Regional regression models of percentile flows for the contiguous United States: Expert versus data-driven independent variable selection

•Regional regression models of percentile flows created using 918 basins in the US.•Compare impact of different sets of independent variables on performance.•Variables describing the distribution of basin data did not improve models.•A set of three variables selected via expert assessment was effective.•Tool to predict percentile flows based on three variables provided.