Quantifying ecosystem states and state transitions of the Upper Mississippi River System using topological data analysis.

Aquatic systems worldwide can exist in multiple ecosystem states (i.e., a recurring collection of biological and chemical attributes), and effectively characterizing multidimensionality will aid protection of desirable states and guide rehabilitation.