R Observatory: Metrics for dqcheckr version 0.3.0

Balamuta, James Joseph

doi:10.5281/zenodo.21843040

dqcheckr

0.3.0

Automated Data Quality Checks for Recurring Dataset Deliveries

1packages depend

1.2Kdownloads / year

97.7%test coverage

9/13checks pass

Overview

About

Maintained by Mick MioduszewskiFirst published 2026-05-206 releasesCRAN page ↗GitHub ↗

Automates quality verification of recurring external dataset deliveries. For each new file arrival, it runs single-snapshot quality checks, compares the file to the previous delivery, writes a self-contained 'HTML' report, and records summary statistics in a local 'SQLite' database for long-term trend tracking. Supports 'CSV' and fixed-width formats. Custom organisation-specific checks can be supplied as plain R files.

Install

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

install.packages("dqcheckr", 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("mickmioduszewski/dqcheckr")

Development version from mickmioduszewski/dqcheckr. 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-dqcheckr

Fast Ubuntu binaries via r2u (no compilation). The cranapt setup runs once and is skipped when it is already enabled.

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-dqcheckr

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-dqcheckr

RPMs auto-built from CRAN on openSUSE OBS (Tumbleweed).

Health

CRAN checks

4ERROR9OK

Failing flavors

ERROR r-oldrel-macos-arm64
ERROR r-oldrel-macos-x86_64
ERROR r-release-macos-arm64
ERROR r-release-macos-x86_64

Slowest check: 5.7 min · r-oldrel-windows-x86_64

Code health

Yes

Tests · ratio 1.13

97.7%

Coverage · measured lines

100%

Documentation · exports

15

Dependencies · direct

Check history

ERROR2026-07-26
12 OK · 0 NOTE · 0 WARNING · 1 ERROR · 0 FAILURE
OK2026-06-07
13 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE
ERROR2026-05-21
3 OK · 0 NOTE · 0 WARNING · 1 ERROR · 0 FAILURE

Documentation

READMEYes · 247 wordsVignettesYes · dynamicpkgdown siteNoNEWSYes · 100% structuredCode of conductNoContributing guideNo

Examples that run: 95%
Documented parameters: 99%
Return-value docs: 100%
References docs: 0%

Downloads

1.2K

CRAN downloads in the past year

Rank #8,172 · ~3/day · ~96/mo

Releases R versions

Daily download trend is not available in this view yet.

24530 days

1.1K90 days

1.2K1 year

Compare downloads with other packages →

Also on33 r2u23 autocran

Repository

GitHub ↗ mickmioduszewski/dqcheckr

1Stars

0Forks

0Open issues

0Open PRs

2Releases

100Commits

1Contributors

100 commits · Last activity 2026-07-26 · 0% stars, 30d

Stars over time

2026-06-02 · 12026-07-07 · 1

Repository practices

Upstream repositoryBeta

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

Checks run against github.com/mickmioduszewski/dqcheckr on 2026-08-23.

Continuous integration (1)

GitHub Actions

CRAN release process (2)

cran-comments.mdCRAN-SUBMISSION

How this is detected·Detection ruleset v1 (2026-07-18)

Dependencies

Declared dependencies

16 external dependencies (excludes base and recommended)

Depends (1)

R >= 4.2

Imports (15)

readr stringi DBI RSQLite quarto knitr kableExtra ggplot2 gridExtra tidyr yaml rlangstatstoolsutils

LinkingTo (0)

none

Suggests (4)

testthat withr rmarkdown pkgdown

Enhances (0)

none

Dependency license breakdown →

Reverse dependencies

1direct

0indirect

dqcheckrGUI

Code & Tests

People & History

People (1)

Maintainer (1)

Mick Mioduszewski

Author, Maintainer

Authors (1)

Mick Mioduszewski

Author, Maintainer

Package Timeline

6 releases. Pick two to compare their code metrics. R releases are shown for context.

0.3.0Latest
2026-07-26 · current release · diff ↗
0.2.5
2026-07-19 · diff ↗
0.2.2
2026-06-18 · diff ↗
0.2.1
2026-06-08 · diff ↗
0.2.0
2026-06-02 · diff ↗
0.1.2
2026-05-20
R
R 4.6.0 released · 2026-04-24

Package metadata

First published: 2026-05-20
Total releases: 6 / 1 yrs
License: MIT + file LICENSE OSI
Minimum R: ≥ 4.2
Download size: 287 KB
Installed size: not tracked yet
With dependencies: not tracked yet

Cite

Cite this package

Run in R for the authors' preferred citation:

citation("dqcheckr")

Format

Mioduszewski, M. (2026). dqcheckr: Automated Data Quality Checks for Recurring Dataset Deliveries (Version 0.3.0) [Computer software]. https://doi.org/10.32614/CRAN.package.dqcheckr

This is what citation() produces when a package has no citation file of its own. If it prints something else, use that.

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 dqcheckr version 0.3.0 [Data set]. HJJB, LLC. Data release v2026-08-23. https://doi.org/10.5281/zenodo.21843040

From data release v2026-08-23, which the citation names so these numbers can be found later. More on citing and the projects behind them.

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