{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## Title :\n", "MCMC and PyMC3 Hierarchical Models\n", "\n", "## Description :\n", "Download this notebook on your local environment. Some parts of it are time-consuming, so we are providing the output cells as well. Once you have gone through them, make changes and run the cells again." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# CS109B Data Science 2: Advanced Topics in Data Science \n", "\n", "## Lecture 13 - MCMC and Hierarchical Models in PyMC3 \n", "\n", "**Harvard University**
\n", "**Spring 2021**
\n", "**Instructors:** Pavlos Protopapas, Mark Glickman, and Chris Tanner
\n", "**Additional Instructor:** Eleni Angelaki Kaxiras
\n", "**Content:** Eleni Angelaki Kaxiras\n", "\n", "---" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ "## RUN THIS CELL TO PROPERLY HIGHLIGHT THE EXERCISES\n", "import requests\n", "from IPython.core.display import HTML\n", "styles = requests.get(\"https://raw.githubusercontent.com/Harvard-IACS/2019-CS109B/master/content/styles/cs109.css\").text\n", "HTML(styles)" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Using PyMC3 version: 3.8\n", "Using ArviZ version: 0.7.0\n" ] } ], "source": [ "import pymc3 as pm\n", "from pymc3 import summary\n", "import arviz as az\n", "from matplotlib import gridspec\n", "# Ignore a common pymc3 warning that comes from library functions, not our code.\n", "# Pymc3 may throw additional warnings, but other warnings should be manageable\n", "# by following the instructions included within the warning messages.\n", "import warnings\n", "messages=[\n", " \"Using `from_pymc3` without the model will be deprecated in a future release\",\n", "]\n", "\n", "# or silence all warnings (not recommended)\n", "# warnings.filterwarnings('ignore')\n", "\n", "for m in messages:\n", " warnings.filterwarnings(\"ignore\", message=m)\n", "print(f\"Using PyMC3 version: {pm.__version__}\")\n", "print(f\"Using ArviZ version: {az.__version__}\")" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "import pymc3 as pm\n", "from pymc3 import summary\n", "#import arviz as az\n", "from matplotlib import gridspec" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import scipy.stats as stats\n", "import pandas as pd\n", "import seaborn as sns\n", "%matplotlib inline " ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "# from pymc3 import Model, Normal, HalfNormal, model_to_graphviz\n", "# from pymc3 import NUTS, sample, find_MAP\n", "from scipy import optimize" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "application/javascript": [ "IPython.OutputArea.auto_scroll_threshold = 20000;\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%%javascript\n", "IPython.OutputArea.auto_scroll_threshold = 20000;" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "#pandas trick\n", "pd.options.display.max_columns = 50 # None -> No Restrictions\n", "pd.options.display.max_rows = 200 # None -> Be careful with this \n", "pd.options.display.max_colwidth = 100\n", "pd.options.display.precision = 3" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Learning Objectives\n", "\n", "By the end of this lab, you should be able to understand how to:\n", "* run a `PyMC3` bayesian model using MCMC.\n", "* implement hierarchical models in `PyMC3`." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "\n", "## Table of Contents\n", "1. [Markov Chain Monte Carlo (MCMC) Simulations in PyMC3](#1). \n", "2. [Hierarchical models](#2)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " [Top](#top)\n", "\n", "## 1. Markov Chain Monte Carlo (MCMC) Simulations\n", " \n", "PyMC3 is a Python library for programming Bayesian analysis, and more specifically, data creation, model definition, model fitting, and posterior analysis. It uses the concept of a `model` which contains assigned parametric statistical distributions to unknown quantities in the model. Within models we define random variables and their distributions. A distribution requires at least a `name` argument, and other `parameters` that define it. You may also use the `logp()` method in the model to build the model log-likelihood function. We define and fit the model.\n", "\n", "PyMC3 includes a comprehensive set of pre-defined statistical distributions that can be used as model building blocks. Although they are not meant to be used outside of a `model`, you can invoke them by using the prefix `pm`, as in `pm.Normal`.\n", "\n", "\n", "\n", "Monte Carlo methods are rooted in the 1940s when Enrico Fermi, John von Neumann, Stan Ulam, Nicolas Metropolis, and others, employed the use of random numbers to study physics from a stochastic point of view. The name is attributed to Metropolis [1](https://library.lanl.gov/cgi-bin/getfile?00326866.pdf). \n", "\n", "For a history of the Monte Carlo Method first used in Physics see: [The beginning of the Monte Carlo Method](https://library.lanl.gov/cgi-bin/getfile?00326866.pdf)\n", "\n", "PyMC3 uses the **No-U-Turn Sampler (NUTS)** and the **Random Walk Metropolis**, two Markov chain Monte Carlo (MCMC) algorithms for sampling in posterior space. Monte Carlo gets its name because when we sample in posterior space, we choose our next move via a pseudo-random process. NUTS is a sophisticated algorithm that can handle a large number of unknown (albeit continuous) variables." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "#help(pm.Poisson)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Bayesian Linear Regression" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will artificially create the data to predict on. We will then see if our model predicts them correctly." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "np.random.seed(123)\n", "\n", "######## True parameter values \n", "##### our model does not see these\n", "sigma = 1\n", "beta0 = 1\n", "beta = [1, 2.5] \n", "###############################\n", "# Size of dataset\n", "size = 100\n", "\n", "# Feature variables\n", "x1 = np.linspace(0, 1., size)\n", "x2 = np.linspace(0,2., size)\n", "\n", "# Create outcome variable with random noise\n", "Y = beta0 + beta[0]*x1 + beta[1]*x2 + np.random.randn(size)*sigma" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from mpl_toolkits.mplot3d import Axes3D\n", "fig = plt.figure()\n", "fontsize=14\n", "labelsize=8\n", "title='Observed Data (created artificially by ' + r'$Y(x_1,x_2)$)'\n", "ax = fig.add_subplot(111, projection='3d')\n", "\n", "ax.scatter(x1, x2, Y)\n", "ax.set_xlabel(r'$x_1$', fontsize=fontsize)\n", "ax.set_ylabel(r'$x_2$', fontsize=fontsize)\n", "ax.set_zlabel(r'$Y$', fontsize=fontsize)\n", "\n", "ax.tick_params(labelsize=labelsize)\n", "\n", "fig.suptitle(title, fontsize=fontsize) \n", "fig.tight_layout(pad=.1, w_pad=10.1, h_pad=2.)\n", "#fig.subplots_adjust(); #top=0.5\n", "plt.tight_layout\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's see if our model will correctly predict the values for our unknown parameters, namely $b_0$, $b_1$, $b_2$ and $\\sigma$." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Defining the Problem\n", "\n", "Our problem is the following: we want to perform multiple linear regression to predict an outcome variable $Y$ which depends on variables $\\bf{x}_1$ and $\\bf{x}_2$.\n", "\n", "We will model $Y$ as normally distributed observations with an expected value $mu$ that is a linear function of the two predictor variables, $\\bf{x}_1$ and $\\bf{x}_2$.\n", "\n", "\\begin{equation}\n", "Y \\sim \\mathcal{N}(\\mu,\\,\\sigma^{2})\n", "\\end{equation} \n", "\n", "\\begin{equation}\n", "\\mu = \\beta_0 + \\beta_1 \\bf{x}_1 + \\beta_2 x_2 \n", "\\end{equation}\n", "\n", "where $\\sigma^2$ represents the measurement error (in this example, we will use $\\sigma^2 = 10$)\n", "\n", "We also choose the parameters to have normal distributions with those parameters set by us.\n", "\n", "\\begin{eqnarray}\n", "\\beta_i \\sim \\mathcal{N}(0,\\,10) \\\\\n", "\\sigma^2 \\sim |\\mathcal{N}(0,\\,10)|\n", "\\end{eqnarray} " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "\n", "\n", "#### Defining a Model in PyMC3" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "with pm.Model() as my_linear_model:\n", "\n", " # Priors for unknown model parameters, specifically created stochastic random variables \n", " # with Normal prior distributions for the regression coefficients,\n", " # and a half-normal distribution for the standard deviation of the observations.\n", " # These are our parameters. P(theta)\n", "\n", " beta0 = pm.Normal('beta0', mu=0, sd=10)\n", " # Note: betas is a vector of two variables, b1 and b2, (denoted by shape=2)\n", " # so, in array notation, our beta1 = betas[0], and beta2=betas[1]\n", " betas = pm.Normal('betas', mu=0, sd=10, shape=2) \n", " sigma = pm.HalfNormal('sigma', sd=1)\n", " \n", " # mu is what is called a deterministic random variable, which implies that its value is completely\n", " # determined by its parents’ values (betas and sigma in our case). \n", " # There is no uncertainty in the variable beyond that which is inherent in the parents’ values\n", " \n", " mu = beta0 + betas[0]*x1 + betas[1]*x2\n", " \n", " # Likelihood function = how probable is my observed data?\n", " # This is a special case of a stochastic variable that we call an observed stochastic.\n", " # It is identical to a standard stochastic, except that its observed argument, \n", " # which passes the data to the variable, indicates that the values for this variable were observed, \n", " # and should not be changed by any fitting algorithm applied to the model. \n", " # The data can be passed in the form of either a numpy.ndarray or pandas.DataFrame object.\n", " \n", " Y_obs = pm.Normal('Y_obs', mu=mu, sd=sigma, observed=Y)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Note**: If our problem was a classification for which we would use Logistic regression see [below](#LR)
\n", " \n", "**Python Note**: `pm.Model` is designed as a simple API that abstracts away the details of the inference. For the use of `with` see [Compounds statements in Python.](https://docs.python.org/3/reference/compound_stmts.html)." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/svg+xml": [ "\n", "\n", "\n", "\n", "\n", "\n", "%3\n", "\n", "\n", "cluster2\n", "\n", "2\n", "\n", "\n", "cluster100\n", "\n", "100\n", "\n", "\n", "\n", "sigma\n", "\n", "sigma ~ HalfNormal\n", "\n", "\n", "\n", "Y_obs\n", "\n", "Y_obs ~ Normal\n", "\n", "\n", "\n", "sigma->Y_obs\n", "\n", "\n", "\n", "\n", "\n", "beta0\n", "\n", "beta0 ~ Normal\n", "\n", "\n", "\n", "beta0->Y_obs\n", "\n", "\n", "\n", "\n", "\n", "betas\n", "\n", "betas ~ Normal\n", "\n", "\n", "\n", "betas->Y_obs\n", "\n", "\n", "\n", "\n", "\n" ], "text/plain": [ "" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "## do not worry about this, it's just a nice graph to have\n", "## you need to install python-graphviz first\n", "# conda install -c conda-forge python-graphviz\n", "pm.model_to_graphviz(my_linear_model)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Fitting the Model with Sampling - Doing Inference" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "See below for PyMC3's sampling method. As you can see it has quite a few parameters. Most of them are set to default values by the package. For some, it's useful to set your own values.\n", "```\n", "pymc3.sampling.sample(draws=500, step=None, n_init=200000, chains=None, \n", " cores=None, tune=500, random_seed=None)\n", "```\n", "\n", "Parameters to set:\n", "\n", "- **draws**: (int): Number of samples to keep when drawing, defaults to 500. Number starts after the tuning has ended. \n", "- **tune**: (int): Number of iterations to use for tuning the model, also called the burn-in period, defaults to 500. Samples from the tuning period will be discarded.\n", "- **target_accept** (float in $[0, 1]$). The step size is tuned such that we approximate this acceptance rate. Higher values like 0.9 or 0.95 often work better for problematic posteriors.\n", "- (optional) **chains** (int) number of chains to run in parallel, defaults to the number of CPUs in the system, but at most 4.\n", "\n", "`pm.sample` returns a `pymc3.backends.base.MultiTrace` object that contains the samples. We usually name it a variation of the word `trace`. All the information about the posterior is in `trace`, which also provides statistics about the sampler." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### How does a good trace plot look like? Is this a good one?\n", "\n", "" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "## uncomment this to see more about pm.sample\n", "#help(pm.sample)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "#help(pm.backends.base.MultiTrace)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Auto-assigning NUTS sampler...\n", "Initializing NUTS using jitter+adapt_diag...\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Starting MCMC process\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Multiprocess sampling (4 chains in 4 jobs)\n", "NUTS: [sigma, betas, beta0]\n", "Sampling 4 chains, 0 divergences: 100%|██████████| 4400/4400 [00:12<00:00, 352.64draws/s]\n", "The acceptance probability does not match the target. It is 0.8975560054708723, but should be close to 0.8. Try to increase the number of tuning steps.\n", "The acceptance probability does not match the target. It is 0.9136382172502662, but should be close to 0.8. Try to increase the number of tuning steps.\n", "The acceptance probability does not match the target. It is 0.9276833880914027, but should be close to 0.8. Try to increase the number of tuning steps.\n", "The number of effective samples is smaller than 25% for some parameters.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "DONE\n" ] } ], "source": [ "with my_linear_model:\n", " \n", " print(f'Starting MCMC process')\n", " # draw nsamples posterior samples and run the default number of chains = 4 \n", " nsamples = 1000 # number of samples to keep\n", " burnin = 100 # burnin period\n", " trace = pm.sample(nsamples, tune=burnin, target_accept=0.8) \n", " print(f'DONE')" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "var_names = trace.varnames\n", "var_names = var_names.remove('sigma_log__')\n", "var_names" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Model Plotting\n", "\n", "PyMC3 provides a variety of visualizations via plots: [https://docs.pymc.io/api/plots.html](https://docs.pymc.io/api/plots.html). `arviz` is another library that you can use." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "title = f'Traceplots for our artificial dataset with parameters: {var_names}'\n", "pm.traceplot(trace);\n", "plt.suptitle(\n", " title,\n", " fontsize=20\n", ")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "az.plot_trace(trace, var_names=var_names);\n", "plt.suptitle(\n", " title,\n", " fontsize=20\n", ")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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meansdhpd_3%hpd_97%mcse_meanmcse_sdess_meaness_sdess_bulkess_tailr_hat
beta01.0160.2320.5721.4460.0050.0032313.02214.02327.01608.01.00
betas[0]1.4398.795-15.28117.3360.3660.259576.0576.0577.0687.01.00
betas[1]2.2924.402-5.83610.3520.1840.130572.0572.0573.0684.01.01
sigma1.1470.0821.0051.3110.0010.0013021.02964.03091.02468.01.00
\n", "
" ], "text/plain": [ " mean sd hpd_3% hpd_97% mcse_mean mcse_sd ess_mean ess_sd \\\n", "beta0 1.016 0.232 0.572 1.446 0.005 0.003 2313.0 2214.0 \n", "betas[0] 1.439 8.795 -15.281 17.336 0.366 0.259 576.0 576.0 \n", "betas[1] 2.292 4.402 -5.836 10.352 0.184 0.130 572.0 572.0 \n", "sigma 1.147 0.082 1.005 1.311 0.001 0.001 3021.0 2964.0 \n", "\n", " ess_bulk ess_tail r_hat \n", "beta0 2327.0 1608.0 1.00 \n", "betas[0] 577.0 687.0 1.00 \n", "betas[1] 573.0 684.0 1.01 \n", "sigma 3091.0 2468.0 1.00 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# generate results table from trace samples\n", "# remember our true hidden values sigma = 1, beta0 = 1, beta = [1, 2.5] \n", "# We want R_hat < 1.1\n", "results = az.summary(\n", " trace, \n", " var_names=var_names\n", ")\n", "display(results)" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "#help(pm.Normal)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "$\\hat{R}$ is a metric for comparing how well a chain has converged to the equilibrium distribution by comparing its behavior to other randomly initialized Markov chains. Multiple chains initialized from different initial conditions should give similar results.\n", "If all chains converge to the same equilibrium, $\\hat{R}$ will be 1. If the chains have not converged to a common distribution, $\\hat{R}$ will be > 1.01. $\\hat{R}$ is a necessary but not sufficient condition.\n", "\n", "For details on the $\\hat{R}$ see *Gelman and Rubin (1992)*. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This linear regression example is from the original paper on PyMC3: *Salvatier J, Wiecki TV, Fonnesbeck C. 2016. Probabilistic programming in Python using PyMC3. PeerJ Computer Science 2:e55 https://doi.org/10.7717/peerj-cs.55*" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " [Top](#top)\n", "\n", "## 2. Hierarchical Models\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Gelman et al.**'s famous radon dataset is a classic for hierarchical modeling. In this dataset the amount of the radioactive gas radon has been measured among different households in counties in several states. Radon gas is known to be the highest cause of lung cancer in non-smokers. It is believed to be more strongly present in households containing a basement and to differ in amount present among types of soil. Here we'll investigate this differences and try to make predictions of radonlevels in different county's based on the county itself and the presence of a basement. We’ll look at Minnesota, a state that contains **85** counties in which different measurements are taken, ranging from **2 to 116** measurements.\n", "\n", "\n", "" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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idnumstatestate2stfipszipregiontypebldgfloorroombasementwindoorrepstratumwavestarttmstoptmstartdtstopdtactivitypcterradjwtdupflagzipflagcntyfipscountyfipsUppmcounty_codelog_radon
05081.0MNMN27.0557355.01.01.03.0N24.041930.0930.012088.012288.02.29.71146.4991.00.01.0AITKIN27001.00.50200.833
15082.0MNMN27.0557485.01.00.04.0Y52.0401615.01615.011888.012088.02.214.5471.3660.00.01.0AITKIN27001.00.50200.833
25083.0MNMN27.0557485.01.00.04.0Y32.0421030.01515.020288.021188.02.99.6433.3170.00.01.0AITKIN27001.00.50201.099
35084.0MNMN27.0564695.01.00.04.0Y22.0241410.01410.0122987.0123187.01.024.3461.6240.00.01.0AITKIN27001.00.50200.095
45085.0MNMN27.0550113.01.00.04.0Y32.040600.0600.012888.013088.03.113.8433.3170.00.03.0ANOKA27003.00.42911.163
\n", "
" ], "text/plain": [ " idnum state state2 stfips zip region typebldg floor room basement \\\n", "0 5081.0 MN MN 27.0 55735 5.0 1.0 1.0 3.0 N \n", "1 5082.0 MN MN 27.0 55748 5.0 1.0 0.0 4.0 Y \n", "2 5083.0 MN MN 27.0 55748 5.0 1.0 0.0 4.0 Y \n", "3 5084.0 MN MN 27.0 56469 5.0 1.0 0.0 4.0 Y \n", "4 5085.0 MN MN 27.0 55011 3.0 1.0 0.0 4.0 Y \n", "\n", " windoor rep stratum wave starttm stoptm startdt stopdt activity \\\n", "0 2 4.0 41 930.0 930.0 12088.0 12288.0 2.2 \n", "1 5 2.0 40 1615.0 1615.0 11888.0 12088.0 2.2 \n", "2 3 2.0 42 1030.0 1515.0 20288.0 21188.0 2.9 \n", "3 2 2.0 24 1410.0 1410.0 122987.0 123187.0 1.0 \n", "4 3 2.0 40 600.0 600.0 12888.0 13088.0 3.1 \n", "\n", " pcterr adjwt dupflag zipflag cntyfips county fips Uppm \\\n", "0 9.7 1146.499 1.0 0.0 1.0 AITKIN 27001.0 0.502 \n", "1 14.5 471.366 0.0 0.0 1.0 AITKIN 27001.0 0.502 \n", "2 9.6 433.317 0.0 0.0 1.0 AITKIN 27001.0 0.502 \n", "3 24.3 461.624 0.0 0.0 1.0 AITKIN 27001.0 0.502 \n", "4 13.8 433.317 0.0 0.0 3.0 ANOKA 27003.0 0.429 \n", "\n", " county_code log_radon \n", "0 0 0.833 \n", "1 0 0.833 \n", "2 0 1.099 \n", "3 0 0.095 \n", "4 1 1.163 " ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = pd.read_csv('data/radon.csv', index_col=[0])\n", "df['log_radon'] = df['log_radon'].astype('float')\n", "county_names = df.county.unique()\n", "county_idx = df.county_code.values\n", "n_counties = len(df.county.unique())\n", "\n", "df.head()" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(919, 29)" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Each **row** in the dataframe represents the radon measurements for **one house** in a specific county including whether the house has a basement (floor = 0) or not (floor = 1). We are interested in whether having a basement increases the radon measured in the house." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To keep things simple let's keep only the following three variables: `county`, `log_radon`, and `floor`" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's check how many different counties we have. We also notice that they have a different number of houses. Some have a large number of houses measured, some only 1." ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "We have 85 counties in 1 state.\n" ] }, { "data": { "text/plain": [ "ST LOUIS 116\n", "HENNEPIN 105\n", "DAKOTA 63\n", "ANOKA 52\n", "WASHINGTON 46\n", "Name: county, dtype: int64" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "print(f'We have {n_counties} counties in {len(df.state.value_counts())} state.')\n", "df['county'].value_counts().head(5)" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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countylog_radonfloor
0AITKIN0.8331.0
1AITKIN0.8330.0
2AITKIN1.0990.0
3AITKIN0.0950.0
4ANOKA1.1630.0
\n", "
" ], "text/plain": [ " county log_radon floor\n", "0 AITKIN 0.833 1.0\n", "1 AITKIN 0.833 0.0\n", "2 AITKIN 1.099 0.0\n", "3 AITKIN 0.095 0.0\n", "4 ANOKA 1.163 0.0" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# keep only these variables\n", "data = df[['county', 'log_radon', 'floor']]\n", "data.head()" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "ROCK 2\n", "STEVENS 2\n", "MURRAY 1\n", "WILKIN 1\n", "MAHNOMEN 1\n", "Name: county, dtype: int64" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data['county'].value_counts()[-5:]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Pooling: Same Linear Regression for all\n", "\n", "We can just pool all the data and estimate one big regression to asses the influence of having a basement on radon levels across all counties. Our model would be:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\\begin{equation}\n", "y_{i} = \\alpha + \\beta*floor_{i} \n", "\\end{equation}\n", "\n", "Where $i$ represents the measurement (house), and floor contains a 0 or 1 if the house has a basement or not. By ignoring the county feature, we do not differenciate on counties." ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "with pm.Model() as pooled_model:\n", " # common priors for all\n", " a = pm.Normal('a', mu=0, sigma=100) \n", " b = pm.Normal('b', mu=0, sigma=100)\n", "\n", " # radon estimate\n", " radon_est = a + b*data['floor'].values\n", "\n", " # likelihood after radon observations\n", " radon_obs = pm.Normal('radon_obs', mu=radon_est, \n", " observed=data['log_radon']) # note here we enter the whole dataset" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/svg+xml": [ "\n", "\n", "\n", "\n", "\n", "\n", "%3\n", "\n", "\n", "cluster919\n", "\n", "919\n", "\n", "\n", "\n", "a\n", "\n", "a ~ Normal\n", "\n", "\n", "\n", "radon_obs\n", "\n", "radon_obs ~ Normal\n", "\n", "\n", "\n", "a->radon_obs\n", "\n", "\n", "\n", "\n", "\n", "b\n", "\n", "b ~ Normal\n", "\n", "\n", "\n", "b->radon_obs\n", "\n", "\n", "\n", "\n", "\n" ], "text/plain": [ "" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pm.model_to_graphviz(pooled_model)" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Auto-assigning NUTS sampler...\n", "Initializing NUTS using jitter+adapt_diag...\n", "Multiprocess sampling (4 chains in 4 jobs)\n", "NUTS: [b, a]\n", "Sampling 4 chains, 0 divergences: 100%|██████████| 12000/12000 [00:02<00:00, 4005.26draws/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "DONE\n" ] } ], "source": [ "with pooled_model:\n", " \n", " pooled_trace = pm.sample(2000, tune=1000, target_accept=0.9) \n", " print(f'DONE')" ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "pm.traceplot(pooled_trace);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Remember, with the pooled model we have only one intercept, $\\alpha$, and only one slope, $\\beta$ for all the counties. Let's plot the regression lines." ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['ST LOUIS',\n", " 'HENNEPIN',\n", " 'DAKOTA',\n", " 'ANOKA',\n", " 'WASHINGTON',\n", " 'MILLE LACS',\n", " 'FILLMORE',\n", " 'COOK',\n", " 'LAC QUI PARLE',\n", " 'POPE']" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# plot just a subset of the countries, the five most counted and the 5 less counted\n", "counties_by_counts = data['county'].value_counts()\n", "counties = counties_by_counts.index[:5].tolist() + counties_by_counts.index[75:-5].tolist() \n", "counties" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# plot just a subset of the countries\n", "#counties = ['HENNEPIN','AITKIN','WASHINGTON', 'MURRAY', 'YELLOW MEDICINE', 'MAHNOMEN']\n", "\n", "plt.figure(figsize=(15,5))\n", "rows = 2\n", "gs = gridspec.GridSpec(rows, len(counties)//rows)\n", " \n", "for i, county in enumerate(counties):\n", " county_data = data.loc[data['county']==county]\n", " x = np.linspace(-0.2, 1.2) \n", " radon_est = pooled_trace['a'].mean() + pooled_trace['b'].mean()*x\n", " subplt = plt.subplot(gs[i])\n", "\n", " subplt.set_ylim(0.,4.)\n", " subplt.scatter(county_data['floor'], county_data['log_radon'])\n", " subplt.plot(x, radon_est, c='r', label='pooled line');\n", " subplt.set_xlabel('floor', fontsize=10)\n", " subplt.set_ylabel('radon level', fontsize=10)\n", " subplt.set_title(str(county) + ' County')\n", " subplt.legend()\n", " plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Unpooling: Separate Linear Regression for each county \n", "\n", "We believe that different counties have different relationships of radon and basements. Our model would be:\n", "\n", "\\begin{equation}\n", "\\textbf{radon}_{i,c} = \\alpha_c + \\beta_c*\\textbf{floor}_{i,c} \n", "\\end{equation}\n", "\n", "Where $\\textbf{i}$ represents the measurement, $\\textbf{c}$ the county, and floor contains a 0 or 1 if the house has a basement or not. \n", "\n", "Notice we have separate coefficients for each county in $a_c$ and $b_c$. They are totally different, they could even come from different distributions." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will do this for **only one county**, since this is very time consuming, as an example. " ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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918YELLOW MEDICINE1.0990.0
\n", "
" ], "text/plain": [ " county log_radon floor\n", "917 YELLOW MEDICINE 1.335 0.0\n", "918 YELLOW MEDICINE 1.099 0.0" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# chose a county\n", "county = 'YELLOW MEDICINE'\n", "county_data = data.loc[data['county']==county]\n", "county_data" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [], "source": [ "#help(pm.Normal)" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [], "source": [ "with pm.Model() as unpooled_model:\n", " mu_a = pm.Normal('mu_a', mu=0., sigma=100)\n", " sigma_a = pm.HalfNormal('sigma_a', 5.)\n", " mu_b = pm.Normal('mu_b', mu=0., sigma=100)\n", " sigma_b = pm.HalfNormal('sigma_b', 5.)\n", " \n", " a = pm.Normal('a', mu=mu_a, sigma=sigma_a) \n", " b = pm.Normal('b', mu=mu_b, sigma=sigma_b)\n", "\n", " radon_est = a + b*county_data['floor'].values\n", "\n", " radon_obs = pm.Normal('radon_like', mu=radon_est, \n", " observed=county_data['log_radon']) " ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/svg+xml": [ "\n", "\n", "\n", "\n", "\n", "\n", "%3\n", "\n", "\n", "cluster2\n", "\n", "2\n", "\n", "\n", "\n", "mu_b\n", "\n", "mu_b ~ Normal\n", "\n", "\n", "\n", "b\n", "\n", "b ~ Normal\n", "\n", "\n", "\n", "mu_b->b\n", "\n", "\n", "\n", "\n", "\n", "radon_like\n", "\n", "radon_like ~ Normal\n", "\n", "\n", "\n", "b->radon_like\n", "\n", "\n", "\n", "\n", "\n", "mu_a\n", "\n", "mu_a ~ Normal\n", "\n", "\n", "\n", "a\n", "\n", "a ~ Normal\n", "\n", "\n", "\n", "mu_a->a\n", "\n", "\n", "\n", "\n", "\n", "a->radon_like\n", "\n", "\n", "\n", "\n", "\n", "sigma_a\n", "\n", "sigma_a ~ HalfNormal\n", "\n", "\n", "\n", "sigma_a->a\n", "\n", "\n", "\n", "\n", "\n", "sigma_b\n", "\n", "sigma_b ~ HalfNormal\n", "\n", "\n", "\n", "sigma_b->b\n", "\n", "\n", "\n", "\n", "\n" ], "text/plain": [ "" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pm.model_to_graphviz(unpooled_model)" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Auto-assigning NUTS sampler...\n", "Initializing NUTS using jitter+adapt_diag...\n", "Multiprocess sampling (4 chains in 4 jobs)\n", "NUTS: [b, a, sigma_b, mu_b, sigma_a, mu_a]\n", "Sampling 4 chains, 238 divergences: 100%|██████████| 24000/24000 [10:05<00:00, 39.65draws/s]\n", "There were 53 divergences after tuning. Increase `target_accept` or reparameterize.\n", "There were 53 divergences after tuning. Increase `target_accept` or reparameterize.\n", "There were 61 divergences after tuning. Increase `target_accept` or reparameterize.\n", "The chain reached the maximum tree depth. Increase max_treedepth, increase target_accept or reparameterize.\n", "There were 71 divergences after tuning. Increase `target_accept` or reparameterize.\n", "The number of effective samples is smaller than 25% for some parameters.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "DONE\n" ] } ], "source": [ "with unpooled_model:\n", " unpooled_trace = pm.sample(5000, tune=1000, target_accept=0.99) \n", " print(f'DONE')" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "pm.traceplot(unpooled_trace);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Print the regression line for our chosen county alone." ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2\n" ] }, { "data": { "image/png": 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z8vPPP9OrV68sy7/88kuGDx+eazEaYwLThcQLvLviXeqNr0f/+f0pFlaMz+/4nPVPrM/ydb7sNXQBuFZVz4hIGBAnIv9V1aVu+9wM1HU92gPvuH6aXNS7d+8czS9kjAkO5xLO8d7K9xi5eCT7Tu+jfbX2jL95PD3r9vRqehmf1QjUccb1NMz18By9divwkWvfpUBpEaniq5h8ZefOnTRo0IAHH3yQZs2acfvtt3Pu3DkAfvzxR1q2bEnTpk15+OGHuXDhQpbl7r777js6duxIq1atuOOOO1Knjvjmm29o0KABUVFRqRPAZWXq1Kk89dRTgNNtdeDAgXTq1Imrr746dappyHwKa2NMYDp14RQj4kYQMSaCQd8Ook7ZOvxw/w8s+dsSbql3i9dzjPl0HIGIFARWAnWACaq6zGOXasAet+d7XWUHPN5nADAAoGbNmlkfdNAgWJO701DTogVkMv9/ii1btvDBBx/QuXNnHn74YSZOnMhTTz1F//79+fHHH6lXrx4PPPAA77zzDo899liG5YMGDUp9vyNHjhAdHc0PP/xA8eLFGTFiBKNHj+a5557j73//Oz/99BN16tThrrvuyvbpHDhwgLi4ODZv3kzv3r25/fbbM53CumvXrtl+f2OMbx0/f5xxy8YxdtlYjscfp0ftHgzpMoQutXI2fYxPG4tVNUlVWwDVgXYi0sRjl4zSVbo5L1R1sqq2UdU2FSpU8EWoV6xGjRp07twZgPvuu4+4uDi2bNlCZGQk9erVA+DBBx9k4cKFmZa7W7p0KRs3bqRz5860aNGCadOmsWvXLjZv3kxkZCR169ZFRLjvvvuyHWufPn0oUKAAjRo14uDBg8ClU1i3atWKzZs3s3Xr1iv5JzHG5LJDZw/x4g8vUmtMLV795VW61urK8keW88193+Q4CUAejSxW1RMi8jNwE+DearEXqOH2vDqw/4oOdplv7r7iiymlb7jhBmbNmnVJ+Zo1a3JtSmn3WDKbwtoY43/7T+9n5KKRvLvyXeIT47mz8Z0M7jKYZpWa5cr7+7LXUAURKe36vShwPbDZY7cvgQdcvYc6ACdV9QBBaPfu3SxZsgSAWbNmERUVRYMGDdi5cyfbtm0DYPr06XTr1i3TcncdOnRg0aJFqfucO3eO33//nQYNGrBjxw62b9+eeqzckNkU1sYY/9l1YhdP/L8niBwbydvL3+aOxnew8cmNzL59dq4lAfBtjaAKMM3VTlAA+FRVvxaRxwBUdRKwAOgJbAPOAQ/5MB6fatiwIdOmTePRRx+lbt26PP7444SHhzNlyhTuuOMOEhMTadu2LY899hhFihTJsNxdhQoVmDp1Kvfcc09qQ3J0dDT16tVj8uTJ3HLLLZQvX56oqCjWr8+6a5g3MpvCumLFilf83saY7Nl6dCvD4oYxfe10BOGhFg/xfNTzXF3map8cz6ahzgU7d+6kV69euXJBzo/8/fkYEyw2HNrA0LihzF4/m8IFCzOg1QCe7fws1UtVv+L3zmoaapt91Bhj/GzVgVXExMYwZ9MciocV55mOz/BMx2eoVKJSnhzfEkEuiIiIsNqAMSbbluxZQnRsNAu2LuCqIlfxcteXGdh+IOWKlcvTOPJNIlDVK+5NY3JfsN16NMbXVJWfd/5MdGw0P+34ifLFyjP02qE80fYJrgq/yi8x5YtEEB4eztGjRylXrpwlgwCiqhw9epTw8HB/h2KM36kq32z7hujYaBbvWUyVElUYfeNoBrQeQPHCxf0aW75IBNWrV2fv3r0cPnzY36EYD+Hh4VSvfuUNXcYEq2RNZv7m+UTHRrPqwCpqXlWTiT0n8lDLhwgvFBhfkvJFIggLCyMyMtLfYRhjTKqk5CQ+3fApMbExbDi8gTpl6/BB7w+4r9l9FC5Y2N/hXSJfJAJjjAkUCUkJzFg7g2Fxw9h6bCuNKjRiZr+Z3Nn4TgoVCMxLbmBGZYwxQSY+MZ4pq6cwYtEIdp3cRcvKLfnizi/o06APBSSw1wCzRGCMMVfg7MWzTF45mZGLR3LgzAE6VO/AhJ4TvF4LIBBYIjDGmBw4deEUE3+dyOglozl87jDXRFzDjH4zuCbimqBJACksERhjTDYcO38sdS2AE/EnuLnOzQzpMoTONTv7O7Qcs0RgjDFeOHT2EKOXjGbCrxM4c/EMfRr04aUuL9G6amt/h3bFLBEYY0wW9p3ax8jFI5m8cjLxifHc1eQuBkcNpmmlpv4OLddYIjDGmAzsPLGTEXEj+HDNhyQlJ3F/8/t5ofML1C9f39+h5TpLBMYY4+b3o787awH8Np2CBQrycIuHea7zc0SWyb+DVi0RGGMMsO7gOobGDeXTDZ9SpGARnmz7ZK6tBRDoLBEYY0Laiv0riImNYd7meZQoXIJnOz3Lvzr8K8/WAggElgiMMSFp0e5FRMdG8822bygdXppXur3CwPYDKVu0rL9Dy3OWCIwxIUNV+WnHT0THRvPzzp8pX6w8w64bxhNtn6BUkVL+Ds9vLBEYY/I9VWXB1gVEx0azdO9SqpSowls3vsWjrR/1+1oAgcASgTEm30rWZOZtnkf0wmhW/7k6INcCCASWCIwx+U5icmLqWgAbD2+kTtk6fNj7Q+5rdh9hBcP8HV7AsURgjMk3LiZdTF0LYNuxbTSu0JiP+33MnY3vpGCBgv4OL2BZIjDGBL34xHg+XP0hIxaNYPfJ3bSq0ipo1gIIBJYIjDFBy3MtgI7VOzLplkncVOemoJsK2p8sERhjgs6pC6eYsHwCo5eO5si5I1wbeS0z+82ke0R3SwA5YInAGBM0jp0/xtilYxm3fBwn4k/Qs25PhnQZQqcanfwdWlCzRGCMCXieawH0bdCXIV2G5Iu1AAKBJQJjTMDae2ovoxaPYvLKyVxIusBdje9icJfBNKnYxN+h5SuWCIwxAWfH8R2MWDSCKWumkKzJ3N/sfl6IeoF65er5O7R8yRKBMSZgbDmyhWFxw5ixdgYFCxTkby3/xnOdnyOidIS/Q8vXfJYIRKQG8BFQGUgGJqvqWI99ugPzgR2uojmq+rqvYjLGBKa1B9cyNNZZCyC8UDgD2w/kmY7PUK1UNX+HFhJ8WSNIBJ5R1VUiUhJYKSLfq+pGj/1iVbWXD+MwxgSoX/f9SkxsDPO3zKdk4ZK8EPUCgzoMomLxiv4OLaT4LBGo6gHggOv30yKyCagGeCYCY0yIidsdR/TCaL7d/i1lwsvwardXGdh+IGWKlvF3aCEpT9oIRCQCaAksy2BzRxH5DdgP/FtVN2Tw+gHAAICaNWv6LlBjjM+krAXwxsI3+GXXL1QoVoHh1w3n8baPh/RaAIHA54lAREoAXwCDVPWUx+ZVQC1VPSMiPYF5QF3P91DVycBkgDZt2qiPQzbG5CLPtQCqlqzKmB5j+Hvrv1MsrJi/wzP4OBGISBhOEpipqnM8t7snBlVdICITRaS8qh7xZVzGGN9L1mTmbppLdGw0a/5cQ0TpCCbdMon+LfpTpFARf4dn3Piy15AAHwCbVHV0JvtUBg6qqopIO6AAcNRXMRljfC8xOZFP1n/C0LihbDy8kXrl6jH11qnc2/ReWwsgQPmyRtAZuB9YJyJrXGWDgZoAqjoJuB14XEQSgfPA3apqt36MCUIXky4y/bfpDIsbxvbj22lSsQmzb5vN7Y1ut7UAApwvew3FAVlOA6iq44HxvorBGON78YnxfLDqA0YsGsGeU3toXaU18+6ax1/q/8XWAggSNrLYGJMjZy+e5d2V7zJy8Uj+PPMnnWp0YvJfJtOjdg+bCjrIWCIwxmTLyfiTTPh1Av+39P84cu4I10Vex6zbZtGtVjdLAEHKEoExxitHzx1l7LKxjFs2jpMXTtKzbk9e6vISHWt09Hdo5gpZIjDGZOnPM38yesloJv46kbMJZ+nXsB9DugyhVZVW/g7N5BJLBMaYDO05uYeRi0fy3qr3uJh0kbub3M3gqME0rtjY36GZXGaJwBhziT+O/8HwuOFMXTMVRXmg2QO8EPUCdculG/Rv8glLBMYYADYf2czQ2KF8vO5jChYoyCOtHuH5zs9Tq3Qtf4dmfMwSgTEhbu3BtcTExvDZhs8oGlaUf7b/J890eoaqJav6OzSTRywRGBOilu9bTkxsDF9u+ZKShUvyYtSLDOowiArFK/g7NJPHMk0EIlI2qxeq6rHcD8cY42uxu2KJjo3mu+3f2VoABsi6RrASUDKeJkKBq30SkTEm16kqP+74kTcWvsHCXQupWLwiI64fweNtHqdkkZL+Ds/4WaaJQFUj8zIQY0zuU1W+/v1rYmJjWLZvGdVKVmPsTWN5pNUjthaASXXZNgLXdNJ/BSJV9Q0RqQlUVtXlPo/OGJMjyZrMnE1ziF4YzW8HfyOidATv9nqXB5s/aGsBmHS8aSyeCCQD1wJvAKdxFptp68O4jDE5kJicyOz1sxkaO5RNRzbZWgDGK94kgvaq2kpEVgOo6nERKezjuIwx2XAx6SIf/fYRw+KG8cfxP2wtAJMt3iSCBBEpiNNAjIhUwKkhGGP87HzCeT5Y/QFvLnqTPaf20KZqG0bfONrWAjDZ4k0iGAfMBSqKSAzOqmIv+TQqY0yWzlw8w7sr3mXUklH8eeZPOtfozHt/eY8ba99oU0GbbLtsIlDVmSKyErgOpytpH1Xd5PPIjDHpnIg/wYTlzloAR88f5brI65h922y61upqCcDkmDe9hsYCn6jqhDyIxxiTgSPnjjB26VjGLR/HqQun6FWvF0O6DKFD9Q7+Ds3kA97cGloFvCQi9XBuEX2iqit8G5YxBpy1AN5a/BbvrHiHcwnnuK3RbQyOGkzLKi39HZrJR7y5NTQNmOaacuI2YISI1FRVm5PWGB/ZfXI3Ixc5awEkJCdwT5N7GNxlMI0qNPJ3aCYfys6kc3WABkAEsNEn0RgT4rYf287wuOFM+20aivJg8wd5IeoF6pSt4+/QTD7mTRvBCKAfsB34BHhDVU/4OjBjQsmmw5sYGuesBRBWIIwBrQfwXOfnqHlVTX+HZkKANzWCHUBHVT3i62CMCTVr/lxDTGwMX2z8gqJhRflXh3/xTMdnqFKyir9DMyHEm0QwGbhXRK5W1ddtriFjrtyyvcuIiY3hq9+/olSRUgzuMphBHQZRvlh5f4dmQpA3iWACaXMNvY7NNWRMji3ctZDohdF8/8f3lC1alte7v84/2v+D0uGl/R2aCWE215AxPqaqfP/H90QvjCZ2dywVi1fkzevf5LE2j9laACYg2FxDxviIqvLV718RvTCaX/f/SrWS1Rh30zgeafUIRcOK+js8Y1LZXEPG5LKk5CS+2PQFMbExrD24lsjSkUzuNZkHmj9gawGYgGRzDRmTSxKTE/l43ccMjR3KlqNbqF+uPtP6TOOeJvfYWgAmoHm7eP0hYJb7Nlu83hjHhcQLqWsB7Dixg6YVm/LJ7Z9wW8PbbC0AExSys3i9un4Ktni9MZxPOM/7q97nzcVvsvfUXtpWbcuYm8bQq14vWwvABBWfLV4vIjWAj4DKOI3Lk1V1rMc+AowFegLngP6quupKjmuMr52+cJpJKybx1pK3OHj2IFE1o/ig9wfccPUNNhW0CUrZmWsouxKBZ1R1lYiUBFaKyPeq6j5P0c1AXdejPfCO66cxAedE/AneXvY2Y5aN4dj5Y1x/9fV82vVTutbq6u/QjLkiPksEqnoAOOD6/bSIbAKqcemEdbcCH6mqAktFpLSIVHG91piAcPjsYcYsHcP4X8dz6sIp/lLvLwzpMoT21e07i8kffFkjSCUiEUBLYJnHpmrAHrfne11llyQCERkADACoWdMm4TJ548DpA4xaPIpJKydxPuE8tze6ncFdBtOicgt/h2ZMrvIqEbgGlFVy319Vd3v52hI4U1IMUtVTnpszeImmK1CdjDPnEW3atEm33ZjctPvkbt5c9Cbvr3qfxORE7m16Ly9GvUjDCg39HZoxPuHNNNT/AF4BDpI2oliBZl68NgwnCcxU1TkZ7LIXqOH2vDqw/3Lva4wvbDu2LXUtAEF4oPkDvBj1IrXL1vZ3aMb4lDc1gn8C9VX1aHbe2NUj6ANgk6qOzmS3L4GnRGQ2TiPxSWsfMHlt4+GNDI0dyqz1swgrEMZjrR/j2b58qMgAABnISURBVM7P2loAJmR4kwj2ACdz8N6dgfuBdSKyxlU2GKgJoKqTgAU4XUe34XQffSgHxzEmR9zXAigWVoynOzzNM52eoXKJyv4OzZg85U0i+AP4WUT+H3AhpTCLb/kp2+PIuA3AfR8FnvQiBmNyzdK9S4mJjeHr37+mVJFSDOkyhH92+KetBWBCljeJYLfrUdj1MCboqKqzFkBsND/88QPlipbjjWve4Kl2T9laACbkeTPp3GsArkFhqqpnfB6VMblEVflu+3dEx0YTtzuOSsUrMeqGUTza5lFKFC7h7/CMCQje9BpqAkwHyrqeHwEeUNUNPo7NmBxL1mS+2vIV0bHRrNi/guqlqvP2zW/zt5Z/s7UAjPHg7ZrFT6vq/wBEpDvwHtDJh3EZkyOeawFcXeZq3vvLezzQ/AEKF7Q7m8ZkxJtEUDwlCQCo6s8iUtyHMRmTbQlJCcxaPyt1LYAG5Rswve907m5yN4UK5MkAemOClle9hkTkPzi3hwDuA3b4LiRjvHch8QLTfpvG8Ljh7Dixg+aVmvPZHZ/Rr2E/mwraGC95kwgeBl4D5uB0B12I9fc3fnYu4ZyzFsCiN9l3eh/tq7Vn3M3juKXuLTYVtDHZ5E2voePAwDyIxZjLOn3hNO+seIe3lrzFobOH6FqrK1P7TOW6yOssARiTQ1ktVfkVGUwAl0JVe/skImMycPz8cd5e/jZjlo7hePxxbqx9Iy91eYkutbr4OzRjgl5WNYJRrp/9cFYZm+F6fg+w04cxGZPq8NnD/N/S/2P88vGcvnia3vV7M6TLENpVa+fv0IzJN7JaqvIXABF5Q1Xdl2D6SkQW+jwyE9L2n97PW4vfSl0L4I7GdzA4ajDNKzf3d2jG5DveNBZXEJGrVfUPABGJBCr4NiwTqnad2MWbi97kg9UfkJicyD1N72Fw1GBbC8AYH/ImEfwLZ9K5P1zPI4BHfRaRCUlbj25leNxwPlr7EYLQv0V/nu/8vK0FYEwe8KbX0DciUhdo4CrarKoXsnqNMd7acGgDQ+OGMnv9bAoXLMzjbR7n2U7PUuOqGpd/sTEmV3g75LIuUB8IB5qLCKr6ke/CMvndqgOriImNYc6mORQPK84zHZ/h6Y5P21oAxviBN5POvQJ0BxrhLCRzMxAHWCIw2bZkzxKiY6NZsHUBpYqU4qUuLzGowyDKFSvn79CMCVne1AhuB5oDq1X1IRGpBLzv27BMfqKq/LzzZ6Jjo/lpx0+UK1qOmGtjeLLtk1wVfpW/wzMm5HmTCM6rarKIJIpIKeAQcLWP4zL5gKry7fZviV4YzaI9i6hcojJv3fgWA1oPsLUAjAkg3iSCFSJSGmfq6ZXAGWC5T6MyQS1Zk/lyy5dEL4xm5YGV1ChVg/E3j+fhlg/bWgDGBKAsE4E4k7cMU9UTwCQR+QYopapr8yQ6E1SSkpP4bONnxMTGsP7QemqXqW1rARgTBLJMBKqqIjIPaO16vjMvgjLBJSEpgZnrZjI0dihbj22lYfmGzOg7g7ua3GVrARgTBLz5X7pURNqq6q8+j8YElQuJF5iyZgrD44az6+QuWlRuwed3fE7fhn1tLQBjgog3ieAa4FER2QWcxVmTQFW1mU8jMwHrXMI5Jq+czMjFI9l/ej/tq7VnQs8J9Kzb06aCNiYIeZMIbvZ5FCYonLpwind+ddYCOHzuMN1qdWNan2m2FoAxQc6bKSZ25UUgJnAdP3+cccvGMXbZWI7HH6dH7R4M6TLE1gIwJp+wljyTqcNnDzN6yWgm/DqB0xdPc2v9WxnSZQhtq7X1d2jGmFxkicCks//0fkYtHsWkFZOIT4znzsZ3MrjLYJpVsmYhY/IjSwQm1c4TO1PXAkhKTuK+ZvfxQtQLNCjf4PIvNsYELUsEhq1HtzIsbhjT105HEB5u+TDPd36eyDKR/g7NGJMHLBGEsA2HNhATG8MnGz6hcMHCPNn2Sf7d6d9UL1Xd36EZY/KQJYIQtHL/SmJiY5i7eS4lCpfg2U7P8q8O/6JSiUr+Ds0Y4wc+SwQi8iHQCzikqk0y2N4dmA/scBXNUdXXfRWPuXQtgNLhpXm568sMbD/Q1gIwJsT5skYwFRhP1gvYxKpqLx/GEPI81wIoX6w8Q68dyhNtn7C1AIwxgA8TgaouFJEIX72/yZqq8s22b4iOjWbxnsVUKVGF0TeOZkDrARQvXNzf4RljAoi/2wg6ishvwH7g36q6IaOdRGQAMACgZs2aeRhe8EnWZOZvnk90bDSrDqyi5lU1mdhzIg+1fIjwQuH+Ds8YE4D8mQhWAbVU9YyI9ATmAXUz2lFVJwOTAdq0aaN5F2LwSEpO4tMNnxITG8OGwxuoU7YOH/b+kL82+6utBWCMyZLfEoGqnnL7fYGITBSR8qp6xF8xBaOEpARmrJ3BsLhhbD22lUYVGjGz30zubHynrQVgjPGK364UIlIZOOha/KYdUAA46q94gk18YjxTVk9hxKIR7Dq5i5aVW/LFnV/Qp0EfWwvAGJMtvuw+OgvoDpQXkb3AK0AYgKpOAm4HHheRROA8cLeq2m2fyzh78WzqWgAHzhywtQCMMVfMl72G7rnM9vE43UuzJykppyEFtVMXTjHx14mMXjKaw+cO0z2iO9P7TufayGstARhjrkjw3UReswaqVYMmTaBxY+dnkybQqBGUKOHv6HLdsfPHUtcCOBF/gpvq3MSQLkOIqhnl79CMMflE8CWCatXguutg/Xp45x2Ij0/bFhFxaYJo3BgaNICiRf0Wbk4dOnsodS2AMxfP0KdBH4Z0GUKbqm38HZoxJp8JvkRQuTJMm+b8npQEf/wBGzY4iSHl57ffQkKCs0+BAlC7dlrNISVB1KsHYWH+O49M7Du1j5GLRzJ55eTUtQCGdBlC00pN/R2aMSafCr5E4K5gQahb13n06ZNWnpAAW7emTxDz50NysrNPWJiTDNyTQ5MmcPXVzvvmsR3HdzBi0QimrJlCUnIS9ze/nxc6v0D98vXzPBZjTGiRYOuo06ZNG12xYkXOXhwfD1u2XJoc1q+HHTvS9gkPh4YN07dB1KwJPmiU/f3o7wyNHcqMtTMoWKAgD7d4mOc6P2drARhjcpWIrFTVDO8tB3eNILvCw6F5c+fh7swZ2LTpkhrE+W+/p+j06am7JBQrTlhTj+TQuDFUqZKjBLHu4DqGxg3lk/WfEF4onH+0+wf/7vRvqpWqdqVnaYwx2RJaNQIvzVu9jxfnrCPs9EnqHNlD/SO7aHRsNzdxlAq7tsKhQ2k7lylzaeN0SpIoXz7D916xfwXRC6OZv2U+JQqX4Mm2T/J0x6epWLyiT8/JGBParEaQTSO/3cL5hCTOh5dgVfWGrKreEIBJpYuy6IVr4fDh9O0Ps2fDiRNpb1Kx4iXJYW25JF4/+gVfHPiR0uGleaXbKwxsP5CyRcv66SyNMcZhiSAD+0+cz7q8QgXo3t15pFCFAwcuSQ66fj1JH7xHoXPxNAM+B05VKEWxFq0pdPgM7JifNgaiuE0NbYzxD0sEGahauij7MkgGVUtnMR5BBKpWhapV0RtuYMHWBUTHbmTZ7njaJFZgSJlbuflCDUpt3uoki/Hj4cKFtNdHRqa/vVS/vtOuYYwxPmSJIAPP9qjPi3PWcT4hbTqLomEFebZH1l05kzWZeZvnEb0wmtV/rqbWVbWY0CuTtQCSkmD79kt7L23YAP/9LyQmOvsUKOB0jfVsoK5bNyDHQBhjgpMlggz0aen03Bn57Rb2nzhP1dJFebZH/dRyT4nJialrAWw8vDF1LYD7mt1HWMFMLtgFCzrjGOrVg75908ovXrx0DETKY968S8dA1K+ffgxEZKRfxkAYY4Kb9Rq6AilrAQyNG8q2Y9toXKExQ7oM4c7Gd1KwQC5fkM+fTxsDkVJ7WLcOdu1K2yc83Glv8LzFVKOGT8ZAGGOCh/UaymUpawEMXzSc3Sd306pKK+bcOYdbG9zqu7UAihaFFi2ch7vTp50xEO4J4ocf4KOP0vYpWdJJDJ63mCpXtgRhjLEaQXZ4rgXQsXpHXur6EjfXuTnwpoI+dgw2bkw/ivqI2wJwZcumTw5NmkC5cv6L2xjjE1YjuEKnLpxiwvIJjF46miPnjnBt5LXM7DeT7hHdAy8BpChbFqKinIe7Q4fSkkNKgvj4Yzh5Mm2fSpXSJ4fGjaFUqbw9B2NMnrBEkIVj548xdulYxi0fx4n4E/Ss25MhXYbQqUYnf4eWcxUrwrXXOo8UqrB//6W3lzZsgPffh7Nn0/arUSN9+0PDhlCsWN6fhzEm11giyMDBMwcZvWQ0E1dM5MzFM/Rr2I8hXYbQqkorf4fmGyLOOg/VqkGPHmnlyclOY7RnF9effkobAyHizNjqOc1G/fpQpIh/zscYky2WCNzsPbWXkYtGMnnVZC4mXeTuJnfzYtSLNKnYxN+h+UeBAk6X1MhI6NUrrTwx0VkHwr1764YNsGBB2hiIlCnCPRNEnTo2BsKYAGOJAPjj+B+MiHPWAlCU+5vdzwtRL1CvXD1/hxaYChVKGwPRr19a+cWL8PvvlzZQ//YbzJnj3H4CKFw4bQyE+y2myEgn8Rhj8lxIJ4ItR7YwNG4oM9fOpGCBgjzS6hGe6/wcEaUj/B1acCpcOO3C7u7cOdi8+dJbTIsXw6xZafsULeqMgfDsxWRjIIzxuZBMBGsPrmVo7FA+3fAp4YXCGdh+IP/u9G+qlqzq79Dyp2LFoFUr5+Hu9Om0Lq4ptYjvv790DESpUpeOgUj5WamSJQhjcklIjSP4dd+vxMTGMH/LfEoWLslT7Z5iUIdBthZAoDl2LH0X1/Xr4ejRtH3KlUufHBo3tjEQxmQi5McRxO2OI3phNN9u/5Yy4WV4tdurDGw/kDJFy/g7NJORsmWha1fnkUI1bQyEexvEjBlw6lTafpUrp29/aNTIxkAYk4V8mwhUlR93/Ej0wmh+2fULFYpVYPh1w3m87eOUKnL5i8K81fu8nnTO5AER53ZQpUpw3XVp5aqwd++lyWHDBnjvPadtIkXNmhmPgSiaxdTixoSIfJcIVJX/t/X/Eb0wmmX7llG1ZFXG9BjD31v/nWJh3g18SlmqMmUa6n0nzvPinHUAlgwCjYjToFyjBtx8c1p5cjLs3Jk+Qfzwg9O7KeW1tWunb6CuX99p+DYmROSbRJCsyczdNJfo2GjW/LmGiNIRTLplEv1b9KdIoewNbEpZqtLd+YQkRn67xRJBsChQwBnodvXV0Lt3WnliorMOhOccTF9/7awRAU732Lp100+zUbu2s82YfCbo/6oTkxP5ZP0nxMTGsOnIJuqWrcuUW6fw16Z/zXwtgMu47FKVJngVKuR8469fH267La38wgVnDIR7cli9Gj7/PG0MRJEi0KBB+gbqiAgbA2GCWtAmgotJF5n+23SGxQ1j+/HtNKnYhFm3zeKORndc8VoAOVqq0gS3IkWgaVPn4S5lDIR7I3VsLMycmbZPsWLp14Fo3BiqV7curiYoBF0iUFUmLJ/AiEUj2HNqD62rtGbuXXPpXb93rq0FkNOlKk0+lNkYiFOn0rq3ptQivvkGpk5N2ydlDITnLaaKFS1BmIASdOMIwmqEaeIjiXSq0Yn/dP0PPWr38MlU0NZryOTI0aOXNk6n1CSOHUvbp1y5jKf5LlvWf3GbfC+rcQRBlwhKRZbSL//3Jd1qdQvctQCMcacKBw+m78G0fr0zujpFlSoZj4EoWdJ/sZt8wy+JQEQ+BHoBh1Q13fSd4lzFxwI9gXNAf1Vddbn3DaQ1i425IqqwZ0/6ab43bnTWqE5Rq1b6W0w2BsJkk79GFk8FxgMfZbL9ZqCu69EeeMf105jQIOIMdKtZ89IxEElJaWMg3GsP338PCQnOPgUKXDoGIuVnvXo2BsJkm88SgaouFJGILHa5FfhInSrJUhEpLSJVVPWAr2IyJigULOhc5GvXhltvTStPSIBt29K3P3z11aVjIOrVS3+LqXZt532NyYA/ew1VA/a4Pd/rKkuXCERkADAAoGbNmnkSnDEBJyzMuSXUsCHccUdaeXw8bNlyafvDihXw2WeXjoFo2DB9A3WtWjYGwvg1EWTU0pthg4WqTgYmg9NG4MugjAk64eHQvLnzcHf2LGzadGmC+OUXZ6K+FMWLZzzNd9Wq1sU1hPgzEewFarg9rw7s91MsxuQ/xYtDmzbOw93Jk2nrQKQkiQULYMqUtH1Kl06fHJo0gQoV8vYcTJ7wZyL4EnhKRGbjNBKftPYBY/LAVVdBx47Ow92RI2kD5Natc35++ikcP562T4UK6W8vNW4MZWxK92Dms0QgIrOA7kB5EdkLvAKEAajqJGABTtfRbTjdRx/yVSzGGC+ULw/dujmPFKrw55/px0BMnQpnzqTtV7Vq+gRhYyCCRtANKLNxBMYEAFXYvfvS5LBundMmER+ftl9ERPoxEA0a2BgIPwj5FcqMMblMxOlxVKsW9OyZVp6UBDt2pO/i+t136cdAeE6zUa+e0zPK5DlLBMaY3FOwINSp4zz69EkrT0iArVvTj6KeP99ZRAjSpgj3vMVkYyB8zm4NGWP8Jz7emebbcw6mHTvS9gkPd8ZAeN5iqlnTxkBkg90aMsYEpvBwaNHCebg7c8Zpb3BPDv/736VjIEqUSFsHwr0WUaWKjYHIJqsRGGOCx4kT6W8vrV8Phw+n7VO6dMbTfIf4GAirERhj8ofSpaFzZ+fh7tCh9GMgZs92EkeKihXTD5Br3NgZVxHiLBEYY4JfxYrO45pr0spU4cCB9D2Ypky5dAxE9eoZj4EoXjzvz8NPLBEYY/InEWegW9WqcOONaeXJyc46EJ63l37+OW0MhAhERqafZqNBA2cCv3zGEoExJrQUKJA2BuKWW9LKk5Lgjz/S1yD++19ITHT2Seke63mLqU6doB4DYYnAGGPAucjXres8+vZNK794Mf0YiHXrYO7ctDEQYWFObcFzJterrw6KMRDWa8gYY3Li/HlnDERKDSIlUezcmbZPeLjT3uBee2jSBGrUyPMurtZryBhjclvRotCypfNwd+ZM2jTfKUnixx9h+vS0fUqWhKgoZ/rvAGCJwBhjclOJEtCunfNwd/z4pTWHABoVbYnAGGPyQpkyTi0gKsrfkaQTOCnJGGOMX1giMMaYEGeJwBhjQpwlAmOMCXGWCIwxJsRZIjDGmBBnicAYY0KcJQJjjAlxQTfXkIgcBnbl4SHLA0fy8Hh5zc4vuOXn88vP5wZ5f361VDXDZdqCLhHkNRFZkdlETfmBnV9wy8/nl5/PDQLr/OzWkDHGhDhLBMYYE+IsEVzeZH8H4GN2fsEtP59ffj43CKDzszYCY4wJcVYjMMaYEGeJwBhjQpwlAhcRuUlEtojINhF5IYPtIiLjXNvXikgrf8SZU16c319d57VWRBaLSHN/xJkTlzs3t/3aikiSiNyel/FdKW/OT0S6i8gaEdkgIr/kdYxXwou/zatE5CsR+c11fg/5I86cEJEPReSQiKzPZHtgXFdUNeQfQEFgO3A1UBj4DWjksU9P4L+AAB2AZf6OO5fPrxNQxvX7zcFyft6cm9t+PwELgNv9HXcuf3algY1ATdfziv6OO5fPbzAwwvV7BeAYUNjfsXt5fl2BVsD6TLYHxHXFagSOdsA2Vf1DVS8Cs4FbPfa5FfhIHUuB0iJSJa8DzaHLnp+qLlbV466nS4HqeRxjTnnz2QH8A/gCOJSXweUCb87vXmCOqu4GUNVgOkdvzk+BkiIiQAmcRJCYt2HmjKouxIk3MwFxXbFE4KgG7HF7vtdVlt19AlV2Y/8bzreUYHDZcxORakBfYFIexpVbvPns6gFlRORnEVkpIg/kWXRXzpvzGw80BPYD64B/qmpy3oTncwFxXbHF6x2SQZlnv1pv9glUXscuItfgJILAW2E7Y96c2xjgeVVNcr5UBhVvzq8Q0Bq4DigKLBGRpar6u6+DywXenF8PYA1wLVAb+F5EYlX1lK+DywMBcV2xRODYC9Rwe14d59tHdvcJVF7FLiLNgPeBm1X1aB7FdqW8Obc2wGxXEigP9BSRRFWdlzchXhFv/zaPqOpZ4KyILASaA8GQCLw5v4eA4ercVN8mIjuABsDyvAnRpwLiumK3hhy/AnVFJFJECgN3A1967PMl8ICrlb8DcFJVD+R1oDl02fMTkZrAHOD+IPkmmeKy56aqkaoaoaoRwOfAE0GSBMC7v835QBcRKSQixYD2wKY8jjOnvDm/3Ti1HUSkElAf+CNPo/SdgLiuWI0AUNVEEXkK+BanF8OHqrpBRB5zbZ+E09ukJ7ANOIfzLSUoeHl+LwPlgImub86JGiAzI2bFy3MLWt6cn6puEpFvgLVAMvC+qmbYXTHQePn5vQFMFZF1OLdSnlfVoJieWkRmAd2B8iKyF3gFCIPAuq7YFBPGGBPi7NaQMcaEOEsExhgT4iwRGGNMiLNEYIwxIc4SgTHGhDhLBMZ4QUQGisgmEdknIuP9HY8xucnGERjjnSdwZmXthjNS+YqISCFVDYqJ00z+ZzUCYy5DRCbhTJP8JVDGrbyWiPzomkf+R9fo7KzKp4rIaBH5HzDCH+diTEYsERhzGar6GM78L9cAx902jceZQrgZMBMYd5lycGYKvV5Vn/F54MZ4yRKBMTnXEfjY9ft00mZszawc4DNVTcqb8IzxjiUCY3JPZvO1uJefzYtAjMkOSwTG5NxinNkyAf4KxF2m3JiAZL2GjMm5gcCHIvIscJi0mSMzKzcmINnso8YYE+Ls1pAxxoQ4SwTGGBPiLBEYY0yIs0RgjDEhzhKBMcaEOEsExhgT4iwRGGNMiPv/lig8K7f1CxkAAAAASUVORK5CYII=\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "county_data = data.loc[data['county']==county]\n", "print(len(county_data))\n", "\n", "x = np.linspace(-0.2, 1.2) \n", "radon_est_unpooled = unpooled_trace['a'].mean() + unpooled_trace['b'].mean()*x \n", "\n", "xx = np.linspace(-0.2, 1.) \n", "radon_est_pooled = pooled_trace['a'].mean() + pooled_trace['b'].mean()*xx\n", "\n", "plt.scatter(county_data['floor'], county_data['log_radon'])\n", "plt.xlim(-0.1,1.1)\n", "plt.xlabel('floor', fontsize=10)\n", "plt.ylabel('radon level', fontsize=10)\n", "plt.title(f'{str(county)} county Radon levels')\n", "plt.plot(x, radon_est_unpooled, c='g', label='unpooled line');\n", "plt.plot(xx, radon_est_pooled, c='r', label='pooled line');\n", "plt.legend();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Partial pooling: Hierarchical Regression (Varying-Coefficients Model)\n", "\n", "Counties, of course, have similarities, so there is a middle ground to both of these extremes. Specifically, we may assume that while $\\alpha_c$ and $\\beta_c$are different for each county as in the unpooled case, the coefficients are all drawn from the same distribution:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\\begin{equation}\n", "radon_{i,c} = \\alpha_c + \\beta_c*floor_{i,c} \n", "\\end{equation} \n", "\n", "\\begin{equation}\n", "a_c \\sim \\mathcal{N}(\\mu_a,\\,\\sigma_a^{2})\n", "\\end{equation} \n", "\\begin{equation}\n", "b_c \\sim \\mathcal{N}(\\mu_b,\\,\\sigma_b^{2})\n", "\\end{equation}\n", "\n", "where the common parameters are:\n", "\\begin{eqnarray}\n", "\\mu_a \\sim \\mathcal{N}(0,\\,10) \\\\\n", "\\sigma_a^2 \\sim |\\mathcal{N}(0,\\,10)| \\\\\n", "\\mu_b \\sim \\mathcal{N}(0,\\,10) \\\\\n", "\\sigma_b^2 \\sim |\\mathcal{N}(0,\\,10)|\n", "\\end{eqnarray}\n", "\n", "The different counties are effectively sharing information through the common priors. We are thus observing what is known as shrinkage; modeling the groups not as independent from each other, neither as a single group but rather as related." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
Discussion: how can we best handle this data? Does it make sense to make inferences without taking into account the county?
\n", "\n", "#### TALKING POINTS\n", "\n", "We saw that some counties had only one sample, so if that house is a really old with old lead pipes, our prediction will be that all houses in this county have radon. On the other extreme, if we have a newer house with no radon then again we will have missleading results. In one case, you will overestimate the bad quality and in the other underestimate it. Under a hierarchical model, the miss-estimation of one group will be offset by the information provided by the other groups. As always, gathering more data helps, if this is an option." ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [], "source": [ "with pm.Model() as hierarchical_model:\n", " # Hyperpriors for group nodes\n", " mu_a = pm.Normal('mu_a', mu=0., sigma=100)\n", " sigma_a = pm.HalfNormal('sigma_a', 5.)\n", " mu_b = pm.Normal('mu_b', mu=0., sigma=100)\n", " sigma_b = pm.HalfNormal('sigma_b', 5.)\n", "\n", " # Above we just set mu and sd to a fixed value while here we\n", " # plug in a common group distribution for all a and b (which are\n", " # vectors of length n_counties).\n", " \n", " # Intercept for each county, distributed around group mean mu_a\n", " a = pm.Normal('a', mu=mu_a, sigma=sigma_a, shape=n_counties)\n", " \n", " # beta for each county, distributed around group mean mu_b\n", " b = pm.Normal('b', mu=mu_b, sigma=sigma_b, shape=n_counties)\n", "\n", " # Model error\n", " #eps = pm.HalfCauchy('eps', 5.)\n", "\n", " radon_est = a[county_idx] + b[county_idx]*data['floor'].values\n", "\n", " # Data likelihood with sigma for random error\n", "# radon_like = pm.Normal('radon_like', mu=radon_est,\n", "# sigma=eps, observed=data['log_radon'])\n", "\n", " # Data likelihood with sigma without random error\n", " radon_like = pm.Normal('radon_like', mu=radon_est, #sigma=eps, \n", " observed=data['log_radon'])" ] }, { "cell_type": "code", "execution_count": 40, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/svg+xml": [ "\n", "\n", "\n", "\n", "\n", "\n", "%3\n", "\n", "\n", "cluster85\n", "\n", "85\n", "\n", "\n", "cluster919\n", "\n", "919\n", "\n", "\n", "\n", "sigma_a\n", "\n", "sigma_a ~ HalfNormal\n", "\n", "\n", "\n", "a\n", "\n", "a ~ Normal\n", "\n", "\n", "\n", "sigma_a->a\n", "\n", "\n", "\n", "\n", "\n", "mu_b\n", "\n", "mu_b ~ Normal\n", "\n", "\n", "\n", "b\n", "\n", "b ~ Normal\n", "\n", "\n", "\n", "mu_b->b\n", "\n", "\n", "\n", "\n", "\n", "mu_a\n", "\n", "mu_a ~ Normal\n", "\n", "\n", "\n", "mu_a->a\n", "\n", "\n", "\n", "\n", "\n", "sigma_b\n", "\n", "sigma_b ~ HalfNormal\n", "\n", "\n", "\n", "sigma_b->b\n", "\n", "\n", "\n", "\n", "\n", "radon_like\n", "\n", "radon_like ~ Normal\n", "\n", "\n", "\n", "a->radon_like\n", "\n", "\n", "\n", "\n", "\n", "b->radon_like\n", "\n", "\n", "\n", "\n", "\n" ], "text/plain": [ "" ] }, "execution_count": 40, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# uncomment to create graph\n", "pm.model_to_graphviz(hierarchical_model)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Inference " ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Auto-assigning NUTS sampler...\n", "Initializing NUTS using jitter+adapt_diag...\n", "Multiprocess sampling (4 chains in 4 jobs)\n", "NUTS: [b, a, sigma_b, mu_b, sigma_a, mu_a]\n", "Sampling 4 chains, 6,158 divergences: 100%|██████████| 60000/60000 [02:31<00:00, 397.35draws/s]\n", "There were 1194 divergences after tuning. Increase `target_accept` or reparameterize.\n", "The acceptance probability does not match the target. It is 0.7248100688488703, but should be close to 0.9. Try to increase the number of tuning steps.\n", "There were 503 divergences after tuning. Increase `target_accept` or reparameterize.\n", "The acceptance probability does not match the target. It is 0.7737296457857813, but should be close to 0.9. Try to increase the number of tuning steps.\n", "There were 1450 divergences after tuning. Increase `target_accept` or reparameterize.\n", "The acceptance probability does not match the target. It is 0.7519143067834009, but should be close to 0.9. Try to increase the number of tuning steps.\n", "There were 3011 divergences after tuning. Increase `target_accept` or reparameterize.\n", "The acceptance probability does not match the target. It is 0.5847316188952049, but should be close to 0.9. Try to increase the number of tuning steps.\n", "The estimated number of effective samples is smaller than 200 for some parameters.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 44.8 s, sys: 5.47 s, total: 50.3 s\n", "Wall time: 2min 47s\n" ] } ], "source": [ "%%time\n", "with hierarchical_model:\n", " hierarchical_trace = pm.sample(10000, tune=5000, target_accept=.9)" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "pm.traceplot(hierarchical_trace, var_names=['mu_a', 'mu_b',\n", " 'sigma_a', 'sigma_b']);" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [], "source": [ "results = pm.summary(hierarchical_trace) " ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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meansdhpd_3%hpd_97%mcse_meanmcse_sdess_meaness_sdess_bulkess_tailr_hat
mu_a1.4690.0561.3621.5740.0030.002444.0435.0451.0235.01.00
mu_b-0.6420.095-0.818-0.4570.0030.002866.0857.0829.02698.01.01
a[0]1.3540.2310.9201.7800.0060.0051321.01264.01279.01527.01.00
a[1]1.0520.1330.8251.3220.0100.007164.0164.0163.0417.01.02
a[2]1.4740.2391.0271.9270.0090.007676.0676.0675.0839.01.01
a[3]1.4960.2091.0821.8820.0050.0031851.01851.01822.02660.01.01
a[4]1.4400.2231.0231.8700.0050.0041672.01596.01630.04032.01.00
a[5]1.4960.2371.0401.9320.0100.007586.0576.0577.01197.01.01
a[6]1.7230.1901.3632.0720.0080.005603.0603.0598.02845.01.01
a[7]1.5620.2311.1342.0050.0120.008394.0394.0389.02584.01.01
a[8]1.3030.1980.9291.6660.0050.0041632.01577.01636.02268.01.00
a[9]1.4810.2111.0861.8900.0040.0033168.03037.02949.015587.01.00
a[10]1.4630.2201.0511.8830.0050.0041900.01756.01922.03058.01.00
a[11]1.5150.2301.0721.9300.0070.0051228.01228.01206.02406.01.00
a[12]1.3650.2140.9531.7590.0090.007510.0494.0500.02764.01.01
a[13]1.7110.1921.3682.0920.0060.0041017.01017.01006.02924.01.00
a[14]1.4460.2301.0091.8740.0070.0051111.01015.01107.0974.01.00
a[15]1.3860.2430.9341.8480.0080.006886.0815.0873.0800.01.00
a[16]1.4290.2240.9971.8490.0050.0041975.01828.01939.02158.01.01
a[17]1.3230.1920.9571.6650.0050.0041394.01394.01412.04408.01.00
\n", "
" ], "text/plain": [ " mean sd hpd_3% hpd_97% mcse_mean mcse_sd ess_mean ess_sd \\\n", "mu_a 1.469 0.056 1.362 1.574 0.003 0.002 444.0 435.0 \n", "mu_b -0.642 0.095 -0.818 -0.457 0.003 0.002 866.0 857.0 \n", "a[0] 1.354 0.231 0.920 1.780 0.006 0.005 1321.0 1264.0 \n", "a[1] 1.052 0.133 0.825 1.322 0.010 0.007 164.0 164.0 \n", "a[2] 1.474 0.239 1.027 1.927 0.009 0.007 676.0 676.0 \n", "a[3] 1.496 0.209 1.082 1.882 0.005 0.003 1851.0 1851.0 \n", "a[4] 1.440 0.223 1.023 1.870 0.005 0.004 1672.0 1596.0 \n", "a[5] 1.496 0.237 1.040 1.932 0.010 0.007 586.0 576.0 \n", "a[6] 1.723 0.190 1.363 2.072 0.008 0.005 603.0 603.0 \n", "a[7] 1.562 0.231 1.134 2.005 0.012 0.008 394.0 394.0 \n", "a[8] 1.303 0.198 0.929 1.666 0.005 0.004 1632.0 1577.0 \n", "a[9] 1.481 0.211 1.086 1.890 0.004 0.003 3168.0 3037.0 \n", "a[10] 1.463 0.220 1.051 1.883 0.005 0.004 1900.0 1756.0 \n", "a[11] 1.515 0.230 1.072 1.930 0.007 0.005 1228.0 1228.0 \n", "a[12] 1.365 0.214 0.953 1.759 0.009 0.007 510.0 494.0 \n", "a[13] 1.711 0.192 1.368 2.092 0.006 0.004 1017.0 1017.0 \n", "a[14] 1.446 0.230 1.009 1.874 0.007 0.005 1111.0 1015.0 \n", "a[15] 1.386 0.243 0.934 1.848 0.008 0.006 886.0 815.0 \n", "a[16] 1.429 0.224 0.997 1.849 0.005 0.004 1975.0 1828.0 \n", "a[17] 1.323 0.192 0.957 1.665 0.005 0.004 1394.0 1394.0 \n", "\n", " ess_bulk ess_tail r_hat \n", "mu_a 451.0 235.0 1.00 \n", "mu_b 829.0 2698.0 1.01 \n", "a[0] 1279.0 1527.0 1.00 \n", "a[1] 163.0 417.0 1.02 \n", "a[2] 675.0 839.0 1.01 \n", "a[3] 1822.0 2660.0 1.01 \n", "a[4] 1630.0 4032.0 1.00 \n", "a[5] 577.0 1197.0 1.01 \n", "a[6] 598.0 2845.0 1.01 \n", "a[7] 389.0 2584.0 1.01 \n", "a[8] 1636.0 2268.0 1.00 \n", "a[9] 2949.0 15587.0 1.00 \n", "a[10] 1922.0 3058.0 1.00 \n", "a[11] 1206.0 2406.0 1.00 \n", "a[12] 500.0 2764.0 1.01 \n", "a[13] 1006.0 2924.0 1.00 \n", "a[14] 1107.0 974.0 1.00 \n", "a[15] 873.0 800.0 1.00 \n", "a[16] 1939.0 2158.0 1.01 \n", "a[17] 1412.0 4408.0 1.00 " ] }, "execution_count": 44, "metadata": {}, "output_type": "execute_result" } ], "source": [ "results[:20] # printing only 20 of them" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['ST LOUIS',\n", " 'HENNEPIN',\n", " 'DAKOTA',\n", " 'ANOKA',\n", " 'WASHINGTON',\n", " 'MILLE LACS',\n", " 'FILLMORE',\n", " 'COOK',\n", " 'LAC QUI PARLE',\n", " 'POPE']" ] }, "execution_count": 45, "metadata": {}, "output_type": "execute_result" } ], "source": [ "counties" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# use counties from before or choose new ones\n", "#counties = ['HENNEPIN','AITKIN','WASHINGTON', 'LAKE OF THE WOODS', 'YELLOW MEDICINE', 'ANOKA']\n", "#counties = ['HENNEPIN', 'DAKOTA', 'ANOKA', 'WILKIN', 'MURRAY']\n", "\n", "plt.figure(figsize=(15,5))\n", "rows = 2\n", "gs = gridspec.GridSpec(rows, len(counties)//rows)\n", " \n", "for i, county in enumerate(counties):\n", " county_data = data.loc[data['county']==county]\n", " if county_data.shape[0]==1: break;\n", " subplt = plt.subplot(gs[i])\n", " \n", " # pooled line (single values coeff for all)\n", " xx = np.linspace(-0.2, 1.2) \n", " radon_est = pooled_trace['a'].mean() + pooled_trace['b'].mean()*xx\n", " \n", " radon_est_hier = np.mean(hierarchical_trace['a'][i]) + \\\n", " np.mean(hierarchical_trace['b'][i])*xx\n", " \n", " # hierarchical line\n", " subplt.set_ylim(0.,4.)\n", " subplt.scatter(county_data['floor'], county_data['log_radon'])\n", " subplt.plot(xx, radon_est, c='r', label='pooled');\n", " \n", " # plot the hierarchical, varying coefficient model\n", " subplt.plot(xx, radon_est_hier, c='g', label='hierarchical');\n", " \n", " subplt.set_xlabel('floor', fontsize=10)\n", " subplt.set_ylabel('radon level', fontsize=10)\n", " subplt.set_title(str(county) + ' County')\n", " subplt.legend()\n", " plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "*Adapted from PyMC3 docs: https://docs.pymc.io/notebooks/GLM-hierarchical.html*" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Appendix A: Is this a fair coin?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Can we find out if this a fair coin without using sampling?\n", "\n", "Let's say you visit the casino. You want to test your theory that casinos are dubious places where coins have been manipulated to have a larger probability for tails. So you will try to estimate how fair a coin is based on a certain amount of flips. You have no prior opinion on the coin's fairness (i.e. **what $\\theta$ might be**), and begin flipping the coin. You get either Heads ($H$) or Tails ($T$) as our observed data and want to see if your posterior probabilities change as you obtain more data, that is, more coin flips. A nice way to visualize this is to plot the posterior probabilities as we observe more data. Your data is the pair ($n,k$) where $n$ is the number of flips and $k$ is the number of successes. \n", "\n", "We will be using Bayes rule. $\\textbf{D}$ is our data.

\n", "\n", "
Posterior $\\propto$ Prior $\\times$ Likelihood
\n", "\n", "\\begin{equation}\n", "P(\\theta|\\textbf{D}) \\propto P(\\theta) \\times P(\\textbf{D} |\\theta) \n", "\\end{equation}\n", " \n", "**a)** Let's say we believe that our experiment is governed by a $\\text{Binomial}$ distribution (this will be our Likelihood).\n", "\n", "\\begin{equation}\n", "P(\\theta|\\textbf{D}) \\propto \\text{Beta(a,b)} \\times \\text{Binomial}(\\textbf{k},\\textbf{n}|\\theta) \n", "\\end{equation}\n", " \n", "**b)** We start with a non-informative prior, a $\\text{Beta}$ distribution with (a=b=1.)\n", " \n", "\\begin{equation}\n", "P(\\theta|1.,1.) = \\text{Beta(1., 1.)} \n", "\\end{equation}\n", " \n", "**c)** We enter the data as pairs of ($\\textbf{k},\\textbf{n}$) (we observe $\\textbf{k}$ heads in $\\textbf{n}$ tosses), and we update our Beta with new a,b as follows $^*$: \n", "\n", "\\begin{equation}\n", "P(\\theta|\\textbf{k}) = Beta(\\alpha + \\textbf{k}, \\beta + (n - \\textbf{k})) \n", "\\end{equation}\n", "\n", "**d)** We are done! That is why using a congugate prior helps you find your parameters analytically.\n", " \n", "$^*$ *(the proof for this formula is beyond our scope, if interested, see this [Wikipedia article](https://en.wikipedia.org/wiki/Conjugate_prior#Example))*\n", "\n", "\n", "\n" ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# change the data\n", "trials = np.array([0, 1, 3, 5, 10, 15, 20, 500, 200, 400])\n", "heads = np.array( [0, 1, 2, 4, 8, 10, 10, 250, 180, 10])\n", "\n", "# non-informative prior Beta(a,b=1), shows our ignorance about the coin\n", "# informative prior Beta(a,b=10.), shows our belief that this is a fair coin\n", "# informative prior Beta(a=20.,b=2.), shows our belief that this is NOT a fair coin\n", "alphas = [1., 10., 20.]\n", "betas = [1., 10., 2.]\n", "colors = ['#348ABD', '#000BCC', '#999BCC']\n", "opacity = [0.4, 0.2, 0.1]\n", "\n", "plt.figure(figsize=(10,12))\n", "x = np.linspace(0, 1, 100)\n", "for k, N in enumerate(trials):\n", " sublabel=f'n trials = {trials[k]}, k = {heads[k]}'\n", " sx = plt.subplot(len(trials)/2, 2, k+1)\n", " for i in range(len(alphas)):\n", " posterior = stats.beta.pdf(x, alphas[i] + heads[k], betas[i] + trials[k] - heads[k])\n", " plt.plot(x, posterior, alpha = 0.5, c=colors[i], label=f'a={alphas[i]},b={betas[i]}');\n", " plt.fill_between(x, 0, posterior, color=colors[i], alpha=opacity[i]) \n", " plt.legend(loc='upper left', fontsize=10)\n", " plt.title(sublabel)\n", " plt.legend()\n", " plt.autoscale(tight=True)\n", " \n", "plt.suptitle(\"Posterior probabilities for coin flips\", fontsize=15);\n", "plt.tight_layout()\n", "plt.subplots_adjust(top=0.88)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Appendix B: MAP" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Fitting the Model with MAP (FYI, we will not directly use this method)\n", "\n", "In Bayesian analysis we have our **prior(s)**, we define our **likelihood**, and, having specified our **model**, we try to calculate posterior estimates for the unknown variables in the model. We could try to calculate the posterior estimates analytically, but for most the models, this is not feasible. What we do then is compute summaries based on samples drawn from the posterior distribution using Markov Chain Monte Carlo (MCMC) sampling methods. \n", "\n", "\\begin{equation}\n", "P(\\theta|\\textbf{D}) \\rightarrow \\{\\theta_1,....\\theta_n\\}\n", "\\end{equation}\n", "\n", "Then we can find any estimate we want by using these samples, for example:\n", "\n", "\\begin{equation}\n", "\\mathbb{E}[f(\\theta] = \\int d\\theta{p(\\theta) f(\\theta)} \n", "\\end{equation}\n", "\n", "So we calculate the maximum a posteriori **(MAP)** point using optimization methods.\n", "\n", "\\begin{equation}\n", "f(\\hat{\\theta}), \\hat{\\theta} = argmax ({p(\\theta))} \n", "\\end{equation}\n", "\n", "The maximum a posteriori **(MAP)** estimate for a model, is the mode of the posterior distribution and is generally found using numerical optimization methods. This is often fast and easy to do, but only gives a point estimate for the parameters and can be biased if the mode isn’t representative of the distribution. PyMC3 provides this functionality with the find_MAP function. \n", "\n", "**MAP estimate** is not always reasonable, especially if the mode is at an extreme or we have a multimodal distribution, or we have high dimensional posteriors. This will often occur in hierarchical models with the variance parameter for the random effect. If the individual group means are all the same, the posterior will have near infinite density if the variance parameter for the group means is almost zero. Most techniques for finding the MAP estimate only find a local optimium (which is often good enough), and can therefore fail badly for multimodal posteriors, as mentioned above.\n", "\n", "To solve these issues we turn to sampling as our method for finding the posterior.\n", "\n", "You do not have to worry about **MAP** in our problems. Our pyMC3 models use the MAP method to initialize the variables under the hood and we do not have to explicitly set this. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**References**:\n", "\n", "- *Salvatier J, Wiecki TV, Fonnesbeck C. 2016. Probabilistic programming in Python using PyMC3. PeerJ Computer Science 2:e55* [(https://doi.org/10.7717/peerj-cs.55)](https://doi.org/10.7717/peerj-cs.55)\n", "- [Distributions in PyMC3](https://docs.pymc.io/api/distributions.html)\n", "- [More Details on Distributions](https://docs.pymc.io/developer_guide.html)\n", "\n", "Information about PyMC3 functions including descriptions of distributions, sampling methods, and other functions, is available via the `help` command." ] } ], "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": "3.8.5" } }, "nbformat": 4, "nbformat_minor": 1 }