Weather-based ML Datasets

Included are three datasets and machine learning models from Handler et al. (2020), Flora et al. (2021), and Chase et al. (2022. 2023). Handler et al. (2020) is a 1-hr HRRR-based nowcasting dataset predicting frozen road surfaces. Flora et al. (2021) is a 0-150 min severe weather dataset derived from the convection-allowing ensemble system known as the Warn-on-Forecast System. Lastly, the Chase et al. dataset is a lower resolution of the Storm EVent ImagRy (SEVIR; Veillette et al. 2020) dataset where the goal is to predict lightning.