I love Anscombe's Quartet. Four obviously different sets of X-Y data (so, like, on the XY plane, a graph), but with exactly the same basic statistics (descriptives). Yes, you have to know your data and graph your data. (So, from the numbers they "look" the same, but when you graph them you see they are actually quite different.)
