R Observatory: Metrics for olsrr version 0.7.0

Balamuta, James Joseph

doi:10.5281/zenodo.21843040

olsrr

0.7.0Package record

Tools for Building OLS Regression Models

5packages dependsuggested by 1

129Kdownloads / year

95.5%test coverage

13/13flavors OK

Overview

About

Maintained by Aravind HebbaliCRAN page ↗GitHub ↗Website ↗Issues ↗

Tools designed to make it easier for users, particularly beginner/intermediate R users to build ordinary least squares regression models. Includes comprehensive regression output, heteroskedasticity tests, collinearity diagnostics, residual diagnostics, measures of influence, model fit assessment and variable selection procedures.

Changes in 0.7.0

This is a minor release for bug fixes and other enhancements.

New Features

compare performance of regression models using multiple metrics
ANOVA for regression models
evaluate performance of regression models
comprehensive information from model objects

Enhancements

Fixed number of steps in stepwise regression (#214)

Bug Fixes

ols_step_best_subset() unable to force more than one variable in selection process (#210)
plot() with ols_step_both_aic() doesn't show anything when AIC values are negative (#212)

From NEWS.md in the release

Install

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

install.packages("olsrr", 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("rsquaredacademy/olsrr")

Development version from rsquaredacademy/olsrr. 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-olsrr

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-olsrr

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-olsrr

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: 9.8 min · r-oldrel-windows-x86_64

Status changes

OK13 OK2026-08-05
NOTE12 OK, 1 NOTE2026-08-01
OK13 OK2026-06-09
ERROR12 OK, 1 ERROR2026-06-08
WARNING12 OK, 1 WARNING2026-06-07

Show 1 earlier changeHide 1 earlier change

OK14 OK2026-03-10

Advisories

none known

How this is measured·How advisories are found

Documentation

In release 0.7.0

READMEYes · 242 wordsVignettesYes · 7 · dynamicNEWSYes · 100% structured · mentions 0.7.0Citation fileNoWebsiteYes · pkgdown

Help pages: 113 (6 internal)includes a package overview page
Examples that run: 92%97 run in a plain check · 8 never run
Exported functions with examples: 100%
Documented parameters: 100%
Return-value docs: 68%
Help pages citing references: 41%

Vignettes (7)

Collinearity Diagnostics, Model Fit & Variable Contribution HTML
Heteroscedasticity HTML
Introduction to olsrr HTML
Measures of Influence HTML
Media HTML
Residual Diagnostics HTML
Variable Selection Methods HTML

How these are measured

Downloads

129K

CRAN downloads in the past year

Rank #1,259 · ~353/day · ~10.7K/mo

Releases R versions

Daily download trend is not available in this view yet.

10K30 days

24.4K90 days

129K1 year

Compare downloads with other packages →

Also on265 r2u5 autocran2K conda_forge155 c2d4u

How downloads are counted

Repository

rsquaredacademy/olsrr ↗Organization: rsquaredacademy

102Stars

24Forks

23Open issues

2Open PRs

13Releases

853Commits

3Commit identities

regressioncollinearity-diagnosticsstepwise-regressionrstatslinear-models

853 commits · Last activity 2026-04-30 · 0% stars, 30d

Responsiveness

How these are sampled

PRs merged (all time): 99%
Median days to close, 50 most recently updated closed issues: 6
Median days to close, 50 most recently updated closed PRs: 0

Stars over time

2025-10-21 · 1012026-07-07 · 102

How these are measured

PracticesBeta

14 development-tooling and community-health practices detected across 7 families in the upstream repository

Checks run against github.com/rsquaredacademy/olsrr on 2026-10-22.

Continuous integration (2)

GitHub ActionsR CMD check workflow

The R CMD check workflow runs on Linux, macOS and Windows, and on R-devel

Governance and community (4)

Code of conductContributing guideIssue templatesSupport guide

Docs source (3)

README.Rmdpkgdown

GitHub Pages site last deployed 2026-04-30

pkgdown site last built 2024-11-06, before release 0.7.0 (2026-04-22)

Coverage (1)

Coverage reporting (Codecov)

Show all practicesHide 3 practices

CRAN release process (2)

cran-comments.mdrevdep/

Lint, format, editor (1)

RStudio project

Git structural (1)

.gitattributes

How this is detected·Detection ruleset v4 (2026-10-20)

AI coding toolsBeta

This repository shows signs of AI coding tools.

Claude Codefirst seen 2026-04-30
Named in .Rbuildignore: .claude
Pull request it wrote: opened by a project member

How this is detected·Detection ruleset v4 (updated 2026-09-27)

Dependencies

Declared dependencies

12 external dependencies (excludes base and recommended)

Installing olsrr adds 86 packages (48 with compiled code, 77 MB of source tarballs). Heaviest: stringi 11 MB, ggplot2 6.0 MB, bslib 5.6 MB.

Depends (1)

R >= 3.3

Imports (9)

car ggplot2 goftestgraphicsgridExtra norteststatsutilsxplorerr

LinkingTo (0)

none

Suggests (6)

covr descriptr knitr rmarkdown testthat vdiffr

Enhances (0)

none

Dependency license breakdown →

Reverse dependencies

5direct

0indirect

Depends 1 · Imports 4

Suggested by 1

Depends, Imports or LinkingTo, most downloaded first

AFR pprof NumericEnsembles HanStat SQI

Suggests, most downloaded first

xplorerr

How these are counted

Code & Tests

Datasets

People & History

People (1)

Aravind Hebbali

Author, Maintainer since 0.1.0 (2017)

Releases (11)

Pick two releases to compare their code metrics.

R
R 4.6.0 released · 2026-04-24
0.7.0Latest
record
2026-04-22 · current release · diff ↗ ·
added 23 exports
ols_anova, ols_compare_model_performance, ols_count_obs, ols_count_parameters, ols_get_call, ols_get_data, ols_get_deviance, ols_get_df, ols_get_formula, ols_get_interaction_terms, ols_get_intercept, ols_get_model_matrix, ols_get_parameters, ols_get_predicted, ols_get_predictors, ols_get_residuals, ols_get_response, ols_get_sigma, ols_get_variables, ols_get_vcov, ols_has_intercept, ols_model_info, ols_model_performance
R
R 4.5.0 released · 2025-04-11
0.6.1
record
2024-11-06 · diff ↗
R
R 4.4.0 released · 2024-04-24
0.6.0
record
2024-02-12 · diff ↗ ·
removed 39 exports
ols_all_subset, ols_all_subset_betas, ols_avplots, ols_bartlett_test, ols_best_subset, ols_bp_test, ols_cooksd_barplot, ols_cooksd_chart, ols_corr_test, ols_dfbetas_panel, ols_dffits_plot, ols_diagnostic_panel, ols_dsrvsp_plot, ols_f_test, ols_fm_plot, ols_hadi_plot, ols_norm_test, ols_ovsp_plot, ols_potrsd_plot, ols_reg_line, ols_resp_viz, ols_rfs_plot, ols_rpc_plot, ols_rsd_boxplot, ols_rsd_hist, ols_rsd_plot, ols_rsd_qqplot, ols_rsdlev_plot, ols_rvsp_plot, ols_rvsr_plot and 9 more

added 12 exports
ols_step_backward_adj_r2, ols_step_backward_r2, ols_step_backward_sbc, ols_step_backward_sbic, ols_step_both_adj_r2, ols_step_both_r2, ols_step_both_sbc, ols_step_both_sbic, ols_step_forward_adj_r2, ols_step_forward_r2, ols_step_forward_sbc, ols_step_forward_sbic
R
R 4.3.0 released · 2023-04-21
R
R 4.2.0 released · 2022-04-22
R
R 4.1.0 released · 2021-05-18
R
R 4.0.0 released · 2020-04-24
0.5.3
record
2020-02-10 · diff ↗ ·
removed 2 exports
ols_deps, ols_update

added 1 export
ols_test_outlier
R
R 3.6.0 released · 2019-04-26
0.5.2
record
2018-11-22 · diff ↗ ·
added 15 exports
ols_prep_avplot_data, ols_prep_cdplot_data, ols_prep_cdplot_outliers, ols_prep_dfbeta_data, ols_prep_dfbeta_outliers, ols_prep_dsrvf_data, ols_prep_outlier_obs, ols_prep_regress_x, ols_prep_regress_y, ols_prep_rfsplot_fmdata, ols_prep_rfsplot_rsdata, ols_prep_rstudlev_data, ols_prep_rvsrplot_data, ols_prep_srchart_data, ols_prep_srplot_data
0.5.1
record
2018-05-04 · diff ↗
R
R 3.5.0 released · 2018-04-23
0.5.0
record
2018-03-26 · diff ↗ ·
added 41 exports
ols_deps, ols_plot_added_variable, ols_plot_comp_plus_resid, ols_plot_cooksd_bar, ols_plot_cooksd_chart, ols_plot_dfbetas, ols_plot_dffits, ols_plot_diagnostics, ols_plot_fm, ols_plot_hadi, ols_plot_obs_fit, ols_plot_reg_line, ols_plot_resid_box, ols_plot_resid_fit, ols_plot_resid_fit_spread, ols_plot_resid_hist, ols_plot_resid_lev, ols_plot_resid_pot, ols_plot_resid_qq, ols_plot_resid_regressor, ols_plot_resid_spread, ols_plot_resid_stand, ols_plot_resid_stud, ols_plot_resid_stud_fit, ols_plot_response, ols_step_all_possible, ols_step_all_possible_betas, ols_step_backward_aic, ols_step_backward_p, ols_step_best_subset and 11 more

Show 5 earlier eventsHide 5 earlier events

0.4.0
record
2017-12-05 · diff ↗ ·
added 2 exports
ols_all_subset_betas, ols_launch_app
0.3.0
record
2017-08-31 · diff ↗
0.2.0
record
2017-06-05 · diff ↗
0.1.0
record
2017-05-11
R
R 3.4.0 released · 2017-04-21

Package metadata

First published: 2017-05-11
Total releases: 11 / 9 yrs
License: MIT + file LICENSE OSI
Minimum R: ≥ 3.3
Bundled data: 1.0 MB / 7 files
Download size: 1.8 MB

Cite

Cite this package

Run in R for the authors' preferred citation:

citation("olsrr")

Format

Hebbali, A. (2026). olsrr: Tools for Building OLS Regression Models (Version 0.7.0) [Computer software]. https://doi.org/10.32614/CRAN.package.olsrr

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 olsrr version 0.7.0 [Data set]. HJJB, LLC. Data release v2026-10-24. https://doi.org/10.5281/zenodo.21843040

From data release v2026-10-24, which the citation names so these numbers can be found later. More on citing and the projects behind them.

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