R Observatory: Metrics for confoundvis version 0.1.0

Balamuta, James Joseph

doi:10.5281/zenodo.21843040

confoundvis

0.1.0

Visualization Tools for Sensitivity Analysis of Unmeasured Confounding

1packages depend

1.8Kdownloads / year

0.0%test coverage

13/13checks pass

Overview

About

Maintained by Subir HaitFirst published 2026-03-301 releasesCRAN page ↗GitHub ↗

Provides visualization tools for sensitivity analysis to unmeasured confounding in observational studies. Includes contour-based sensitivity plots, robustness curves, and benchmark-oriented graphics that help researchers assess how strong omitted confounding would need to be to attenuate, invalidate, or reverse estimated effects. Supports regression-based sensitivity analysis frameworks, including impact threshold approaches (Frank, 2000, doi:10.1177/0049124100029002001), partial R-squared methods (Cinelli and Hazlett, 2020, doi:10.1111/rssb.12348), and E-value style metrics (VanderWeele and Ding, 2017, doi:10.7326/M16-2607). Emphasizes clear, interpretable, and publication-ready graphical summaries for transparent reporting of causal sensitivity analyses across the social, behavioral, health, and educational sciences.

Install

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

install.packages("confoundvis", 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("causalfragility-lab/confoundvis")

Development version from causalfragility-lab/confoundvis. 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-confoundvis

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-confoundvis

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-confoundvis

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

Health

CRAN checks

13OK

Slowest check: 2.0 min · r-oldrel-windows-x86_64

Code health

Yes

Tests · ratio 0.29

0.0%

Coverage · measured lines

100%

Documentation · exports

4

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
OK2026-03-31
7 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE

Documentation

READMEYes · 486 wordsVignettesYes · dynamicpkgdown siteNoNEWSYes · 67% structuredCode of conductNoContributing guideNo

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

Downloads

1.8K

CRAN downloads in the past year

Rank #10,220 · ~5/day · ~149/mo

Releases R versions

Daily download trend is not available in this view yet.

14430 days

93290 days

1.8K1 year

Compare downloads with other packages →

Also on39 r2u24 autocran

Repository

GitHub ↗ causalfragility-lab/confoundvis

0Stars

0Forks

0Open issues

0Open PRs

1Releases

17Commits

1Contributors

17 commits · Last activity 2026-03-30

Releases over time

2026-03-23 · 12026-07-07 · 1

Repository practices

Upstream repositoryBeta

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

Checks run against github.com/causalfragility-lab/confoundvis on 2026-08-16.

Continuous integration (1)

GitHub Actions

CRAN release process (1)

cran-comments.md

Docs source (1)

README.Rmd

Lint, format, editor (1)

RStudio project

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

Dependencies

Declared dependencies

6 external dependencies (excludes base and recommended)

Depends (1)

R >= 4.1.0

Imports (4)

ggplot2 rlanggraphicsstats

LinkingTo (0)

none

Suggests (4)

testthat knitr rmarkdown gridExtra

Enhances (0)

none

Dependency license breakdown →

Reverse dependencies

1direct

0indirect

causalfrag

Code & Tests

People & History

People (1)

Maintainer (1)

Subir Hait

Author, Maintainer

Authors (1)

Subir Hait

Author, Maintainer

Package Timeline

1 release. R releases are shown for context.

R
R 4.6.0 released · 2026-04-24
0.1.0Latest
2026-03-30 · current release
R
R 4.5.0 released · 2025-04-11

Package metadata

First published: 2026-03-30
Total releases: 1 / 1 yrs
License: GPL-3 OSI
Minimum R: ≥ 4.1.0
Download size: 82 KB
Installed size: not tracked yet
With dependencies: not tracked yet

Cite

Cite this package

Run in R for the authors' preferred citation:

citation("confoundvis")

Format

Hait, S. (2026). confoundvis: Visualization Tools for Sensitivity Analysis of Unmeasured Confounding (Version 0.1.0) [Computer software]. https://doi.org/10.32614/CRAN.package.confoundvis

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 confoundvis version 0.1.0 [Data set]. HJJB, LLC. Data release v2026-08-22. https://doi.org/10.5281/zenodo.21843040

From data release v2026-08-22, which the citation names so these numbers can be found later. More on citing and the projects behind them.

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