{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", " \n", "
\n", "\n", "# Advanced Interval Plotting\n", "Author(s): Paul Miles | Date Created: July 13, 2018\n", "\n", "For the purpose of this example we will consider the Monod model demonstrated [here](https://nbviewer.jupyter.org/github/prmiles/pymcmcstat/blob/master/tutorials/monod/Monod.ipynb)." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Sampling these parameters:\n", " name start [ min, max] N( mu, sigma^2)\n", "$\\mu_{max}$: 0.15 [ 0.00e+00, inf] N( 0.00e+00, inf)\n", " $K_x$: 49.05 [ 0.00e+00, inf] N( 0.00e+00, inf)\n", " [-----------------100%-----------------] 5000 of 5000 complete in 1.3 sec\n", "---------------------\n", "name : mean std MC_err tau geweke\n", "$\\mu_{max}$: 0.1606 0.0322 0.0027 28.6882 0.9409\n", "$K_x$ : 72.5970 51.2930 4.4053 35.0766 0.7246\n", "---------------------\n" ] } ], "source": [ "import numpy as np\n", "import scipy.optimize\n", "from pymcmcstat.MCMC import MCMC\n", "import matplotlib.pyplot as plt\n", "\n", "# Initialize MCMC object\n", "mcstat = MCMC()\n", "\n", "# Next, create a data structure for the observations and control\n", "# variables. Typically one could make a structure |data| that\n", "# contains fields |xdata| and |ydata|.\n", "ndp = 7\n", "x = np.array([28, 55, 83, 110, 138, 225, 375]) # (mg / L COD)\n", "x = x.reshape(ndp, 1) # enforce column vector\n", "y = np.array([0.053, 0.060, 0.112, 0.105, 0.099, 0.122, 0.125]) # (1 / h)\n", "y = y.reshape(ndp, 1) # enforce column vector\n", "# data structure \n", "mcstat.data.add_data_set(x, y)\n", "\n", "def modelfun(x, theta):\n", " return theta[0]*x/(theta[1] + x)\n", "\n", "def ssfun(theta,data):\n", " return sum((data.ydata[0] - modelfun(data.xdata[0], theta))**2)\n", "\n", "# Calculate initial covariance matrix\n", "def residuals(p, x, y):\n", " return y - modelfun(x, p)\n", "theta0, ssmin = scipy.optimize.leastsq(\n", " residuals,\n", " x0=[0.15, 100],\n", " args=(mcstat.data.xdata[0].reshape(ndp,),\n", " mcstat.data.ydata[0].reshape(ndp,)))\n", "n = mcstat.data.n[0] # number of data points in model\n", "p = len(theta0) # number of model parameters (dof)\n", "ssmin = ssfun(theta0, mcstat.data) # calculate the sum-of-squares error\n", "mse = ssmin/(n-p) # estimate for the error variance\n", "J = np.array([[x/(theta0[1]+x)], [-theta0[0]*x/(theta0[1]+x)**2]])\n", "J = J.transpose()\n", "J = J.reshape(n, p)\n", "tcov = np.linalg.inv(np.dot(J.transpose(), J))*mse\n", "# Define model parameters, simulation options, and model settings.\n", "mcstat.parameters.add_model_parameter(\n", " name='$\\mu_{max}$',\n", " theta0=theta0[0],\n", " minimum=0)\n", "mcstat.parameters.add_model_parameter(\n", " name='$K_x$',\n", " theta0=theta0[1],\n", " minimum=0)\n", "mcstat.simulation_options.define_simulation_options(\n", " nsimu=int(5.0e3),\n", " updatesigma=1,\n", " qcov=tcov)\n", "mcstat.model_settings.define_model_settings(\n", " sos_function=ssfun,\n", " sigma2=0.01**2)\n", "# Run simulation\n", "mcstat.run_simulation()\n", "# Extract results and print statistics\n", "results = mcstat.simulation_results.results\n", "names = results['names']\n", "chain = results['chain']\n", "s2chain = results['s2chain']\n", "names = results['names'] # parameter names\n", "mcstat.chainstats(chain, results)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Plot Credible/Prediction Intervals\n", "Define function for generating intervals, setup calculations, and generate." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Generating credible/prediction intervals:\n", "\n", "\n", "Interval generation complete\n", "\n" ] } ], "source": [ "def predmodelfun(data, theta):\n", " return modelfun(data.xdata[0], theta)\n", "\n", "mcstat.PI.setup_prediction_interval_calculation(\n", " results=results,\n", " data=mcstat.data,\n", " modelfunction=predmodelfun)\n", "mcstat.PI.generate_prediction_intervals(nsample=500,\n", " calc_pred_int=False)\n", "\n", "def format_plot():\n", " plt.xlabel('x (mg/L COD)', fontsize=20)\n", " plt.xticks(fontsize=20)\n", " plt.ylabel('y (1/h)', fontsize=20)\n", " plt.yticks(fontsize=20)\n", " plt.title('Predictive envelopes of the model', fontsize=20);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Plotting\n", "Available inputs: (Defaults in Parantheses)\n", "- `plot_pred_int`: Flag to include PI on plot. (`True`)\n", "- `adddata`: Flag to include data on plot. (`False`)\n", "- `addlegend`: Flag to include legend on plot. (`True`)\n", "- `figsizeinches`: Specify figure size in inches [Width, Height]. (`[7,5]`)\n", "- `model_display`: Model display settings. (See below)\n", "- `data_display`: Data display settings. (See below)\n", "- `interval_display`: Interval display settings. (See below)\n", "\n", "Default display options:\n", "- `interval_display = {'linestyle': ':', 'linewidth': 1, 'alpha': 0.5, 'edgecolor': 'k'}`\n", "- `model_display = {'linestyle': '-', 'marker': '', 'color': 'r', 'linewidth': 2, 'markersize': 5, 'label': 'model', 'alpha': 1.0}`\n", "- `data_display = {'linestyle': '', 'marker': '.', 'color': 'b', 'linewidth': 1, 'markersize': 5, 'label': 'data', 'alpha': 1.0}`" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Case 1: Use default settings" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "mcstat.PI.plot_prediction_intervals()\n", "format_plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Case 2: Include Data and Adjust Appearance" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "data_display = dict(\n", " marker='o',\n", " color='k',\n", " markersize=10)\n", "mcstat.PI.plot_prediction_intervals(adddata=True, data_display=data_display)\n", "format_plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Case 3: Adjust Appearance of Model" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "model_display = dict(\n", " linestyle='-.',\n", " linewidth=3,\n", " color='k',\n", " marker='o',\n", " markersize=10)\n", "mcstat.PI.plot_prediction_intervals(adddata=True,\n", " model_display=model_display)\n", "format_plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Case 3: Adjust Appearance of Intervals" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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