Maybe not for absolute beginners but definitely in high school, Infinite Powers by Steven Strogatz for calculus and maths in general.

26/ I'll leave you with a few resources to learn more. Prof. Steven Strogatz's outstanding book, Infinite Powers, contains some pi history. It's also a lovely introduction to calculus -- for non-mathematicians. (h/t @stevenstrogatz)