I love visual math like this so much. I had a professor at my alma mater, UC Santa Cruz, who made a textbook called “Illustrated Theory of Numbers”, and it’s just beautiful. Marty Weissman, check it out sometime
Michael Barnsley's Fractals Everywhere is one of the best intro books i found on the subject