Statistics is a branch of mathematics. Math is hard and often not intuitive. Statistics is notoriously unintuitive. So, to understand statistics you've got to understand the derivation of its formulas, a process that is neither easy nor obvious.

My goal here is to understand the derivations. I will often include interactive figures to help with understanding.