A number of examples of nonnormal bivariate distributions whose margin
al distributions are normal have been described in the literature. Suc
h examples can be extremely useful in classroom discussions of univari
ate and bivariate normality. The present note introduces a new, practi
cally motivated example involving maximum and minimum daily temperatur
es, in which the marginal distributions appear to be normally distribu
ted, whereas the bivariate distribution is not. Two differences exist
compared to previous examples: (1) there is a practical motivation; (2
) despite the apparent normality of the marginal distributions, it can
be shown that such normality cannot really be valid, except in an unr
ealistic special case. The example illustrates a number of additional
points that would be of value in a classroom discussion of univariate
and bivariate distributions.