mmibain

0.2.0

Bayesian Informative Hypotheses Evaluation Web Applications

0packages depend

2.1Kdownloads / year

–test coverage

0/13checks pass

Overview

About

Maintained by Mackson NcubeFirst published 2023-11-082 releasesCRAN page ↗GitHub ↗

Researchers often have expectations about the relations between means of different groups or standardized regression coefficients; using informative hypothesis testing to incorporate these expectations into the analysis through order constraints increases statistical power Vanbrabant and Rosseel (2020) <doi:10.4324/9780429273872-14>. Another valuable tool, the Bayes factor, can evaluate evidence for multiple hypotheses without concerns about multiple testing, and can be used in Bayesian updating Hoijtink, Mulder, van Lissa & Gu (2019) <doi:10.1037/met0000201>. The 'bain' R package enables informative hypothesis testing using the Bayes factor. The 'mmibain' package provides 'shiny' web applications based on 'bain'. The RepliCrisis() function launches a 'shiny' card game to simulate the evaluation of replication studies while the mmibain() function launches a 'shiny' application to fit Bayesian informative hypotheses evaluation models from 'bain'.

Install

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

install.packages("mmibain")

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

pak::pak("mightymetrika/mmibain")

Development version from mightymetrika/mmibain. Requires the pak package.

Release

# one-time r2u setup for Ubuntu (noble)

curl -fsSL https://raw.githubusercontent.com/eddelbuettel/r2u/master/inst/scripts/add_cranapt_noble.sh | sudo bash

# then install

sudo apt install r-cran-mmibain

Fast Ubuntu binaries via r2u (no compilation). Run the setup once per machine.

bspm (used by r2u) also needs make: sudo apt install make

sudo dnf copr enable iucar/cran

sudo dnf install R-CRAN-mmibain

RPMs from the iucar/cran COPR, rebuilt from CRAN.

sudo zypper install R-mmibain

RPMs auto-built from CRAN on openSUSE OBS.

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

Code health

Yes

Tests · ratio 0.12

not tracked

Coverage

100%

Documentation · exports

None

Vignettes

Yes

README

Dependencies · direct

Check history

NOTE2026-06-09
0 OK · 13 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE
ERROR2026-06-08
0 OK · 12 NOTE · 0 WARNING · 1 ERROR · 0 FAILURE
NOTE2026-03-10
3 OK · 11 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE

Downloads

2.1K

CRAN downloads in the past year

Rank #19,496 · ~6/day · ~176/mo

mmibain Releases R versions

Daily download trend is not available in this view yet.

28530 days

61090 days

2.1K1 year

Compare downloads with other packages →

Also on107 r2u21 autocran

Source & community

GitHub ↗

Repository stars, issues, and contributor activity are not tracked yet.

Dependencies

Declared dependencies

13 external dependencies (excludes base and recommended)

Depends (0)

none

Imports (12)

bain broom car DT e1071 ggplot2 igraph lavaan mmcards psych shiny shinythemes

LinkingTo (0)

none

Suggests (1)

testthat

Enhances (0)

none

Reverse dependencies

0direct

–indirect (not tracked)

Nothing depends on this yet.

Code & Tests

Code Composition

R 2,293 (77%)Rd 700 (23%)

Test coverage

Line coverage

–

Expression

–

Tests / Examples

–

Functions

15 12 exported

Complexity

8.6 avg / 27 max

Call network

15 nodes / 11 edges

Test coverage has not been measured for this package yet; nodes fall back to a neutral fill.

Call graph

Open call graph →

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Lowest coverage

Per-function coverage is not measured for this package yet.

People & History

People (2)

Maintainer (1)

Mackson Ncube

Author, Maintainer

Authors (1)

Mackson Ncube

Author, Maintainer

mightymetrika, LLC

Funders (1)

mightymetrika, LLC

Release timeline

2 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
0.2.0Latest
2024-05-23 · current release · diff ↗
R
R 4.4.0 released · 2024-04-24
0.1.1
2023-11-08
R
R 4.3.0 released · 2023-04-21

Package metadata

First published: 2023-11-08
Total releases: 2 / 3 yrs
License: MIT + file LICENSE OSI
Download size: not tracked yet
Installed size: not tracked yet
With dependencies: not tracked yet