Is the stage data actually showing river surface elevation or from sea level?
Stage is defined as the height of a water surface above an established “zero” plane, or datum. It may or may not be the river surface elevation as a datum can be set below the natural bottom of the channel so all stage height readings will be greater than zero. Each location may use a different zero datum.
