7APn6+tpGcKpVq6bWrVtr9+7devrppwu8/+sJDw/XmDFjNH36dN1+++1KT0/Xa6+9pj/++MN2yO2xxx7T5s2bNWbMGI0YMUIxMTFasGCBJF310ODEiRP1yCOPaMyYMbrvvvtsZ3F6e3vrwQcfvGn1S1L16tU1cOBAzZs3T2lpaapTp442btyoQ4cOXffQZffu3dW0aVNNnTpVEyZMUOXKlfX+++/r3LlzharziSeeUHh4uGbOnKk77rhD0dHRWrhwoYKDg20XHQ4PD9e4ceM0efJk2xy0FStWyGq1XvVwOgDcKjIzM5Wenq6srKxiD0HWXFd8MNLTlXbqlOLi4nQ46bLc3NzUu/ftxVpPcSnQZTamTp2qgIAAbdiwQStXrlSNGjX04osv6q677tKePXtUrVo13X///Xr22WeVnp6ubt26aebMmbYJ3W3btlVERIQWLVqk//znP6pdu7ZmzJihWbNm5ZlXdD2LFy/W/PnztWDBAqWlpen222/XkCFD9P3339vaTJw4UUFBQVq3bp2WL18uPz8/de7cWZMmTSrUabjjx4+Xi4uLPvzwQy1ZskQ+Pj7q2bOnJk+enG/7WrVq6Y477tA777yj//73v/r0009tz3Xr1k0///yz7rjjjkL191q6du2qVatWafHixRo/frzc3d3VpEkTrVmzxm7kZ+XKlZo3b57GjRunypUr6x//+IcmTpxod02v3Dp16qTVq1dr4cKFCg8PV5kyZdShQwdNmTKlUIeIC+pf//qXPD09tXz5cqWmpqpnz5669957bWdLXo2zs7NWr16t+fPn65VXXlFqaqpCQkL0xhtv2PpfEH369NGSJUu0fPlyPf744/L09FRYWJgmT55s+30JCwvTsmXLtGzZMo0ZM0a+vr5q0aKFIiIiVKNGjRvqPwCY2S+//KLffz8kwzC0bt0a9es3QAEBV5+XfrN5+Pjo8l9TddLPnpWRkSFnNzdlZGTo22+/0fDhI2/Juw5YjCtnShfS9OnT9eOPP+rrr7++apstW7aoSpUqdnOCtm7dqkcffVSbNm36W1xH6oEHHlBQUFC+1/dypP/7v/+Tu7u73aHJo0ePql+/flq6dKl69uxZrPVcKT4+Xj/88IO6du1qG4GUskesIiMj85yReSuIjU2S1Vr0/3Yff7xBrq7O6tfv7ptYlfkU5qyq0upW7+Ot3j/p1u9jRkaGPvzwHX322eeSpI4du6hmzVrq27fwgw05Z3GmDB1aqPXKrF+vjNRUxYeEKOmnn+Tk7S33I0cU5Oaujh27aNSoR+Th4VHoenIrylmcN3JGqyQ5OVkUGJj3gr05iuVWT1u3btWWLVs0ZcoUVatWTVFRUVq4cKHatGmjBg0aKCsrK88ZdVeyWCyl8tjy4sWLdezYMe3evVsffPCB3XPF0e+DBw9q6dKleuqppxQcHKyYmBgtW7ZMtWrVUqdOnYq83evJfemPa/Hw8NDs2bP1ySefaPjw4XJ3d9f27dv11Vdf6YUXXnBYfQCA60tLS7O7hZOkPNN7boRhGEr5/XelRUXJycNDno0byzWfszBdPTxsZ3imnjxpW16+fIUbDmeFlZKSovT0tDzX0rzZiiWgzZgxQ25ublq4cKFiYmIUGBioXr162a6N9uCDD+a5vtaVqlSpom+//bYYqr25vv32W0VFRWnGjBlq3Lix3XO9evVSdHT0Nddv06aN7bZaRfHQQw8pLS1Nb731ls6cOSMfHx916dJFU6ZMuaGrLl/PkiVLtHjx4uu227Jli1avXq0FCxZo6tSpSk1NVZ06dTR37lwNGDDAYfUBAK7P29vb7sKzklSnzo2f6JYj9fhxJf/2myQpKzFRidu3y79vX1mucq1O9zp1lBEbK4vFojJlyqh+/YZKS0tz6N+z3Hbv3qmjR7PP3H/nnbfUv/+dqlChokP2dcOHOG+G48eP6/Lly9ds4+bmZndvxlvB4cOH83wzuZKXl5dq165dTBXdPOfOnbO75tzV1K9f3+7is38HHOIsmFv90JF06/fxVu+f9Pfoo6enkx5++FGlpaVqzJgn1axZ80Kd4Jcjv0Ocl7ZvV/rZs3btfDt3lmuu+c5l1q+XJF1s21aXf/xRhiRjzx4FuLkrLKy33N3ddccdA1W+fIWidVAFex9TUlK0Zs3r+uGH7yVlH+6tXr2m+vXrX6R9muIQ5/WUxgByM9xqgTO3ChUq2K5xBgAovby8vGyXE2rRIns+s9Vq1YEDPys6+pQCA8upZctWV/2yffHiRe3atUNHjvyhRFcXOVutsvwV8Jx9faVcAc1iscg5n9spSlLyr79mh7OsLKUnJ+vyX5eLSktL0969u3X77UULSgWVkZGRZ+pOWlrqVVrfOFMENAAAUHrs3r1T+/ZlXxsyMvKk4uJi8w1IhmFo8+ZPdelSglJTU3X5UppcDx+WZ8OGkqQywcHKunhR6efPy8nFRZ5Nm8rpKvO6jL9u32hkZUmGYXck4lq3GDx37qxOn45W+fIVVKVK1SL3uWzZsqpWrbrdskaNQoq8veshoAEAgEI5cuQPu8eRkSeVnp6eZxTt4sU4XbqUYLcs4+xZ6a+A5uTmprKdO8uamiqLq6ss1zgpzqNWLaUcOSInNzc5u7qqjMf/glyDBg3zXefXXw9q27bvbY9bt26rVq3aFKiP+endu6++//4bpaWlqW/ffqpZ03FHAAloAACgULy9vZWU9L85W+7uHnLJZ2K/t7ePXF1dlZGRoaysLGVlZMg1n2twOhXgTEzPJk3kXLasMuPi5BkTo+qubqpXL1g1a9ZS3brByszM1I4d/9WxY0fk4+Oj9u07ad++n+y2sX//PrVs2apIc+gkydXVTUFB2fPjHBnOpALc6gkAACC39u072i5v4eLioo4dO+cbetzc3NS1a3fFxl5QbOwFpV2+rPQzZ5SVWPgTKywWizxq1pR3y5by8vdXhQoVFRbWW3XrZl+Y/Oeff9Kvvx5UamqqYmJi9J//bFbmX4dFc5jgvMgCYwQNAAAUSsWKlTR8+EjFxMTI3z/gmtcDq1q1mgICAhUYWE5xWZnKyMxU8u+/y6d165ta05kzp+0ep6WlqWHDRjp06DfbsqZNi3YGakkgoAEAgEJzdXVT5cpVrtsuOTn5fxddz8oe0bImJ9/0eoKCyuvUqahc9bmqfftOqlevvu0kgRo1at70/ToKAQ0AADhMQEBgnnt3ulevfpXWRRca2koJCQn6889j8vLyVqdOXeTu7q4qVare0NmbJYWABgAAHMZiseiOOwZox45tupR4Se6hofKoWfOm78fV1U29e/dVVlZWqbw15JUIaAAAwKG8vLxVuXIVxV8uqxQHhLPcboVwJnEWJwAAgOkQ0AAAAEyGgAYAAGAyBDQAAACTIaABAACYDAENAADAZAhoAAAAJkNAAwAAMBkCGgAAgMkQ0AAAAEyGgAYAAGAyBDQAAACTIaABAACYDAENAADAZAhoAAAAJkNAAwAAMBkCGgAAgMm4lHQBAADA3Dp16lrSJZhGcb0WBDQAAHBNHTt2KekSTKO4XgsOcQIAAJgMAQ0AAMBkCGgAAAAmQ0ADAAAwGQIaAACAyRDQAAAATIaABgAAYDIENAAAAJMhoAEAAJgMAQ0AAMBkCGgAAAAmQ0ADAAAwGQIaAACAyRDQAAAATIaABgAAYDIENAAAAJMhoAEAAJgMAQ0AAMBkCGgAAAAmQ0ADAAAwGQIaAACAyRDQAAAATIaABgAAYDIENAAAAJMhoAEAAJgMAQ0AAMBkCGgAAAAmQ0ADAAAwGQIaAACAyRDQAAAATIaABgAAYDIENAAAAJMhoAEAAJgMAQ0AAMBkCGgAAAAm41LSBQAAgL8Hp5gYlVm/vnDrnD8vSXbrOcXESF4+N7U2syGgAQAAh6tWrUaR1ksIyJIk+eYOZF4+Rd5eaUFAAwAADnf//Q+UdAmlCnPQAAAATIaABgAAYDIENAAAAJMhoAEAAJgMAQ0AAMBkCGgAAAAmQ0ADAAAwGQIaAACAyRDQAAAATIaABgAAYDIENAAAAJMhoAEAAJgMAQ0AAMBkCGgAAAAmQ0ADAAAwGQIaAACAybiUdAHA342Tk+WG1vf29parq/MNb6c0oI+l363eP4k+3iqKu4/X25/FMAyjmGoBAABAAXCIEwAAwGQIaAAAACZDQAMAADAZAhoAAIDJENAAAABMhoAGAABgMgQ0AAAAkyGgAQAAmAwBDQAAwGQIaIDJfPbZZ+rXr5+aNm2qvn376uOPP75m+8uXL+vZZ59Vx44d1aJFCz3yyCM6ceJEsdRaVIXtY0xMjGbNmqXu3burRYsWGjRokL744oviKbaICtvH3M6cOaPQ0FAtXbrUcQXeBIXto9Vq1bJly9SzZ081bdpU/fv31+eff148xRZRYfsYFxenGTNmqFOnTmrTpo0ee+wx0/9/zHHo0CGFhITo7Nmz12xXGj9zpIL3zyyfN9yLEzCRzZs3a8qUKRo5cqQ6deqkb775RtOmTZOHh4f69OmT7zoTJ07UwYMHNXXqVHl5eWnx4sV64IEH9Pnnn8vHx6eYe3B9he1jenq6Hn74YSUmJurJJ59U+fLl9Z///EcTJkxQVlaW7rjjjhLoxbUV5X3MYRiGZs6cqaSkpGKqtmiK0scXX3xR69ev16RJk9SgQQN9/vnnmjx5sry9vdW1a9di7sH1FbaPhmHoiSeeUGRkpJ566in5+flp4cKFeuCBB/Tpp5/K19e3BHpRMMeOHdNjjz2mzMzM67YtbZ85UsH7Z6rPGwOAaYSFhRkTJkywWxYeHm706dMn3/Z79uwxgoODja1bt9qWxcbGGs2bNzdWrFjh0FqLqrB9/Prrr43g4GBj//79dssfeughY8CAAQ6r80YUto+5rV271ujSpYsRHBxsLFmyxFEl3rDC9vHkyZNGgwYNjA0bNtgtHzZsmDF79myH1XkjCtvH48ePG8HBwcbGjRttyyIjI43g4GDjo48+cmSpRZaRkWGsXbvWaNGihdGmTRsjODjYOHPmzFXbl7bPnML2z0yfNxziBEwiKipKkZGRuu222+yW9+7dW8ePH1dUVFSedbZv3y4vLy917NjRtiwgIECtW7fWtm3bHF5zYRWlj15eXho6dKiaNGlit7x27dqKjIx0aL1FUZQ+5l53/vz5mj17tqPLvCFF6eM333wjDw8P3XnnnXbL165dq1mzZjmy3CIpSh/T0tIkZf/O5sgZNYuPj3dcsTfgxx9/1Pz58zV69GhNmTLluu1L22dOYftnps8bAhpgEsePH5ck1apVy255jRo1JEl//vlnvuvUqFFDzs7OdsurV6+eb/uSVpQ+tm/fXs8995wsFottWUZGhrZu3ap69eo5sNqiKUofpez5WdOnT1ffvn3VpUsXxxZ5g4rSx8OHD6tWrVrasWOHBgwYoEaNGum2227T5s2bHV9wERSljw0aNFDbtm21ZMkSHTt2THFxcXr++efl6empsLAwxxddBHXq1NE333yjcePG5fkcyU9p+8wpbP/M9HnDHDTAJBITEyVJ3t7edstzvo3nNycpKSkpT/ucdcw4h6kofczPSy+9pBMnTmjJkiU3t8CboKh9fOutt3Tq1CktX77csQXeBEXpY1xcnM6cOaOZM2cqPDxcVatW1fvvv6+JEycqICBA7dq1c3zhhVDU9/GZZ57Rww8/rNtvv12S5ObmpiVLlqhatWoOrLboypUrV6j2pe0zp7D9y09Jfd4Q0ACTMAzjms87OeUd8L7WOvm1L2lF6eOV67/00kt666239NBDD5lyVKIofTx27JgWLFighQsXmnaSdW5F6WNGRobi4uK0fPlyde/eXZLUrl07HT9+XIsXLzZdQCvq+3jvvfeqevXqmjlzpjw8PLRhwwY9+eSTWrVqlVq1auWocotNafvMuREl/Xlza72aQCmW84f58uXLdstzvpXm94fb29s7T/ucbeT3LbekFaWPOdLT0zV58mStXr1aDz30kKZOneq4Qm9AYfuYlZWlGTNmqE+fPurYsaMyMzNtZ5pZrdYCnVVX3IryPnp5ecnZ2dlu7pKTk5M6dOigw4cPO7DaoilKH998801J0uuvv66wsDB16tRJr776qho2bKgXX3zRsQUXk9L2mVNUZvi8IaABJpEz1+XKiagnT560e/7KdaKiovJ8qz158mS+7UtaUfooZf9RHDVqlL744gvNnDnTtOFMKnwfz5w5o/379+vjjz9WSEiI7Z8kLVq0yPazmRTlfaxRo0a+gTMjI8Nuvo9ZFKWPp0+fVp06dewup2GxWBQaGqqjR486sNriU9o+c4rCLJ83BDTAJGrUqKGqVavqyy+/tFv+1VdfqWbNmqpcuXKedTp16qRLly5px44dtmVxcXHau3evOnTo4PCaC6sofczKytLYsWO1f/9+RUREaOTIkcVVbpEUto/ly5fXBx98kOefJN133322n82kKO9j586dZRiG3QU/MzMz9cMPPyg0NNThNRdWUfpYq1YtHTlyRJcuXbJbvn//flWpUsWh9RaX0vaZU1hm+rxhDhpgIk888YRmzJghX19fdevWTVu2bNEXX3yhiIgISdkfhJGRkapbt668vb3VunVrtWnTRpMmTdKUKVPk5+enRYsWycfHR/fdd18J9yZ/he3je++9p927d2vo0KGqWLGifv75Z9u2LBaLmjVrVkI9ubrC9vHKU/pzlC9f/qrPlbTC9rF9+/bq2rWrnn/+eSUnJ6tmzZpat26doqOj9fLLL5dwb/JX2D4++OCD+uSTTzR69Gg9+uij8vDw0KZNm7R7927bOqXNrfCZcy2m/rwp1quuAbiud9991+jVq5fRuHFjo2/fvnYXvfzwww+N4OBgY+fOnbZl8fHxxvTp041WrVoZLVu2NB555BHj2LFjJVB5wRWmjyNGjDCCg4Pz/dewYcMS6sH1FfZ9vJLZL1RrGIXvY0pKijFnzhyjU6dORpMmTYyhQ4cau3btKoHKC66wfTx69KgxZswYo2XLlkZoaKhx3333Gdu3by+Bygsvpz+5L+R6q3zmGEbB+memzxuLYVznVBUAAAAUK+agAQAAmAwBDQAAwGQIaAAAACZDQAMAADAZAhoAAIDJENAAAABMhoAGAFeRlJSk119/XYMGDVJoaKiaN2+ue+65R+vXr5fVanXovo2/btTctm1bNW/eXO+8846io6M1YsQINW3aVG3bttXBgwdVv359LVq0qFDbrl+/vqZPn+6gyrNFRUVdt82IESPUo0cPh9bhCLGxsUpOTi7pMnCL404CAJCP48ePa+zYsYqOjlb//v119913Kz09Xd98842efvpp7dmzRy+99JLD7iP5/fffa9WqVerWrZvCwsIUGhqquXPnau/evRo3bpyCgoJUp04dzZs3T/Xr1y/UtufNm6fq1as7pG5J+vDDD/Xss8/qwIED12w3ZswYpaSkOKwOR9i6daumTJmijRs3ytPTs6TLwS2MgAYAV0hLS9Pjjz+u+Ph4ffDBB2rQoIHtuVGjRunZZ5/VunXr1LRpUz3wwAMOqeHw4cOSpEmTJtkC2OHDh9WwYUM98cQTtnYDBw4s9LaLsk5h7NmzR2lpaddt17FjR4fW4QgHDhzIc69NwBE4xAkAV1i3bp3+/PNPzZgxwy6c5Zg2bZp8fX313nvvOayGjIwMSZKXl5fdstyPAdy6uNUTAFzhnnvu0bFjx7R79265urrm2+bEiROqXLmy3NzcbMv27t2rxYsXa//+/ZKkJk2aaPz48WrdurXduvv27dPChQttN2Ju0aKFJkyYoKZNm0qSevTooejoaFv7KlWq2D2WpHHjxumuu+5Sz549NW7cOI0fP9723KZNm7RmzRodO3ZMZcuWVbdu3TRhwgQFBARIyp6Ddtddd2nOnDm2db777jutWLFChw4dkpubm9q1a6dJkyapVq1atjb169fX5MmT5erqqnfeeUdnz55VrVq19Pjjj6tv376SsueV7d6927bOlfvJbcSIEYqOjta3335re+zp6anBgwdr4cKF+vPPP1W9enVNnTpVoaGhmjdvnr744gu5uLioV69emjlzpjw8PGyvWfv27dW8eXMtX75csbGxatCggSZMmKB27drZ7bcg71OPHj3UoUMHWa1WffbZZ/Lz81PDhg31/fff29q0adNGb7/9tiTpiy++0DvvvKNDhw4pLS1N5cuXV58+fTRhwgTb78iIESPk5uamkSNHasGCBTpy5IgCAgJ0zz336IknnpCT0//GTI4dO6aFCxdq586dyszMVKNGjRQeHq5WrVrZ2hw9elQRERHatWuXMjIybKOrnTt3zvf1RunCCBoA5GIYhg4dOqTGjRtfNZxJUs2aNe3C2ZYtWzRixAidOXNGY8eO1dixY3XmzBk9+OCD2rJli63d9u3bNWLECCUmJio8PFxjx47V6dOnNWzYMO3du1eSNHPmTPXq1UuSNGPGDE2ZMkXz5s2Tv7+/ateurXnz5tmev9Jrr72mqVOnyt3dXZMmTdJdd92lTz75RI899pgyMzPzXeejjz7S2LFjVaZMGT311FN68MEHtW/fPg0ZMkR//vmnXdt3331Xb775poYMGaKpU6cqOTlZEydO1B9//CEpe15ZToiYN2+ehg4der2X3M6vv/6qmTNn6rbbbtOUKVN08eJFTZgwQY8++qiio6M1adIkdejQQevXr9eqVavs1t2xY4eee+459e7dW+Hh4YqLi9PDDz9sFxgL+j5J0ueff67Dhw9r5syZGjJkiMaMGWP3vowZM0aS9P7772vChAny8fHRlClTNHXqVFWpUkWrV6/WggUL7Lb5xx9/aMKECWrbtq1mzZql6tWra/HixXr33XdtbU6cOKEhQ4Zo586dGj58uCZNmqT4+HiNGjXKNq/v8OHDGjp0qI4eParHHntMEydOVGZmph599FFt3ry5UK85TKpYb80OACYXGxtrBAcHGxMnTizwOhkZGUaXLl2Mrl27GomJibblCQkJRufOnY3OnTsb6enpRlZWltGzZ0/j3nvvNTIzM23tLl++bPTq1csYOHCgbdnChQuN4OBgIyoqyrase/fuxvDhw22Po6KijODgYGPhwoWGYRhGfHy80aRJE+Ohhx6y2/6GDRuM4OBg4/vvvzcMwzCCg4ONadOmGYZhGImJiUbLli3z9Pf8+fNG69atjccff9y2LDg42GjevLlx/vx527Kff/7ZCA4ONl555RXbsmnTphnBwcHXfd2GDx9udO/e3e5xcHCw8e2339qWrV271ggODjaGDBliW2a1Wo0uXboYQ4cOtXttgoODja+//tq2LDY21mjVqpVt3YK+Tznba9CggXH27Fm7mvN7X/r06WMMHTrUsFqttmU5+7rjjjvy9G/Lli22ZampqUbr1q3t+hIeHm40bdrUOHHihG1ZXFycERoaajz55JO2bYWFhRmXL1+22+f9999vdOjQwUhLS8vnFUdpwggaAOSSc5gpKyurwOv89ttvOnv2rIYNGyZvb2/b8rJly2r48OE6d+6cfvnlF/3222+KiopSWFiYEhISFBcXp7i4OKWmpqp79+46dOiQzp07V+Tad+zYobS0NA0bNkzOzs625QMGDNBHH32kNm3a5Fln+/btSkpKUlhYmK2euLg4OTs7q127dvrvf/9rN/IWGhqqoKAg2+OGDRtKkmJiYopcd27u7u52h+hyDrH27NnTtsxisahKlSp59lm7dm2FhYXZHgcEBGjgwIHav3+/YmNjC/w+5ahevboqVKhw3Zo/+eQTrVy50u6M3tjYWJUtWzbP5TjKlCmjbt262fW3Vq1aunDhgiTJarVq69at6tq1q2rUqGFr5+/vr3Xr1mnWrFm6ePGidu/era5duyo1NdX2nl26dEm9evXShQsXdPDgwevWDXPjLE4AyMXX11eurq6Ki4sr8DqnTp2SJLv5Wjlq164tSTp9+rTtD/i8efM0b968fLd1+vTpAoWC/OTMU8v9h13KDgEhISH5rhMZGSlJmjhx4lW3GxcXp/Lly0uSbR5bjpzDvDfrunB+fn5ycfnfn6acoBkYGGjXztnZWcYVU6jr1q2bZ3s1atSQYRiKjo4u8PvUokWLfPd5Na6urtqzZ48+++wzHT9+XJGRkYqNjZWUPX/wyv7lnmsmZb+GOa9ffHy8kpOT87yHkhQcHCxJtsOcb7/9tm0O3JXOnDlToNphXgQ0AMjFYrGoRYsW+uWXX5SZmWkXFnKLiIhQVFSUZsyYkSco5JbznKurq9LT0yVJ4eHhat68eb7tc4JCUeT8kS/Mtdly1pk9e7aqVq2abxtfX1/bz1eGi5vtaq93QfqU35zBnJHQ/AJdbrnfpxy5RyGvZfbs2Vq7dq0aNWqk5s2ba+DAgWrRooVmz56dJyhd7/XLqfda/c1pM2zYMLsRw9zyC6soXQhoAHCFXr16affu3fr888/zvWZYamqqPvjgA2VlZcnPz882SnL8+PE8bXMm2VesWNH2h9XT01MdOnSwa3fgwAElJCTYzkosikqVKknKHhXLPUqUnp6up556Sv3798/zBz2n9oCAgDw17dq1S1ar1e5kCDPLGQ3M7eTJk3J2dlbVqlVtly653vtUGNHR0Vq7dq0GDhyYZ1Q057BlYfj7+8vDwyPfvqxevVoxMTEaPXq0pOwAeeV7dvToUZ06dUplypQp9L5hLsxBA4ArDB06VFWqVNG8efNsZyfmyMrK0jPPPKMLFy7okUcekaurq0JCQhQUFKR3331XSUlJtrZJSUlat26dgoKC1LhxYzVu3FhBQUF6++23dfnyZbt2EyZM0IwZMwo8apOfDh06yNXVVRs2bLAbLfryyy/15ZdfXnUdd3d3rVq1yhZgJOncuXN6/PHHNX/+/ELfLSFnlMjRt8O60sGDB22XLpGyA9Inn3yidu3aydfXt8Dv07Xk9C3n9U1ISJCUd8Rq69atOnHixFXPnL0aFxcXdezYUVu3brUbfUtISNDq1asVFRWl8uXLq3Hjxtq4caPdnMWMjAzNnDlTTz75ZKH3C/NhBA0AruDu7q7Fixdr9OjRuueee9S/f381adJE8fHx+vLLL3Xo0CH16dNHo0aNkpR9WGzWrFmaOHGi7r77bt1zzz2SpA8++EDnz5/XwoUL5eTkJCcnJ1u7QYMG6Z577pG7u7vef/99nT59WvPnz7/qIb6CCAwM1BNPPKEFCxZo9OjRCgsL09mzZ7V27Vq1bds23/teBgQEaNKkSfr3v/+toUOHasCAAcrMzNS6deuUlpamadOmFbqOnHlqCxcuVNu2bdW+ffsi96kw3Nzc9Mgjj2jkyJHy8PDQunXrZLVaNXXqVEkFf5+uJadvq1atUpcuXdS5c2dVrlxZy5cvV1pamipWrKgDBw5o48aNcnd3twviBTV58mQNHjxYgwcPtp3QsGHDBiUnJ2vChAmSpFmzZmnkyJG6++67dd9998nPz0+ff/659u/fr8mTJ8vf37/Q+4W5ENAAIB+NGjXSpk2b9Oabb2rbtm3avHmzDMNQ/fr19eKLL2rQoEF2I0t9+vSRr6+vli5dqiVLlsjFxUXNmjXTCy+8YHdx0Zx2y5Yt09KlS+Xk5KR69epp2bJl6t69+w3XPXbsWAUFBWnNmjWaM2eOgoKCNGTIEI0fP/6q4ePBBx9UhQoV9MYbbygiIkIeHh4KCQnRSy+9pNDQ0ELXcN9992nnzp1atWqVDh48WGwBrXnz5urXr5+WLl2qxMREtWrVSpMnT7a7G0RB36er6devn7766it99NFH2r17t3r27KmVK1dqzpw5WrNmjQzDUPXq1TVz5kxlZmbqhRde0C+//HLdkbnc6tSpo/Xr1+uVV17RqlWr5OTkpKZNm2ru3LmqV6+epOyLG7/77rtatGiR3njjDWVmZqpWrVqaM2eO7rrrrsK/eDAd7iQAACj1evTooSpVqlz1rEagtGEOGgAAgMkQ0AAAAEyGgAYAAGAyzEEDAAAwGUbQAAAATIaABgAAYDIENAAAAJMhoAEAAJgMAQ0AAMBkCGgAAAAm8/+YuQRXIEEk4gAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 648x504 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"def compute_metrics(predictors): \n",
" X = promoters[predictors]\n",
"\n",
" from sklearn.preprocessing import PolynomialFeatures\n",
"# poly = PolynomialFeatures(degree=2, interaction_only=True)\n",
" poly = PolynomialFeatures(degree=1, interaction_only=True)\n",
" transformed_X = poly.fit_transform(X)\n",
" transformed_predictors = poly.get_feature_names_out(X.columns)\n",
" X = pd.DataFrame(transformed_X, columns=transformed_predictors) \n",
"\n",
" y = promoters['LoF_intolerant']\n",
"\n",
" from sklearn.model_selection import cross_validate\n",
" from sklearn.model_selection import RepeatedStratifiedKFold\n",
"\n",
" cv = RepeatedStratifiedKFold(n_splits=5, n_repeats=5, random_state=0)\n",
" cv_output = cross_validate(\n",
" pipe,\n",
" X,\n",
" y,\n",
" cv=cv,\n",
" return_estimator=True,\n",
" n_jobs=-1, # n_jobs = -1 means using all processors\n",
" )\n",
" models = cv_output[\"estimator\"]\n",
" # https://scikit-learn.org/stable/auto_examples/inspection/plot_linear_model_coefficient_interpretation.html#checking-the-variability-of-the-coefficients\n",
" # NOTE: another approach to computing feature importance is: https://scikit-learn.org/stable/modules/permutation_importance.html\n",
" regression_coefficients = pd.DataFrame(\n",
" [\n",
" model.get_params()['logisticregression'].coef_.flatten() \n",
" for model in models\n",
" ],\n",
" columns=transformed_predictors,\n",
" )\n",
"\n",
" plt.figure(figsize=(9, 7))\n",
" sns.stripplot(data=regression_coefficients, orient=\"h\", color=\"k\", alpha=0.5)\n",
" sns.boxplot(data=regression_coefficients, orient=\"h\", color=\"cyan\", saturation=0.5, whis=10)\n",
" plt.axvline(x=0, color=\".5\")\n",
" plt.xlabel(\"Coefficient importance\")\n",
" plt.subplots_adjust(left=0.3)\n",
"\n",
" from sklearn.model_selection import cross_val_score\n",
" import numpy as np \n",
"\n",
" scores = cross_val_score(pipe, X, y, scoring='roc_auc', cv=cv, n_jobs=-1)\n",
" title_line = 'Mean ROC AUC: %.2f' % np.mean(scores)\n",
"\n",
" from sklearn.metrics import PrecisionRecallDisplay\n",
" from sklearn.model_selection import train_test_split\n",
"\n",
" X_train, X_test, y_train, y_test = train_test_split(X, y, random_state=42)\n",
" pipe.fit(X_train, y_train)\n",
" precision_recall_display = PrecisionRecallDisplay.from_estimator(pipe, X_test, y_test)\n",
" \n",
" ax = precision_recall_display.ax_\n",
" ax.set_title(title_line)\n",
" \n",
"sns.set(font_scale = 1.5) \n",
"compute_metrics(predictors=[\n",
" 'cpg_density_region_grch38'\n",
"])"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "da74ebe3",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 648x504 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"compute_metrics(predictors=[\n",
" 'cpg_density_region_grch38', \n",
" 'promoter_phastcons', \n",
" 'exonic_phastcons'\n",
"])"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "fbd702e3",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 648x504 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"compute_metrics(predictors=[\n",
" 'cpg_density_region_grch38', \n",
" 'promoter_phastcons', \n",
" 'exonic_phastcons', \n",
" 'N_bar_mean_neutral', \n",
" 'K_bar_mean_neutral'\n",
"])"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "a629df30",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.9.0"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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