R Observatory: Metrics for posterior version 1.7.0

Balamuta, James Joseph

doi:10.5281/zenodo.21843040

posterior

1.7.0

Tools for Working with Posterior Distributions

113packages depend

6.4Mdownloads / year

95.3%test coverage

13/13checks pass

Overview

About

Maintained by Paul-Christian BürknerFirst published 2021-07-1314 releasesCRAN page ↗GitHub ↗

Provides useful tools for both users and developers of packages for fitting Bayesian models or working with output from Bayesian models. The primary goals of the package are to: (a) Efficiently convert between many different useful formats of draws (samples) from posterior or prior distributions. (b) Provide consistent methods for operations commonly performed on draws, for example, subsetting, binding, or mutating draws. (c) Provide various summaries of draws in convenient formats. (d) Provide lightweight implementations of state of the art posterior inference diagnostics. References: Vehtari et al. (2021) doi:10.1214/20-BA1221.

Install

R (CRAN)pak (dev)Ubuntu (r2u)Fedora (COPR)openSUSE (OBS)

install.packages("posterior", repos = "https://cloud.r-project.org/")

Installs the current CRAN release. Prebuilt binaries on Windows and macOS.

if (!requireNamespace("pak", quietly = TRUE))
  install.packages("pak", repos = "https://cloud.r-project.org/")
pak::pak("stan-dev/posterior")

Development version from stan-dev/posterior. Installs pak first if it is not already available.

Release

# enable cranapt (r2u) if it is not already set up, then install
grep -rqs r2u.stat.illinois.edu /etc/apt/sources.list /etc/apt/sources.list.d/ \
  || curl -fsSL https://raw.githubusercontent.com/eddelbuettel/r2u/master/inst/scripts/add_cranapt_noble.sh | sudo bash
sudo apt install -y r-cran-posterior

Fast Ubuntu binaries via r2u (no compilation). The cranapt setup runs once and is skipped when it is already enabled.

bspm (used by r2u) also needs make: sudo apt install make

# enable the iucar/cran COPR if it is not already present, then install
ls /etc/yum.repos.d/*iucar*cran*.repo >/dev/null 2>&1 \
  || sudo dnf copr enable -y iucar/cran
sudo dnf install -y R-CRAN-posterior

RPMs from the iucar/cran COPR, rebuilt from CRAN.

For install.packages() integration in R, also: sudo dnf install R-CoprManager

# add the autoCRAN OBS repo (Tumbleweed) if it is missing, then install
zypper -q lr | grep -qi autoCRAN \
  || sudo zypper addrepo https://download.opensuse.org/repositories/devel:/languages:/R:/autoCRAN/openSUSE_Tumbleweed/devel:languages:R:autoCRAN.repo
sudo zypper install -y R-posterior

RPMs auto-built from CRAN on openSUSE OBS (Tumbleweed).

Health

CRAN checks

13OK

Slowest check: 4.7 min · r-oldrel-windows-x86_64

Code health

Yes

Tests · ratio 0.58

95.3%

Coverage · measured lines

97%

Documentation · exports

12

Dependencies · direct

Check history

OK2026-08-05
13 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE
NOTE2026-08-01
12 OK · 1 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE
OK2026-06-24
13 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE
ERROR2026-06-14
12 OK · 0 NOTE · 0 WARNING · 1 ERROR · 0 FAILURE
OK2026-03-10
14 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE

Documentation

READMEYes · 1,395 wordsVignettesYes · dynamicpkgdown siteNoNEWSYes · 100% structuredCode of conductNoContributing guideNo

Examples that run: 99%
Documented parameters: 98%
Return-value docs: 96%
References docs: 25%

Downloads

6.4M

CRAN downloads in the past year

Rank #85 · ~17.5K/day · ~531.7K/mo

Releases R versions

Daily download trend is not available in this view yet.

785.9K30 days

2.4M90 days

6.4M1 year

Compare downloads with other packages →

Also on15.4K r2u19 autocran19.5K conda_forge312 c2d4u

Repository

GitHub ↗ stan-dev/posterior

171Stars

25Forks

61Open issues

10Open PRs

11Releases

1,378Commits

22Contributors

r-packagebayesianmcmcbayes

1,378 commits · Last activity 2026-08-04 · 0% stars, 30d

Stars over time

2025-08-13 · 1682026-08-16 · 171

Repository practices

Upstream repositoryBeta

6 development-tooling and community-health practices detected across 6 families in the upstream repository

Checks run against github.com/stan-dev/posterior on 2026-08-16.

Continuous integration (1)

GitHub Actions

Docs source (1)

README.Rmd

Automation and maintenance (1)

Dependabot

Lint, format, editor (1)

RStudio project

Show all practices

Coverage (1)

Codecov

Governance and community (1)

Funding

How this is detected·Detection ruleset v1 (2026-07-18)

Dependencies

Declared dependencies

20 external dependencies (excludes base and recommended)

Depends (1)

R >= 3.2.0

Imports (12)

methodsabind checkmate rlangstatstibble (>= 3.1.0)vctrs tensorA pillar distributionalparallelmatrixStats

LinkingTo (0)

none

Suggests (11)

testthat caret gbm randomForest e1071 dplyr tidyr knitr ggplot2 ggdist rmarkdown

Enhances (0)

none

Dependency license breakdown →

Reverse dependencies

113direct

283indirect

and 65 more packages.

Code & Tests

People & History

People (11)

Maintainer (1)

Paul-Christian Bürkner

Author, Maintainer

Authors (4)

Paul-Christian Bürkner

Author, Maintainer

Jonah Gabry

Author

Matthew Kay

Author

Aki Vehtari

Author

Contributors (7)

Ozan Adıgüzel

Contributor

Noa Kallioinen

Contributor · added in 1.6.0

Contributor

Contributor

Contributor

Contributor · added in 1.7.0

Rok Češnovar

Contributor

Package Timeline

14 releases. Pick two to compare their code metrics. R releases are shown for context.

R
R 4.6.0 released · 2026-04-24
1.7.0Latest
2026-04-01 · current release · diff ↗
R
R 4.5.0 released · 2025-04-11
1.6.1
2025-02-27 · diff ↗
1.6.0
2024-07-04 · diff ↗
R
R 4.4.0 released · 2024-04-24
1.5.0
2023-10-31 · diff ↗
R
R 4.3.0 released · 2023-04-21
1.4.1
2023-03-14 · diff ↗
1.4.0
2023-02-22 · diff ↗
1.3.1
2022-09-06 · diff ↗
1.3.0
2022-08-15 · diff ↗
1.2.2
2022-06-10 · diff ↗
R
R 4.2.0 released · 2022-04-22
1.2.1
2022-03-07 · diff ↗
1.2.0
2022-01-05 · diff ↗

Show 4 earlier events

1.1.0
2021-09-09 · diff ↗
1.0.1
2021-07-14 · diff ↗
1.0.0
2021-07-13
R
R 4.1.0 released · 2021-05-18

Package metadata

First published: 2021-07-13
Total releases: 14 / 5 yrs
License: BSD_3_clause + file LICENSE OSI
Minimum R: ≥ 3.2.0
Download size: 398 KB
Installed size: not tracked yet
With dependencies: not tracked yet

Cite

Cite this package

Run in R for the authors' preferred citation:

citation("posterior")

Format

Bürkner, P., Adıgüzel, O., Gabry, J., Kallioinen, N., Kay, M., Lambert, B., Magnusson, M., Socolar, J., Säilynoja, T., Vehtari, A., & Češnovar, R. (2026). posterior: Tools for Working with Posterior Distributions (Version 1.7.0) [Computer software]. https://doi.org/10.32614/CRAN.package.posterior

This is what citation() produces when a package has no citation file of its own. If it prints something else, use that.

Cite the R Observatory

For a number measured here: a download total, a coverage figure, an archival date.

Format

APA

Balamuta, J. J. (2026). R Observatory: Metrics for posterior version 1.7.0 [Data set]. HJJB, LLC. Data release v2026-08-18. https://doi.org/10.5281/zenodo.21843040

From data release v2026-08-18, which the citation names so these numbers can be found later. More on citing and the projects behind them.

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