Observed streamflow time series are influenced by climate variations and human-induced perturbations. Nowadays, estimating the natural river flows appears essential in different fields, such as in water resources management, the legislation context or climate change studies. In the last two decades, several naturalization methods have been developed to estimate a naturalized streamflow series from an influenced one. However, they have been designed for specific applications and there is a lack of estimation of the associated uncertainties.