R Observatory: Metrics for mupet version 0.1.0

Balamuta, James Joseph

doi:10.5281/zenodo.21843040

mupet

0.1.0Package record

Multiclass Performance Evaluation Toolkit

0packages depend

1.6Kdownloads / year

100.0%test coverage

13/13flavors OK

Overview

About

Maintained by Aymeric StammCRAN page ↗GitHub ↗Website ↗Issues ↗

Implementation of custom 'tidymodels' metrics for multi-class prediction models with a single negative class. Currently are implemented macro-average sensitivity and specificity as in Mortaz, Ebrahim (2020) "Imbalance accuracy metric for model selection in multi-class imbalance classification problems” doi:10.1016/j.knosys.2020.106490 and a generalized weighted Youden index as in Li, D.L., Shen F., Yin Y., Peng J.X and Chen P.Y. (2013) “Weighted Youden index and its two-independent-sample comparison based on weighted sensitivity and specificity” doi:10.3760/cma.j.issn.0366-6999.20123102.

Changes in 0.1.0

Implementation of custom 'tidymodels' metrics for multi-class

prediction models with a single negative class. Currently are implemented:

macro-average sensitivity through macro_average_sensitivity();
macro-average specificity through macro_average_specificity();
a generalized weighted Youden index through weighted_youden_index().

From NEWS.md in the release

Install

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

install.packages("mupet", 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("astamm/mupet")

Development version from astamm/mupet. 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-mupet

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-mupet

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-mupet

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: 52 s · r-devel-windows-x86_64

Status changes

OK13 OK2026-08-05
NOTE12 OK, 1 NOTE2026-08-01
OK14 OK2026-03-10

Advisories

none known

How this is measured·How advisories are found

Documentation

In release 0.1.0

READMEYes · 80 wordsVignettesNoNEWSYes · 67% structured · mentions 0.1.0Citation fileNoWebsiteYes · pkgdown

Help pages: 3
Examples that run: 100%3 run in a plain check
Exported functions with examples: 100%
Documented parameters: 100%
Return-value docs: 100%
Help pages citing references: 0%

How these are measured

Downloads

1.6K

CRAN downloads in the past year

Rank #23,530 · ~4/day · ~137/mo

Releases R versions

Daily download trend is not available in this view yet.

23730 days

55490 days

1.6K1 year

Compare downloads with other packages →

Also on50 r2u4 autocran

How downloads are counted

Repository

astamm/mupet ↗Account: astamm

0Stars

1Forks

0Open issues

0Open PRs

0Releases

11Commits

1Commit identities

11 commits · Last activity 2026-01-16

Responsiveness

not measured

How these are measured

PracticesBeta

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

Checks run against github.com/astamm/mupet on 2026-10-21.

Continuous integration (2)

GitHub ActionsR CMD check workflow

The R CMD check workflow runs on Linux, macOS and Windows, and on R-devel

Governance and community (4)

Code of conductContributing guideIssue templatesSupport guide

Docs source (4)

README.Rmdpkgdown

GitHub Pages site last deployed 2026-01-16 · The repository has a site deploy workflow

pkgdown site last built 2026-01-16, before release 0.1.0 (2026-01-21)

Coverage (1)

Coverage reporting (Codecov)

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 v4 (2026-10-20)

Dependencies

Declared dependencies

3 external dependencies (excludes base and recommended)

Installing mupet adds 18 packages (11 with compiled code, 7.5 MB of source tarballs). Heaviest: yardstick 1.6 MB, vctrs 1.0 MB, dplyr 902 KB.

Depends (0)

none

Imports (2)

rlang yardstick

LinkingTo (0)

none

Suggests (1)

testthat

Enhances (0)

none

Dependency license breakdown →

Reverse dependencies

0direct

0indirect

Nothing depends on this yet.

How these are counted

Code & Tests

People & History

People (3)

Aymeric Stamm

Author, Maintainer since 0.1.0 (2026)

Lise Bellanger

Author

Manon Simonot

Author

Releases (1)

R
R 4.6.0 released · 2026-04-24
0.1.0Latest
record
2026-01-21 · current release
R
R 4.5.0 released · 2025-04-11

Package metadata

First published: 2026-01-21
Total releases: 1 / 1 yrs
License: MIT + file LICENSE OSI
Download size: 23 KB

Cite

Cite this package

Run in R for the authors' preferred citation:

citation("mupet")

Format

Stamm, A., Bellanger, L., & Simonot, M. (2026). mupet: Multiclass Performance Evaluation Toolkit (Version 0.1.0) [Computer software]. https://doi.org/10.32614/CRAN.package.mupet

This package has no citation file, so citation() returns this entry built from DESCRIPTION.

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 mupet version 0.1.0 [Data set]. HJJB, LLC. Data release v2026-10-25. https://doi.org/10.5281/zenodo.21843040

From data release v2026-10-25, which the citation names so these numbers can be found later. More on citing and the projects behind them.

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