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+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Tutorial: Model Calibration with Markov chain Monte Carlo\n",
+ "\n",
+ "The purpose of this tutorial is to demonstrate how to use Markov chain Monte Carlo (MCMC) to calibrate a model. By calibration, we mean the selection of model parameters (and, when relevant, structures). This tutorial notebook will build on the HYMOD sensitivity analysis notebook."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 71,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Leaf River Data structure:\n"
+ ]
+ },
+ {
+ "data": {
+ "text/html": [
+ "
\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " Precip \n",
+ " Pot_ET \n",
+ " Strmflw \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 \n",
+ " 0.0 \n",
+ " 4.60 \n",
+ " 0.29 \n",
+ " \n",
+ " \n",
+ " 1 \n",
+ " 0.0 \n",
+ " 4.31 \n",
+ " 0.24 \n",
+ " \n",
+ " \n",
+ " 2 \n",
+ " 0.0 \n",
+ " 4.33 \n",
+ " 0.21 \n",
+ " \n",
+ " \n",
+ " 3 \n",
+ " 0.0 \n",
+ " 4.78 \n",
+ " 0.19 \n",
+ " \n",
+ " \n",
+ " 4 \n",
+ " 0.0 \n",
+ " 2.91 \n",
+ " 0.18 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " Precip Pot_ET Strmflw\n",
+ "0 0.0 4.60 0.29\n",
+ "1 0.0 4.31 0.24\n",
+ "2 0.0 4.33 0.21\n",
+ "3 0.0 4.78 0.19\n",
+ "4 0.0 2.91 0.18"
+ ]
+ },
+ "execution_count": 71,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "import msdbook\n",
+ "\n",
+ "import numpy as np\n",
+ "import pandas as pd\n",
+ "import seaborn as sns\n",
+ "import warnings\n",
+ "\n",
+ "import random\n",
+ "from sklearn import metrics\n",
+ "from matplotlib import pyplot as plt\n",
+ "from scipy import stats\n",
+ "import math\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## 1. MCMC for Model Calibration and Uncertainty Quantification"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### 1.1 Bayesian Uncertainty Quantification"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "A common goal in model development and diagnostics is *calibration*, or the identification of model structures and parameters which are consistent with data. While models can be calibrated through hand-tuning parameters or minimizing simple error metrics such as root-mean-square-error (RMSE), these approaches can underrepresent the probabilistic nature of the data-generating process, as well as the potential for multiple model configurations to be consistent with the data. Probabilistic uncertainty quantification, which is the topic of this notebook, can address these concerns.\n",
+ "\n",
+ "The notion that different model configurations can be consistent with data to different degrees is related to the Bayesian interpretation of probability as representing the degree of belief in an outcome. Bayesian uncertainty quantification has two characteristics:\n",
+ "\n",
+ "1. Obtaining probability distributions over model structures and/or parameter values $\\theta$ reflecting consistency with prior beliefs $p(\\theta)$ and data $y$. These probabilities represent the *posterior* probability emerging from Bayes' Rule, $$p(\\theta | y) \\propto p(y |\\theta) p(\\theta),$$ where $p(y | \\theta)$ is the *likelihood* of seeing the data given the parameterization $\\theta$. The likelihood captures the probability model by which the data is observed and can include bias terms, observation errors, or other influences.\n",
+ "2. The use of prior distributions. Priors are classically thought of as means to express beliefs about admissible or plausible values, but they can also be used to limit the degree of overfitting by requiring more data to force more extreme parameter estimates.\n",
+ "\n",
+ "The fundamental challenge is that of sampling from the posterior probability distribution, which may not have a nice representation.\n",
+ "MCMC is one family of approaches to solving that challenge."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### 1.2 Markov chain Monte Carlo\n",
+ "\n",
+ "Markov chain Monte Carlo (MCMC) is a family of algorithms to sample from (almost) arbitrary probability distributions. The underlying idea is to construct a Markov chain of samples whose stationary distribution is the same as the target distribution $\\pi$. That the target distribution is the *stationary* distribution of the constructed chain is important for [diagnostics](#diagnostics).\n",
+ "\n",
+ "While there are many MCMC algorithms, the most fundamental is the **Metropolis-Hastings algorithm**. We will focus on the Metropolis-Hastings algorithm in this tutorial, as it makes the MCMC procedure and the impacts of choices transparent, though [other approaches](#other-algorithms) can scale better."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "The Metropolis-Hastings algorithm relies on an accept-reject step to ensure that the resulting Markov transition probabilities have the right properties to ensure convergence to the target distribution $\\pi$. This requires the specification of a *proposal distribution* $q$.\n",
+ "\n",
+ "0. Start from an initial parameter value $x_0$.\n",
+ "\n",
+ "Given $X_t = x_t$:\n",
+ "1. Generate $Y_t \\sim q(y | x_t)$;\n",
+ "2. Set $X_{t+1} = Y_t$ with probability $\\rho(x_t, Y_t)$,\n",
+ "where\n",
+ "$$\n",
+ "\\rho(x, y) = \\min \\left\\{\\frac{\\pi(y)}{\\pi(x)}\\frac{q(x | y)}{q(y | x)}, 1\\right\\},\n",
+ "$$\n",
+ "else set $X_{t+1} = x_t$."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Often the proposal distribution is chosen to be symmetric, $q(y | x) = q(x | y)$, so the accept-reject probability $\\rho(x, y) = \\min\\{\\pi(y)/\\pi(x), 1\\}$. We will look later at the impact of choices of $q$ and some adaptive approaches.\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "In code form, the Metropolis-Hastings algorithm looks like this."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 25,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Inputs:\n",
+ "# - num_iter: Int, number of iterations to run Metropolis_Hastings algorithm\n",
+ "# - proposal_sd: List or vector of proposal standard deviations, corresponding to each parameter\n",
+ "# - p0: initial parameter vector\n",
+ "# - logposterior: function to calculate the log-posterior for a given parameter vector\n",
+ "# Outputs:\n",
+ "# - parameters: matrix of sampled parameters, num_iter x num_parameters\n",
+ "# - lp: vector of log-posterior values for the sampled parameters\n",
+ "# - accept_rate: Float of the percentage of proposals which were accepted.\n",
+ "def metropolis(num_iter, proposal_sd, p0, logposterior):\n",
+ " # initialize our lists for sampled parameters and log-posterior values\n",
+ " parameters = np.zeros((num_iter+1, np.size(p0))) # create empty array\n",
+ " lp = np.zeros(num_iter+1)\n",
+ " # set initial values\n",
+ " parameters[0, :] = p0\n",
+ " lp[0] = logposterior(p0)\n",
+ " # set up proposal covariance matrix \n",
+ " cov = stats.Covariance.from_diagonal(np.square(proposal_sd))\n",
+ " acceptances = 0\n",
+ " for i in range(1, num_iter + 1):\n",
+ " # Propose a new state\n",
+ " proposal = stats.multivariate_normal.rvs(mean=parameters[i-1, :], cov=cov)\n",
+ " # Calculate the acceptance probability\n",
+ " lp_proposal = logposterior(proposal)\n",
+ " p_accept = lp_proposal - lp[i-1]\n",
+ " p_accept = np.min([p_accept, 0])\n",
+ " u = stats.uniform.rvs()\n",
+ " # Accept with probability p_accept\n",
+ " if u < np.exp(p_accept):\n",
+ " # Add the proposed parameter to the end of the list `parameters`\n",
+ " parameters[i, :] = proposal\n",
+ " # Add the corresponding posterior score to the end of that list too\n",
+ " acceptances += 1\n",
+ " lp[i] = lp_proposal\n",
+ " # Reject with probability 1-p_accept\n",
+ " else:\n",
+ " # Add another copy of the current parameter value to the end of the list `parameters`\n",
+ " parameters[i, :] = parameters[i-1, :]\n",
+ " # Add the corresponding posterior score to the end of that list too\n",
+ " lp[i] = lp[i-1]\n",
+ " accept_rate = acceptances / num_iter # calculate the acceptance rate; this is a useful diagnostic\n",
+ " # leave off the initial value but return the rest\n",
+ " return parameters[1:], lp[1:], accept_rate"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## 2. HYMOD Calibration\n",
+ "\n",
+ "Let's look at how well HYMOD with some default parameters explain the streamflow data. This example may take a while to converge; HYMOD is sufficiently complex (both computationally and in terms of dynamics) that this \"naive\" approach to MCMC is relatively slow on a local machine. We will discuss some alternative approaches for this category of models in Section 3."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "\n",
+ "# load the Leaf River HYMOD input file\n",
+ "leaf_data = msdbook.load_hymod_input_file()\n",
+ "\n",
+ "# extract the first eleven years of data\n",
+ "leaf_data = leaf_data.iloc[0:4015].copy()\n",
+ "\n",
+ "print('Leaf River Data structure:')\n",
+ "\n",
+ "# There are only three columns in the file including precipitation, potential evapotranspiration and streamflow\n",
+ "leaf_data.head()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Let's look at how well the model performs with some default parameter values."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 26,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# assign input parameters to generate a baseline simulated streamflow\n",
+ "Nq = 3 # Number of quickflow routing tanks \n",
+ "Kq = 0.5 # Quickflow routing tanks' rate parameter \n",
+ "Ks = 0.001 # Slowflow routing tank's rate parameter \n",
+ "Alp = 0.5 # Quick/slow split parameter \n",
+ "Huz = 100 # Maximum height of soil moisture accounting tank \n",
+ "B = 1.0 # Scaled distribution function shape parameter \n",
+ "\n",
+ "# Note that the number of years is 11. One year of model warm-up and ten years are used for actual simulation\n",
+ "model = msdbook.hymod(Nq, Kq, Ks, Alp, Huz, B, leaf_data, ndays=4015)\n",
+ "ax = msdbook.plot_observed_vs_simulated_streamflow(df=leaf_data, hymod_dict=model)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "We can see that this HYMOD parameterization generally does well, but tends to underestimate the peak streamflows. Can we do better?\n",
+ "\n",
+ "First, we need to specify a probability model for the data. To do this, we can write the data $y_t$ as the sum of the model output $F(\\theta_F; \\mathbf{x}_t)$ (where $\\theta_F$ is the parameter vector and $\\mathbf{x}_t$ are the exogenous model forcings) and the residuals $\\mathbf{z}_t(\\theta_z)$, where $\\theta_z$ are the statistical parameters used to describe the residual distribution. The residual probability model can be relatively simple, such as the common assumption that $\\mathbf{z}_t$ are independently distributed according to a Gaussian distribution, or can be more complex, including auto-correlations, cross-correlations, and/or combinations of systematic *model data-discrepancy* and independent observation errors.\n",
+ "\n",
+ "In this example, we will assume that the residuals are normally distributed (on the log scale, since HYMOD predictions and streamflow are non-negative), though in practice we would check this assumption by fitting the model and looking at residual diagnostics, such as partial autocorrelation and Q-Q plots. Since HYMOD can simulate zero streamflow, which is not in the data, we will also include a strictly positive bias term $\\beta$. As a result, our probability model is\n",
+ "\n",
+ "$$\\begin{gather*}\n",
+ "\\log(y_t) = \\log(F(\\theta_F; \\mathbf{x}_t) + \\beta) + z_t \\\\\n",
+ "z_t \\sim \\mathcal{N}(0, \\sigma)\n",
+ "\\end{gather*}$$\n",
+ "\n",
+ "This means that we need the following model and statistical parameters:\n",
+ "\n",
+ "1. `Nq`: the number of quickflow routing tanks;\n",
+ "2. `Kq`: the quickflow routing tanks' rate parameter;\n",
+ "3. `Ks`: The slowflow routing tanks' rate parameter;\n",
+ "4. `Alp`: The quick/slow split parameter;\n",
+ "5. `Huz`: The maximum height of soil moisture accounting tank;\n",
+ "6. `B`: The scaled distribution function scale parameter;\n",
+ "7. `beta`: Positive bias term, since HYMOD can produce zero simulated streamflow;\n",
+ "7. `sigma`: Standard deviation of the log-residual normal distribution."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### 2.1: Prior Distributions\n",
+ "\n",
+ "MCMC lets us sample from arbitrary probability distributions, including Bayesian posterior distributions. One advantage of a Bayesian approach to model calibration is that it lets us include prior information for parameter values, which can help guide inferences towards mechanistically reasonable values. In the absence of firm prior information about parameter values, we can check that prior distributions result in reasonable simulations with a *prior predictive check*. Let's start with the following priors, which we assume are independent across parameter.\n",
+ "\n",
+ "1. `Kq`: $\\text{LogNormal}(0.25, 0.5)$;\n",
+ "2. `Ks`: $\\text{LogNormal}(0.95, 0.003)$;\n",
+ "3. `Alp`: $\\text{Beta}(2, 2)$;\n",
+ "4. `Huz`: $\\mathcal{N}(100, 20)$;\n",
+ "5. `B`: $\\text{LogNormal}(0.1, 1)$;\n",
+ "6. `beta`: $\\text{LogNormal}(0.05, 0.5)$;\n",
+ "6. `sigma`: $\\text{LogNormal}(0.5, 0.5)$.\n",
+ "\n",
+ "To conduct a prior predictive check, we will generate samples from these distributions, evaluate the model (and add residuals), and then look at the distribution of output (or output summary statistics) about which we have some intuition about what are reasonable values. Note that we will not explicitly compare these results to the data, we do not want to overfit.\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 190,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "(array([ 5., 36., 98., 180., 237., 227., 120., 74., 16., 7.]),\n",
+ " array([0.42752633, 0.44269891, 0.45787148, 0.47304406, 0.48821664,\n",
+ " 0.50338922, 0.5185618 , 0.53373438, 0.54890696, 0.56407954,\n",
+ " 0.57925211]),\n",
+ " )"
+ ]
+ },
+ "execution_count": 190,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.hist(stats.lognorm(s=0.05, scale=0.5).rvs(1000))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 201,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "/var/folders/ml/_yw9x1m52v1g2w3rltwwrbf4kdbvj7/T/ipykernel_19336/983360091.py:25: RuntimeWarning: invalid value encountered in log\n",
+ " prior_out[:, i] = np.exp(np.log(msdbook.hymod(3, Kq[i], Ks[i], Alp[i], Huz[i], B[i], leaf_data, ndays=ndays)['Q'] + beta[i]) + stats.norm(0, sigma[i]).rvs(ndays))\n"
+ ]
+ }
+ ],
+ "source": [
+ "ndays = 4015\n",
+ "nsamples = 1000\n",
+ "\n",
+ "# generate prior samples\n",
+ "Kq_prior = stats.lognorm(s=0.25, scale=0.5)\n",
+ "Ks_prior = stats.lognorm(s=0.95, scale=0.003)\n",
+ "Alp_prior = stats.beta(2, 2)\n",
+ "Huz_prior = stats.norm(100, 20)\n",
+ "B_prior = stats.lognorm(s=0.1, scale=1)\n",
+ "beta_prior = stats.lognorm(s=0.05, scale=0.25)\n",
+ "sigma_prior = stats.lognorm(s=0.25, scale=0.25)\n",
+ "\n",
+ "Kq = Kq_prior.rvs(nsamples)\n",
+ "Ks = Ks_prior.rvs(nsamples)\n",
+ "Alp = Alp_prior.rvs(nsamples)\n",
+ "Huz = Huz_prior.rvs(nsamples)\n",
+ "B = B_prior.rvs(nsamples)\n",
+ "beta = beta_prior.rvs(nsamples)\n",
+ "sigma = sigma_prior.rvs(nsamples)\n",
+ "\n",
+ "# preallocate output storage\n",
+ "prior_out = np.zeros((ndays, nsamples))\n",
+ "# note that we include the error/noise in these simulations\n",
+ "for i in range(nsamples):\n",
+ " prior_out[:, i] = np.exp(np.log(msdbook.hymod(3, Kq[i], Ks[i], Alp[i], Huz[i], B[i], leaf_data, ndays=ndays)['Q'] + beta[i]) + stats.norm(0, sigma[i]).rvs(ndays))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 202,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 202,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "\n",
+ "# compute 90% prediction interval for each time step\n",
+ "prior_q90 = np.quantile(prior_out, [0.05, 0.5, 0.95], axis=1)\n",
+ "fig, strmflw_ax = plt.subplots(figsize=[12,6])\n",
+ "strmflw_ax.set_ylim([0, 50])\n",
+ "strmflw_ax.scatter(range(0, ndays), leaf_data.Strmflw, color=\"red\", s=3)\n",
+ "strmflw_ax.plot(range(0, ndays), prior_q90[1, :], color=\"black\")\n",
+ "strmflw_ax.fill_between(range(0, ndays), prior_q90[0, :], prior_q90[2, :], color=\"blue\", alpha=0.3)\n",
+ "strmflw_ax.legend(['Observations', 'Prior Predictive Median', '90% Prior Predictive Interval'], loc='upper right')"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "This looks reasonable as a starting point; we may not be capturing the most extreme data in our 90% interval, but we also wouldn't expect to, and as none of our priors are uniform, we are not closing off the possibility that the posteriors could be wider."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### 2.2 Metropolis-Hastings\n",
+ "\n",
+ "To implement the Metropolis-Hastings algorithm, we'll start by writing functions to compute the log-posterior of the probability model."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 210,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "def log_prior(Kq, Ks, Alp, Huz, B, beta, sigma):\n",
+ " lp = 0\n",
+ " lp += stats.lognorm.logpdf(Kq, s=0.25, scale=0.5)\n",
+ " lp += stats.lognorm.logpdf(Ks, s=0.95, scale=0.003)\n",
+ " lp += stats.beta.logpdf(Alp, 2, 2)\n",
+ " lp += stats.norm.logpdf(Huz, 100, 20)\n",
+ " lp += stats.lognorm.logpdf(B, s=0.1, scale=1)\n",
+ " lp += stats.lognorm.logpdf(beta, s=0.05, scale=0.25)\n",
+ " lp += stats.lognorm.logpdf(sigma, s=0.5, scale=0.25)\n",
+ " return lp\n",
+ "\n",
+ "\n",
+ "def log_likelihood(Kq, Ks, Alp, Huz, B, beta, sigma, leaf_data, ndays):\n",
+ " hymod_out = msdbook.hymod(3, Kq, Ks, Alp, Huz, B, leaf_data, ndays=ndays)['Q']\n",
+ " residuals = np.log(leaf_data['Strmflw']) - np.log(hymod_out + beta) # compute residuals\n",
+ " ll = np.sum(stats.norm.logpdf(residuals, scale=sigma))\n",
+ " return ll\n",
+ "\n",
+ "def log_posterior(params, leaf_data=leaf_data, ndays=4015):\n",
+ " Kq, Ks, Alp, Huz, B, beta, sigma = tuple(params[0])\n",
+ " lp = log_prior(Kq, Ks, Alp, Huz, B, beta, sigma)\n",
+ " # only evaluate the model if the log-prior > -Inf\n",
+ " if not (math.isinf(lp) and lp < 0):\n",
+ " ll = log_likelihood(Kq, Ks, Alp, Huz, B, beta, sigma, leaf_data, ndays)\n",
+ " lp += ll\n",
+ " return lp"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Next, we'll implement the Metropolis-Hastings algorithm. "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 241,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "niter = 100000\n",
+ "init_params = np.array([[1.0, 0.5, 0.5, 100, 1.0, 0.1, 0.5]])\n",
+ "proposal_sd = [0.005, 0.001, 0.005, 1.0, 0.005, 0.001, 0.005]\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 242,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "out = metropolis(niter, proposal_sd, init_params, log_posterior)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "What is the acceptance rate? Both too high and too low of an acceptance rate suggest something is off with how our sampler is balancing exploration and exploitation. The theoretical \"ideal\" is between 24-45%."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 276,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "0.27715"
+ ]
+ },
+ "execution_count": 276,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "out[2]"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "To provide some evidence for convergence, let's look at the traceplots."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 248,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Text(0.5, 0, 'Iteration')"
+ ]
+ },
+ "execution_count": 248,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "parnames = [\"Kq\", \"Ks\", \"Alp\", \"Huz\", \"B\", \"beta\", \"sigma\"]\n",
+ "fig, axs = plt.subplots(7, 1, sharex=True, figsize=[12, 10])\n",
+ "for i in range(0, 7):\n",
+ " axs[i].plot(out[0][:, i])\n",
+ " axs[i].axvline(x=10000, color=\"red\")\n",
+ " axs[i].set_ylabel(parnames[i])\n",
+ "axs[6].set_xlabel(\"Iteration\")"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "We can see that we might have converged by 10,000 iterations (or possibly earlier). We will discard the samples from before this point as burn-in since they have an unrepresentative probability in the sampled chain.\n",
+ "\n",
+ "Let's zoom in on the samples from after this point."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 341,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Text(0.5, 0, 'Iteration')"
+ ]
+ },
+ "execution_count": 341,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fig, axs = plt.subplots(7, 1, sharex=True, figsize=[12, 10])\n",
+ "for i in range(0, 7):\n",
+ " axs[i].plot(out[0][10001:niter, i])\n",
+ " axs[i].set_ylabel(parnames[i])\n",
+ "axs[6].set_xlabel(\"Iteration\")"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "These chains look like a \"hairy caterpillar\", which is the ideal pattern for the chain to mix well and sample systematically throughout the posterior distribution. If our proposal distribution had been too narrow, we would have accepted many more samples, but the traceplot above would look like a narrow line \"dragging\" slowly, instead of bouncing around. If it had been too wide, we would have rejected many more samples, and the traceplot would have looked more like a city skyline, as the sampler would have gotten stuck at the same value for a long time."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "A further check for convergence is to look at how the samples change between the first half of the post-burn-in chain and its entirety. If the second half of the samples do not materially change the distribution, that is evidence for convergence.\n",
+ "To check convergence more systematically, we could also run multiple chains starting at different initial conditions to check that the chains reach roughly the same distribution, but we will skip that for now. "
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Let's look at the resulting parameter distributions."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 262,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Text(0, 0.5, 'Count')"
+ ]
+ },
+ "execution_count": 262,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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YwjwAAAAAABZDmAcAAAAAwGII8wAAAAAAWAxhHgAAAAAAiyHMAwAAAABgMYR5AAAAAAAshjAPAAAAAIDFEOYBAAAAALAYwjwAAAAAABZDmAcAAAAAwGII8wAAAAAAWAxhHgAAAAAAiyHMAwAAAABgMYR5AAAAAAAshjAPAAAAAIDFEOYBAAAAALAYwjwAAAAAABZDmAcAAAAAwGII8wAAAAAAWAxhHgAAAAAAiyHMAwAAAABgMYR5AAAAAAAshjAPAAAAAIDFEOYBAAAAALAYwjwAAAAAABZDmAcAAAAAwGII8wAAAAAAWIxbwvzu3bs1ZswYRUREqF+/fpoyZYqOHz8uSfriiy80fPhwhYaGqn///lq7dq3dczdu3KioqCiFhIQoJiZGOTk5trbq6motWrRIffv2VWhoqOLj43XkyBFbe2FhoRISEhQeHq7IyEjNnz9fVVVVruk0AAAAAAAO4vIwX1ZWpnHjxik0NFT//Oc/9c4776ioqEhPP/20Tp48qQkTJmjo0KHauXOn5s+frwULFujLL7+UJGVnZ2vu3LlauHChdu7cqcGDBys+Pl5nzpyRJKWlpWnbtm1av369MjMz5eXlpWnTptlee/LkyfLx8VFmZqbWrVun7du3Kz093dVDAAAAAADAZXF5mC8oKNANN9ygSZMmqXnz5vLz89OIESO0c+dOvf/++/L19VVcXJyaNWumPn36aNCgQVq1apUkae3atYqOjlZYWJg8PT314IMPys/PT5s3b7a1jx8/Xh07dlSrVq00depUbd26Vfn5+Tpw4IB27NihpKQkeXt7q1OnTkpISLAtGwAAAAAAq3B5mL/++uu1YsUKNW3a1DZty5Yt6t69u3JzcxUUFGQ3f7du3bR7925JUl5e3gXbT58+rUOHDtm1+/v7q23bttqzZ49yc3Pl6+urgIAAW3vXrl1VUFCgU6dOOaOrAAAAAAA4hVtvgGeM0XPPPacPP/xQU6dOVUlJiby9ve3m8fLyUmlpqSRdtL2kpESS5OPjU6u9pKTkvM+teVyzfAAAAAAArKCZu164uLhYTz31lL755hu98cYbCg4Olre3t06fPm03X1lZmVq2bCnpp/BdVlZWq93Pz88WzGuunz/3+caYWm01j2uWDwAAAACAFbjlyPzBgwc1bNgwFRcXa926dQoODpYkBQUFKTc3127evLw8BQYGSpICAwMv2N62bVsFBAQoLy/P1nb06FEVFRUpKChIgYGBKioq0rFjx2zt+/btU4cOHdS6dWtndRUAAAAAAIdzeZg/efKkRo8erZ49e+rVV19Vu3btbG1RUVE6duyY0tPTVVlZqaysLGVkZGjYsGGSpNjYWGVkZCgrK0uVlZVKT09XYWGhoqKiJEkxMTFKS0tTfn6+iouLlZKSooiICHXu3FldunRRWFiYUlJSVFxcrPz8fC1btkyxsbGuHgIAAAAAAC6Ly0+z37BhgwoKCvTuu+/qvffes2vLycnRypUrNX/+fKWmpqpdu3aaNm2aevfuLUnq06ePZs6cqVmzZunw4cPq1q2bli9fLl9fX0nSpEmTVFVVpbi4OJWUlCgyMlJLly61LT81NVVz5szRgAED5OHhoaFDhyohIcFVXQcAAAAAwCFcHubHjBmjMWPGXLC9R48eWrNmzQXbhwwZoiFDhpy3zdPTU4mJiUpMTDxvu7+/v1JTU+tXMAAAAAAADYxb72YPAAAAAADqjzAPAAAAAIDFEOYBAAAAALAYwjwAAAAAABZDmAcAAAAAwGII8wAAAAAAWAxhHgAAAAAAi3H578wDAIArX5fkTXWab//CaCdXAgDAlYkj8wAAAAAAWAxhHgAAAAAAiyHMAwAAAABgMYR5AAAAAAAshjAPAAAAAIDFcDd7ABfE3agBAACAhokj8wAAAAAAWAxhHgAAAAAAiyHMAwAAAABgMYR5AAAAAAAshjAPAAAAAIDFEOYBAAAAALAYwjwAAAAAABZDmAcAAAAAwGII8wAAAAAAWAxhHgAAAAAAiyHMAwAAAABgMYR5AAAAAAAshjAPAAAAAIDFEOYBAAAAALAYwjwAAAAAABZDmAcAAAAAwGII8wAAAAAAWAxhHgAAAAAAiyHMAwAAAABgMYR5AAAAAAAshjAPAAAAAIDFEOYBAAAAALAYwjwAAAAAABZDmAcAAAAAwGII8wAAAAAAWAxhHgAAAAAAiyHMAwAAAABgMYR5AAAAAAAshjAPAAAAAIDFEOYBAAAAALAYwjwAAAAAABbjsDBfXFzsqEUBAAAAAICLqHeYj4iIOO/022+//XJrAQAAAAAAddCsLjMdOHBAM2bMkDFGxcXF+t3vfmfXXlxcrDZt2jilQAAAAAAAYK9OYf7aa6/VnXfeqRMnTuizzz6rdXS+efPm6t+/v1MKBAAAAAAA9uoU5iUpLi5OkvSLX/xCQ4cOdVY9AAAAAADgEuoc5msMHTpUX375pf7973/LGFOrDQDQ8HRJ3uTuEgAAAOBA9Q7zS5Ys0fLly3XVVVepWbP/e3qTJk0I8wAAAAAAuEC9w/zbb7+tl156Sbfddpsz6gEAAAAAAJdQ75+mKy0t1a233uqMWgAAAAAAQB3UO8zffvvtysjIcEYtAAAAAACgDup9mn15ebmSk5P10ksvyd/f367ttddec1hhAAAAAADg/Ood5oOCghQUFOSMWgAAAAAAQB3UO8z//ve/d0YdcJO6/lzV/oXRTq4EAAAAAFBX9Q7zTz311AXbFixYcFnFAAAAAACAS6v3DfDOdeLECb377rvy8fFxRD0AAAAAAOAS6n1k/nxH3z/55BOtXr3aIQUBAAAAAICLu+wj85LUt29fZWVlOWJRAAAAAADgEup9ZP5cVVVVeuedd9SuXTtH1AMAAAAAAC6h3mH+hhtuUJMmTeymNW3aVFOnTnVYUQAAAAAA4MLqHeZfe+01u8ceHh669tprddVVV9X7xY8fP64RI0Zo3rx5ioyMlCTNnDlT69evl6enp22+5ORkjRgxQpK0ceNGLVu2TEePHtX111+v6dOnKzQ0VJJUXV2tP/7xj3r77bd15swZ9e7dW7Nnz9bVV18tSSosLNT06dO1Y8cONW3aVIMHD9aTTz6pZs0u+wQFAAAAAC7GzyyjMav3NfMREREKDw+Xl5eXjh07Jklq3759vV/4008/1YgRI3Tw4EG76V999ZXmzp2rnJwc27+aIJ+dna25c+dq4cKF2rlzpwYPHqz4+HidOXNGkpSWlqZt27Zp/fr1yszMlJeXl6ZNm2Zb9uTJk+Xj46PMzEytW7dO27dvV3p6er1rBwAAAADAneod5o8eParhw4fr/vvv1/z58/W73/1O99xzjw4dOlTnZWzcuFGJiYl6/PHH7aZXVFRo7969uvHGG8/7vLVr1yo6OlphYWHy9PTUgw8+KD8/P23evNnWPn78eHXs2FGtWrXS1KlTtXXrVuXn5+vAgQPasWOHkpKS5O3trU6dOikhIUGrVq2q7xAAAAAAAOBW9Q7zixYtUpcuXbRjxw5t27ZN2dnZ+uUvf3nen6y7kFtuuUUffPCB7r77brvpu3fvVlVVlVJTU9W3b18NHDhQr7zyis6ePStJysvLU1BQkN1zunXrpt27d+v06dM6dOiQXbu/v7/atm2rPXv2KDc3V76+vgoICLC1d+3aVQUFBTp16lR9hwEAAAAAALep98XiWVlZeu+999SyZUtJUuvWrTVr1iwNGDCgzsu40PX1p0+fVkREhEaNGqUlS5bo22+/1aRJk+Th4aFx48appKRE3t7eds/x8vJSaWmpSkpKJEk+Pj612mvazn1uzePS0lK1adOmzvUDAAAAAOBO9T4yf/bs2Vp3s2/SpIndDet+rn79+um1115TRESEPD09ddNNN2n06NG20+i9vb1VVlZm95yysjK1bNnSFsxrrp8/t93Hx6dWW83jmi8mAAAAAACwgnqH+cjISM2aNUulpaWSpJKSEs2aNUsRERGXXczf/vY3rVmzxm5aRUWFvLy8JEmBgYHKzc21a8/Ly1NgYKDatm2rgIAA5eXl2dqOHj2qoqIiBQUFKTAwUEVFRbab9knSvn371KFDB7Vu3fqyawcAAAAAwFXqHeaTkpL05ZdfKiIiQrfccosiIyOVm5ur5OTkyy7GGKMFCxZo+/btMsYoJydHr732mu1u9rGxscrIyFBWVpYqKyuVnp6uwsJCRUVFSZJiYmKUlpam/Px8FRcXKyUlRREREercubO6dOmisLAwpaSkqLi4WPn5+Vq2bJliY2Mvu24AAAAAAFypXtfMG2NUVVWlTZs2adeuXSosLNQPP/ygsWPHqmnTppddTFRUlJ566inNmjVLhw8flr+/vx555BENGTJEktSnTx/NnDnT1t6tWzctX75cvr6+kqRJkyapqqpKcXFxKikpUWRkpJYuXWpbfmpqqubMmaMBAwbIw8NDQ4cOVUJCwmXXDQAAAACAK9U5zJeWluqhhx6Sv7+//vSnP6l3794qLCzUHXfcoY8++kgrVqyodfO5utizZ4/d4/vuu0/33XffBecfMmSILdyfy9PTU4mJiUpMTDxvu7+/v1JTU+tdIwAAAAAADUmdT7NPS0uTp6enZs+ebZvWvn17ffjhh6qqqtLLL7/slAIBAAAAAIC9Oof5LVu2aN68eWrfvr3d9Pbt22v27Nl67733HF4cAAAAAACorc5hvrCwUNdee+152375y1/q6NGjDisKAAAAAABcWJ2vmW/VqpVOnDghPz+/Wm1FRUW233kHAAAAAECSuiRvcncJV6w6H5nv06ePVq1add621atXKyQkxFE1AQAAAACAi6jzkfmHH35YMTExOnHihO6++25dddVVOnLkiN59912tX79eb7zxhjPrBAAAAAAA/1+dw/x1112nV199VTNnztSqVavUpEkTGWMUFBSk5cuX68Ybb3RmnQAAAAAA4P+rc5iXpJ49eyojI0P5+fk6fvy4rrrqKl1zzTXOqg0AAAAAAJxHvcJ8jU6dOqlTp06OrgUAAAAAANRBnW+ABwAAAAAAGoafdWQeAAAAcIW6/qzV/oXRTq4EABoWjswDAAAAAGAxHJkHAAAAAFxxrvQzewjzAAAAuKi67hADAFyH0+wBAAAAALAYwjwAAAAAABZDmAcAAAAAwGII8wAAAAAAWAw3wAMAAADws3GDRMA9ODIPAAAAAIDFEOYBAAAAALAYwjwAAAAAABZDmAcAAAAAwGII8wAAAAAAWAxhHgAAAAAAiyHMAwAAAABgMYR5AAAAAAAshjAPAAAAAIDFEOYBAAAAALAYwjwAAAAAABZDmAcAAAAAwGII8wAAAAAAWAxhHgAAAAAAiyHMAwAAAABgMYR5AAAAAAAshjAPAAAAAIDFEOYBAAAAALAYwjwAAAAAABbTzN0FQOqSvMndJQAAAAAALIQj8wAAAAAAWAxhHgAAAAAAiyHMAwAAAABgMYR5AAAAAAAshjAPAAAAAIDFcDd7AIBT1ecXO/YvjHZiJQAAAFcOjswDAAAAAGAxhHkAAAAAACyGMA8AAAAAgMUQ5gEAAAAAsBjCPAAAAAAAFkOYBwAAAADAYgjzAAAAAABYDGEeAAAAAACLIcwDAAAAAGAxhHkAAAAAACyGMA8AAAAAgMUQ5gEAAAAAsBjCPAAAAAAAFkOYBwAAAADAYgjzAAAAAABYDGEeAAAAAACLIcwDAAAAAGAxhHkAAAAAACyGMA8AAAAAgMUQ5gEAAAAAsBi3hvnjx48rKipK2dnZtmlffPGFhg8frtDQUPXv319r1661e87GjRsVFRWlkJAQxcTEKCcnx9ZWXV2tRYsWqW/fvgoNDVV8fLyOHDliay8sLFRCQoLCw8MVGRmp+fPnq6qqyvkdBQAAAADAgdwW5j/99FONGDFCBw8etE07efKkJkyYoKFDh2rnzp2aP3++FixYoC+//FKSlJ2drblz52rhwoXauXOnBg8erPj4eJ05c0aSlJaWpm3btmn9+vXKzMyUl5eXpk2bZlv+5MmT5ePjo8zMTK1bt07bt29Xenq6S/sNAAAAAMDlckuY37hxoxITE/X444/bTX///ffl6+uruLg4NWvWTH369NGgQYO0atUqSdLatWsVHR2tsLAweXp66sEHH5Sfn582b95sax8/frw6duyoVq1aaerUqdq6davy8/N14MAB7dixQ0lJSfL29lanTp2UkJBgWzYAAAAAAFbhljB/yy236IMPPtDdd99tNz03N1dBQUF207p166bdu3dLkvLy8i7Yfvr0aR06dMiu3d/fX23bttWePXuUm5srX19fBQQE2Nq7du2qgoICnTp1ytFdBAAAAADAaZq540Wvuuqq804vKSmRt7e33TQvLy+VlpZesr2kpESS5OPjU6u9pu3c59Y8Li0tVZs2bX5mbwAAAAAAcC23hPkL8fb21unTp+2mlZWVqWXLlrb2srKyWu1+fn62YF5z/fy5zzfG1GqreVyzfKAh6pK8yd0lAAAAAGhgGtRP0wUFBSk3N9duWl5engIDAyVJgYGBF2xv27atAgIClJeXZ2s7evSoioqKFBQUpMDAQBUVFenYsWO29n379qlDhw5q3bq1E3sFAAAAAIBjNagwHxUVpWPHjik9PV2VlZXKyspSRkaGhg0bJkmKjY1VRkaGsrKyVFlZqfT0dBUWFioqKkqSFBMTo7S0NOXn56u4uFgpKSmKiIhQ586d1aVLF4WFhSklJUXFxcXKz8/XsmXLFBsb684uAwAAAABQbw3qNHs/Pz+tXLlS8+fPV2pqqtq1a6dp06apd+/ekqQ+ffpo5syZmjVrlg4fPqxu3bpp+fLl8vX1lSRNmjRJVVVViouLU0lJiSIjI7V06VLb8lNTUzVnzhwNGDBAHh4eGjp0qBISEtzQUwAAAAAAfj63h/k9e/bYPe7Ro4fWrFlzwfmHDBmiIUOGnLfN09NTiYmJSkxMPG+7v7+/UlNTf36xAAAAAAA0AA3qNHsAAAAAAHBphHkAAAAAACyGMA8AAAAAgMUQ5gEAAAAAsBjCPAAAAAAAFkOYBwAAAADAYgjzAAAAAABYDGEeAAAAAACLIcwDAAAAAGAxhHkAAAAAACyGMA8AAAAAgMUQ5gEAAAAAsBjCPAAAAAAAFkOYBwAAAADAYgjzAAAAAABYDGEeAAAAAACLIcwDAAAAAGAxhHkAAAAAACyGMA8AAAAAgMUQ5gEAAAAAsBjCPAAAAAAAFkOYBwAAAADAYgjzAAAAAABYDGEeAAAAAACLIcwDAAAAAGAxhHkAAAAAACyGMA8AAAAAgMUQ5gEAAAAAsJhm7i4AAAA4R5fkTe4uAQAAOAlH5gEAAAAAsBjCPAAAAAAAFkOYBwAAAADAYgjzAAAAAABYDGEeAAAAAACLIcwDAAAAAGAxhHkAAAAAACyGMA8AAAAAgMUQ5gEAAAAAsBjCPAAAAAAAFkOYBwAAAADAYgjzAAAAAABYDGEeAAAAAACLaebuAgBYX5fkTXWed//CaCdWAgAAADQOHJkHAAAAAMBiCPMAAAAAAFgMYR4AAAAAAIvhmnkAAOA23HMDAICfhyPzAAAAAABYDGEeAAAAAACLIcwDAAAAAGAxhHkAAAAAACyGG+ChTup6gyJuTgQAAAAAzseReQAAAAAALIYwDwAAAACAxRDmAQAAAACwGMI8AAAAAAAWQ5gHAAAAAMBiCPMAAAAAAFgMYR4AAAAAAIshzAMAAAAAYDGEeQAAAAAALKaZuwsAAAAAAGfqkrypTvPtXxjt5EoAx+HIPAAAAAAAFkOYBwAAAADAYgjzAAAAAABYTIMM85s3b9avfvUrhYaG2v4lJSVJkr744gsNHz5coaGh6t+/v9auXWv33I0bNyoqKkohISGKiYlRTk6Ora26ulqLFi1S3759FRoaqvj4eB05csSlfQMAAAAA4HI1yDD/1VdfaciQIcrJybH9e/bZZ3Xy5ElNmDBBQ4cO1c6dOzV//nwtWLBAX375pSQpOztbc+fO1cKFC7Vz504NHjxY8fHxOnPmjCQpLS1N27Zt0/r165WZmSkvLy9NmzbNnV0FAAAAAKDeGmyYv/HGG2tNf//99+Xr66u4uDg1a9ZMffr00aBBg7Rq1SpJ0tq1axUdHa2wsDB5enrqwQcflJ+fnzZv3mxrHz9+vDp27KhWrVpp6tSp2rp1q/Lz813aPwAAAAAALkeDC/Nnz57VN998o48++kh33HGHbr31Vk2fPl0nT55Ubm6ugoKC7Obv1q2bdu/eLUnKy8u7YPvp06d16NAhu3Z/f3+1bdtWe/bscX7HAAAAAABwkAYX5o8fP65f/epXGjhwoDZv3qw1a9Zo//79SkpKUklJiby9ve3m9/LyUmlpqSRdtL2kpESS5OPjU6u9pg0AAAAAACto5u4CzuXv7287bV6SvL29lZSUpHvvvVcxMTEqKyuzm7+srEwtW7a0zXu+dj8/P1vIr7l+/nzPBwAAAABcWpfkTe4uodFrcEfmd+/erT/+8Y8yxtimVVRUyMPDQzfddJNyc3Pt5s/Ly1NgYKAkKTAw8ILtbdu2VUBAgPLy8mxtR48eVVFRUa1T8wEAAAAAaMgaXJj39fXVqlWrtGLFClVVVamgoEDPPvusfvvb32rgwIE6duyY0tPTVVlZqaysLGVkZGjYsGGSpNjYWGVkZCgrK0uVlZVKT09XYWGhoqKiJEkxMTFKS0tTfn6+iouLlZKSooiICHXu3NmdXQYAAAAAoF4a3Gn2HTp00Msvv6wlS5YoLS1NLVq0UHR0tJKSktSiRQutXLlS8+fPV2pqqtq1a6dp06apd+/ekqQ+ffpo5syZmjVrlg4fPqxu3bpp+fLl8vX1lSRNmjRJVVVViouLU0lJiSIjI7V06VL3dRYAAAAAgJ+hwYV5SYqIiNCaNWvO29ajR48LtknSkCFDNGTIkPO2eXp6KjExUYmJiQ6pEwAAAAAAd2iQYR4AUDfcfAYAAKBxanDXzAMAAAAAgIsjzAMAAAAAYDGEeQAAAAAALIYwDwAAAACAxXADPAAAAAB2uMEq0PAR5gEAAGB5dQ2f+xdGO7kSAHANTrMHAAAAAMBiCPMAAAAAAFgMp9kDAAAAABotq16mw5F5AAAAAAAshjAPAAAAAIDFEOYBAAAAALAYwjwAAAAAABZDmAcAAAAAwGII8wAAAAAAWAw/TQcAANAI1fWnmAAADRNH5gEAAAAAsBjCPAAAAAAAFkOYBwAAAADAYrhm3om4Fg0AAAAA4AwcmQcAAAAAwGII8wAAAAAAWAyn2QMAGoy6Xp60f2G0kysBAABo2DgyDwAAAACAxRDmAQAAAACwGMI8AAAAAAAWQ5gHAAAAAMBiCPMAAAAAAFgMYR4AAAAAAIshzAMAAAAAYDH8zjzgJnX9PW0AAAAAOBdH5gEAAAAAsBjCPAAAAAAAFkOYBwAAAADAYgjzAAAAAABYDGEeAAAAAACLIcwDAAAAAGAxhHkAAAAAACyGMA8AAAAAgMUQ5gEAAAAAsBjCPAAAAAAAFkOYBwAAAADAYpq5uwAAjUuX5E11mm//wmgnVwIAAABYF2EeDlXXoCYR1gAAAADg5+I0ewAAAAAALIYj8wAAwBK4TAcAgP/DkXkAAAAAACyGMA8AAAAAgMVwmj0AAAAAiJs5w1o4Mg8AAAAAgMUQ5gEAAAAAsBhOswcAwGLqcxooAAC4MnFkHgAAAAAAiyHMAwAAAABgMZxmDwAAADQSXKYDXDkI8wAAAAAAvuyxGE6zBwAAAADAYgjzAAAAAABYDKfZAwAAAABwCfW5DGH/wmgnVvITwjwANEBcswYAztHQdsYB4OcizAMALKeuO+PsiKMx4stAAGgcuGYeAAAAAACLIcwDAAAAAGAxje40+8LCQk2fPl07duxQ06ZNNXjwYD355JNq1qzRDQXQoHEaNYCfi+0HAKAxaHQJdvLkyQoICFBmZqaOHTum+Ph4paena9y4cXV6PtehOc6VuLPF+gEAAADAFRrVafYHDhzQjh07lJSUJG9vb3Xq1EkJCQlatWqVu0sDAAAAAKDOGtWR+dzcXPn6+iogIMA2rWvXriooKNCpU6fUpk0bN1YH4OfgJ4ZwJeHsHgA/F9sP17sSzzKF47hi/WhUYb6kpETe3t5202oel5aW2oX5I0eOqLq6WgMGDLCbv/nxUucXCjtBW+bVab5O7XxqTfvxxx/VtGlTR5fE+mFRA3YusXvs6vVDkvLruI40d3RRjVRdtx9S7W2IO9YPtiGu1RDXD+nC6wjbD9f7ufsg7lg/2H40XK7a/5DYfljR5awfjSrM+/j46MyZM3bTah63bNnSbnqLFi1UUVFRaxnnC4xouJo1a6bmzR2/WWL9uDK4ev2QWEeshPUDF+Os9UPiM+ZKwPqBi2H9wMXUZ/1oYowxTq6nwdi/f78GDhyobdu2yd/fX5K0efNmLVq0SB9//LGbqwMAAAAAoG4a1Q3wunTporCwMKWkpKi4uFj5+flatmyZYmNj3V0aAAAAAAB11qiOzEvSsWPHNGfOHGVnZ8vDw0NDhw5VYmKi065bAQAAAADA0RpdmAcAAAAAwOoa1Wn27lJYWKiEhASFh4crMjJS8+fPV1VV1Xnn/fjjjzVo0CCFhIToN7/5jT788ENbW2hoqN2/m2++WcHBwXrnnXckSV988YVuuOEGu3ni4uIaTN9qbNmy5bx3cV6+fLluvfVWhYSEaNSoUfruu+9sbaWlpXrqqacUGRmpsLAwTZkyRSUlJQ7vj6PVZ3z+93//VwMHDlRoaKgGDhyoVatW2dou9bd35muXlZVpxowZ6tevn3r16qXRo0dr9+7dLut7RUWFnn32Wd16663q1auXJk2apB9//PGSr+8ujnq//6e1a9cqODjYmWU7nCPHYfXq1YqKilJoaKgGDRp0wXFqTI4fP66oqChlZ2fbpn388ccaOnSoQkNDNXjwYH3wwQd2z9m4caOioqIUEhKimJgY5eTkuLrsetm9e7fGjBmjiIgI9evXT1OmTNHx48cl/fR5N3z4cIWGhqp///5au3at3XOt1lfJcdvM8vJyzZ8/X7feeqvCwsI0fPhwZWVl2dqdsa/gqNrPnj2r0NBQhYSE2NVXWvrTXbgdvS/gqs/o+o65I/etJGnevHlKTk6+1HBYgqPG5lLvk8bg54zl3r17dfPNN9t99rhjm+MojhoDV2+77Bg43ciRI80TTzxhSktLzcGDB010dLRZvnx5rfn+/e9/mx49epgPPvjAVFZWmk2bNpmbbrrJHDp06LzLTUpKMg899JCprKw0xhjz+uuvm5EjRzq1L+eqa9+MMaaiosK88sor5le/+pW544477No2bNhg/vu//9vs3bvXlJWVmQULFpjo6Ghz9uxZY4wxycnJZvTo0ebEiRPm2LFjZuTIkWbWrFlO79/lquv4fPDBByY8PNzk5OSYs2fPms8++8yEh4eb995777zLPfdv78zXfuaZZ8yoUaPMiRMnTHl5uUlJSTEDBgxwWd9TUlLMr3/9a7N3715TXl5uFi1aZAYOHGjKy8svWYM7OPr9vnfvXhMSEmKCgoJc1QWHcNQ4bNiwwfTt29d88cUX5uzZsyYjI8N07979gtvFxmDXrl3m17/+tQkKCjJZWVnGGGO+/vpr0717d/PWW2+ZyspKs3PnThMaGmprz8rKMqGhoWbXrl2moqLC/PnPfzaRkZGmtLTUnV25oDNnzph+/fqZ559/3pSXl5vjx4+b8ePHm4cfftgUFRWZiIgI88Ybb5jKykrzySefmNDQUPPFF18YY6zX1xqO2mbOmzfPxMTEmIKCAlNVVWXefPNNc/PNN5sffvjBGOOcfQVH1b5nzx7TvXv3C27fHb0v4KrP6PqOuaP2rY4fP26eeOIJExQUZJ588sk6v35D5qixudT7pDGoz1gaY0xpaam555577D57jHHPNsdRHDUGrt52/SfCvJPt37/fBAUF2e14btq0ydx+++215l2yZIkZM2aM3bSxY8ea559/vta869evN/369TPHjx+3TZsyZYpZuHChA6u/uPr0zZif3jBjx441zz33XK2N6n333WfS0tJsjysqKkxoaKjZvn27KS0tNd27dzeffvqprf3zzz83N910U4PeOavP+Lzxxhvm5Zdftps2adIkM3fu3Frznu9v78zXfvjhh83IkSPN8ePHTXl5uVm4cKG55557Lvjajn79vn37mo0bN9raqqqqTEhIiPnoo48uWoM7OPr9XvOhsWTJEkuFeUeOwz333GPefPNNu/avv/7aFBcXO6Hyhm/Dhg3m9ttvN5s2bbLbmXj22WfNqFGj7OadMWOGeeyxx4wxxjzxxBNm2rRpdu133XWXWbdunUvqrq99+/aZsWPHmqqqKtu0v/3tb6Znz57mrbfeMnfeeafd/DNmzDBTpkwxxlivr8Y4dps5ffr0WtvHXr16mffff98Y4/h9BUfWvm7dOhMTE3Pe13H0voArP6PrM+aO2rcqLi42ERERZvbs2eaRRx65IsK8I/c7L/U+udLVdyyNMebJJ580S5curRVkXb3NcRRHjoErt13n4jR7J8vNzZWvr68CAgJs07p27aqCggKdOnXKbt68vDwFBQXZTevWrVutU5pPnz6tRYsW6emnn5afn59t+ldffaVvvvlGd955p/r27avJkyfr0KFDTujVT+rTN0l69tlntWLFCnXu3LlW27l99/T0VJcuXbR7924dOHBAlZWVdu1du3ZVWVmZ9u/f79hOOVB9xicuLk4TJkywPS4sLNTOnTt144032s13ob+9M1/7oYce0t69e9W7d2+FhITor3/9q5YuXeqyvldXV8vb29vW3qRJE0nSv//974vW4A6Ofr/PmTNHt99+u/r27evcwh3MUeNw5swZ5ebmysPDQ3FxcYqMjNR9992nM2fOqGXLli7pS0Nzyy236IMPPtDdd99tN726ulo+Pva/Iezh4WG7XKmuny8NxfXXX68VK1bY3Zx2y5Yt6t69u3Jzcy/aF6v1VXLsNnPOnDm67bbbbO3bt2/X6dOndcMNN0hy/L6CI2v/6quvVF5ermHDhql3796Ki4vTZ599JkkO3xdw5Wd0fcbcUftWLVq00KZNmzRjxoxa2warcuR+56XeJ1e6+o7lX/7yFx04cEC///3va7W5epvjKI4cA1duu85FmHeykpISuyAiyfa45jqKi83r5eVVa77XXntN//Vf/6Xf/OY3tmnV1dW6+uqrdcstt2j9+vV655131KRJE02YMEHV1dWO7NJF671Q3ySpQ4cO9VpWTd+Li4slye7DqGbehnzdfH3Hp8bRo0c1fvx43Xjjjbrnnnvs2s73t3f2a1dXV2vgwIHaunWrduzYoQEDBighIUHl5eUuef0777xTL730kg4ePKjy8nI9//zzKi8vV1lZ2UVGwD0c+X5/++23tW/fPj322GNOrNg5HDUOp06dkjFGK1eu1KxZs5SZmal77rlH48eP1/fff+/cTjRQV111lZo1a1ZrelRUlP75z39qy5Ytqqqq0qeffqrNmzfb3qd1/XxpiIwxeu655/Thhx9q6tSpl+yLFfvqjM8LSfr88881efJk/f73v1enTp2csq/gyNq9vLx00003admyZfroo4/Uv39/jR07Vvn5+Q7fF3DVZ3R9x9xR+1bNmjWTv7//BfthRY7c7/xP575PGoP6jOW+ffv03HPPafHixZf89S9XbHMcxZFj4Mpt17kI807m4+OjM2fO2E2reXzukSVvb+9aAaWsrMxuPmOM1q1bp1GjRtmOUEpS06ZNlZ6ergkTJqh169Zq166dpk+frj179mjfvn2O7pak+vXtUi7W95qV/z9fq+b/rVq1qnfdrvJzxufzzz9XbGysrrvuOqWlpdnttF/ob+/M166srNRjjz2mmJgYBQQEqFWrVpo+fboOHz6sbdu2uaTvycnJtpul3HXXXWrevLmCgoLUpk2bi46BOzjq/f7dd99p8eLFWrx48XmDW0PnqHHw9PSUJI0ZM0aBgYFq3ry5Ro4cqWuuuUYff/yxE3tgPT179tQzzzyjP/3pT+rXr59effVVxcTE2N4ndfl8aYiKi4v16KOPKiMjQ2+88YaCg4Mv2Rcr9tXRnxfSTzfOHDNmjCZOnKhJkyZJcs6+gqO39ykpKQoICJCXl5fGjh1re787el/AVZ/R9R1zR+5bXWmcMTbne580BnUdy/Lycj3++ON6+umndc0111x0ma7a5jiKI8fAlduucxHmnSwwMFBFRUU6duyYbdq+ffvUoUMHtW7d2m7eoKAg5ebm2k3Ly8tTYGCg7fFXX32lwsJC3XXXXXbz/fjjj1qwYIHdNzwVFRWSfvq2yBnq07e6LOs/+15ZWan9+/crKChI1113nTw9PZWXl2f3OjWn4jdU9R2fdevW6cEHH9To0aO1ePFiNW/e3K79Qn97Z752aWmpTp48aVuXpJ82zE2aNLEFLWf3/fDhw4qPj1dmZqY+/PBDjRw5Ut99912t0xsbAke937ds2aJTp07pt7/9rcLDwzVx4kRJUnh4uDIyMpzfkcvkqHFo166d2rdvb7f+SXL7t/kNUVFRkQIDA5WRkaHs7GwtW7ZMP/74o+19cu42Vqr9+dLQHDx4UMOGDVNxcbHWrVtn+0WHS31WWrGvjtxmVldXa8aMGVq8eLFefPFFjRkzxtbmjH0FR9b+3HPP6V//+pfd/BUVFWrRooXD9wVc9Rld3zF35L7VlcaRY3Ox90ljUNex/Oqrr7R//35NnTpV4eHhCg8PlyRNnDhRs2bNkuT6bY6jOHIMXLntquWyr7rHJd1///3m8ccfN6dPn7bdKTE1NbXWfHl5eaZHjx5m06ZNtrs69+jRw3z33Xe2eVauXGnuu+++Ws+tufPv3LlzTVlZmSksLDQTJ040o0ePdmbX6ty3/7R+/fpaNyJ56623zH//93+bb7/91nY3+6ioKFNRUWGMMSYxMdGMHDnSFBYWmsLCQjNy5EhL3MylruPz3nvvme7du5utW7decFkX+ts7+7Xvv/9+M3z4cHPs2DFTVlZmFi5caO644w5TUlLiktefMWOGeeihh0xxcbEpKioyjz/+eL3GwdUc+X6vkZWVZakb4BnjuHF4/vnnTZ8+fcy//vUvU1lZaf7nf/7HhISENOq72df4zxvwfP755yYkJMR8++23dr8KsHfvXmOMsd3xffv27bY7vPfq1cucOHHCjT24sKKiInP77beb5ORkU11dbdd2/PhxEx4ebv785z+biooKs337dlvfjLFeX2s4aps5d+5cc9ttt5nvv/++Vpuz9hUcVfvEiRPNAw88YI4cOWLKy8vNCy+8YHr37m372zl6X8AVn9E/Z8wdtW9V48knn7TEPlNdOGpsLvY+aSx+zlgaY2rd/M0d2xxHcdQYuHrb9Z8I8y5w9OhR88gjj5iIiAjTu3dvs3DhQtsdekNCQszbb79tm3fr1q1m8ODBJiQkxERHR9e6O+Ts2bNtdyc+17fffmsefPBBEx4ebsLDw01iYqLTd17q07ca59uonj171rz66qumf//+JiQkxIwaNcou1Jw+fdpMmzbN9O3b1/Tq1cskJydfMkw2BHUdn3vuucfccMMNJiQkxO7f9OnTbcu62N/ema999OhRk5SUZPr27WsiIiLM+PHjzxs4nfX6p0+fNn/4wx9MRESEiYiIMH/4wx8ueid/d3Pk+72GFcO8o8ahurravPrqq+bOO+80ISEhJiYmxuzcudPl/WmIzt2ZWL16tbnjjjts4/TJJ5/Yzf+Xv/zFDBw40ISEhJjY2Fjz+eefu7rkOlu5cqUJCgoyN998c61tgzHGfPnll2bEiBEmNDTUDBgwwKxfv97u+Vbqaw1HbDMLCwvNDTfcYLp3716rveb5zthXcNT2/sSJEyY5Odn06dPHti/w7bff2l7H0fsCrvqMru+YO2rfqsaVFOYdMTZ1eZ80Bj9nLI2x/+xx1zbHURwxBsa4ftv1n5oYY8zlH98HAAAAAACuwjXzAAAAAABYDGEeAAAAAACLIcwDAAAAAGAxhHkAAAAAACyGMA8AAAAAgMUQ5gEAAAAAsBjCPAAAAIAGa//+/e4uAWiQCPNXuODgYGVnZ9tNW79+vXr06KHVq1e7qSo0JKwjuJRVq1YpODhY6enpdtP79++vDRs2uKcouMWF/uYbNmxQ//793VARrCQ4OFg33XSTQkNDFRISol69eik+Pl4//viju0uDk33//fcKDg7W999/X+/n/uMf/9DYsWOdUBUail27dik0NNTdZVgSYb6ReeWVVzRv3jylpqbqgQcecHc5aIBYR3CuVatW6f7779drr72mqqoqd5cDwMKWL1+unJwcff755/rwww9ljFFSUpK7y0IDVlRUJGOMu8uAE4WHhysnJ8fdZVgSYb6RMMZo3rx5+p//+R+99tpruuOOO2xt+/bt06hRoxQaGqro6Gi9/PLLHGFphC62jqxevVq//vWvFR4erkGDBmnt2rVurBSutH37dhUWFio5OVlnz57Vli1bzjvfqFGjtHDhQsXExCgkJEQxMTHatWuXi6uFu53v6NsLL7ygUaNGSZImTpyo0NBQ278bb7xRwcHBOnjwoLtKhhu1atVK9957r77++mt3lwIX+ctf/qJf//rX6tu3r6ZNm6bi4mJJ0ieffKLY2FiFh4crOjpaf/3rXyVJ2dnZmjlzpgoKChQaGqrDhw/r8OHDmjx5svr376+bb75ZAwYM0Lp169zZLdTDCy+8oNtuu00REREaNmyY/v73vys7O1vBwcG2ef71r3/p/vvvV2hoqIYMGaK0tDRbNtmwYYMeeOABLVq0SBEREerdu7def/11vfXWW7rjjjsUFhamGTNm2Ja1b98+Pfzww7r99tt100036e6779aHH37o8n47C2G+EaisrNQTTzyhtWvXas2aNerRo4dd24QJE9StWzdlZWVp8eLFnFrdCF1sHcnPz9eCBQv0yiuvaNeuXZoyZYrmzp2rI0eOuLFiuMrrr7+ue++9V15eXnrggQe0cuXKC8775ptvasqUKdqxY4eioqIUHx+vEydOuLBauMLs2bMVHh5u92/27Nl1eu5LL72knJwc5eTk6KOPPlLnzp310EMPqXPnzk6uGg3RyZMntWnTJt15553uLgUusmvXLr311lv661//qr179yolJUW7d+9WfHy8JkyYoOzsbM2dO1cpKSnKzMxUZGSkZs+erWuuuUY5OTkKCAjQtGnT5OnpqU2bNumzzz7TyJEjNXfuXJWUlLi7e7iErKwsvfnmm1q7dq2ys7M1fPhwTZ061e6sv+LiYo0bN069e/dWdna2nnnmGb311lt2y/n0008VEBCgrKwsPfroo1qwYIGys7O1efNmpaena926ddq5c6ck6ZFHHlFQUJA++OAD7dq1S7fccotmzZrlym47FWG+EZg+fboOHTqkFi1a1LrW8dNPP9WhQ4f05JNPqkWLFrrhhhv00EMPualSuMvF1pGmTZvKGKM1a9bo008/VZ8+ffT555/r6quvdlO1cJUffvhBmZmZiouLkyTde++9ysvL044dO847/7Bhw9S7d281b95cEydOlLe39xX17Td+MnPmTO3atcvu38yZM+u1jPLycsXHx6tbt26aMmWKkypFQzRx4kSFh4erZ8+eioiI0Mcff6wRI0a4uyy4SHJystq1ayd/f389+uijysjI0Jo1azRgwADdeeedatq0qXr27Kl7771Xq1atOu8y5s2bp5kzZ8rT01MFBQVq2bKlysrKdPLkSRf3BvXVokULnTx5Um+99Zb+9a9/afjw4dq+fbuaNWtmm+cf//iHmjZtqkceeUTNmzdXcHCwxo0bZ7ccHx8fjR49Wh4eHrrllltUXV2tsWPHytvbWz169NDVV1+tH374QZL08ssv65FHHpExRj/88IPatGmjw4cPu7TfztTs0rPA6m6++WY988wz+uSTTxQfH69f/vKXtm/Bjx8/Lj8/P3l5ednmv+6669xVKtzkYuvINddco9dff10rVqzQxIkTVV1drZiYGCUlJalFixZurhzOtHr1alVVVWnIkCG2aVVVVVq5cqUiIiJqzd+lSxfb/5s0aaIOHTro6NGjrigVFnL27FklJSXp7NmzevbZZ9WkSRN3lwQXeumllxQZGSlJKisr06pVqzR69Gi9+eab6t69u5urg7P94he/sP2/Y8eOqqio0Pfff6/s7GyFh4fb2qqrqy94xk5+fr6eeeYZ7d+/X126dNG1114r6adtCxq20NBQvfDCC7b9Si8vL40aNUo9e/a0zXPo0CFdc8018vD4v2POnTp1sluOr6+v7bOjZr42bdrY2j08PGzrw+7du5WQkKCjR4+qa9euateu3RV1DwbCfCNw//33q3nz5rr99ts1YcIEPfnkk7r22msVHBysX/ziFzp+/LhKSkrUsmVLSbqivq1C3VxsHSksLFR1dbVefPFFnT17Vp999pkeffRRXXfddbYjtrjylJeXa926dZo/f7769u1rm753715NmDBB+/btq/Wc/9x2nD17VgUFBerYsaNL6kXD0LRpU0k/XbpT49xLLVJSUvTtt9/qzTff5AvBRs7Ly0tjx47VK6+8ok8++YQw3wgcPnxYrVq1kvTTPTZ8fHzUsWNH/fa3v9WcOXNs8x05cuS8gauyslIPP/yw/vCHP+iBBx5QkyZN9PXXX9uusUfDVlBQoPbt2+vVV19VRUWFtm/frt///vd64YUXbPNcc801KigokDHGFtgLCgrsllPXL4EPHz6sxx57TH/6059s19xv2bJF77//voN65H6cZt/IPPbYYwoJCdGkSZNUVFSkHj166MYbb9S8efNUWlqqgwcPasWKFe4uE2507jpSUFCghx56SNu3b5eHh4cCAgIkSX5+fm6uFM6UkZGhJk2aaNCgQerQoYPt36233qqgoKBaP1MnSWvXrtXXX3+tiooKvfjiizLG2N1IEVe+9u3bq23bttq0aZOMMfrmm2/03nvv2dqXL1+uzZs3a/ny5WrXrp0bK0VDUFVVpfXr1+vUqVMKCwtzdzlwgWeffVYnT57UoUOH9Pzzz2vEiBGKjY3VO++8o3/+8586e/as9u/fr5EjR9ru0dKiRQudOXNGVVVVqqysVFlZmby8vNSkSRMVFBTo2WeflWT/JSIapq+++krjxo3T7t271bx5c7Vv317STwcKavTv31/GGL300kuqqKjQd999p1dfffVnvV5JSYmqq6vl7e0tScrLy9OLL74oSaqoqLjM3jQMhPlGxsPDQ4sXL1ZVVZUmT56ss2fP6sUXX1RJSYnuuOMOJSQk2J3mhMbn3HXkV7/6lWbMmKFZs2YpNDRUcXFxeuCBB/Sb3/zG3aXCiVavXq1BgwbJ09OzVtuIESP09ttvq7Cw0G56RESE5syZY7tpzcqVK9W6dWtXlYwGoHnz5po7d67effdd9ezZUwsXLtS9995ra1+8eLHOnDmje++91+6u9hxVazzGjx9v+7tHRERo1apVWrJkid1ptrhyhYaG6q677tKwYcPUq1cvPf7447r55pu1ZMkSLVmyRL169dLIkSPVv39/PfHEE5KkXr16qX379urVq5fy8/OVkpKiF198UaGhofrd736nfv36yd/f3y4QomEaOHCgHnroIcXHxyskJESPPfaYnn76ad188822eXx8fLRs2TL9/e9/V0REhP7whz+oX79+590fuZTrr79eU6ZMUVJSksLCwvTYY49p2LBh8vT0vGLWlybmSrpoAA6xYcMG/elPf9I//vEPd5cCwCJGjRqliIgIPfLII+4uBQAAWNSJEyf03Xff2Z2t8/rrr2vTpk1as2aNGytrmDgyDwAAAABwu+rqao0ePVoff/yxpJ/urbB69Wou27sAboAHAAAAAHA7f39/LV26VH/84x81efJktWnTRr/97W81duxYd5fWIHGaPQAAAAAAFsNp9gAAAAAAWAxhHgAAAAAAiyHMAwAAAABgMYR5AAAAAAAshjAPAAAAAIDFEOYBAAAAALAYwjwAAAAAABZDmAcAAAAAwGII8wAAAAAAWMz/AwzqfKrfWbjkAAAAAElFTkSuQmCC",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "parbase = [0.5, 0.001, 0.5, 100, 1.0] # Scaled distribution function shape parameter \n",
+ "fig, axs = plt.subplots(1, 7, figsize=[12,6], sharey=True)\n",
+ "for i in range(0, 7):\n",
+ " axs[i].hist(out[0][10000:100000, i])\n",
+ " axs[i].set_xlabel(parnames[i])\n",
+ "axs[0].set_ylabel(\"Count\")"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Now, let's simulate from the posterior distribution to see how well we capture the observed streamflow."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 300,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "nsamp = 2000\n",
+ "idx = random.choices(range(10000, niter), k=nsamp)\n",
+ "\n",
+ "\n",
+ "# simulate\n",
+ "hymod_sim = np.zeros((ndays, nsamp))\n",
+ "for index, i in enumerate(idx):\n",
+ " hymod_sim[:, index] = np.exp(np.log(msdbook.hymod(3, out[0][i, 0], out[0][i, 1], out[0][i, 2], out[0][i, 3], out[0][i, 4], leaf_data, ndays=ndays)['Q'] + out[0][i, 5]) + stats.norm(0, out[0][i, 6]).rvs(ndays))\n",
+ "\n",
+ "# compute quantiles\n",
+ "hymod_q = np.quantile(hymod_sim, [0.05, 0.5, 0.95], axis=1)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 301,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 301,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fig, strmflw_ax = plt.subplots(figsize=[12,6])\n",
+ "strmflw_ax.set_ylim([0, 50])\n",
+ "strmflw_ax.scatter(range(0, ndays), leaf_data.Strmflw, color=\"red\", s=3)\n",
+ "strmflw_ax.plot(range(0, ndays), hymod_q[1, :], color=\"black\")\n",
+ "strmflw_ax.fill_between(range(0, ndays), hymod_q[0, :], hymod_q[2, :], color=\"blue\", alpha=0.3)\n",
+ "strmflw_ax.legend(['Observations', 'Posterior Predictive Median', '90% Posterior Predictive Interval'], loc='upper right')"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "We can visually see that we fail to capture some of the extremes in the 90% projection interval. This is ok; we would expect about 10% of the data to be outside of the interval if the model were well-calibrated. To check, we can compute the *surprise index*, which is the fraction of points outside of the projection interval."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 302,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "0.09414694894146947"
+ ]
+ },
+ "execution_count": 302,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "si = 1 - (sum([hymod_q[0, i] <= leaf_data.Strmflw[i] <= hymod_q[2, i] for i in range(0, ndays)]) / ndays)\n",
+ "si"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "The surprise index is 9.3%, when we would expect it to be 10%. That's not bad (actually, it's quite good), and means that the model is well calibrated. If we wanted to dial the calibration in further (or if the surprise index were far off, like 20% or 2%), we could change the priors to be more or less restrictive as appropriate."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## 3. Challenges and Next Steps"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Two of the main challenges in implementing MCMC are:\n",
+ "\n",
+ "1. The complexity of the model. As MCMC can take hundreds of thousands of model evaluations, small increases in computational expense can be the difference in whether MCMC is feasible or not. Increasing number of un- or weakly-correlated parameters (model or statistical) can also pose problems, as these require more samples to fully explore and capture the distribution. Since the Metropolis-Hastings algorithm in particular is fundamentally serial (the need to burn in every chain means there is only a weak benefit to parallelization), these challenges are to some degree unavoidable without the use of a more sophisticated algorithm. \n",
+ "2. Selection of the proposal distribution. The efficiency of the sampler makes a big difference in the number of needed samples and the *effective sample size* of the resulting chain. This can require a lot of tuning and gets more complex as the number of parameters increases. \n",
+ "3. Specification of the likelihood/probability model. We used a fairly simple model for the HYMOD residuals, but for more complex settings, the residuals may exhibit a high degree of spatial or temporal autocorrelation or may be highly nonstationary. Developing the model and writing down the likelihood function for the error process may be intractable for some classes of models.\n",
+ "\n",
+ "The first two challenges can be addressed with more advanced methods than those used here. Adaptive Metropolis-Hastings algorithms (such as those included in the `adaptMCMC` R package or `AdaptiveMCMC` in Julia) automatically tune the proposal distribution based on the acceptance rate. Much more powerful algorithms such as Hamiltonian Monte Carlo (used in the Stan family of packages, `pyMC3` in Python, and `Turing` in Julia) use information about the gradient of the posterior to sample very efficiently, though this often requires the ability to automatically differentiate external simulation models, which may or may not always be possible. \n",
+ "\n",
+ "When writing down a likelihood function is intractable, Approximate Bayesian Computing (ABC) is a likelihood-free approach which is based on comparing summary statistics, rather than computing the posterior density.\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## 4. Tips for Using MCMC"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "In this tutorial, we saw how to implement the Metropolis-Hastings algorithm for HYMOD. In order to use Metropolis-Hastings or other MCMC algorithms to your problem, you will need to answer the following questions:\n",
+ "\n",
+ "1. Do you have a probability model for the data-generating process? This could be a statistical model for the data or a model for the discrepancy between a simulation model and the data. We often begin with a relatively simple model (*e.g.* normally-distributed residuals) and add complexity based on whether residual diagnostics suggest that the probability model was appropriate. If you do not or cannot write down an appropriate probability model, you could look at likelihood-free methods such as ABC.\n",
+ "2. How complex is your inference problem? The more computationally complex your model or the higher the dimensionality of the parameter space, the longer MCMC will need to run to fully sample from the posterior distribution. If your model is too complex, you could begin with initial uncertainty characterization or sensitivity analyses to evaluate the extent to which dimension reduction is possible, and you could look into emulation or surrogate modeling methods. Using Hamiltonian Monte Carlo methods are also an option if your model is amenable to automatic differentiation.\n",
+ "3. How important is parametric uncertainty for your problem? If you're only interested in a point estimate of parameters, you could more directly optimize the posterior density to find the maximum *a posteriori* estimate instead of sampling from the posterior distribution.\n",
+ "\n",
+ "If your answers to these questions suggest that MCMC is tractable and useful for your problem, you should feel free to experiment with the SLR example, including the number of iterations, the probability model specification, and the proposal distribution. The HYMOD example may also be of interest, but takes longer to run."
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