This study is on input-selection for a catchment with multiple rainfall stations. Combined cross-correlation and mutual information analysis is proposed. Selected inputs were used to develop an event-based rainfall-runoff ANFIS model. Proposed method chose rainfall inputs only from 2 to 3 stations to be used in ANFIS. Selected stations had high total rain and were located near sub-catchments outlet.