R Observatory: Metrics for modelStudio version 3.1.2

Balamuta, James Joseph

doi:10.5281/zenodo.21843040

modelStudio

3.1.2

Interactive Studio for Explanatory Model Analysis

1packages depend

7.5Kdownloads / year

91.7%test coverage

13/13checks pass

Overview

About

Maintained by Hubert BanieckiFirst published 2019-09-0318 releasesCRAN page ↗GitHub ↗

Automate the explanatory analysis of machine learning predictive models. Generate advanced interactive model explanations in the form of a serverless HTML site with only one line of code. This tool is model-agnostic, therefore compatible with most of the black-box predictive models and frameworks. The main function computes various (instance and model-level) explanations and produces a customisable dashboard, which consists of multiple panels for plots with their short descriptions. It is possible to easily save the dashboard and share it with others. modelStudio facilitates the process of Interactive Explanatory Model Analysis introduced in Baniecki et al. (2023) doi:10.1007/s10618-023-00924-w.

Install

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

install.packages("modelStudio", 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("ModelOriented/modelStudio")

Development version from ModelOriented/modelStudio. 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-modelstudio

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-modelStudio

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-modelStudio

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

Health

CRAN checks

13OK

Slowest check: 6.8 min · r-oldrel-windows-x86_64

Code health

Yes

Tests · ratio 0.34

91.7%

Coverage · measured lines

100%

Documentation · exports

7

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
OK2026-07-18
13 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE
ERROR2026-07-11
11 OK · 0 NOTE · 0 WARNING · 2 ERROR · 0 FAILURE
OK2026-03-10
14 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE

Documentation

READMENoVignettesYes · dynamicpkgdown siteNoNEWSYes · 100% structuredCode of conductNoContributing guideNo

Examples that run: 80%
Documented parameters: 100%
Return-value docs: 100%
References docs: 83%

Downloads

7.5K

CRAN downloads in the past year

Rank #7,621 · ~21/day · ~629/mo

Releases R versions

Daily download trend is not available in this view yet.

30230 days

1.1K90 days

7.5K1 year

Compare downloads with other packages →

Also on113 r2u17 autocran852 conda_forge

Repository

GitHub ↗ modeloriented/modelstudio

333Stars

32Forks

3Open issues

0Open PRs

14Releases

361Commits

6Contributors

xaiimlinterpretabilityinterpretable-machine-learningexplanatory-model-analysisexplainable-aiexplainable-machine-learningmodel-visualization

License GPL-3.0 · 361 commits · Last activity 2023-08-31 · 0% stars, 30d

Stars over time

2025-07-30 · 3302026-07-07 · 333

Repository practices

Upstream repositoryBeta

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

Checks run against github.com/modeloriented/modelstudio on 2026-08-16.

Continuous integration (1)

GitHub Actions

Reproducibility and dev environment (1)

data-raw/

Coverage (1)

Codecov

Governance and community (1)

Funding

Show all practices

Git structural (1)

.gitattributes

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

Dependencies

Declared dependencies

14 external dependencies (excludes base and recommended)

Depends (1)

R >= 3.6

Imports (7)

DALEX ingredients iBreakDown (>= 2.0.1)r2d3 jsonlite progress digest

LinkingTo (0)

none

Suggests (7)

parallelMap ranger xgboost knitr rmarkdown testthat spelling

Enhances (0)

none

Dependency license breakdown →

Reverse dependencies

1direct

0indirect

fastml

Code & Tests

Datasets

People & History

People (3)

Maintainer (1)

Hubert Baniecki

Author, Maintainer

Authors (2)

Hubert Baniecki

Author, Maintainer

Przemyslaw Biecek

Author

Contributors (1)

Piotr Piatyszek

Contributor · added in 2.0.0

Package Timeline

18 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
R
R 4.3.0 released · 2023-04-21
3.1.2Latest
2023-02-21 · current release · diff ↗
R
R 4.2.0 released · 2022-04-22
3.1.0
2022-03-05 · diff ↗
3.0.0
2021-07-13 · diff ↗
R
R 4.1.0 released · 2021-05-18
2.1.2
2021-04-20 · diff ↗
2.1.1
2021-01-07 · diff ↗
2.1.0
2020-11-22 · diff ↗
2.0.0
2020-09-10 · diff ↗
1.2.0
2020-07-15 · diff ↗
1.1.0
2020-05-09 · diff ↗
R
R 4.0.0 released · 2020-04-24

Show 10 earlier events

1.0.2
2020-04-13 · diff ↗
1.0.1
2020-03-13 · diff ↗
1.0.0
2020-03-12 · diff ↗
0.3.0
2020-02-20 · diff ↗
0.2.1
2020-01-21 · diff ↗
0.2.0
2020-01-13 · diff ↗
0.1.9
2019-11-03 · diff ↗
0.1.7
2019-09-05 · diff ↗
0.1.6
2019-09-03
R
R 3.6.0 released · 2019-04-26

Package metadata

First published: 2019-09-03
Total releases: 18 / 7 yrs
License: GPL-3 OSI
Minimum R: ≥ 3.6
Bundled data: 27 KB / 2 files
Download size: 298 KB
Installed size: not tracked yet
With dependencies: not tracked yet

Cite

Cite this package

Run in R for the authors' preferred citation:

citation("modelStudio")

Format

Baniecki, H., Biecek, P., & Piatyszek, P. (2023). modelStudio: Interactive Studio for Explanatory Model Analysis (Version 3.1.2) [Computer software]. https://doi.org/10.32614/CRAN.package.modelStudio

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 modelStudio version 3.1.2 [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.

Report a problem with this page →