Karl Pearson and G. Udny Yule developed the main interpretations of co
rrelation used by statisticians for the past century or so. They also
examined a number of situations in which the correlation inference was
unsatisfactory. This paper considers the development of their ideas o
n both genuine and spurious correlations and makes some reference to r
elated modern work.