R Observatory: Metrics for modelStudio version 3.1.2

Balamuta, James Joseph

doi:10.5281/zenodo.21843040

modelStudio

3.1.2Package record

Interactive Studio for Explanatory Model Analysis

0packages dependsuggested by 1

6.3Kdownloads / year

91.7%test coverage

13/13flavors OK

Overview

About

Maintained by Hubert BanieckiCRAN page ↗GitHub ↗Website ↗Issues ↗

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.

Changes in 3.1.2

added new parameter to modelStudio(): open_plots = c("fi"), which is a vector listing plots to be initially opened (and on which positions) (#112)
fixed future warning with DALEX::loss_default() since DALEX >=2.5.0

From NEWS.md in the release

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. 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-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). 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: 6.1 min · r-oldrel-windows-x86_64

Status changes

OK13 OK2026-08-05
NOTE12 OK, 1 NOTE2026-08-01
OK13 OK2026-07-18
ERROR11 OK, 2 ERROR2026-07-11
OK14 OK2026-03-10

Advisories

none known

How this is measured·How advisories are found

Documentation

In release 3.1.2

README· In the repository, left out of the releaseVignettesYes · 3 · dynamicNEWSYes · 100% structured · mentions 3.1.2Citation fileYes · cites a publicationWebsiteYes · pkgdown

Cites a JOSS paper

Help pages: 6
Examples that run: 80%4 run in a plain check · 1 only when donttest examples are enabled (R CMD check --as-cran)
Exported functions with examples: 100%
Documented parameters: 100%
Return-value docs: 100%
Help pages citing references: 83%

Vignettes (3)

How these are measured

Downloads

6.3K

CRAN downloads in the past year

Rank #5,328 · ~17/day · ~525/mo

Releases R versions

Daily download trend is not available in this view yet.

68630 days

1.5K90 days

6.3K1 year

Compare downloads with other packages →

Also on85 r2u1 autocran720 conda_forge

How downloads are counted

Repository

modeloriented/modelstudio ↗Organization: ModelOriented

333Stars

32Forks

3Open issues

0Open PRs

14Releases

361Commits

6Commit identities

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

License file reads as GPL-3.0 · 361 commits · Last activity 2023-08-31 · 0% stars, 30d · Default branch at 3.1.2.9000, ahead of CRAN 3.1.2 (checked 2026-10-18)

Responsiveness

How these are sampled

PRs merged (all time): 88%
Median days to close, 50 most recently updated closed issues: 4
Median days to close, 50 most recently updated closed PRs: 0

Stars over time

2025-09-22 · 3312026-10-06 · 333

How these are measured

PracticesBeta

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

Checks run against github.com/modeloriented/modelstudio on 2026-10-18.

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 (2)

Contributing guideFunding

Docs source (3)

pkgdown

GitHub Pages site last deployed 2023-08-31 · The repository has a site deploy workflow

Coverage (1)

Coverage reporting (Codecov)

Show all practicesHide 2 practices

Reproducibility and dev environment (1)

data-raw/

Git structural (1)

.gitattributes

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

Dependencies

Declared dependencies

14 external dependencies (excludes base and recommended)

Installing modelStudio adds 59 packages (20 with compiled code, 41 MB of source tarballs). Heaviest: ggplot2 6.0 MB, bslib 5.6 MB, r2d3 4.1 MB.

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

0direct

0indirect

Suggested by 1

Suggests, most downloaded first

fastml

How these are counted

Code & Tests

Datasets

People & History

People (3)

Hubert Baniecki

Author, Maintainer since 0.1.6 (2019)

Przemyslaw Biecek

Author

Piotr Piatyszek

Contributor · added in 2.0.0

Releases (18)

Pick two releases to compare their code metrics.

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
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2023-02-21 · current release · diff ↗
R
R 4.2.0 released · 2022-04-22
3.1.0
record
2022-03-05 · diff ↗
3.0.0
record
2021-07-13 · diff ↗ ·
removed 1 export
modelStudioOptions

added 1 export
ms_merge_observations
R
R 4.1.0 released · 2021-05-18
2.1.2
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2021-04-20 · diff ↗
2.1.1
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2021-01-07 · diff ↗
2.1.0
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2020-11-22 · diff ↗
2.0.0
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2020-09-10 · diff ↗
1.2.0
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2020-07-15 · diff ↗
1.1.0
record
2020-05-09 · diff ↗ ·
added 3 exports
ms_options, ms_update_observations, ms_update_options
R
R 4.0.0 released · 2020-04-24

Show 10 earlier eventsHide 10 earlier events

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

Cite

Cite this package

Run in R for the authors' entry:

citation("modelStudio")

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

It points to 10.21105/joss.01798.

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 v2026-10-21. 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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