Climate projection studies of future changes in snow conditions and resulting rain-on-snow (ROS) flood events are subject to large uncertainties. Typically. emission scenario uncertainties and climate model uncertainties are included. This is the first study on this topic to also include quantification of natural climate variability. https://parisnaturalfoodes.shop/product-category/macacacao/