Package: validate 1.1.7

Mark van der Loo

validate: Data Validation Infrastructure

Declare data validation rules and data quality indicators; confront data with them and analyze or visualize the results. The package supports rules that are per-field, in-record, cross-record or cross-dataset. Rules can be automatically analyzed for rule type and connectivity. Supports checks implied by an SDMX DSD file as well. See also Van der Loo and De Jonge (2018) <doi:10.1002/9781118897126>, Chapter 6 and the JSS paper (2021) <doi:10.18637/jss.v097.i10>.

Authors:Mark van der Loo [cre, aut], Edwin de Jonge [aut], Paul Hsieh [ctb]

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 |manual.html✨
card.svg |card.png
validate/json (API)
NEWS

# Install 'validate' in R:
install.packages('validate', repos = c('https://data-cleaning.r-universe.dev', 'https://cloud.r-project.org'))

Bug tracker:https://github.com/data-cleaning/validate/issues

On CRAN:

Conda:

data-cleaningvalidation

12.16 score 431 stars 9 packages 634 scripts 2.0k downloads 2 mentions 83 exports 2 dependencies

Last updated from:cb1e94528d. Checks:12 ERROR, 1 OK. Indexed: yes.

TargetResultTimeFilesSyslog
linux-devel-arm64ERROR121
linux-devel-x86_64ERROR145
source / vignettesERROR206
linux-release-arm64ERROR139
linux-release-x86_64ERROR164
macos-release-arm64ERROR98
macos-release-x86_64ERROR255
macos-oldrel-arm64ERROR124
macos-oldrel-x86_64ERROR260
windows-develERROR160
windows-releaseERROR97
windows-oldrelERROR131
wasm-releaseOK101

Exports:.blocks_expressionset.get_exprs.ini_expressionset_cli.ini_expressionset_df.ini_expressionset_yml.PKGOPT.show_expressionset%vin%add_indicatorsaggregateall_completeall_uniqueas_yamlas.data.framebarplotcellscheck_thatcompareconfrontcontains_at_leastcontains_at_mostcontains_exactlycreatedcreated<-descriptiondescription<-do_bydoes_not_containerrorsestat_codelisteventevent<-exists_anyexists_oneexport_yamlexprfield_formatfield_lengthglobglobal_codelisthbhierarchyin_linear_sequencein_rangeindicatoris_completeis_linear_sequenceis_uniquekeysetlabellabel<-lackinglbj_cellslbj_rulesmatch_cellsmax_bymean_bymetameta<-min_bynumber_formatoriginorigin<-part_whole_relationplotresetrun_validation_dirrun_validation_filerxsatisfyingsdmx_codelistsdmx_endpointsortsum_bysummaryvalidate_optionsvalidatorvalidator_from_dsdvaluesvariablesviolatingvoptionswarnings

Dependencies:settingsyaml

Data Validation Infrastructure for R

Rendered fromJSS_3483.Rnwusingutils::Sweaveon Jun 09 2026.

Last update: 2021-06-09
Started: 2019-12-16

The Data Validation Cookbook

Mark P.J. van der Loo

Rendered fromcookbook.Rmdusingknitr::rmarkdownon Jun 09 2026.

Last update: 2025-12-10
Started: 2020-11-19