Anscombe's quartet is four datasets that all have the exact same summary statistics (mean, standard deviation, and correlation) but are in fact quite different. It illustrates the danger in relying solely on summary statistics without [[data visualization]].
F.J. Anscombe developed Anscombe's Quartet in 1973
A fun variant is the [[Datasaurus Dozen]].