A real data set of considerable intrinsic interest and offering considerable scope for investigation with different techniques of exploratory data analysis is examined using principal components analysis and the biplot. The analysis has an intuitively satisfying interpretation and illustrates well applications of the techniques. Plausible interpretations for the first and second principal components are suggested. A number of interesting aspects of the biplots are noted.