Tools for Checking Data Consistency

Functions to check variables against a set of data quality rules. A rule file can be accompanied by look-up tables. In addition, there are some convenience functions that may serve as an example for defining clearer 'data rules'. An HTML based user interface facilitates initial exploration of the functionality.


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The package provides functionality to check variables against a set of basic format rules. This is useful in data migration or data cleaning to quickly check assumptions about data types and content.

See the file in vignettes/index.md for a complete example on how to use.

You can download release versions from the CRAN repository following standard menu options in R or RStudio.

The latest development version can be obtained from this repository in github using:


if (!require('devtools')) install.packages('devtools')
devtools::install_github('c5sire/datacheck')

Reference manual

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install.packages("datacheck")

1.2.2 by Simon, Reinhard (CIP), 12 years ago


https://github.com/c5sire/datacheck


Report a bug at https://github.com/c5sire/datacheck/issues


Browse source code at https://github.com/cran/datacheck


Authors: "Simon , Reinhard (CIP)" <[email protected]> , Jose Francisco Loff <jfloff at phistat.com>


Documentation:   PDF Manual  


MIT + file LICENSE license


Imports stringr, Hmisc, shiny

Depends on grDevices


See at CRAN