The Logistic Map, Chaos and Bifurcation Diagrams (en.wikipedia.org)

One can draw a bifurcation diagram with nothing but a pencil and a pocket calculator, trying different values of r and finding the fixed points / orbits. I think it's the coolest thing one can do with high school arithmetics.