# Data Validation Packages and Tools in R
## Packages
- [pointblank](https:/github.com/rich-iannone/pointblank)
- [assertr](https://github.com/ropensci/assertr)
- [assertthat](https://github.com/hadley/assertthat)
- [checkmate](https://github.com/mllg/checkmate)
- [ruler](https://github.com/echasnovski/ruler)
- [ensurer](https://github.com/smbache/ensurer)
- [tester](https://github.com/gastonstat/tester)
- [sealr](https://github.com/uribo/sealr)
- [validateIt](https://github.com/Luwei-Ying/validateIt)
More leaned towards validation:
- [naniar](https://github.com/njtierney/naniar)
- [skimr](https://github.com/ropensci/skimr)
- [validate](https://github.com/data-cleaning/validate)
Miscellaneous/Related
- [rstudio/shinyvalidate](https://github.com/rstudio/shinyvalidate)
- [shinyFeedback](https://github.com/merlinoa/shinyFeedback)
- [rjsonvalidate](https://github.com/ropensci/jsonvalidate)
- [validator](https://github.com/manybabies/validator)
- [lumberjack](https://github.com/markvanderloo/lumberjack): Track changes in data with ease
- [Lumberjack-App](https://github.com/jcweaver5/ShinyApp-Lumberjack-App): The lumberjack-app is a Shiny Application that predicts tree volume in cubic feet from a linear model using data from the "trees" dataset in the R datasets package
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## Appendix: Links
- [[2-Areas/MOCs/R]]
- [[Development]]
- [[Data Engineering]]
- [[Databases]]
*Backlinks:*
```dataview
list from [[R - Data Validation Packages]] AND -"Changelog"
```