R Observatory: Metrics for hstats version 1.2.2

Balamuta, James Joseph

doi:10.5281/zenodo.21843040

hstats

1.2.2Package record

Interaction Statistics

1packages depend

4.2Kdownloads / year

84.2%test coverage

13/13flavors OK

Overview

About

Maintained by Michael MayerCRAN page ↗GitHub ↗Website ↗Issues ↗

Fast, model-agnostic implementation of different H-statistics introduced by Jerome H. Friedman and Bogdan E. Popescu (2008) doi:10.1214/07-AOAS148. These statistics quantify interaction strength per feature, feature pair, and feature triple. The package supports multi-output predictions and can account for case weights. In addition, several variants of the original statistics are provided. The shape of the interactions can be explored through partial dependence plots or individual conditional expectation plots. 'DALEX' explainers, meta learners ('mlr3', 'tidymodels', 'caret') and most other models work out-of-the-box.

Changes in 1.2.2

Bug fixes

Compatibility warning with ggplot v4.0 (#137).

Documentation

Changed Tidymodels example to probabilistic multiclass, see discussion in #129.

Internals

Use "\r" instead of "_:_" as separator to paste values in multi-column grids (similar to merge()) (#133).

From NEWS.md in the release

Install

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

install.packages("hstats", 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/hstats")

Development version from ModelOriented/hstats. 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-hstats

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-hstats

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-hstats

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: 2.2 min · r-oldrel-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 1.2.2

READMEYes · 2,380 wordsVignettesNoNEWSYes · 100% structured · mentions 1.2.2Citation fileNoWebsiteYes · pkgdown

Help pages: 26
Examples that run: 100%16 run in a plain check
Exported functions with examples: 100%
Documented parameters: 94%
Return-value docs: 100%
Help pages citing references: 35%

How these are measured

Downloads

4.2K

CRAN downloads in the past year

Rank #8,101 · ~11/day · ~348/mo

Releases R versions

Daily download trend is not available in this view yet.

54630 days

1.1K90 days

4.2K1 year

Compare downloads with other packages →

Also on97 r2u6 autocran

How downloads are counted

Repository

modeloriented/hstats ↗Organization: ModelOriented

36Stars

1Forks

0Open issues

0Open PRs

10Releases

458Commits

1Commit identities

interpretabilitymachine-learningrstatsstatisticsxaiinteractionrstat

License file reads as GPL-2.0 · 458 commits · Last activity 2026-01-01 · 0% stars, 30d

Responsiveness

How these are sampled

PRs merged (all time): 98%
Median days to close, 50 most recently updated closed issues: 1
Median days to close, 50 most recently updated closed PRs: 0

Stars over time

2026-07-14 · 342026-08-11 · 36

How these are measured

PracticesBeta

9 development-tooling and community-health practices detected across 4 families in the upstream repository

Checks run against github.com/modeloriented/hstats 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

Docs source (3)

pkgdown

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

Coverage (1)

Coverage reporting

CRAN release process (3)

cran-comments.mdrevdep/CRAN-SUBMISSION

How this is detected·Detection ruleset v4 (2026-10-20)

Dependencies

Declared dependencies

2 external dependencies (excludes base and recommended)

Installing hstats adds 17 packages (7 with compiled code, 14 MB of source tarballs). Heaviest: ggplot2 6.0 MB, isoband 1.5 MB, farver 1.2 MB.

Depends (1)

R >= 3.2.0

Imports (3)

ggplot2statsutils

LinkingTo (0)

none

Suggests (1)

testthat

Enhances (0)

none

Dependency license breakdown →

Reverse dependencies

1direct

0indirect

Imports 1

Depends, Imports or LinkingTo, most downloaded first

mrIML

How these are counted

Code & Tests

People & History

People (2)

Michael Mayer

Author, Maintainer since 0.1.0 (2023)

Przemyslaw Biecek

Contributor · added in 1.2.0

Releases (10)

Pick two releases to compare their code metrics.

R
R 4.6.0 released · 2026-04-24
1.2.2Latest
record
2025-10-13 · current release · diff ↗
R
R 4.5.0 released · 2025-04-11
1.2.1
record
2024-08-17 · diff ↗
1.2.0
record
2024-07-12 · diff ↗
R
R 4.4.0 released · 2024-04-24
1.1.2
record
2024-02-03 · diff ↗
1.1.1
record
2023-12-06 · diff ↗
1.1.0
record
2023-11-13 · diff ↗
1.0.0
record
2023-10-21 · diff ↗
0.3.0
record
2023-09-29 · diff ↗
0.2.0
record
2023-09-03 · diff ↗ ·
added 2 exports
average_loss, perm_importance
0.1.0
record
2023-07-18
R
R 4.3.0 released · 2023-04-21

Package metadata

First published: 2023-07-18
Total releases: 10 / 3 yrs
License: GPL (>= 2) OSI
Minimum R: ≥ 3.2.0
Download size: 251 KB

Cite

Cite this package

Run in R for the authors' preferred citation:

citation("hstats")

Format

Mayer, M., & Biecek, P. (2025). hstats: Interaction Statistics (Version 1.2.2) [Computer software]. https://doi.org/10.32614/CRAN.package.hstats

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 hstats version 1.2.2 [Data set]. HJJB, LLC. Data release v2026-10-23. https://doi.org/10.5281/zenodo.21843040

From data release v2026-10-23, which the citation names so these numbers can be found later. More on citing and the projects behind them.

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