It is often useful to know how strongly or weakly two variables are associated: do they vary together or are they essentially unrelated? In the case of numerical variables, the best-known measure of association is the product-moment correlation coefficient introduced by Karl Pearson at the end of the nineteenth century. For variables that are ordered but not necessarily numeric...