Tropical small-scale fisheries are typical for providing complex multivariate data. due to their diversity in fishing techniques and highly diverse species composition. In this paper we used for the first time a supervised Self-Organizing Map (xyf-SOM). to recognize and understand the internal heterogeneity of a tropical marine small-scale fishery. https://foldlyers.shop/product-category/led-modules-displays/