River flow information is crucial for managing water resources, especially in areas with limited data. Scientists tested models to estimate streamflow in the Santa Barbara River Basin in Brazil. The models were accurate for average flows but not for extreme events like high or low flows. Models considering the region's characteristics performed better than those that didn't. A model using drainage area and density accurately estimated streamflow duration. This model could improve water management in the Santa Barbara River Basin compared to current methods.