A spatial co-location pattern represents a subset of features whose instances are prevalently located together in geographic space. Although many algorithms mining have been proposed, there still some problems: 1) they miss meaningful patterns (e.g., {Ganoderma_lucidumnew, maple_treedead} and {water_hyacinthnew(increase), algaedead(decrease)}), get the wrong conclusion that two or more increase...