16  Quality control

Process Data documentation Methods and technology

Checks happen twice. In the sheets, drop-down menus and allowed ranges catch a typo while the leaf is still on the bench. After the file is imported, the checks look for duplicates, missing values, impossible numbers, and names that do not match across tables.

The sheet checks are described in Reproducible workflows, version control. The tutorial that runs the checks in R is Data curation.