R Observatory: Metrics for modeldiag version 0.1.0

Balamuta, James Joseph

doi:10.5281/zenodo.21843040

modeldiag

0.1.0Package record

Comprehensive Diagnostics for Statistical Models

0packages depend

1.4Kdownloads / year

66.8%test coverage

13/13flavors OK

Overview

About

Maintained by Emmanuel AdewuyiCRAN page ↗GitHub ↗Issues ↗

Provides a unified framework for diagnosing common issues in statistical models including linear models, generalized linear models (logistic and Poisson regression), and survival models. Implements tests for multicollinearity, heteroscedasticity, autocorrelation, normality, influential observations, overdispersion, zero-inflation, and proportional hazards assumptions. Includes visualization methods for graphical diagnostics. Methods are based on established approaches including Fox and Monette (1992) doi:10.1080/01621459.1992.10475190, Breusch and Pagan (1979) doi:10.2307/1911963, and Dean and Lawless (1989) doi:10.1080/01621459.1989.10478792.

Changes in 0.1.0

Initial CRAN submission.
Added diagnose_model() generic function with methods for:
Linear models (lm)
Generalized linear models (glm) with binomial and poisson families
Cox proportional hazards models (coxph)
Implemented comprehensive diagnostic tests:
Multicollinearity (VIF)
Heteroscedasticity (Breusch-Pagan test)
Autocorrelation (Durbin-Watson test)
Normality (Shapiro-Wilk test)
Influential observations (Cook's distance, dfbetas)
Overdispersion (Poisson models)

Show all changes in 0.1.0Hide the rest of the changes in 0.1.0

Zero-inflation (Poisson models)
Proportional hazards (Cox models)
Linearity of logit (Logistic models)
Goodness of fit (Hosmer-Lemeshow test)
Added print(), summary(), and plot() methods for diagnostic results
Comprehensive plotting capabilities for visual diagnostics
Full documentation with roxygen2
Unit tests with testthat

From NEWS.md in the release

Install

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

install.packages("modeldiag", 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("Teniola17/modeldiag")

Development version from Teniola17/modeldiag. 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-modeldiag

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-modeldiag

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-modeldiag

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: 2.3 min · r-release-macos-x86_64

Status changes

OK13 OK2026-08-05
NOTE12 OK, 1 NOTE2026-08-01
OK13 OK2026-06-09
ERROR12 OK, 1 ERROR2026-06-08
OK7 OK2026-05-29

Advisories

none known

How this is measured·How advisories are found

Documentation

In release 0.1.0

READMEYes · 323 wordsVignettesYes · 1 · dynamicNEWSYes · 67% structured · mentions 0.1.0Citation fileNo

Help pages: 7 (1 internal)includes a package overview page
Examples that run: 100%1 run in a plain check
Exported functions with examples: 100%
Documented parameters: 100%
Return-value docs: 100%
Help pages citing references: 0%

Vignettes (1)

Introduction to modeldiag HTML

How these are measured

Downloads

1.4K

CRAN downloads in the past year

Rank #16,152 · ~4/day · ~119/mo

Releases R versions

Daily download trend is not available in this view yet.

26030 days

76690 days

1.4K1 year

Compare downloads with other packages →

Also on21 r2u3 autocran

How downloads are counted

Repository

teniola17/modeldiag ↗Account: Teniola17

0Stars

0Forks

0Open issues

0Open PRs

0Releases

Last activity 2026-06-09 · Default branch at 0.1.2, ahead of CRAN 0.1.0 (checked 2026-10-18)

Responsiveness

not measured

How these are measured

PracticesBeta

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

Checks run against github.com/teniola17/modeldiag on 2026-10-18.

Continuous integration (1)

GitHub Actions

Docs source (2)

pkgdown

GitHub Pages site last deployed 2026-06-09

CRAN release process (2)

cran-comments.mdCRAN-SUBMISSION

Research and citation (1)

codemeta.json

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

Dependencies

Declared dependencies

6 external dependencies (excludes base and recommended)

Installing modeldiag adds 62 packages (32 with compiled code, 55 MB of source tarballs). Heaviest: stringi 11 MB, ggplot2 6.0 MB, doBy 4.3 MB.

Depends (1)

R >= 3.5.0

Imports (6)

statsgraphicscar lmtest ResourceSelectionsurvival

LinkingTo (0)

none

Suggests (3)

testthat knitr rmarkdown

Enhances (0)

none

Dependency license breakdown →

Reverse dependencies

0direct

0indirect

Nothing depends on this yet.

How these are counted

Code & Tests

People & History

People (3)

Emmanuel Adewuyi

Author, Maintainer since 0.1.0 (2026)

Adewale Lukman

Author

Abiola Owolabi

Contributor

Releases (1)

0.1.0Latest
record
2026-05-28 · current release
R
R 4.6.0 released · 2026-04-24

Package metadata

First published: 2026-05-28
Total releases: 1 / 1 yrs
License: MIT + file LICENSE OSI
Minimum R: ≥ 3.5.0
Download size: 42 KB

Cite

Cite this package

Run in R for the authors' preferred citation:

citation("modeldiag")

Format

Adewuyi, E., Lukman, A., & Owolabi, A. (2026). modeldiag: Comprehensive Diagnostics for Statistical Models (Version 0.1.0) [Computer software]. https://doi.org/10.32614/CRAN.package.modeldiag

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 modeldiag version 0.1.0 [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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