Intuitive Biostatistics by Motulsky Goes over the commonly used methods in science but only explains the intuition behind the method and what you can and canno

Intuitive Biostatistics by Motulsky Goes over the commonly used methods in science but only explains the intuition behind the method and what you can and cannot expect from the results, drawbacks etc. Written in a very conversational and opinionated style, I enjoyed it.