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In this study, we utilize ERA5 reanalysis, creating a gridded 3-hourly dataset of snow melt events for 45 year period 1980 to 2024 defined based on all ablation, rain on snow ablation, and non-rain on snow ablation to evaluate ROS frequency and how different energy fluxes heat from the air (turbulent fluxes) and radiation from the sun and atmosphere (radiative fluxes) contribute to snowmelt during both ROS and non-ROS events across a larger Northern Hemisphere