Update: no longer relevant
Knowledge about datasets is also known as metadata, such as column data types, ordering, scale. Note that the term also refers to data about individual data items (e.g., author of a book).
Search and compare metadata formats and outline their applicability for Visual Analytics.
Starting point(s) for research: