R Observatory: Metrics for mverse version 0.2.3

Balamuta, James Joseph

doi:10.5281/zenodo.21843040

mverse

0.2.3Package record

Tidy Multiverse Analysis Made Simple

0packages depend

3.4Kdownloads / year

82.6%test coverage

13/13flavors OK

Overview

About

Maintained by Michael Jongho MoonCRAN page ↗GitHub ↗Website ↗

Extends 'multiverse' package (Sarma A., Kale A., Moon M., Taback N., Chevalier F., Hullman J., Kay M., 2021) doi:10.31219/osf.io/yfbwm, which allows users perform to create explorable multiverse analysis in R. This extension provides an additional level of abstraction to the 'multiverse' package with the aim of creating user friendly syntax to researchers, educators, and students in statistics. The 'mverse' syntax is designed to allow piping and takes hints from the 'tidyverse' grammar. The package allows users to define and inspect multiverse analysis using familiar syntax in R.

Changes in 0.2.3

Minor patch

Updated vignette to explicitly specify ggplot labels in preparation for the

upcoming ggplot2 update.

From NEWS.md in the release

Install

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

install.packages("mverse", 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("mverseanalysis/mverse")

Development version from mverseanalysis/mverse. 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-mverse

Fast Ubuntu binaries via r2u (no compilation). The cranapt setup runs once and is skipped when it is already enabled. We list this channel from recorded r2u download activity rather than from a live index of the repository, so treat it as last known rather than guaranteed.

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-mverse

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-mverse

RPMs auto-built from CRAN on openSUSE OBS (Tumbleweed). We list this channel from recorded autoCRAN download activity rather than from a live index of the repository, so treat it as last known rather than guaranteed.

Health

CRAN checks

13OK

CRAN check page ↗

Slowest check: 4.6 min · r-oldrel-windows-x86_64

Status changes

OK13 OK2026-08-05
NOTE12 OK, 1 NOTE2026-08-01
OK13 OK2026-06-09
ERROR12 OK, 1 ERROR2026-06-08
OK14 OK2026-03-10

Advisories

none known

How this is measured·How advisories are found

Documentation

In release 0.2.3

README· In the repository, left out of the releaseVignettesYes · 3 · dynamicNEWSYes · 100% structured · mentions 0.2.3Citation fileYes · software entry onlyWebsiteYes · pkgdown

Help pages: 26 (1 internal)
Examples that run: 81%17 run in a plain check · 4 only when donttest examples are enabled (R CMD check --as-cran)
Exported functions with examples: 91%
Documented parameters: 100%
Return-value docs: 100%
Help pages citing references: 4% with a bibliography file

Vignettes (3)

How these are measured

Downloads

3.4K

CRAN downloads in the past year

Rank #14,551 · ~9/day · ~286/mo

Releases R versions

Daily download trend is not available in this view yet.

34730 days

81690 days

3.4K1 year

Compare downloads with other packages →

Also on113 r2u5 autocran

How downloads are counted

Repository

mverseanalysis/mverse ↗Organization: mverseanalysis

8Stars

1Forks

1Open issues

0Open PRs

3Releases

284Commits

7Commit identities

284 commits · Last activity 2025-08-26 · 0% stars, 30d

Responsiveness

How these are sampled

PRs merged (all time): 96%
Median days to close, 50 most recently updated closed issues: 136
Median days to close, 50 most recently updated closed PRs: 0

Stars over time

2023-08-24 · 62026-07-16 · 8

How these are measured

PracticesBeta

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

Checks run against github.com/mverseanalysis/mverse on 2026-10-18.

Continuous integration (2)

GitHub ActionsR CMD check workflow

The R CMD check workflow runs on Linux

Docs source (4)

README.Rmdpkgdown

GitHub Pages site last deployed 2025-08-26 · The repository has a site deploy workflow

pkgdown site last built 2025-08-26

Coverage (1)

Coverage reporting (Codecov)

Reproducibility and dev environment (1)

data-raw/

Show all practicesHide 2 practices

CRAN release process (1)

cran-comments.md

Lint, format, editor (2)

Lint workflowRStudio project

How this is detected·Detection ruleset v3 (2026-09-26)

Dependencies

Declared dependencies

23 external dependencies (excludes base and recommended)

Installing mverse adds 87 packages (42 with compiled code, 63 MB of source tarballs). Heaviest: stringi 11 MB, ggplot2 6.0 MB, igraph 4.8 MB.

Depends (2)

R >= 3.6multiverse

Imports (14)

Rdpack magrittr rlang dplyr tidyr tidyselect stringrstatsutilsbroom igraph ggraph ggplot2 ggupset

LinkingTo (0)

none

Suggests (12)

methodstibble purrr scalesMASStestthat pkgdown covr knitr rmarkdown kableExtra spelling

Enhances (0)

none

Dependency license breakdown →

Reverse dependencies

0direct

0indirect

Nothing depends on this yet.

How these are counted

Code & Tests

Datasets

People & History

People (6)

Michael Jongho Moon

Author, Maintainer since 0.1.0 (2022)

Author

Author

Author

Author

Contributor

Releases (5)

Pick two releases to compare their code metrics.

R
R 4.6.0 released · 2026-04-24
0.2.3Latest
record
2025-08-26 · current release · diff ↗
0.2.2
record
2025-06-21 · diff ↗
0.2.1
record
2025-06-12 · diff ↗
unarchivedReturned to CRAN
2025-04-24
0.2.0
record
2025-04-24 · diff ↗ ·
removed 1 export
ttest_mverse

added 2 exports
spec_summary, t_test_mverse
R
R 4.5.0 released · 2025-04-11
archivedRemoved from CRAN
2024-11-02
issues were not corrected in time
R
R 4.4.0 released · 2024-04-24
R
R 4.3.0 released · 2023-04-21
0.1.0
record
2022-05-23
R
R 4.2.0 released · 2022-04-22

Package metadata

First published: 2022-05-23
Total releases: 5 / 4 yrs
License: GPL (>= 3) OSI
Minimum R: ≥ 3.6
Bundled data: 1.4 MB / 2 files
Download size: 2.7 MB

Cite

Cite this package

Run in R for the authors' entry:

citation("mverse")

The package provides a citation file, so citation() returns the authors' own entry.

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 mverse version 0.2.3 [Data set]. HJJB, LLC. Data release v2026-10-21. https://doi.org/10.5281/zenodo.21843040

From data release v2026-10-21, which the citation names so these numbers can be found later. More on citing and the projects behind them.

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