Abstract Regionalization, spatially contiguous clustering, provides a means to reduce the effect of noise in sampled data and identify homogeneous areas for policy development among many other applications. Existing regionalization methods require user input such as number regions or similarity measure between regions, which does not allow extraction natural defined solely by itself. Here we vi...