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README.md

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<!-- badges: start -->
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[![CRAN_Status_Badge](https://www.r-pkg.org/badges/version/bayesplot?color=blue)](https://cran.r-project.org/web/packages/bayesplot)
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[![Downloads](https://cranlogs.r-pkg.org/badges/bayesplot?color=blue)](https://cran.rstudio.com/package=bayesplot)
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[![R-CMD-check](https://github.com/stan-dev/bayesplot/actions/workflows/R-CMD-check.yaml/badge.svg)](https://github.com/stan-dev/bayesplot/actions/workflows/R-CMD-check.yaml)
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[![R-CMD-check](https://raw.githubusercontent.com/stan-dev/bayesplot/actions/workflows/R-CMD-check.yaml/badge.svg)](https://raw.githubusercontent.com/stan-dev/bayesplot/actions/workflows/R-CMD-check.yaml)
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[![codecov](https://codecov.io/gh/stan-dev/bayesplot/branch/master/graph/badge.svg)](https://codecov.io/gh/stan-dev/bayesplot)
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<!-- badges: end -->
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_J. R. Stat. Soc. A_, 182: 389-402. doi:10.1111/rssa.12378.
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([journal version](https://rss.onlinelibrary.wiley.com/doi/full/10.1111/rssa.12378),
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[arXiv preprint](https://arxiv.org/abs/1709.01449),
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[code on GitHub](https://github.com/jgabry/bayes-vis-paper))
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[code on GitHub](https://raw.githubusercontent.com/jgabry/bayes-vis-paper))
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### Resources
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* [mc-stan.org/bayesplot](https://mc-stan.org/bayesplot) (online documentation, vignettes)
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* [Ask a question](https://discourse.mc-stan.org) (Stan Forums on Discourse)
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* [Open an issue](https://github.com/stan-dev/bayesplot/issues) (GitHub issues for bug reports, feature requests)
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* [Open an issue](https://raw.githubusercontent.com/stan-dev/bayesplot/issues) (GitHub issues for bug reports, feature requests)
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### Contributing
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We are always looking for new contributors! See [CONTRIBUTING.md](https://github.com/stan-dev/bayesplot/blob/master/.github/CONTRIBUTING.md) for details and/or reach out via the issue tracker.
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We are always looking for new contributors! See [CONTRIBUTING.md](https://raw.githubusercontent.com/stan-dev/bayesplot//master/.github/CONTRIBUTING.md) for details and/or reach out via the issue tracker.
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### Installation
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install.packages("bayesplot")
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```
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* Install latest development version from GitHub (requires [devtools](https://github.com/hadley/devtools) package):
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* Install latest development version from GitHub (requires [devtools](https://raw.githubusercontent.com/hadley/devtools) package):
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```r
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if (!require("devtools")) {
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prob = 0.8) + plot_title
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```
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<img src=https://github.com/stan-dev/bayesplot/blob/master/images/mcmc_areas-rstanarm.png width=50%/>
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<img src="https://raw.githubusercontent.com/stan-dev/bayesplot/master/images/mcmc_areas-rstanarm.png" width="50%">
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```r
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color_scheme_set("red")
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ppc_dens_overlay(y = fit$y,
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yrep = posterior_predict(fit, draws = 50))
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```
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<img src=https://github.com/stan-dev/bayesplot/blob/master/images/ppc_dens_overlay-rstanarm.png width=50%/>
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<img src=https://raw.githubusercontent.com/stan-dev/bayesplot//master/images/ppc_dens_overlay-rstanarm.png width=50%/>
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```r
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# also works nicely with piping
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```
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<img src=https://github.com/stan-dev/bayesplot/blob/master/images/ppc_stat_grouped-rstanarm.png width=50%/>
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<img src=https://raw.githubusercontent.com/stan-dev/bayesplot//master/images/ppc_stat_grouped-rstanarm.png width=50%/>
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```r
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# with rstan demo model
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p + facet_text(size = 15)
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```
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<img src=https://github.com/stan-dev/bayesplot/blob/master/images/mcmc_trace-rstan.png width=50% />
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<img src=https://raw.githubusercontent.com/stan-dev/bayesplot//master/images/mcmc_trace-rstan.png width=50% />
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```r
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# scatter plot also showing divergences
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)
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```
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<img src=https://github.com/stan-dev/bayesplot/blob/master/images/mcmc_scatter-rstan.png width=50% />
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<img src=https://raw.githubusercontent.com/stan-dev/bayesplot//master/images/mcmc_scatter-rstan.png width=50% />
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```r
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color_scheme_set("red")
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np <- nuts_params(fit2)
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mcmc_nuts_energy(np) + ggtitle("NUTS Energy Diagnostic")
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```
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<img src=https://github.com/stan-dev/bayesplot/blob/master/images/mcmc_nuts_energy-rstan.png width=50% />
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<img src=https://raw.githubusercontent.com/stan-dev/bayesplot//master/images/mcmc_nuts_energy-rstan.png width=50% />
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```r
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# another example with rstanarm
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grid_lines(color = "white")
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```
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<img src=https://github.com/stan-dev/bayesplot/blob/master/images/ppc_intervals-rstanarm.png width=55% />
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<img src=https://raw.githubusercontent.com/stan-dev/bayesplot//master/images/ppc_intervals-rstanarm.png width=55% />

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