R Observatory: Metrics for modeldata version 1.6.0

Balamuta, James Joseph

doi:10.5281/zenodo.21843040

modeldata

1.6.0

Data Sets Useful for Modeling Examples

2packages dependsuggested by 51

438.3Kdownloads / year

88.3%test coverage

13/13flavors OK

Overview

About

Maintained by Max KuhnCRAN page ↗GitHub ↗Website ↗Issues ↗Declared funder: Posit Software, PBC

Data sets used for demonstrating or testing model-related packages are contained in this package.

Changes in 1.6.0

Added a new data that is simulated (but based on real data) that will used at posit::conf 2026.

From NEWS.md in the release

Install

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

install.packages("modeldata", 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("tidymodels/modeldata")

Development version from tidymodels/modeldata. 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-modeldata

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-modeldata

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-modeldata

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: 2.0 min · r-devel-windows-x86_64

Status changes

OK13 OK2026-08-05
NOTE12 OK, 1 NOTE2026-08-01
OK13 OK2026-06-09
WARNING12 OK, 1 WARNING2026-06-08
OK12 OK2026-04-25

Show 1 earlier changeHide 1 earlier change

NOTE11 OK, 3 NOTE2026-03-10

Advisories

none known

How this is measured·How advisories are found

Documentation

In release 1.6.0

READMEYes · 159 wordsVignettesNoNEWSYes · 100% structured · mentions 1.6.0Citation fileNoWebsiteYes · pkgdown

Help pages: 48 (1 internal)includes a package overview page
Examples that run: 96%45 run in a plain check · 1 only when donttest examples are enabled (R CMD check --as-cran) · 1 never run
Exported functions with examples: 100%
Documented parameters: 76%
Return-value docs: 0%
Help pages citing references: 4%

How these are measured

Downloads

438.3K

CRAN downloads in the past year

Rank #636 · ~1.2K/day · ~36.5K/mo

Releases R versions

Daily download trend is not available in this view yet.

28.2K30 days

91.4K90 days

438.3K1 year

Compare downloads with other packages →

Also on10.7K r2u6 autocran37.9K conda_forge391 c2d4u

How downloads are counted

Repository

tidymodels/modeldata ↗Organization: tidymodels

25Stars

8Forks

2Open issues

0Open PRs

12Releases

165Commits

10Commit identities

165 commits · Last activity 2026-08-22 · 0% stars, 30d · Default branch at 1.6.0.9000, ahead of CRAN 1.6.0 (checked 2026-10-11)

Responsiveness

How these are sampled

PRs merged (all time): 100%
Median days to close, 50 most recently updated closed issues: 2
Median days to close, 50 most recently updated closed PRs: 0

Stars over time

2025-03-18 · 232026-08-07 · 25

How these are measured

PracticesBeta

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

Checks run against github.com/tidymodels/modeldata on 2026-10-11.

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 (2)

Code of conductCODEOWNERS

Docs source (4)

README.Rmdpkgdown

GitHub Pages site last deployed 2026-08-22 · The repository has a site deploy workflow

pkgdown site last built 2026-08-22

Coverage (1)

Coverage reporting (Codecov)

Show all practicesHide 2 practices

Reproducibility and dev environment (1)

data-raw/

Lint, format, editor (3)

AirVS CodeRStudio project

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

Dependencies

Declared dependencies

8 external dependencies (excludes base and recommended)

Installing modeldata adds 16 packages (10 with compiled code, 5.5 MB of source tarballs). Heaviest: vctrs 1.0 MB, dplyr 902 KB, rlang 766 KB.

Depends (1)

R >= 4.1

Imports (6)

cli dplyrMASSpurrr rlang tibble

LinkingTo (0)

none

Suggests (3)

covr ggplot2 testthat

Enhances (0)

none

Dependency license breakdown →

Reverse dependencies

2direct

12indirect

Imports 2

Suggested by 51

Show the 48 most downloaded packagesHide the 48 most downloaded packages

Depends, Imports or LinkingTo, most downloaded first

tidymodels datos

Suggests, most downloaded first

and 5 more packages that suggest it on CRAN ↗

How these are counted

Code & Tests

Datasets

People & History

People (2)

Max Kuhn

Author, Maintainer since 0.0.1 (2019)

Posit Software, PBC

Copyright holder, Funder · added in 1.1.0

Listed in earlier versions (1)

RStudio

no longer listed · 0.0.1 to 1.0.1

Releases (13)

Pick two releases to compare their code metrics.

1.6.0Latest
record
2026-08-21 · current release · diff ↗
R
R 4.6.0 released · 2026-04-24
1.5.1
record
2025-08-22 · diff ↗
1.5.0
record
2025-08-01 · diff ↗ ·
removed 1 export
%>%
R
R 4.5.0 released · 2025-04-11
1.4.0
record
2024-06-19 · diff ↗
R
R 4.4.0 released · 2024-04-24
1.3.0
record
2024-01-21 · diff ↗
1.2.0
record
2023-08-09 · diff ↗
R
R 4.3.0 released · 2023-04-21
1.1.0
record
2023-01-25 · diff ↗ ·
added 2 exports
sim_logistic, sim_multinomial
1.0.1
record
2022-09-06 · diff ↗
1.0.0
record
2022-07-01 · diff ↗ ·
added 4 exports
%>%, sim_classification, sim_noise, sim_regression
R
R 4.2.0 released · 2022-04-22
0.1.1
record
2021-07-14 · diff ↗
R
R 4.1.0 released · 2021-05-18

Show 5 earlier eventsHide 5 earlier events

0.1.0
record
2020-10-22 · diff ↗
0.0.2
record
2020-06-22 · diff ↗
R
R 4.0.0 released · 2020-04-24
0.0.1
record
2019-12-06
R
R 3.6.0 released · 2019-04-26

Package metadata

First published: 2019-12-06
Total releases: 13 / 7 yrs
License: MIT + file LICENSE OSI
Minimum R: ≥ 4.1
Bundled data: 4.9 MB / 47 files
Download size: 4.9 MB

Cite

Cite this package

Run in R for the authors' preferred citation:

citation("modeldata")

Format

Kuhn, M., & Posit Software, PBC. (2026). modeldata: Data Sets Useful for Modeling Examples (Version 1.6.0) [Computer software]. https://doi.org/10.32614/CRAN.package.modeldata

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 modeldata version 1.6.0 [Data set]. HJJB, LLC. Data release v2026-10-17. https://doi.org/10.5281/zenodo.21843040

From data release v2026-10-17, which the citation names so these numbers can be found later. More on citing and the projects behind them.

Report a problem with this page →