h3 package

Subpackages

• h3.dataloading package
  • Submodules
  • h3.dataloading.HurricaneDataset module
    • HurricaneDataset
  • h3.dataloading.cmorph module
    • cmorph_filename_range()
    • load_cmorph()
    • main()
  • h3.dataloading.flood_risk module
    • main()
  • h3.dataloading.general_df_utils module
    • calc_distance_between_df_cols()
    • calc_means_df_cols()
    • calculate_first_last_dates_from_df()
    • concat_df_cols()
    • exclude_df_rows_by_range()
    • exclude_df_rows_symmetrically_around_value()
    • find_index_closest_point_in_col()
    • generate_lat_lon_from_points_cols()
    • limit_df_spatial_range()
    • points_from_df_lat_lon_cols()
    • standardise_df()
    • station_availability()
  • h3.dataloading.noaa_six_hourly_processing module
    • convert_lat_lon()
    • preprocess_noaa_textfile()
    • reformat_noaa_df()
    • return_most_recent_events_by_name()
    • windspeed_to_strength_category()
  • h3.dataloading.strom_surge module
    • check_storm()
    • get_location_box()
    • is_in_area()
    • latlon2_storm_surge()
    • main()
    • point_locations()
  • h3.dataloading.terrain_ef module
    • calculate_esa()
    • check_coastlines_file()
    • check_dem_files()
    • get_building_group()
    • get_buildings_bounding_box()
    • get_coastlines()
    • get_coastpoints_range()
    • get_dem_urls()
    • get_distance_coast()
    • get_elevation()
    • get_terrain_ef()
    • lonlat2xy()
    • main()
  • h3.dataloading.weather module
  • h3.dataloading.xbd module
• h3.dataprocessing package
  • Submodules
  • h3.dataprocessing.DataAugmentation module
  • h3.dataprocessing.crop_images module
    • crop_images()
    • extract_coords()
    • image_processing()
    • main()
    • mask_to_bb()
    • polygon_mask()
  • h3.dataprocessing.crop_images_img module
    • crop_images()
    • extract_coords()
    • image_processing()
    • main()
    • mask_to_bb()
    • polygon_mask()
    • save_image()
  • h3.dataprocessing.extract_metadata module
    • extract_damage_allfiles_ensemble()
    • extract_damage_allfiles_separate()
    • extract_metadata()
    • extract_point()
    • extract_polygon()
    • filter_files()
    • load_and_save_df()
    • main()
    • overlapping_polygons()
  • h3.dataprocessing.pre_processing module
    • image_loading()
    • main()
• h3.models package
  • Submodules
  • h3.models.balance_process module
    • check_files_in_list_exist()
    • data_loader()
    • drop_cols_containing_lists()
    • main()
    • read_and_merge_pkls()
    • rename_and_drop_duplicated_cols()
  • h3.models.experiments module
  • h3.models.multimodal module
    • ClassificationLayer
      • ClassificationLayer.forward()
    • GenericEncoder
      • GenericEncoder.forward()
    • ImageEncoder
      • ImageEncoder.forward()
    • OverallModel
      • OverallModel.configure_optimizers()
      • OverallModel.forward()
      • OverallModel.train_dataloader()
      • OverallModel.training_step()
      • OverallModel.val_dataloader()
      • OverallModel.validation_step()
  • h3.models.opti_utils module
    • load_full_ram()
    • main()
    • open_img()
  • h3.models.pre_train module
    • load_image()
    • load_model()
    • main()
  • h3.models.simple_models module
    • logistic_reg()
    • main()
  • h3.models.vision_transformer module
    • get_model()
    • get_preprocess()
• h3.plotting package
  • Submodules
  • h3.plotting.terrain_plots module
    • building_plot()
    • main()
    • plot_buildings_coast()
    • plot_coastline()
    • plot_dem()
    • plot_map_location()
• h3.utils package
  • Submodules
  • h3.utils.directories module
    • get_checkpoint_dir()
    • get_cmorph_dir()
    • get_coastline_dir()
    • get_data_dir()
    • get_dataloading_dir()
    • get_datasets_dir()
    • get_dem_dir()
    • get_download_dir()
    • get_ecmwf_data_dir()
    • get_flood_dir()
    • get_h3_data_files_dir()
    • get_isd_data_dir()
    • get_metadata_pickle_dir()
    • get_noaa_data_dir()
    • get_pickle_dir()
    • get_processed_data_dir()
    • get_storm_dir()
    • get_terrain_dir()
    • get_weather_data_dir()
    • get_xbd_dir()
    • get_xbd_disaster_dir()
    • get_xbd_hlabel_dir()
    • get_xbd_hurricane_dir()
  • h3.utils.downloader module
    • downloader()
    • main()
    • url_download()
  • h3.utils.file_ops module
    • check_all_downloads()
    • get_sha1()
    • guarantee_existence()
    • main()
    • unpack_file()
  • h3.utils.simple_functions module

Submodules

h3.config module

h3.config.get_h3_dir()

h3.constants module