Peak overlap in powder diffraction patterns necessarily implies that the nu
mber of visible peaks is less than the number of Bragg peaks. While the num
ber of Bragg reflections is easily enumerated, the number of statistically
independent Bragg peaks is not. In this paper, it is shown that, although t
here is no single or simple answer to this problem, Bragg peak intensity co
rrelation is a well behaved statistical quantity that can be used to expres
s a measure of the number of independent peaks.