R Observatory: Metrics for shinymodels version 0.1.1

Balamuta, James Joseph

doi:10.5281/zenodo.21843040

shinymodels

0.1.1

Interactive Assessments of Models

0packages depend

3.2Kdownloads / year

3.3%test coverage

13/13checks pass

Overview

About

Maintained by Simon CouchFirst published 2021-11-172 releasesCRAN page ↗GitHub ↗

Launch a 'shiny' application for 'tidymodels' results. For classification or regression models, the app can be used to determine if there is lack of fit or poorly predicted points.

Install

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

install.packages("shinymodels", 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("tidymodels/shinymodels")

Development version from tidymodels/shinymodels. 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-shinymodels

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-shinymodels

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-shinymodels

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

Health

CRAN checks

13OK

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

Code health

Yes

Tests · ratio 0.82

3.3%

Coverage · measured lines

96%

Documentation · exports

19

Dependencies · direct

Check history

OK2026-08-04
13 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE
NOTE2026-08-01
12 OK · 1 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE
OK2026-06-09
13 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE
ERROR2026-06-08
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 · 306 wordsVignettesNopkgdown siteNoNEWSYes · 100% structuredCode of conductNoContributing guideNo

Examples that run: 100%
Documented parameters: 100%
Return-value docs: 96%
References docs: 0%

Downloads

3.2K

CRAN downloads in the past year

Rank #12,348 · ~9/day · ~269/mo

Releases R versions

Daily download trend is not available in this view yet.

18530 days

81490 days

3.2K1 year

Compare downloads with other packages →

Also on124 r2u14 autocran839 conda_forge

Repository

GitHub ↗ tidymodels/shinymodels

50Stars

7Forks

3Open issues

2Open PRs

2Releases

146Commits

8Contributors

rrstatsr-packageshiny

146 commits · Last activity 2025-10-22 · 0% stars, 30d

Stars over time

2025-01-25 · 482026-07-07 · 50

Repository practices

Upstream repositoryBeta

5 development-tooling and community-health practices detected across 5 families in the upstream repository

Checks run against github.com/tidymodels/shinymodels on 2026-08-09.

Continuous integration (1)

GitHub Actions

CRAN release process (1)

cran-comments.md

Docs source (1)

README.Rmd

Lint, format, editor (1)

RStudio project

Show all practices

Coverage (1)

Codecov

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

Dependencies

Declared dependencies

29 external dependencies (excludes base and recommended)

Depends (2)

R >= 2.10ggplot2

Imports (18)

dplyr DT generics glue htmltools magrittr parsnip plotly purrr rlang scales shiny shinydashboardstatstidyr tidyselect tune yardstick

LinkingTo (0)

none

Suggests (11)

covr finetune knitr markdown modeldata rmarkdown shinytest spelling testthat vdiffr withr

Enhances (0)

none

Dependency license breakdown →

Reverse dependencies

0direct

0indirect

Nothing depends on this yet.

Code & Tests

People & History

People (5)

Maintainer (1)

Simon Couch

Author, Maintainer · added in 0.1.1

Authors (4)

Simon Couch

Author, Maintainer · added in 0.1.1

Shisham Adhikari

Author

Max Kuhn

Author

Julia Silge

Author

Copyright holders (1)

Posit Software, PBC

Copyright holder, Funder · added in 0.1.1

Funders (1)

Posit Software, PBC

Copyright holder, Funder · added in 0.1.1

Listed in earlier versions (1)

RStudio

no longer listed · 0.1.0

Package Timeline

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

R
R 4.6.0 released · 2026-04-24
R
R 4.5.0 released · 2025-04-11
R
R 4.4.0 released · 2024-04-24
0.1.1Latest
2024-01-31 · current release · diff ↗
R
R 4.3.0 released · 2023-04-21
R
R 4.2.0 released · 2022-04-22
0.1.0
2021-11-17
R
R 4.1.0 released · 2021-05-18

Package metadata

First published: 2021-11-17
Total releases: 2 / 5 yrs
License: MIT + file LICENSE OSI
Minimum R: ≥ 2.10
Bundled data: 389 KB / 5 files
Download size: 1.2 MB
Installed size: not tracked yet
With dependencies: not tracked yet

Cite

Cite this package

Run in R for the authors' preferred citation:

citation("shinymodels")

Format

Couch, S., Posit Software, PBC, Adhikari, S., Kuhn, M., & Silge, J. (2024). shinymodels: Interactive Assessments of Models (Version 0.1.1) [Computer software]. https://doi.org/10.32614/CRAN.package.shinymodels

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 shinymodels version 0.1.1 [Data set]. HJJB, LLC. Data release v2026-08-15. https://doi.org/10.5281/zenodo.21843040

From data release v2026-08-15, which the citation names so these numbers can be found later. More on citing and the projects behind them.

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