Tsujitani (1992, Biometrics 48, 267-269) and Kateri (1993, Biometrics 49, 950-951) considered analyses for two-way contingency tables. In this reader reaction a nonparametric analysis using midrank ...
A contingency table allows you to visualize the relationship between a categorical X variable and a categorical Y variable.