Procrustes rotation is a powerful technique to compare subspaces. In t
his paper, Procrustes rotation is used to select the minimum number of
original variables that are important to describe a system and to sta
tistically compare different sampling seasons. In the latter case, Pro
crustes rotation methodology has been applied to determine similaritie
s and differences between sampling seasons in urban soils. Four season
s (during one year) were carried out to develop a monitoring scheme to
control metal pollution in a medium-city area. Future efforts to moni
tor metal pollution will be based on analyzing only two or (at most) t
hree metals, i.e., Pb, Co, and Cd.