The closely related Black-eyed Bulbul (Pycnonotus barbatus), Red-eyed
Bulbul (I! nigricans), and Cape Bulbul (I! capensis) occupy parapatric
to locally sympatric ranges within southern Africa. We used a multiva
riate discriminant function analysis to relate the South African distr
ibution of these species at the resolution of a quarter-degree square
of latitude and longitude to a suite of six environmental variables ex
tracted from digital models. The analysis correctly classified the dis
tribution of these species for 89% of the 1,426 squares analyzed. Sepa
ration on the first discriminant function, which successfully characte
rized the distribution of P. nigricans, was mainly by the coefficient
of variation in mean annual rainfall and mean July minimum temperature
. Separation on the second discriminant function, which successfully c
haracterized P. capensis, was mainly by the ''normalized difference gr
een vegetation index'' (derived from NOAA satellite scans). Using the
standardized coefficients for the first discriminant function, a model
generated to predict the distribution of P. nigricans at a finer geog
raphic resolution within our Eastern Cape Province study area was 93%
successful. The results suggest that the three species occupy distinct
ly different habitats, as characterized by the suite of six environmen
tal variables that we analyzed.