ProbSevere v3 models and dataset

ProbSevere v3 models and and dataset

This data repository contains the storm-object attributes for the training, validation, and test sets of Cintineo et al. (2024), as pickled Pandas DataFrames. The datasets can be used with scripts found in this code repository.

We also include the final gradient-boosted decision tree models used in ProbSevere v3. 

Dataset:

Training: storm_atts_2018-2021.pkl

Validation: storm_atts_2022.pkl

Testing: storm_atts_2023.pkl

Models:

psv3_lgb_classifier.pkl (probability of any severe hazards model)

phv3_lgb_classifier.pkl (probability of severe hail model)

pwv3_lgb_classifier.pkl (probability of severe wind model)

ptv3_lgb_classifier.pkl (probability of tornado model)