R Observatory: Metrics for DataQualityDashboard version 2.8.9

Balamuta, James Joseph

doi:10.5281/zenodo.21843040

DataQualityDashboard

2.8.9

Execute and View Data Quality Checks on OMOP CDM Database

0packages depend

3.2Kdownloads / year

86.9%test coverage

13/13checks pass

Overview

About

Maintained by Katy SadowskiFirst published 2026-01-283 releasesCRAN page ↗GitHub ↗

Assesses data quality in Observational Medical Outcomes Partnership Common Data Model (OMOP CDM) databases. Executes data quality checks and provides an R 'shiny' application to view the results.

Install

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

install.packages("DataQualityDashboard", 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("OHDSI/DataQualityDashboard")

Development version from OHDSI/DataQualityDashboard. 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-dataqualitydashboard

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-DataQualityDashboard

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-DataQualityDashboard

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

Health

CRAN checks

13OK

Slowest check: 8.6 min · r-oldrel-windows-x86_64

Code health

Yes

Tests · ratio 2.27

86.9%

Coverage · measured lines

100%

Documentation · exports

12

Dependencies · direct

Check history

OK2026-08-05
13 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE
NOTE2026-08-01
12 OK · 1 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE
OK2026-06-09
13 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE
ERROR2026-06-08
12 OK · 0 NOTE · 0 WARNING · 1 ERROR · 0 FAILURE
OK2026-05-24
13 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE

Show 8 earlier snapshots

ERROR2026-05-17
12 OK · 0 NOTE · 0 WARNING · 1 ERROR · 0 FAILURE
OK2026-05-15
13 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE
ERROR2026-05-13
12 OK · 0 NOTE · 0 WARNING · 1 ERROR · 0 FAILURE
OK2026-05-09
13 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE
ERROR2026-04-26
11 OK · 0 NOTE · 0 WARNING · 1 ERROR · 0 FAILURE
OK2026-04-06
14 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE
ERROR2026-04-04
13 OK · 0 NOTE · 0 WARNING · 1 ERROR · 0 FAILURE
OK2026-03-10
14 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE

Documentation

READMEYes · 1,210 wordsVignettesYes · dynamicpkgdown siteNoNEWSYes · 100% structuredCode of conductNoContributing guideNo

Examples that run: not tracked
Documented parameters: 96%
Return-value docs: 100%
References docs: 0%

Downloads

3.2K

CRAN downloads in the past year

Rank #4,707 · ~9/day · ~264/mo

Releases R versions

Daily download trend is not available in this view yet.

42530 days

1.7K90 days

3.2K1 year

Compare downloads with other packages →

Also on72 r2u

Repository

GitHub ↗ ohdsi/dataqualitydashboard

182Stars

112Forks

51Open issues

7Open PRs

31Releases

968Commits

45Contributors

data-quality

968 commits · Last activity 2026-08-12 · +0.6% stars, 30d

Stars over time

2025-07-28 · 1612026-08-04 · 182

Repository practices

Upstream repositoryBeta

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

Checks run against github.com/ohdsi/dataqualitydashboard on 2026-08-09.

Continuous integration (1)

GitHub Actions

CRAN release process (2)

cran-comments.mdCRAN-SUBMISSION

Lint, format, editor (1)

RStudio project

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

Dependencies

Declared dependencies

21 external dependencies (excludes base and recommended)

Depends (2)

R >= 3.2.2DatabaseConnector

Imports (11)

magrittr ParallelLogger dplyr jsonlite rJava SqlRender plyr stringr rlang tidyselect readr

LinkingTo (0)

none

Suggests (9)

testthat knitr rmarkdown markdown shiny ggplot2 Eunomia R.utils devtools

Enhances (0)

none

Dependency license breakdown →

Reverse dependencies

0direct

0indirect

Nothing depends on this yet.

Code & Tests

People & History

People (8)

Maintainer (1)

Katy Sadowski

Author, Maintainer

Authors (8)

Author, Maintainer

Author

Author

Author

Author

Author

Author

Author

Package Timeline

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

2.8.9Latest
2026-05-18 · current release · diff ↗
unarchivedReturned to CRAN
2026-05-18
archivedRemoved from CRAN
2026-05-17
issues were not corrected in time
R
R 4.6.0 released · 2026-04-24
2.8.7
2026-03-23 · diff ↗
2.8.6
2026-03-10
R
R 4.5.0 released · 2025-04-11

Package metadata

First published: 2026-01-28
Total releases: 3 / 1 yrs
License: Apache License 2.0 OSI
Minimum R: ≥ 3.2.2
Download size: 1.1 MB
Installed size: not tracked yet
With dependencies: not tracked yet

Cite

Cite this package

Run in R for the authors' preferred citation:

citation("DataQualityDashboard")

Format

Sadowski, K., Blacketer, C., DeFalco, F., Grafkin, P., Londhe, A., Moinat, M., Molinaro, A., & Sena, A. (2026). DataQualityDashboard: Execute and View Data Quality Checks on OMOP CDM Database (Version 2.8.9) [Computer software]. https://doi.org/10.32614/CRAN.package.DataQualityDashboard

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 DataQualityDashboard version 2.8.9 [Data set]. HJJB, LLC. Data release v2026-08-15. https://doi.org/10.5281/zenodo.21843040

From data release v2026-08-15, which the citation names so these numbers can be found later. More on citing and the projects behind them.

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