Quantifying the relative contributions of different flood generating mechanisms to floods across CONUS

•Various flood generating mechanisms were considered comprehensively.•The quantification was performed using nonlinear machine learning models.•Both snowmelt and soil wetness are key factors in the midwest, northeastern CONUS.