Hydrological characteristics of Australia: national catchment classification and regional relationships

•Australian subcatchments are described by forty climate and intrinsic attributes.•Fuzzy c-means classified the national subcatchment dataset into eight clusters.•Most subcatchments have a very high membership coefficient to one cluster.•Each cluster is typified by specific streamflow behaviour and flood risk.•Subcatchments with poor cluster membership levels highlight interactive complexity.