{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "
\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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