Other resources

Depending on how often you need to check the same type of data, it may be worth investing the time to write a script that automates a report or generating figures.

The pointblank package can run a suite of custom-defined validation functions in a data quality reporting workflow that generates a data quality analysis report. It can also work directly with database tables, not just files stored locally.

The assertr package provides a suite of functions that can ensure a user-specified set of assertions are valid before allowing an analysis to proceed. It also includes some handy functions to check for multivariate outliers, rather than checking each variable separately.