Entropy of hydrological systems under small samples: Uncertainty and variability

•Two innovative estimators for entropy estimation for small samples are introduced.•Multi-scale moving entropy-based analysis is employed to assess the uncertainty.•Intrinsic property of entropy in hydrological uncertainty analyses is discussed.•Correlations between entropy and other common statistics in hydrology are illustrated.