A discharge uncertainty envelope is presented that provides an observation error model for data assimilation (DA) using observations derived from measurement of stage a rating curve. It uniquely represents the curve representation error, which due to scale and process incompatibility between hydrodynamic “true” discharge, within model. Ensemble methods, specifically, iterative ensemble smoother...