Comment by simulo

For learning about the basics of statistics, my go-to resource is "Discovering Statistics using [R/SPSS]" (Andy Field). "Improving Your Statistical Inferences" (Daniel Lakens) needs some basics, but covers a lot of intesting topics, including sequencial testing and equivalence tests (sometimes you want to know if a new thing is equivalent to the old)