All data files can be found in the Data folder.

All codes are available in the Code folder.

• baseline_models.py: Contains all baseline models except EVL.

• extreme_time(EVL).py: EVL baseline derived from Forecast package.
• extreme_time_2(EVL).py: Another version of EVL baseline derived from Forecast package.

• general_utilities.py: Contains general functions for data processing, GEV likelihood estimation, standardization, etc.

• main_Ausgrid.py: Main program for Ausgrid data.
• main_Hurricanes.py: Main program for hurricanes data.
• main_Weather.py: Main program for weather data.

• model.py: Contains the DeepExtrema model.

• train_model_gev.py: Contains the training function.
• train_utilities.py: Contains functions for training, including plotting and metrics calculations.