R Observatory: Metrics for DistributionIV version 0.1.3

Balamuta, James Joseph

doi:10.5281/zenodo.21843040

DistributionIV

0.1.3

Distributional Instrumental Variable (DIV) Model

0packages depend

5.1Kdownloads / year

5.7%test coverage

13/13checks pass

Overview

About

Maintained by Anastasiia HolovchakFirst published 2025-02-273 releasesCRAN page ↗

Distributional instrumental variable (DIV) model for estimation of the interventional distribution of the outcome Y under a do intervention on the treatment X. Instruments, predictors and targets can be univariate or multivariate. Functionality includes estimation of the (conditional) interventional mean and quantiles, as well as sampling from the fitted (conditional) interventional distribution.

Install

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

install.packages("DistributionIV", repos = "https://cloud.r-project.org/")

Installs the current CRAN release. Prebuilt binaries on Windows and macOS.

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-distributioniv

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-DistributionIV

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-DistributionIV

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

Health

CRAN checks

13OK

Slowest check: 1.2 min · r-oldrel-windows-x86_64

Code health

Yes

Tests · ratio 0.29

5.7%

Coverage · measured lines

100%

Documentation · exports

1

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

Documentation

READMENoVignettesNopkgdown siteNoNEWSYes · 100% structuredCode of conductNoContributing guideNo

Examples that run: 0%
Documented parameters: 100%
Return-value docs: 100%
References docs: 0%

Downloads

5.1K

CRAN downloads in the past year

Rank #9,845 · ~14/day · ~429/mo

Releases R versions

Daily download trend is not available in this view yet.

13930 days

96690 days

5.1K1 year

Compare downloads with other packages →

Also on117 r2u9 autocran

Dependencies

Declared dependencies

5 external dependencies (excludes base and recommended)

Depends (0)

none

Imports (1)

checkmate

LinkingTo (0)

none

Suggests (4)

testthat torch vctrs withr

Enhances (0)

none

Dependency license breakdown →

Reverse dependencies

0direct

0indirect

Nothing depends on this yet.

Code & Tests

People & History

People (4)

Maintainer (1)

Anastasiia Holovchak

Author, Maintainer, Contributor

Authors (4)

Anastasiia Holovchak

Author, Maintainer, Contributor

Nicolai Meinshausen

Author, Contributor

Sorawit Saengkyongam

Author, Contributor

Xinwei Shen

Author, Contributor

Contributors (4)

Anastasiia Holovchak

Author, Maintainer, Contributor

Nicolai Meinshausen

Author, Contributor

Sorawit Saengkyongam

Author, Contributor

Xinwei Shen

Author, 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
0.1.3Latest
2025-09-08 · current release · diff ↗
unarchivedReturned to CRAN
2025-09-08
archivedRemoved from CRAN
2025-07-08
issues were not corrected in time
0.1.2
2025-06-27 · diff ↗
R
R 4.5.0 released · 2025-04-11
0.1.0
2025-02-27
R
R 4.4.0 released · 2024-04-24

Package metadata

First published: 2025-02-27
Total releases: 3 / 1 yrs
License: MIT + file LICENSE OSI
Download size: 14 KB
Installed size: not tracked yet
With dependencies: not tracked yet

Cite

Cite this package

Run in R for the authors' preferred citation:

citation("DistributionIV")

Format

Holovchak, A., Meinshausen, N., Saengkyongam, S., & Shen, X. (2025). DistributionIV: Distributional Instrumental Variable (DIV) Model (Version 0.1.3) [Computer software]. https://doi.org/10.32614/CRAN.package.DistributionIV

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 DistributionIV version 0.1.3 [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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