R Observatory: Metrics for shapper version 0.1.3

Balamuta, James Joseph

doi:10.5281/zenodo.21843040

shapper

0.1.3

Wrapper of Python Library 'shap'

0packages depend

17.6Kdownloads / year

0.0%test coverage

11/13checks pass

Overview

About

Maintained by Szymon MaksymiukFirst published 2019-03-024 releasesCRAN page ↗GitHub ↗

Provides SHAP explanations of machine learning models. In applied machine learning, there is a strong belief that we need to strike a balance between interpretability and accuracy. However, in field of the Interpretable Machine Learning, there are more and more new ideas for explaining black-box models. One of the best known method for local explanations is SHapley Additive exPlanations (SHAP) introduced by Lundberg, S., et al., (2016) arXiv:1705.07874 The SHAP method is used to calculate influences of variables on the particular observation. This method is based on Shapley values, a technique used in game theory. The R package 'shapper' is a port of the Python library 'shap'.

Install

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

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

Development version from ModelOriented/shapper. 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-shapper

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-shapper

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-shapper

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

Health

CRAN checks

2NOTE11OK

Failing flavors

NOTE r-devel-linux-x86_64-debian-clang
NOTE r-devel-linux-x86_64-debian-gcc

Slowest check: 4.2 min · r-devel-windows-x86_64

Code health

Yes

Tests · ratio 0.14

0.0%

Coverage · measured lines

100%

Documentation · exports

3

Dependencies · direct

Check history

NOTE2026-06-09
11 OK · 2 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE
WARNING2026-06-08
11 OK · 1 NOTE · 1 WARNING · 0 ERROR · 0 FAILURE
NOTE2026-03-10
9 OK · 5 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE

Documentation

READMENoVignettesYes · dynamicpkgdown siteNoNEWSYes · 33% structuredCode of conductNoContributing guideNo

Examples that run: 75%
Documented parameters: 83%
Return-value docs: 67%
References docs: 0%

Downloads

17.6K

CRAN downloads in the past year

Rank #5,638 · ~48/day · ~1.5K/mo

Releases R versions

Daily download trend is not available in this view yet.

30830 days

1.4K90 days

17.6K1 year

Compare downloads with other packages →

Also on121 r2u10 autocran32 c2d4u

Repository

GitHub ↗ modeloriented/shapper

58Stars

13Forks

14Open issues

1Open PRs

0Releases

150Commits

8Contributors

150 commits · Last activity 2023-05-25

Stars over time

2025-03-16 · 582026-07-07 · 58

Repository practices

Upstream repositoryBeta

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

Checks run against github.com/modeloriented/shapper on 2026-08-09.

Continuous integration (1)

Travis CI

Lint, format, editor (1)

RStudio project

Coverage (1)

Codecov

Git structural (1)

.gitattributes

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

Dependencies

Declared dependencies

9 external dependencies (excludes base and recommended)

Depends (0)

none

Imports (3)

reticulate DALEX ggplot2

LinkingTo (0)

none

Suggests (7)

covr knitr randomForestrparttestthat markdown qpdf

Enhances (0)

none

Dependency license breakdown →

Reverse dependencies

0direct

0indirect

Nothing depends on this yet.

Code & Tests

People & History

People (5)

Maintainer (1)

Szymon Maksymiuk

Author, Maintainer · added in 0.1.1

Authors (3)

Szymon Maksymiuk

Author, Maintainer · added in 0.1.1

Przemyslaw Biecek

Author

Alicja Gosiewska

Author

Contributors (2)

Michal Burdukiewicz

Contributor

Mateusz Staniak

Contributor · added in 0.1.1

Package Timeline

4 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
R
R 4.2.0 released · 2022-04-22
R
R 4.1.0 released · 2021-05-18
0.1.3Latest
2020-08-28 · current release · diff ↗
R
R 4.0.0 released · 2020-04-24
0.1.2
2019-08-02 · diff ↗
0.1.1
2019-07-10 · diff ↗
R
R 3.6.0 released · 2019-04-26
0.1.0
2019-03-02
R
R 3.5.0 released · 2018-04-23

Package metadata

First published: 2019-03-02
Total releases: 4 / 7 yrs
License: GPL
Download size: 39 KB
Installed size: not tracked yet
With dependencies: not tracked yet

Appears in task views

Machine Learning & Statistical Learning

Cite

Cite this package

Run in R for the authors' preferred citation:

citation("shapper")

Format

Maksymiuk, S., Biecek, P., Burdukiewicz, M., Gosiewska, A., & Staniak, M. (2020). shapper: Wrapper of Python Library 'shap' (Version 0.1.3) [Computer software]. https://doi.org/10.32614/CRAN.package.shapper

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 shapper version 0.1.3 [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.

Report a problem with this page →