Rhea your a freaking genius. Your pieces are little works of art for python afficionados. I particularly struggled with 2 things: when to use lambda functions and when to use decorators, honestly the later I think I only used it on tutorials about decorators and never for my work in the lab. Thanks for yet another awesome and instructive piece. Cheers!