Here, we introduce the TOP-k COrrelated Pairs (TOP-COP) query algorithm. The key idea of TOP-COP is a diagonal traversal method which exploits the 2-D monotone property of the upper bound of the correlation coefficient for efficiently computing the top-k correlated pairs.