R Observatory: Metrics for tramicp version 0.1-0

Balamuta, James Joseph

doi:10.5281/zenodo.21843040

tramicp

0.1-0

Model-Based Causal Feature Selection for General Response Types

0packages depend

1.9Kdownloads / year

63.8%test coverage

13/13checks pass

Overview

About

Maintained by Lucas KookFirst published 2023-09-293 releasesCRAN page ↗GitHub ↗

Extends invariant causal prediction (Peters et al., 2016, doi:10.1111/rssb.12167) to generalized linear and transformation models (Hothorn et al., 2018, doi:10.1111/sjos.12291). The methodology is described in Kook et al. (2023, doi:10.1080/01621459.2024.2395588).

Install

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

install.packages("tramicp", 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("LucasKook/tramicp")

Development version from LucasKook/tramicp. 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-tramicp

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-tramicp

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-tramicp

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

Health

CRAN checks

13OK

Slowest check: 6.6 min · r-devel-windows-x86_64

Code health

Yes

Tests · ratio 0.22

63.8%

Coverage · measured lines

100%

Documentation · exports

12

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
OK2026-03-10
14 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE

Documentation

READMENoVignettesNopkgdown siteNoNEWSNoCode of conductNoContributing guideNo

Examples that run: 100%
Documented parameters: 99%
Return-value docs: 100%
References docs: 14%

Downloads

1.9K

CRAN downloads in the past year

Rank #19,904 · ~5/day · ~162/mo

Releases R versions

Daily download trend is not available in this view yet.

15330 days

55290 days

1.9K1 year

Compare downloads with other packages →

Also on99 r2u

Repository

GitHub ↗ lucaskook/tramicp

11Stars

1Forks

0Open issues

0Open PRs

4Releases

241Commits

1Contributors

241 commits · Last activity 2025-01-31 · 0% stars, 30d

Stars over time

2025-06-11 · 102026-07-07 · 11

Repository practices

Upstream repositoryBeta

1 development-tooling and community-health practice detected across 1 family in the upstream repository

Checks run against github.com/lucaskook/tramicp on 2026-08-16.

Continuous integration (1)

GitHub Actions

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

Dependencies

Declared dependencies

11 external dependencies (excludes base and recommended)

Depends (1)

R >= 4.1.0

Imports (12)

tram mlt coin multcompsurvivalvariables basefunMASScotram dHSIC ranger sandwich

LinkingTo (0)

none

Suggests (1)

testthat

Enhances (0)

none

Dependency license breakdown →

Reverse dependencies

0direct

0indirect

Nothing depends on this yet.

Code & Tests

People & History

People (5)

Maintainer (1)

Lucas Kook

Author, Maintainer

Authors (1)

Lucas Kook

Author, Maintainer

Contributors (4)

Contributor

Contributor

Contributor

Contributor

Package Timeline

3 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
0.1-0Latest
2025-01-31 · current release · diff ↗
R
R 4.4.0 released · 2024-04-24
0.0-2
2024-03-14 · diff ↗
0.0-1
2023-09-29
R
R 4.3.0 released · 2023-04-21

Package metadata

First published: 2023-09-29
Total releases: 3 / 3 yrs
License: GPL-3 OSI
Minimum R: ≥ 4.1.0
Download size: 22 KB
Installed size: not tracked yet
With dependencies: not tracked yet

Cite

Cite this package

Run in R for the authors' preferred citation:

citation("tramicp")

Format

Kook, L., Hothorn, T., Lundborg, A. R., Peters, J., & Saengkyongam, S. (2025). tramicp: Model-Based Causal Feature Selection for General Response Types (Version 0.1-0) [Computer software]. https://doi.org/10.32614/CRAN.package.tramicp

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 tramicp version 0.1-0 [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.

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