Data Science from Scratch, Joel Grus, O'Reilly.
Covers all of the basics, from sourcing data to math to statistics to munging data to visualization, but just at a need-to-know level (not deep dives). Fairly quick read and great reference to have at hand. You can skip most of the Python parts, or read it and learn some great tricks for learning what information your data really holds.