The Complete Idiot's Guide to Statistics, 2nd Edition
If your knowledge of statistics is a bit rusty (or you missed the topic the first time around), this book, title aside, is a good primer on the basics. Understanding statistics will greatly help when using performance analysis tools and services among other typical programming tasks.
List price: $19.95
Amazon price: $13.32