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README.html
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<!DOCTYPE html>
<html xmlns="http://www.w3.org/1999/xhtml">
<head>
<meta charset="utf-8">
<meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
<meta name="generator" content="pandoc" />
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code .bn { color: #009999; }
code .fl { color: #009999; }
code .ch { color: #009999; }
code .st { color: #183691; }
code .co { color: #969896; }
code .ot { color: #0086b3; }
code .al { color: #a61717; }
code .fu { color: #63a35c; }
code .er { color: #a61717; background-color: #e3d2d2; }
code .wa { color: #000000; }
code .cn { color: #008080; }
code .sc { color: #008080; }
code .vs { color: #183691; }
code .ss { color: #183691; }
code .im { color: #000000; }
code .va {color: #008080; }
code .cf { color: #000000; }
code .op { color: #000000; }
code .bu { color: #000000; }
code .ex { color: #000000; }
code .pp { color: #999999; }
code .at { color: #008080; }
code .do { color: #969896; }
code .an { color: #008080; }
code .cv { color: #008080; }
code .in { color: #008080; }
</style>
<style>
body {
box-sizing: border-box;
min-width: 200px;
max-width: 980px;
margin: 0 auto;
padding: 45px;
padding-top: 0px;
}
</style>
</head>
<body>
<!-- README.md is generated from README.Rmd. Please edit that file -->
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" align="right" width="160" />
<h2 id="geostan-bayesian-spatial-analysis">geostan: Bayesian spatial analysis</h2>
<p>The <a href="https://connordonegan.github.io/geostan/">geostan</a> R package supports a complete spatial analysis workflow with Bayesian models for areal data, including a suite of functions for visualizing spatial data and model results. geostan models were built using <a href="https://mc-stan.org">Stan</a>, a state-of-the-art platform for Bayesian modeling.</p>
<p>Introductions to the software can be found at <a href="https://r-spatial.org/r/2024/08/02/geostan-introduction.html">r-spatial.org</a> and in the package <a href="https://connordonegan.github.io/geostan/articles/index.html">vignettes</a>.</p>
<p>Features include:</p>
<ul>
<li><strong>Spatial regression and disease mapping</strong> Statistical models for data recorded across areal units (states, counties, or census tracts) or networks, including spatial econometric models.</li>
<li><strong>Spatial analysis tools</strong> Tools for visualizing and measuring spatial autocorrelation and map patterns, for exploratory analysis and model diagnostics.</li>
<li><strong>Observational uncertainty</strong> Incorporate information on data reliability, such as standard errors of American Community Survey estimates, into any geostan model.</li>
<li><strong>Missing and Censored observations</strong> Vital statistics and disease surveillance systems like CDC Wonder censor case counts that fall below a threshold number; geostan can model disease or mortality risk for small areas with censored observations or with missing observations.</li>
<li><strong>The RStan ecosystem</strong> Interfaces easily with many high-quality R packages for Bayesian modeling.</li>
<li><strong>Custom spatial models</strong> Tools for building custom spatial or network models in Stan.</li>
</ul>
<p>For public health research, geostan complements the <a href="https://connordonegan.github.io/surveil/">surveil</a> R package for the study of time trends in disease incidence or mortality data.</p>
<h2 id="installation">Installation</h2>
<p>There are two ways to install geostan: directly from the package github repository or from the Comprehensive R Archive Network (CRAN).</p>
<h3 id="from-cran">From CRAN</h3>
<p>Using your R console, you can install geostan from CRAN:</p>
<div class="sourceCode" id="cb1"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb1-1"><a href="#cb1-1" aria-hidden="true"></a><span class="kw">install.packages</span>(<span class="st">"geostan"</span>)</span></code></pre></div>
<h3 id="from-github">From github</h3>
<p>You can install geostan from github:</p>
<div class="sourceCode" id="cb2"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb2-1"><a href="#cb2-1" aria-hidden="true"></a><span class="cf">if</span> (<span class="op">!</span><span class="kw">require</span>(<span class="st">'devtools'</span>)) <span class="kw">install.packages</span>(<span class="st">'devtools'</span>)</span>
<span id="cb2-2"><a href="#cb2-2" aria-hidden="true"></a>devtools<span class="op">::</span><span class="kw">install_github</span>(<span class="st">"connordonegan/geostan"</span>)</span></code></pre></div>
<p>If you are using Windows and installing with <code>install_github</code>, you may need to install <a href="https://cran.r-project.org/bin/windows/Rtools/">Rtools</a> first (this is not needed when installing from CRAN). To install Rtools:</p>
<ol>
<li>Visit the Rtools site: <a href="https://cran.r-project.org/bin/windows/Rtools/">https://cran.r-project.org/bin/windows/Rtools/</a></li>
<li>Select the version that corresponds to the version of R that you have installed (e.g., R 4.3).</li>
<li>After selecting the correct version, look for the “Install Rtools” section (just below the introductory text) and click on the “installer” to download it. For example, for Rtools43 (for R version 4.3), click on “<span style="color:blue">Rtools43 installer</span>.”</li>
<li>Go to the <code>.exe</code> file you just downloaded and double-click to begin installation of Rtools.</li>
</ol>
<p>If you are using Mac and installing with <code>install_github</code> then you may need to install Xcode Command Line Tools first.</p>
<h2 id="support">Support</h2>
<p>All functions and methods are documented (with examples) on the website <a href="https://connordonegan.github.io/geostan/reference/index.html">reference</a> page. See the package <a href="https://connordonegan.github.io/geostan/articles/index.html">vignettes</a> for more on exploratory spatial analysis, spatial measurement error models, spatial regression with raster layers, and building custom spatial model in Stan.</p>
<p>To ask questions, report a bug, or discuss ideas for improvements or new features please visit the <a href="https://github.com/ConnorDonegan/geostan/issues">issues</a> page, start a <a href="https://github.com/ConnorDonegan/geostan/discussions">discussion</a>, or submit a <a href="https://github.com/ConnorDonegan/geostan/pulls">pull request</a>.</p>
<h2 id="usage">Usage</h2>
<p>Load the package and the <code>georgia</code> county mortality data set:</p>
<div class="sourceCode" id="cb3"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb3-1"><a href="#cb3-1" aria-hidden="true"></a><span class="kw">library</span>(geostan)</span>
<span id="cb3-2"><a href="#cb3-2" aria-hidden="true"></a><span class="kw">data</span>(georgia)</span></code></pre></div>
<p>This has county population and mortality data by sex for ages 55-64, and for the period 2014-2018. As is common for public access data, some of the observations missing because the CDC has censored them to protect privacy.</p>
<p>The <code>sp_diag</code> function provides visual summaries of spatial data, including a histogram, Moran scatter plot, and map. The Moran scatter plot displays the values against a summary of their neighboring values, so that the slope of the regression line gives a measure of their degree of autocorrelation.</p>
<p>Here is a quick visual summary of crude female mortality rates (as deaths per 10,000):</p>
<div class="sourceCode" id="cb4"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb4-1"><a href="#cb4-1" aria-hidden="true"></a><span class="co"># create adjacency matrix ("B" is for binary)</span></span>
<span id="cb4-2"><a href="#cb4-2" aria-hidden="true"></a>C <-<span class="st"> </span><span class="kw">shape2mat</span>(georgia, <span class="dt">style =</span> <span class="st">"B"</span>)</span>
<span id="cb4-3"><a href="#cb4-3" aria-hidden="true"></a><span class="co">#> Contiguity condition: queen</span></span>
<span id="cb4-4"><a href="#cb4-4" aria-hidden="true"></a><span class="co">#> Number of neighbors per unit, summary:</span></span>
<span id="cb4-5"><a href="#cb4-5" aria-hidden="true"></a><span class="co">#> Min. 1st Qu. Median Mean 3rd Qu. Max. </span></span>
<span id="cb4-6"><a href="#cb4-6" aria-hidden="true"></a><span class="co">#> 1.000 4.000 5.000 5.409 6.000 10.000</span></span>
<span id="cb4-7"><a href="#cb4-7" aria-hidden="true"></a><span class="co">#> </span></span>
<span id="cb4-8"><a href="#cb4-8" aria-hidden="true"></a><span class="co">#> Spatial weights, summary:</span></span>
<span id="cb4-9"><a href="#cb4-9" aria-hidden="true"></a><span class="co">#> Min. 1st Qu. Median Mean 3rd Qu. Max. </span></span>
<span id="cb4-10"><a href="#cb4-10" aria-hidden="true"></a><span class="co">#> 1 1 1 1 1 1</span></span>
<span id="cb4-11"><a href="#cb4-11" aria-hidden="true"></a></span>
<span id="cb4-12"><a href="#cb4-12" aria-hidden="true"></a><span class="co"># crude mortality rate per 10,000 at risk</span></span>
<span id="cb4-13"><a href="#cb4-13" aria-hidden="true"></a>mortality_rate <-<span class="st"> </span>georgia<span class="op">$</span>rate.female <span class="op">*</span><span class="st"> </span><span class="fl">10e3</span></span>
<span id="cb4-14"><a href="#cb4-14" aria-hidden="true"></a></span>
<span id="cb4-15"><a href="#cb4-15" aria-hidden="true"></a><span class="co"># quick spatial diagnostics</span></span>
<span id="cb4-16"><a href="#cb4-16" aria-hidden="true"></a><span class="kw">sp_diag</span>(mortality_rate, georgia, <span class="dt">w =</span> C, <span class="dt">name =</span> <span class="st">"Mortality"</span>)</span>
<span id="cb4-17"><a href="#cb4-17" aria-hidden="true"></a><span class="co">#> 3 NA values found in x will be dropped from data x and from matrix w (nb: this disrupts row-standardization of w)</span></span>
<span id="cb4-18"><a href="#cb4-18" aria-hidden="true"></a><span class="co">#> Warning: Removed 3 rows containing non-finite outside the scale range</span></span>
<span id="cb4-19"><a href="#cb4-19" aria-hidden="true"></a><span class="co">#> (`stat_bin()`).</span></span></code></pre></div>
<img 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" 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<p>Mortality rates and other health statistics for counties are, in many cases, highly unstable estimates that cannot be relied upon for public advisories or inference (due to small population sizes). Hence, we need models to make inferences from small area data.</p>
<p>The following code fits a spatial conditional autoregressive (CAR) model to female county mortality data. These models are used for estimating disease risk in small areas like counties, and for analyzing covariation of health outcomes with other area variables. The R syntax for fitting the models is similar to using <code>lm</code> or <code>glm</code>. We provide the population at risk (the denominator for mortality rates) as an offset term, using the log-transform.</p>
<p>In our Georgia mortality data, three of the observations are missing because they have been censored; per CDC criteria, this means that there were 9 or fewer deaths in those counties. By using the <code>censor_point</code> argument and setting it to <code>censor_point = 9</code>, we can easily obtain estimates for the censored counties (along with all the others) using models account for the censoring process:</p>
<div class="sourceCode" id="cb5"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb5-1"><a href="#cb5-1" aria-hidden="true"></a><span class="co"># prepare a list of data for CAR models in Stan</span></span>
<span id="cb5-2"><a href="#cb5-2" aria-hidden="true"></a>cars <-<span class="st"> </span><span class="kw">prep_car_data</span>(C)</span>
<span id="cb5-3"><a href="#cb5-3" aria-hidden="true"></a><span class="co">#> Range of permissible rho values: -1.661, 1</span></span>
<span id="cb5-4"><a href="#cb5-4" aria-hidden="true"></a></span>
<span id="cb5-5"><a href="#cb5-5" aria-hidden="true"></a><span class="co"># fit the model to female mortality rates</span></span>
<span id="cb5-6"><a href="#cb5-6" aria-hidden="true"></a>fit <-<span class="st"> </span><span class="kw">stan_car</span>(deaths.female <span class="op">~</span><span class="st"> </span><span class="kw">offset</span>(<span class="kw">log</span>(pop.at.risk.female)),</span>
<span id="cb5-7"><a href="#cb5-7" aria-hidden="true"></a> <span class="dt">censor_point =</span> <span class="dv">9</span>,</span>
<span id="cb5-8"><a href="#cb5-8" aria-hidden="true"></a> <span class="dt">data =</span> georgia,</span>
<span id="cb5-9"><a href="#cb5-9" aria-hidden="true"></a> <span class="dt">car_parts =</span> cars,</span>
<span id="cb5-10"><a href="#cb5-10" aria-hidden="true"></a> <span class="dt">family =</span> <span class="kw">poisson</span>(),</span>
<span id="cb5-11"><a href="#cb5-11" aria-hidden="true"></a> <span class="dt">iter =</span> <span class="fl">1e3</span>, <span class="co"># no. MCMC samples</span></span>
<span id="cb5-12"><a href="#cb5-12" aria-hidden="true"></a> <span class="dt">quiet =</span> <span class="ot">TRUE</span>) <span class="co"># to silence printing</span></span>
<span id="cb5-13"><a href="#cb5-13" aria-hidden="true"></a><span class="co">#> 3 NA values identified in the outcome variable</span></span>
<span id="cb5-14"><a href="#cb5-14" aria-hidden="true"></a><span class="co">#> Found in rows: 55, 126, 157</span></span></code></pre></div>
<p>Passing a fitted model to the <code>sp_diag</code> function will return a set of diagnostics for spatial models:</p>
<div class="sourceCode" id="cb6"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb6-1"><a href="#cb6-1" aria-hidden="true"></a><span class="kw">sp_diag</span>(fit, georgia)</span>
<span id="cb6-2"><a href="#cb6-2" aria-hidden="true"></a><span class="co">#> 3 NA values found in x will be dropped from data x and from matrix w (nb: this disrupts row-standardization of w)</span></span>
<span id="cb6-3"><a href="#cb6-3" aria-hidden="true"></a><span class="co">#> Warning: Removed 3 rows containing missing values or values outside the</span></span>
<span id="cb6-4"><a href="#cb6-4" aria-hidden="true"></a><span class="co">#> scale range (`geom_pointrange()`).</span></span></code></pre></div>
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" style="display: block; margin: auto;" />
<p>The <code>print</code> method returns a summary of the probability distributions for model parameters, as well as Markov chain Monte Carlo (MCMC) diagnostics from Stan (Monte Carlo standard errors of the mean <code>se_mean</code>, effective sample size <code>n_eff</code>, and the R-hat statistic <code>Rhat</code>):</p>
<div class="sourceCode" id="cb7"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb7-1"><a href="#cb7-1" aria-hidden="true"></a><span class="kw">print</span>(fit)</span>
<span id="cb7-2"><a href="#cb7-2" aria-hidden="true"></a><span class="co">#> Spatial Model Results </span></span>
<span id="cb7-3"><a href="#cb7-3" aria-hidden="true"></a><span class="co">#> Formula: deaths.female ~ offset(log(pop.at.risk.female))</span></span>
<span id="cb7-4"><a href="#cb7-4" aria-hidden="true"></a><span class="co">#> Likelihood: poisson </span></span>
<span id="cb7-5"><a href="#cb7-5" aria-hidden="true"></a><span class="co">#> Link: log </span></span>
<span id="cb7-6"><a href="#cb7-6" aria-hidden="true"></a><span class="co">#> Spatial method: CAR </span></span>
<span id="cb7-7"><a href="#cb7-7" aria-hidden="true"></a><span class="co">#> Residual Moran Coefficient: -0.0031375 </span></span>
<span id="cb7-8"><a href="#cb7-8" aria-hidden="true"></a><span class="co">#> Observations: 156 </span></span>
<span id="cb7-9"><a href="#cb7-9" aria-hidden="true"></a><span class="co">#> </span></span>
<span id="cb7-10"><a href="#cb7-10" aria-hidden="true"></a><span class="co">#> Inference for Stan model: foundation.</span></span>
<span id="cb7-11"><a href="#cb7-11" aria-hidden="true"></a><span class="co">#> 4 chains, each with iter=1000; warmup=500; thin=1; </span></span>
<span id="cb7-12"><a href="#cb7-12" aria-hidden="true"></a><span class="co">#> post-warmup draws per chain=500, total post-warmup draws=2000.</span></span>
<span id="cb7-13"><a href="#cb7-13" aria-hidden="true"></a><span class="co">#> </span></span>
<span id="cb7-14"><a href="#cb7-14" aria-hidden="true"></a><span class="co">#> mean se_mean sd 2.5% 20% 50% 80% 97.5% n_eff Rhat</span></span>
<span id="cb7-15"><a href="#cb7-15" aria-hidden="true"></a><span class="co">#> intercept -4.677 0.003 0.092 -4.871 -4.734 -4.677 -4.619 -4.513 861 1.004</span></span>
<span id="cb7-16"><a href="#cb7-16" aria-hidden="true"></a><span class="co">#> car_rho 0.924 0.001 0.058 0.784 0.883 0.936 0.973 0.996 1606 0.999</span></span>
<span id="cb7-17"><a href="#cb7-17" aria-hidden="true"></a><span class="co">#> car_scale 0.456 0.001 0.036 0.391 0.424 0.454 0.486 0.532 1899 1.002</span></span>
<span id="cb7-18"><a href="#cb7-18" aria-hidden="true"></a><span class="co">#> </span></span>
<span id="cb7-19"><a href="#cb7-19" aria-hidden="true"></a><span class="co">#> Samples were drawn using NUTS(diag_e) at Wed Nov 13 16:09:50 2024.</span></span>
<span id="cb7-20"><a href="#cb7-20" aria-hidden="true"></a><span class="co">#> For each parameter, n_eff is a crude measure of effective sample size,</span></span>
<span id="cb7-21"><a href="#cb7-21" aria-hidden="true"></a><span class="co">#> and Rhat is the potential scale reduction factor on split chains (at </span></span>
<span id="cb7-22"><a href="#cb7-22" aria-hidden="true"></a><span class="co">#> convergence, Rhat=1).</span></span></code></pre></div>
<p>To extract estimates of the county mortality rates from this, we apply the <code>fitted</code> method - in this case, the fitted values from the model are the estimates of the county mortality rates. Multiplying them by 10,000 gives mortality rate per 10,000 at risk:</p>
<div class="sourceCode" id="cb8"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb8-1"><a href="#cb8-1" aria-hidden="true"></a><span class="co"># mortality rates per 10,000 at risk</span></span>
<span id="cb8-2"><a href="#cb8-2" aria-hidden="true"></a>mortality_est <-<span class="st"> </span><span class="kw">fitted</span>(fit) <span class="op">*</span><span class="st"> </span><span class="fl">10e3</span></span>
<span id="cb8-3"><a href="#cb8-3" aria-hidden="true"></a></span>
<span id="cb8-4"><a href="#cb8-4" aria-hidden="true"></a><span class="co"># display rates with county names</span></span>
<span id="cb8-5"><a href="#cb8-5" aria-hidden="true"></a>county_name <-<span class="st"> </span>georgia<span class="op">$</span>NAME</span>
<span id="cb8-6"><a href="#cb8-6" aria-hidden="true"></a><span class="kw">head</span>( <span class="kw">cbind</span>(county_name, mortality_est) )</span>
<span id="cb8-7"><a href="#cb8-7" aria-hidden="true"></a><span class="co">#> county_name mean sd 2.5% 20% 50%</span></span>
<span id="cb8-8"><a href="#cb8-8" aria-hidden="true"></a><span class="co">#> fitted[1] Crisp 101.89147 9.784748 83.87184 93.37621 101.37227</span></span>
<span id="cb8-9"><a href="#cb8-9" aria-hidden="true"></a><span class="co">#> fitted[2] Candler 137.13841 15.643722 108.50033 123.57906 136.51359</span></span>
<span id="cb8-10"><a href="#cb8-10" aria-hidden="true"></a><span class="co">#> fitted[3] Barrow 94.35971 6.364805 82.62612 88.73920 94.14574</span></span>
<span id="cb8-11"><a href="#cb8-11" aria-hidden="true"></a><span class="co">#> fitted[4] DeKalb 59.74315 1.575741 56.77068 58.33325 59.71677</span></span>
<span id="cb8-12"><a href="#cb8-12" aria-hidden="true"></a><span class="co">#> fitted[5] Columbia 53.34581 3.207432 47.33439 50.61504 53.26339</span></span>
<span id="cb8-13"><a href="#cb8-13" aria-hidden="true"></a><span class="co">#> fitted[6] Cobb 54.12259 1.495041 51.24262 52.86109 54.12912</span></span>
<span id="cb8-14"><a href="#cb8-14" aria-hidden="true"></a><span class="co">#> 80% 97.5%</span></span>
<span id="cb8-15"><a href="#cb8-15" aria-hidden="true"></a><span class="co">#> fitted[1] 110.47617 122.04006</span></span>
<span id="cb8-16"><a href="#cb8-16" aria-hidden="true"></a><span class="co">#> fitted[2] 150.26114 169.29720</span></span>
<span id="cb8-17"><a href="#cb8-17" aria-hidden="true"></a><span class="co">#> fitted[3] 99.74677 107.51136</span></span>
<span id="cb8-18"><a href="#cb8-18" aria-hidden="true"></a><span class="co">#> fitted[4] 61.13469 62.84502</span></span>
<span id="cb8-19"><a href="#cb8-19" aria-hidden="true"></a><span class="co">#> fitted[5] 56.05293 59.83064</span></span>
<span id="cb8-20"><a href="#cb8-20" aria-hidden="true"></a><span class="co">#> fitted[6] 55.38574 57.00559</span></span></code></pre></div>
<p>The mortality estimates are stored in the column named “mean”, and the limits of the 95% credible interval are found in the columns “2.5%” and “97.5%”. Here we create a map of estimates (with some help from <code>sf</code> package):</p>
<div class="sourceCode" id="cb9"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb9-1"><a href="#cb9-1" aria-hidden="true"></a><span class="kw">library</span>(sf)</span>
<span id="cb9-2"><a href="#cb9-2" aria-hidden="true"></a></span>
<span id="cb9-3"><a href="#cb9-3" aria-hidden="true"></a><span class="co"># put estimates into bins for map colors</span></span>
<span id="cb9-4"><a href="#cb9-4" aria-hidden="true"></a>x <-<span class="st"> </span>mortality_est<span class="op">$</span>mean</span>
<span id="cb9-5"><a href="#cb9-5" aria-hidden="true"></a>brks <-<span class="st"> </span><span class="kw">quantile</span>(x, <span class="dt">probs =</span> <span class="kw">c</span>(<span class="dv">0</span>, <span class="fl">0.2</span>, <span class="fl">0.4</span>, <span class="fl">0.6</span>, <span class="fl">0.8</span>, <span class="dv">1</span>)) </span>
<span id="cb9-6"><a href="#cb9-6" aria-hidden="true"></a>est_cut <-<span class="st"> </span><span class="kw">cut</span>(x, <span class="dt">breaks =</span> brks, <span class="dt">include.lowest =</span> <span class="ot">TRUE</span>)</span>
<span id="cb9-7"><a href="#cb9-7" aria-hidden="true"></a> </span>
<span id="cb9-8"><a href="#cb9-8" aria-hidden="true"></a><span class="co"># assign colors to values</span></span>
<span id="cb9-9"><a href="#cb9-9" aria-hidden="true"></a>rank <-<span class="st"> </span><span class="kw">as.numeric</span>( est_cut ) </span>
<span id="cb9-10"><a href="#cb9-10" aria-hidden="true"></a>pal_fun <-<span class="st"> </span><span class="kw">colorRampPalette</span>( <span class="kw">c</span>(<span class="st">"#5D74A5FF"</span>, <span class="st">"gray90"</span>, <span class="st">"#A8554EFF"</span>) )</span>
<span id="cb9-11"><a href="#cb9-11" aria-hidden="true"></a>pal <-<span class="st"> </span><span class="kw">pal_fun</span>( <span class="kw">max</span>(rank) )</span>
<span id="cb9-12"><a href="#cb9-12" aria-hidden="true"></a>colors <-<span class="st"> </span>pal[ rank ]</span>
<span id="cb9-13"><a href="#cb9-13" aria-hidden="true"></a></span>
<span id="cb9-14"><a href="#cb9-14" aria-hidden="true"></a><span class="co"># set plot margins</span></span>
<span id="cb9-15"><a href="#cb9-15" aria-hidden="true"></a>og=<span class="kw">par</span>(<span class="dt">mar=</span><span class="kw">rep</span>(<span class="dv">1</span>, <span class="dv">4</span>))</span>
<span id="cb9-16"><a href="#cb9-16" aria-hidden="true"></a></span>
<span id="cb9-17"><a href="#cb9-17" aria-hidden="true"></a><span class="co"># get boundaries</span></span>
<span id="cb9-18"><a href="#cb9-18" aria-hidden="true"></a>geom <-<span class="st"> </span>sf<span class="op">::</span><span class="kw">st_geometry</span>(georgia)</span>
<span id="cb9-19"><a href="#cb9-19" aria-hidden="true"></a></span>
<span id="cb9-20"><a href="#cb9-20" aria-hidden="true"></a><span class="co"># map estimates</span></span>
<span id="cb9-21"><a href="#cb9-21" aria-hidden="true"></a><span class="kw">plot</span>(geom,</span>
<span id="cb9-22"><a href="#cb9-22" aria-hidden="true"></a> <span class="dt">lwd =</span> <span class="fl">0.2</span>,</span>
<span id="cb9-23"><a href="#cb9-23" aria-hidden="true"></a> <span class="dt">col =</span> colors)</span>
<span id="cb9-24"><a href="#cb9-24" aria-hidden="true"></a></span>
<span id="cb9-25"><a href="#cb9-25" aria-hidden="true"></a><span class="co"># legend</span></span>
<span id="cb9-26"><a href="#cb9-26" aria-hidden="true"></a><span class="kw">legend</span>(<span class="st">"right"</span>,</span>
<span id="cb9-27"><a href="#cb9-27" aria-hidden="true"></a> <span class="dt">fill =</span> pal,</span>
<span id="cb9-28"><a href="#cb9-28" aria-hidden="true"></a> <span class="dt">title =</span> <span class="st">'Mortality per 10,000'</span>,</span>
<span id="cb9-29"><a href="#cb9-29" aria-hidden="true"></a> <span class="dt">legend =</span> <span class="kw">levels</span>(est_cut),</span>
<span id="cb9-30"><a href="#cb9-30" aria-hidden="true"></a> <span class="dt">bty =</span> <span class="st">'n'</span></span>
<span id="cb9-31"><a href="#cb9-31" aria-hidden="true"></a>)</span>
<span id="cb9-32"><a href="#cb9-32" aria-hidden="true"></a></span>
<span id="cb9-33"><a href="#cb9-33" aria-hidden="true"></a><span class="kw">mtext</span>(<span class="st">'County mortality rates per 10,000, Georgia women ages 55-64'</span>, <span class="dt">side =</span> <span class="dv">3</span>, <span class="dt">font =</span> <span class="dv">2</span>)</span></code></pre></div>
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<div class="sourceCode" id="cb10"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb10-1"><a href="#cb10-1" aria-hidden="true"></a><span class="co"># reset margins</span></span>
<span id="cb10-2"><a href="#cb10-2" aria-hidden="true"></a><span class="kw">par</span>(og)</span></code></pre></div>
<p>Using the credible intervals, we can complement our map with a point-interval plot:</p>
<div class="sourceCode" id="cb11"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb11-1"><a href="#cb11-1" aria-hidden="true"></a><span class="co"># order counties by mortality rate</span></span>
<span id="cb11-2"><a href="#cb11-2" aria-hidden="true"></a>index <-<span class="st"> </span><span class="kw">order</span>(mortality_est<span class="op">$</span>mean, <span class="dt">decreasing =</span> <span class="ot">TRUE</span>)</span>
<span id="cb11-3"><a href="#cb11-3" aria-hidden="true"></a>dat <-<span class="st"> </span>mortality_est[index, ]</span>
<span id="cb11-4"><a href="#cb11-4" aria-hidden="true"></a></span>
<span id="cb11-5"><a href="#cb11-5" aria-hidden="true"></a><span class="co"># gather estimate with credible interval (95%)</span></span>
<span id="cb11-6"><a href="#cb11-6" aria-hidden="true"></a>est <-<span class="st"> </span>dat<span class="op">$</span>mean</span>
<span id="cb11-7"><a href="#cb11-7" aria-hidden="true"></a>lwr <-<span class="st"> </span>dat<span class="op">$</span><span class="st">`</span><span class="dt">2.5%</span><span class="st">`</span></span>
<span id="cb11-8"><a href="#cb11-8" aria-hidden="true"></a>upr <-<span class="st"> </span>dat<span class="op">$</span><span class="st">`</span><span class="dt">97.5%</span><span class="st">`</span></span>
<span id="cb11-9"><a href="#cb11-9" aria-hidden="true"></a>y <-<span class="st"> </span><span class="kw">seq_along</span>(county_name)</span>
<span id="cb11-10"><a href="#cb11-10" aria-hidden="true"></a>x_lim <-<span class="st"> </span><span class="kw">c</span>(<span class="kw">min</span>(lwr), <span class="kw">max</span>(upr)) <span class="op">|</span><span class="er">></span></span>
<span id="cb11-11"><a href="#cb11-11" aria-hidden="true"></a><span class="st"> </span><span class="kw">round</span>()</span>
<span id="cb11-12"><a href="#cb11-12" aria-hidden="true"></a></span>
<span id="cb11-13"><a href="#cb11-13" aria-hidden="true"></a>og=<span class="kw">par</span>(<span class="dt">mar =</span> <span class="kw">c</span>(<span class="dv">3</span>, <span class="dv">0</span>, <span class="dv">0</span>, <span class="dv">0</span>))</span>
<span id="cb11-14"><a href="#cb11-14" aria-hidden="true"></a></span>
<span id="cb11-15"><a href="#cb11-15" aria-hidden="true"></a><span class="co"># points</span></span>
<span id="cb11-16"><a href="#cb11-16" aria-hidden="true"></a><span class="kw">plot</span>(est,</span>
<span id="cb11-17"><a href="#cb11-17" aria-hidden="true"></a> y,</span>
<span id="cb11-18"><a href="#cb11-18" aria-hidden="true"></a> <span class="dt">pch =</span> <span class="dv">5</span>,</span>
<span id="cb11-19"><a href="#cb11-19" aria-hidden="true"></a> <span class="dt">col =</span> <span class="st">'gray50'</span>,</span>
<span id="cb11-20"><a href="#cb11-20" aria-hidden="true"></a> <span class="dt">bty =</span> <span class="st">'L'</span>,</span>
<span id="cb11-21"><a href="#cb11-21" aria-hidden="true"></a> <span class="dt">axes =</span> <span class="ot">FALSE</span>,</span>
<span id="cb11-22"><a href="#cb11-22" aria-hidden="true"></a> <span class="dt">xlim =</span> x_lim,</span>
<span id="cb11-23"><a href="#cb11-23" aria-hidden="true"></a> <span class="dt">ylab =</span> <span class="ot">NA</span>,</span>
<span id="cb11-24"><a href="#cb11-24" aria-hidden="true"></a> <span class="dt">xlab =</span> <span class="ot">NA</span>)</span>
<span id="cb11-25"><a href="#cb11-25" aria-hidden="true"></a></span>
<span id="cb11-26"><a href="#cb11-26" aria-hidden="true"></a><span class="co"># intervals</span></span>
<span id="cb11-27"><a href="#cb11-27" aria-hidden="true"></a><span class="kw">segments</span>(<span class="dt">x0 =</span> lwr, <span class="dt">x1 =</span> upr,</span>
<span id="cb11-28"><a href="#cb11-28" aria-hidden="true"></a> <span class="dt">y0 =</span> y, <span class="dt">y1 =</span> y,</span>
<span id="cb11-29"><a href="#cb11-29" aria-hidden="true"></a> <span class="dt">col =</span> colors[ index ])</span>
<span id="cb11-30"><a href="#cb11-30" aria-hidden="true"></a></span>
<span id="cb11-31"><a href="#cb11-31" aria-hidden="true"></a><span class="co"># x axis</span></span>
<span id="cb11-32"><a href="#cb11-32" aria-hidden="true"></a><span class="kw">axis</span>(<span class="dv">1</span>, <span class="dt">at =</span> <span class="kw">seq</span>(x_lim[<span class="dv">1</span>], x_lim[<span class="dv">2</span>], <span class="dt">by =</span> <span class="dv">20</span>))</span>
<span id="cb11-33"><a href="#cb11-33" aria-hidden="true"></a><span class="kw">mtext</span>(<span class="st">'County mortality rates per 10,000, Georgia women ages 55-64'</span>, <span class="dt">side =</span> <span class="dv">1</span>, <span class="dt">line =</span> <span class="dv">2</span>)</span></code></pre></div>
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" 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<div class="sourceCode" id="cb12"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb12-1"><a href="#cb12-1" aria-hidden="true"></a><span class="kw">par</span>(og)</span></code></pre></div>
<p>More details and demonstrations can be found in the package <a href="https://connordonegan.github.io/geostan/reference/index.html">help pages</a> and <a href="https://connordonegan.github.io/geostan/articles/index.html">vignettes</a>.</p>
<h2 id="citing-geostan">Citing geostan</h2>
<p>If you use geostan in published work, please include a citation.</p>
<p>Donegan, Connor (2022) “geostan: An R package for Bayesian spatial analysis” <em>The Journal of Open Source Software</em>. 7, no. 79: 4716. <a href="https://doi.org/10.21105/joss.04716">https://doi.org/10.21105/joss.04716</a>.</p>
<p><a href="https://doi.org/10.21105/joss.04716"><img src="data:image/svg+xml; charset=utf-8;base64,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" alt="DOI" /></a></p>
<pre><code>@Article{,
title = {{geostan}: An {R} package for {B}ayesian spatial analysis},
author = {Connor Donegan},
journal = {The Journal of Open Source Software},
year = {2022},
volume = {7},
number = {79},
pages = {4716},
doi = {10.21105/joss.04716},
}
</code></pre>
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