This work presents a regionalization of Castilla y Leon, an area located in
the northwest portion of Spain, using 5-day rainfall. Daily data were avai
lable for 119 sites for the 6-year period 1990-1995, between the months of
September and May. The region presents a special orography which affects th
e final results. Following similar studies (Van Regenmortel, 1995, Internat
ional Journal of Meteorology 15, 313-323), Principal Component Analysis (PC
A) (VARIMAX rotation) has been used together with the Cluster Analysis (War
d and average-linkage) as methods of regionalization. The causes of rainfal
l in Castilla y Leon, synoptic systems that affect the region, are obtained
by using the PCA. As a result of a considerable reduction in the number of
data, the properties of the different homogeneous rainfall areas are easie
r to define. This reduction permits a simulation of rainfall with a small n
umber of variables having only a slight loss of information (80.5% of the v
ariance is explained). Copyright (C) 2000 Royal Meteorological Society.