R Observatory: Metrics for multimedia version 0.2.0

Balamuta, James Joseph

doi:10.5281/zenodo.21843040

multimedia

0.2.0

Multimodal Mediation Analysis

0packages depend

2.3Kdownloads / year

–test coverage

0/13checks pass

Overview

About

Maintained by Kris SankaranFirst published 2024-09-181 releasesCRAN page ↗GitHub ↗

Multimodal mediation analysis is an emerging problem in microbiome data analysis. Multimedia make advanced mediation analysis techniques easy to use, ensuring that all statistical components are transparent and adaptable to specific problem contexts. The package provides a uniform interface to direct and indirect effect estimation, synthetic null hypothesis testing, bootstrap confidence interval construction, and sensitivity analysis. More details are available in Jiang et al. (2024) "multimedia: Multimodal Mediation Analysis of Microbiome Data" doi:10.1101/2024.03.27.587024.

Install

R (CRAN)pak (dev)Ubuntu (r2u)

install.packages("multimedia", 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("krisrs1128/multimedia")

Development version from krisrs1128/multimedia. 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-multimedia

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

Health

CRAN checks

13NOTE

Failing flavors

NOTE r-devel-linux-x86_64-debian-clang
NOTE r-devel-linux-x86_64-debian-gcc
NOTE r-devel-linux-x86_64-fedora-clang
NOTE r-devel-linux-x86_64-fedora-gcc
NOTE r-devel-windows-x86_64
NOTE r-oldrel-macos-arm64
NOTE r-oldrel-macos-x86_64
NOTE r-oldrel-windows-x86_64
NOTE r-patched-linux-x86_64
NOTE r-release-linux-x86_64
NOTE r-release-macos-arm64
NOTE r-release-macos-x86_64
NOTE r-release-windows-x86_64

Slowest check: 25.0 min · r-oldrel-windows-x86_64

Code health

Yes

Tests · ratio 0.12

not tracked

Coverage

100%

Documentation · exports

23

Dependencies · direct

Check history

NOTE2026-08-07
0 OK · 13 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE
ERROR2026-08-06
0 OK · 12 NOTE · 0 WARNING · 1 ERROR · 0 FAILURE
NOTE2026-07-29
0 OK · 13 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE
ERROR2026-07-27
0 OK · 12 NOTE · 0 WARNING · 1 ERROR · 0 FAILURE
NOTE2026-06-09
0 OK · 13 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE

Show 11 earlier snapshots

ERROR2026-06-08
0 OK · 12 NOTE · 0 WARNING · 1 ERROR · 0 FAILURE
NOTE2026-05-30
0 OK · 13 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE
ERROR2026-05-28
0 OK · 12 NOTE · 0 WARNING · 1 ERROR · 0 FAILURE
NOTE2026-05-10
0 OK · 13 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE
ERROR2026-05-03
0 OK · 12 NOTE · 0 WARNING · 1 ERROR · 0 FAILURE
NOTE2026-04-22
3 OK · 11 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE
ERROR2026-04-18
3 OK · 10 NOTE · 0 WARNING · 1 ERROR · 0 FAILURE
NOTE2026-03-16
3 OK · 11 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE
ERROR2026-03-13
3 OK · 10 NOTE · 0 WARNING · 1 ERROR · 0 FAILURE
NOTE2026-03-12
3 OK · 11 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE
ERROR2026-03-10
3 OK · 10 NOTE · 0 WARNING · 1 ERROR · 0 FAILURE

Documentation

READMEYes · 1,127 wordsVignettesYes · dynamicpkgdown siteNoNEWSYes · 100% structuredCode of conductNoContributing guideNo

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

Downloads

2.3K

CRAN downloads in the past year

Rank #14,188 · ~6/day · ~194/mo

Releases R versions

Daily download trend is not available in this view yet.

20230 days

72590 days

2.3K1 year

Compare downloads with other packages →

Also on118 r2u

Repository

GitHub ↗ krisrs1128/multimedia

4Stars

0Forks

4Open issues

0Open PRs

4Releases

358Commits

1Contributors

causal-inferencemediation-analysismicrobiomedata-integration

License CC0-1.0 · 358 commits · Last activity 2026-08-02 · +33.3% stars, 30d

Stars over time

2025-03-19 · 22026-08-20 · 4

Repository practices

Upstream repositoryBeta

2 development-tooling and community-health practices detected across 2 families in the upstream repository

Checks run against github.com/krisrs1128/multimedia on 2026-08-16.

Continuous integration (1)

GitHub Actions

Docs source (1)

README.Rmd

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

Dependencies

Declared dependencies

29 external dependencies (excludes base and recommended)

Depends (5)

R >= 4.1.0brms glmnetUtils ranger tidyselect

Imports (19)

MASSS4Vectors SummarizedExperiment cli dplyr fansi formula.tools ggplot2 gluemethodsminiLNM patchwork phyloseq progress purrr rlangstatstidygraph tidyr

LinkingTo (0)

none

Suggests (9)

compositions ggdist ggraph ggrepel knitr rmarkdown testthat tidyverse vroom

Enhances (0)

none

Dependency license breakdown →

Reverse dependencies

0direct

0indirect

Nothing depends on this yet.

Code & Tests

People & History

People (2)

Maintainer (1)

Kris Sankaran

Author, Maintainer

Authors (2)

Kris Sankaran

Author, Maintainer

Hanying Jiang

Author

Package Timeline

1 release. R releases are shown for context.

R
R 4.6.0 released · 2026-04-24
0.2.0Latest
2026-03-10 · current release
R
R 4.5.0 released · 2025-04-11

Package metadata

First published: 2024-09-18
Total releases: 1 / 2 yrs
License: CC0
Minimum R: ≥ 4.1.0
Bundled data: 22 KB / 1 file
Download size: 823 KB
Installed size: not tracked yet
With dependencies: not tracked yet

Cite

Cite this package

Run in R for the authors' preferred citation:

citation("multimedia")

Format

Sankaran, K., & Jiang, H. (2024). multimedia: Multimodal Mediation Analysis (Version 0.2.0) [Computer software]. https://doi.org/10.32614/CRAN.package.multimedia

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 multimedia version 0.2.0 [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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