Spearman correlation rank test
Rank (from 1 to n, where n is the number of pairs of data) the numbers in each column. If there are ties within a column , then assign all the measurements that tie the same median rank.
Note, avoids ties (which reduce the power of the test) by measuring with as fine a scale as possible. S= sum of the square differences in rank. (ref)