R Observatory: Metrics for bmco version 0.1.0

Balamuta, James Joseph

doi:10.5281/zenodo.21843040

bmco

0.1.0

Bayesian Analysis for Multivariate Categorical Outcomes

0packages depend

2.4Kdownloads / year

45.7%test coverage

13/13checks pass

Overview

About

Maintained by Xynthia KavelaarsFirst published 2026-03-101 releasesCRAN page ↗GitHub ↗

Provides Bayesian methods for comparing groups on multiple binary outcomes. Includes basic tests using multivariate Bernoulli distributions, subgroup analysis via generalized linear models, and multilevel models for clustered data. For statistical underpinnings, see Kavelaars, Mulder, and Kaptein (2020) doi:10.1177/0962280220922256, Kavelaars, Mulder, and Kaptein (2024) doi:10.1080/00273171.2024.2337340, and Kavelaars, Mulder, and Kaptein (2023) doi:10.1186/s12874-023-02034-z. An interactive shiny app to perform sample size computations is available.

Install

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

install.packages("bmco", 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("XynthiaKavelaars/bmco")

Development version from XynthiaKavelaars/bmco. 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-bmco

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-bmco

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-bmco

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

Health

CRAN checks

13OK

Slowest check: 30.1 min · r-release-macos-x86_64

Code health

Yes

Tests · ratio 0.74

45.7%

Coverage · measured lines

100%

Documentation · exports

8

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
OK2026-03-10
4 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE

Documentation

READMEYes · 83 wordsVignettesYes · dynamicpkgdown siteNoNEWSYes · 67% structuredCode of conductNoContributing guideNo

Examples that run: 89%
Documented parameters: 97%
Return-value docs: 100%
References docs: 9%

Downloads

2.4K

CRAN downloads in the past year

Rank #8,923 · ~7/day · ~203/mo

Releases R versions

Daily download trend is not available in this view yet.

16330 days

1K90 days

2.4K1 year

Compare downloads with other packages →

Also on61 r2u21 autocran

Repository

GitHub ↗ xynthiakavelaars/bmco

1Stars

0Forks

0Open issues

0Open PRs

0Releases

21Commits

1Contributors

License GPL-3.0 · 21 commits · Last activity 2026-04-22 · 0% stars, 30d

Stars over time

2026-03-10 · 12026-07-07 · 1

Repository practices

Upstream repositoryBeta

3 development-tooling and community-health practices detected across 3 families in the upstream repository

Checks run against github.com/xynthiakavelaars/bmco on 2026-08-16.

Continuous integration (1)

GitHub Actions

Reproducibility and dev environment (1)

data-raw/

Lint, format, editor (1)

RStudio project

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

Dependencies

Declared dependencies

10 external dependencies (excludes base and recommended)

Depends (1)

R >= 3.5

Imports (8)

abind coda MCMCpack msm pgdrawtcltkRdpackstats

LinkingTo (0)

none

Suggests (4)

knitr rmarkdown testthat RefManageR

Enhances (0)

none

Dependency license breakdown →

Reverse dependencies

0direct

0indirect

Nothing depends on this yet.

Code & Tests

Datasets

People & History

People (4)

Maintainer (1)

Xynthia Kavelaars

Author, Maintainer

Authors (1)

Xynthia Kavelaars

Author, Maintainer

Funders (1)

Dutch Research Council

Funder

Other (2)

Maurits Kaptein

Thesis advisor

Joris Mulder

Thesis advisor

Package Timeline

1 release. R releases are shown for context.

R
R 4.6.0 released · 2026-04-24
0.1.0Latest
2026-03-10 · current release
R
R 4.5.0 released · 2025-04-11

Package metadata

First published: 2026-03-10
Total releases: 1 / 1 yrs
License: GPL (>= 3) OSI
Minimum R: ≥ 3.5
Bundled data: 3.2 MB / 4 files
Download size: 3.4 MB
Installed size: not tracked yet
With dependencies: not tracked yet

Cite

Cite this package

Run in R for the authors' preferred citation:

citation("bmco")

Format

Kavelaars, X., Dutch Research Council, Kaptein, M., & Mulder, J. (2026). bmco: Bayesian Analysis for Multivariate Categorical Outcomes (Version 0.1.0) [Computer software]. https://doi.org/10.32614/CRAN.package.bmco

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 bmco version 0.1.0 [Data set]. HJJB, LLC. Data release v2026-08-16. https://doi.org/10.5281/zenodo.21843040

From data release v2026-08-16, which the citation names so these numbers can be found later. More on citing and the projects behind them.

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