Nonparametric tests of association have been around for a long time, and ne
w ones continue to be proposed to cope with specific forms of association.
However, graphs have the potential to assess a far richer class of bivariat
e dependence structures than any collection of tests. This article describe
s how chi-plots, used in conjunction with the usual scatterplot, provides a
useful practical tool in this regard.