Stream flows across the United States are analyzed by directed visibility graphs.
Directed horizontal visibility graphs highlight irreversibility and nonlinearity.
Nonlinearity conceals linear short and long range dependence.
Degree distributions exhibit spatially coherent subexponential behavior.
Hydrological and physical interpretation of stream flow nonlinearity is provided.