data.validator

0.2.1

Automatic Data Validation and Reporting

0packages depend

5.6Kdownloads / year

83.6%test coverage

13/13checks pass

Overview

About

Maintained by Marcin DubelFirst published 2021-03-015 releasesCRAN page ↗GitHub ↗

Validate dataset by columns and rows using convenient predicates inspired by 'assertr' package. Generate good looking HTML report or print console output to display in logs of your data processing pipeline.

Install

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

install.packages("data.validator", 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("Appsilon/data.validator")

Development version from Appsilon/data.validator. 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-data.validator

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-data.validator

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-data.validator

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

Health

CRAN checks

13OK

Slowest check: 1.5 min · r-oldrel-windows-x86_64

Code health

Yes

Tests · ratio 0.84

83.6%

Coverage · measured lines

100%

Documentation · exports

Dependencies · direct

Check history

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
OK2026-03-10
14 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE

Documentation

READMENoVignettesNopkgdown siteNoNEWSYes · 100% structuredCode of conductNoContributing guideNo

Examples that run: 0%
Documented parameters: 97%
Return-value docs: 0%
References docs: 0%

Downloads

5.6K

CRAN downloads in the past year

Rank #8,238 · ~15/day · ~467/mo

Releases R versions

Daily download trend is not available in this view yet.

44130 days

1.3K90 days

5.6K1 year

Compare downloads with other packages →

Also on107 r2u60 autocran1.1K conda_forge

Repository

GitHub ↗ appsilon/data.validator

153Stars

15Forks

14Open issues

1Open PRs

4Releases

338Commits

20Contributors

rstudiordatavalidationreportingrhinoverse

338 commits · Last activity 2024-04-18 · 0% stars, 30d

Stars over time

2025-07-08 · 1472026-07-07 · 153

Repository practices

Upstream repositoryBeta

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

Checks run against github.com/appsilon/data.validator on 2026-07-30.

Continuous integration (1)

GitHub Actions

Lint, format, editor (2)

lintrRStudio project

Governance and community (1)

PR template

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

Dependencies

Declared dependencies

25 external dependencies (excludes base and recommended)

Depends (0)

none

Imports (13)

assertr shiny.semantic knitr purrr dplyr tidyrutilsR6 rlang rmarkdown htmltools htmlwidgets tibble

LinkingTo (0)

none

Suggests (13)

covr fixtuRes fs lintr magrittr rcmdcheck readr shiny spelling targets testthat visNetwork withr

Enhances (0)

none

Dependency license breakdown →

Reverse dependencies

0direct

0indirect

Nothing depends on this yet.

Code & Tests

People & History

People (7)

Maintainer (1)

Marcin Dubel

Author, Maintainer

Authors (4)

Marcin Dubel

Author, Maintainer

Krystian Igras

Author

Jakub Nowicki

Author · added in 0.2.0

Paweł Przytuła

Author

Contributors (2)

Dominik Krzeminski

Contributor

Servet Ahmet Çizmeli

Contributor

Appsilon Sp. z o.o.

Package Timeline

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

R
R 4.6.0 released · 2026-04-24
R
R 4.5.0 released · 2025-04-11
R
R 4.4.0 released · 2024-04-24
0.2.1Latest
2023-12-11 · current release · diff ↗
0.2.0
2023-05-08 · diff ↗
R
R 4.3.0 released · 2023-04-21
R
R 4.2.0 released · 2022-04-22
0.1.6
2022-01-19 · diff ↗
unarchivedReturned to CRAN
2022-01-19
archivedRemoved from CRAN
2021-11-02
requires archived package 'shiny.semantic'
R
R 4.1.0 released · 2021-05-18
0.1.5
2021-03-02 · diff ↗
0.1.4
2021-03-01
R
R 4.0.0 released · 2020-04-24

Package metadata

First published: 2021-03-01
Total releases: 5 / 5 yrs
License: MIT + file LICENSE OSI
Download size: 3.3 MB
Installed size: not tracked yet
With dependencies: not tracked yet

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