R Observatory: Metrics for MLmorph version 0.1.1

Balamuta, James Joseph

doi:10.5281/zenodo.21843040

MLmorph

0.1.1Package record

Integrating Morphological Modeling and Machine Learning for Decision Support

0packages depend

2.2Kdownloads / year

83.4%test coverage

13/13flavors OK

Overview

About

Maintained by Oskar KoschCRAN page ↗GitHub ↗Issues ↗

Integrating morphological modeling with machine learning to support structured decision-making (e.g., in management and consulting). The package enumerates a morphospace of feasible configurations and uses random forests to estimate class probabilities over that space, bridging deductive model exploration with empirical validation. It includes utilities for factorizing inputs, model training, morphospace construction, and an interactive 'shiny' app for scenario exploration.

Changes in 0.1.1

Fixing imports.

From NEWS.md in the release

Install

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

install.packages("MLmorph", 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("theogrost/MLmorph")

Development version from theogrost/MLmorph. 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-mlmorph

Fast Ubuntu binaries via r2u (no compilation). The cranapt setup runs once and is skipped when it is already enabled. We list this channel from recorded r2u download activity rather than from a live index of the repository, so treat it as last known rather than guaranteed.

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-MLmorph

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-MLmorph

RPMs auto-built from CRAN on openSUSE OBS (Tumbleweed). We list this channel from recorded autoCRAN download activity rather than from a live index of the repository, so treat it as last known rather than guaranteed.

Health

CRAN checks

13OK

CRAN check page ↗

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

Status changes

OK13 OK2026-09-08
ERROR12 OK, 1 ERROR2026-09-07
OK13 OK2026-08-05
NOTE12 OK, 1 NOTE2026-08-01
OK13 OK2026-06-09

Show 4 earlier changesHide 4 earlier changes

ERROR12 OK, 1 ERROR2026-06-08
OK13 OK2026-05-02
ERROR11 OK, 1 ERROR2026-04-25
OK14 OK2026-03-10

Advisories

none known

How this is measured·How advisories are found

Documentation

In release 0.1.1

READMEYes · 170 wordsVignettesNoNEWSYes · 67% structured · mentions 0.1.1Citation fileNoWebsitenot declared in DESCRIPTION

Help pages: 14 (4 internal)includes a package overview page
Examples that run: 100%10 run in a plain check (1 of them under a condition)
Exported functions with examples: 91%
Documented parameters: 98%
Return-value docs: 91%
Help pages citing references: 0%

How these are measured

Downloads

2.2K

CRAN downloads in the past year

Rank #22,396 · ~6/day · ~183/mo

Releases R versions

Daily download trend is not available in this view yet.

21830 days

58790 days

2.2K1 year

Compare downloads with other packages →

Also on66 r2u2 autocran

How downloads are counted

Repository

theogrost/mlmorph ↗Account: theogrost

0Stars

0Forks

0Open issues

0Open PRs

1Releases

18Commits

1Commit identities

18 commits · Last activity 2025-11-09

Responsiveness

not measured

Releases over time

2025-11-09 · 12026-07-07 · 1

How these are measured

PracticesBeta

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

Checks run against github.com/theogrost/mlmorph on 2026-10-18.

CRAN release process (3)

cran-comments.mdrevdep/CRAN-SUBMISSION

Lint, format, editor (1)

RStudio project

How this is detected·Detection ruleset v3 (2026-09-26)

Dependencies

Declared dependencies

17 external dependencies (excludes base and recommended)

Installing MLmorph adds 107 packages (57 with compiled code, 85 MB of source tarballs). Heaviest: stringi 11 MB, ggplot2 6.0 MB, data.table 5.7 MB.

Depends (1)

R >= 4.3.0

Imports (17)

bslib caret dplyr ggplot2 htmltools jsonlite magrittr openxlsx plotly randomForest reactable shiny (>= 1.10.0)shinyFiles shinyjs stats (>= 4.3.0)tidyrutils

LinkingTo (0)

none

Suggests (1)

testthat

Enhances (0)

none

Dependency license breakdown →

Reverse dependencies

0direct

0indirect

Nothing depends on this yet.

How these are counted

Code & Tests

People & History

People (1)

Oskar Kosch

Releases (2)

Pick two releases to compare their code metrics.

R
R 4.6.0 released · 2026-04-24
0.1.1Latest
record
2025-11-05 · current release · diff ↗ ·
added 1 export
MLmorph_dependencies
0.1.0
record
2025-09-02
R
R 4.5.0 released · 2025-04-11

Package metadata

First published: 2025-09-02
Total releases: 2 / 1 yrs
License: MIT + file LICENSE OSI
Minimum R: ≥ 4.3.0
Download size: 34 KB

Cite

Cite this package

Run in R for the authors' preferred citation:

citation("MLmorph")

Format

Kosch, O. (2025). MLmorph: Integrating Morphological Modeling and Machine Learning for Decision Support (Version 0.1.1) [Computer software]. https://doi.org/10.32614/CRAN.package.MLmorph

This package has no citation file, so citation() returns this entry built from DESCRIPTION.

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 MLmorph version 0.1.1 [Data set]. HJJB, LLC. Data release v2026-10-21. https://doi.org/10.5281/zenodo.21843040

From data release v2026-10-21, which the citation names so these numbers can be found later. More on citing and the projects behind them.

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