{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Example 4: Calibration of an epidemic model via Covid-19 data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Data: Covid-19" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from random import sample\n", "import scipy.stats as sps\n", "from surmise.calibration import calibrator \n", "from surmise.emulation import emulator" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# Read data \n", "real_data = np.loadtxt('real_observations.csv', delimiter=',')\n", "description = np.loadtxt('observation_description.csv', delimiter=',',dtype='object')\n", "param_values = 1/np.loadtxt('param_values.csv', delimiter=',')\n", "func_eval = np.loadtxt('func_eval.csv', delimiter=',')\n", "param_values_test = 1/np.loadtxt('param_values_test.csv', delimiter=',')\n", "func_eval_test = np.loadtxt('func_eval_test.csv', delimiter=',')" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# Remove the initial 30-days time period from the data\n", "keepinds = np.squeeze(np.where(description[:,0].astype('float') > 30))\n", "real_data = real_data[keepinds]\n", "description = description[keepinds, :]\n", "func_eval = func_eval[:,keepinds]\n", "func_eval_test = func_eval_test[:, keepinds]" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "N: 2000\n", "D: 10\n", "M: 402\n", "P: 2\n" ] } ], "source": [ "print('N:', func_eval.shape[0])\n", "print('D:', param_values.shape[1])\n", "print('M:', real_data.shape[0])\n", "print('P:', description.shape[1])" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "# Get the random sample of 500\n", "rndsample = sample(range(0, 2000), 500)\n", "func_eval_rnd = func_eval[rndsample, :]\n", "param_values_rnd = param_values[rndsample, :]" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "def plot_model_data(description, func_eval, real_data, param_values):\n", " '''\n", " Plots a list of profiles in the same figure. Each profile corresponds\n", " to a simulation replica for the given instance.\n", " '''\n", " plt.rcParams[\"font.size\"] = \"10\"\n", " N = len(param_values)\n", " D = description.shape[1]\n", " T = len(np.unique(description[:,0]))\n", " type_no = len(np.unique(description[:,1]))\n", " fig, axs = plt.subplots(type_no, figsize=(8, 12))\n", "\n", " for j in range(type_no):\n", " for i in range(N):\n", " p2 = axs[j].plot(range(T), func_eval[i,(j*T):(j*T + T)], color='grey')\n", " p1 = axs[j].plot(range(T), real_data[(j*T):(j*T + T)], 'ro' ,markersize = 5, color='red')\n", " if j == 0:\n", " axs[j].set_ylabel('COVID-19 Total Hospitalizations')\n", " elif j == 1:\n", " axs[j].set_ylabel('COVID-19 Hospital Admissions')\n", " elif j == 2:\n", " axs[j].set_ylabel('COVID-19 ICU Patients')\n", " axs[j].set_xlabel('Time (days)')\n", " axs[j].legend([p1[0], p2[0]], ['observations', 'computer model'])\n", " plt.show()\n", " \n", "plot_model_data(description, func_eval_rnd, real_data, param_values_rnd)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Model emulation" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "x = np.hstack((np.reshape(np.tile(range(134), 3), (402, 1)),\n", " np.reshape(np.tile(np.array(('tothosp','totadmiss','icu')),134), (402, 1))))\n", "x = np.array(x, dtype='object')" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "# (No filter) Fit an emulator via 'PCGP'\n", "emulator_1 = emulator(x=x, theta=param_values_rnd, f=func_eval_rnd.T, method='PCGP') " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Comparison of emulation methodologies" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Rsq = 0.99\n", "MSE = 5055011.06\n" ] } ], "source": [ "# Compare emulators\n", "pred_1_test = emulator_1.predict(x, param_values_test)\n", "pred_mean_test_1 = pred_1_test.mean()\n", "print(\"Rsq = \", 1 - np.round(np.sum(np.square(pred_mean_test_1 - func_eval_test.T))/np.sum(np.square(func_eval_test - np.mean(func_eval_test.T, axis = 1))), 2))\n", "print('MSE = ', np.round(np.mean(np.sum(np.square(pred_mean_test_1 - func_eval_test.T), axis = 1)), 2))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Model calibration" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "def plot_pred_interval(cal):\n", " pr = cal.predict(x)\n", " rndm_m = pr.rnd(s = 1000)\n", " plt.rcParams[\"font.size\"] = \"10\"\n", " fig, axs = plt.subplots(3, figsize=(8, 12))\n", "\n", " for j in range(3):\n", " upper = np.percentile(rndm_m[:, j*134 : (j + 1)*134], 97.5, axis = 0)\n", " lower = np.percentile(rndm_m[:, j*134 : (j + 1)*134], 2.5, axis = 0)\n", " median = np.percentile(rndm_m[:, j*134 : (j + 1)*134], 50, axis = 0)\n", " p1 = axs[j].plot(median, color = 'black')\n", " axs[j].fill_between(range(0, 134), lower, upper, color = 'grey')\n", " p3 = axs[j].plot(range(0, 134), real_data[j*134 : (j + 1)*134], 'ro' ,markersize = 5, color='red')\n", " if j == 0:\n", " axs[j].set_ylabel('COVID-19 Total Hospitalizations')\n", " elif j == 1:\n", " axs[j].set_ylabel('COVID-19 Hospital Admissions')\n", " elif j == 2:\n", " axs[j].set_ylabel('COVID-19 ICU Patients')\n", " axs[j].set_xlabel('Time (days)') \n", " \n", " axs[j].legend([p1[0], p3[0]], ['prediction','observations'])\n", " fig.tight_layout()\n", " fig.subplots_adjust(top=0.9) \n", " plt.show()\n", " \n", "def boxplot_param(theta):\n", " plt.rcParams[\"font.size\"] = \"16\"\n", " fig, axs = plt.subplots(2, 5, figsize=(20, 8))\n", " paraind = 0\n", " for i in range(2):\n", " for j in range(5):\n", " axs[i, j].boxplot(theta[:, paraind])\n", " paraind += 1\n", "\n", " fig.tight_layout()\n", " fig.subplots_adjust(bottom=0.05, top=0.95)\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "# Define a class for prior of 10 parameters\n", "class prior_covid:\n", " \"\"\" This defines the class instance of priors provided to the method. \"\"\"\n", " def lpdf(theta):\n", " return (sps.norm.logpdf(theta[:, 0], 2.5, 0.5) +\n", " sps.norm.logpdf(theta[:, 1], 4.0, 0.5) + \n", " sps.norm.logpdf(theta[:, 2], 4.0, 0.5) + \n", " sps.norm.logpdf(theta[:, 3], 1.875, 0.1) + \n", " sps.norm.logpdf(theta[:, 4], 14, 1.5) + \n", " sps.norm.logpdf(theta[:, 5], 18, 1.5) + \n", " sps.norm.logpdf(theta[:, 6], 20, 1.5) + \n", " sps.norm.logpdf(theta[:, 7], 14, 1.5) + \n", " sps.norm.logpdf(theta[:, 8], 13, 1.5) + \n", " sps.norm.logpdf(theta[:, 9], 12, 1.5)).reshape((len(theta), 1))\n", "\n", "\n", " def rnd(n):\n", " return np.vstack((sps.norm.rvs(2.5, 0.5, size=n),\n", " sps.norm.rvs(4.0, 0.5, size=n),\n", " sps.norm.rvs(4.0, 0.5, size=n),\n", " sps.norm.rvs(1.875, 0.1, size=n),\n", " sps.norm.rvs(14, 1.5, size=n),\n", " sps.norm.rvs(18, 1.5, size=n),\n", " sps.norm.rvs(20, 1.5, size=n),\n", " sps.norm.rvs(14, 1.5, size=n),\n", " sps.norm.rvs(13, 1.5, size=n),\n", " sps.norm.rvs(12, 1.5, size=n))).T" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "obsvar = np.maximum(0.2*real_data, 5)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Calibrator 1\n", "cal_1 = calibrator(emu=emulator_1,\n", " y=real_data,\n", " x=x,\n", " thetaprior=prior_covid,\n", " method='directbayes',\n", " yvar=obsvar, \n", " args={'theta0': np.array([[2, 4, 4, 1.875, 14, 18, 20, 14, 13, 12]]), \n", " 'numsamp' : 100,\n", " 'stepType' : 'normal', \n", " 'stepParam' : np.array([0.01, 0.01, 0.01, 0.01, 0.03, 0.03, 0.03, 0.03, 0.03, 0.03])})\n", "\n", "plot_pred_interval(cal_1)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Calibrator 2\n", "cal_2 = calibrator(emu=emulator_1,\n", " y=real_data,\n", " x=x,\n", " thetaprior=prior_covid, \n", " method='directbayes',\n", " yvar=obsvar, \n", " args={'sampler': 'LMC'})\n", "\n", "plot_pred_interval(cal_2) " ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Calibrator 3\n", "cal_3 = calibrator(emu=emulator_1,\n", " y=real_data,\n", " x=x,\n", " thetaprior=prior_covid, \n", " method='directbayeswoodbury',\n", " yvar=obsvar)\n", "\n", "plot_pred_interval(cal_3) " ] } ], "metadata": { "jupytext": { "formats": "ipynb,py:percent" }, "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": "3.7.9" } }, "nbformat": 4, "nbformat_minor": 2 }