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---
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title: "*Statistical rethinking* with brms, ggplot2, and the tidyverse: Second edition"
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subtitle: "version 0.1.0"
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subtitle: "version 0.1.1"
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author: ["A Solomon Kurz"]
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date: "`r Sys.Date()`"
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site: bookdown::bookdown_site
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This ebook is based on the second edition of [Richard McElreath](https://twitter.com/rlmcelreath)'s [-@mcelreathStatisticalRethinkingBayesian2020] text, [*Statistical rethinking: A Bayesian course with examples in R and Stan*](https://xcelab.net/rm/statistical-rethinking/). My contributions show how to fit the models he covered with [Paul Bürkner](https://twitter.com/paulbuerkner)'s [**brms** package](https://github.com/paul-buerkner/brms)[@R-brms; @burknerBrmsPackageBayesian2017; @burknerAdvancedBayesianMultilevel2018], which makes it easy to fit Bayesian regression models in **R**[@R-base] using Hamiltonian Monte Carlo. I also prefer plotting and data wrangling with the packages from the [**tidyverse**](http://style.tidyverse.org)[@R-tidyverse; @wickhamWelcomeTidyverse2019]. So we'll be using those methods, too.
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## Caution: Work in progress {-}
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## We have updates {-}
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After chipping away at mini releases of partial drafts, welcome to version 0.1.0! This is the first "full length" draft of this book. I say "full length" in quotes because although we have chapters corresponding to all the 17 chapters in McElreath's source material, some areas could use a little fleshing out. The sections I'm particularly anxious to improve are
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For a brief rundown of the version history, we have:
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### Version 0.1.0. {-}
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I released the 0.1.0 version of this project in November 24, 2020. It was the first full-length and nearly complete draft including material from all the 17 chapters in McElreath's source material. All **brms** models were fit with version 2.14.0+.
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### Version 0.1.1. {-}
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Welcome to version 0.1.1! This is a mini update designed to
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* fix code breaks resulting from updates to the [**broom** package](https://CRAN.R-project.org/package=broom)[@R-broom], caught by [Jenny Bigman](https://twitter.com/jennybigman);
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* replace the soon-to-be retired `sample_n()` code with `slice_sample()`, caught by [Randall Pruim](https://github.com/rpruim);
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* and correct a few typos along the way.
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### We're not done yet and I could use your help. {-}
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Some areas of the book could use some fleshing out. The sections I'm particularly anxious to improve are
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*[4.6][~~Summary~~ B-splines with **brms**], which introduces the **brms** approach to b-splines;
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*[15.3][Categorical errors and discrete absences], which may someday include a **brms** workflow for categorical missing data;
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*[16.2.3][Coding the statistical model.], which contains a mixture model that McElreath fit directly in Stan and I suspect may be possible in **brms** with a custom likelihood; and
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*[16.4.2][The statistical model.], which contains an ordinary differential equation model that McElreath fit directly in Stan and I suspect may be possible in **brms**, but is beyond my current skill set.
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If you have insights on how to improve any of these sections, please share your thoughts on GitHub at [https://github.com/ASKurz/Statistical_Rethinking_with_brms_ggplot2_and_the_tidyverse_2_ed/issues](https://github.com/ASKurz/Statistical_Rethinking_with_brms_ggplot2_and_the_tidyverse_2_ed/issues).
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If you have insights on how to improve any of these sections, please share your thoughts on GitHub at [https://github.com/ASKurz/Statistical_Rethinking_with_brms_ggplot2_and_the_tidyverse_2_ed/issues](https://github.com/ASKurz/Statistical_Rethinking_with_brms_ggplot2_and_the_tidyverse_2_ed/issues). The contribution guidelines for this book are listed at [https://github.com/ASKurz/Statistical_Rethinking_with_brms_ggplot2_and_the_tidyverse_2_ed/blob/master/CONTRIBUTING.md](https://github.com/ASKurz/Statistical_Rethinking_with_brms_ggplot2_and_the_tidyverse_2_ed/blob/master/CONTRIBUTING.md).
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## Thank-you's are in order {-}
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