Abstract It is well known that the distribution of extreme values strictly stationary sequences differ from those independent and identically distributed in extremal clustering may occur. Here we consider non-stationary but random variables subject to suitable long range dependence restrictions. We find limiting appropriately normalized sample maxima depends on a parameter measures average sequ...