Index

B

building_plot() (in module h3.plotting.terrain_plots)

C

calc_distance_between_df_cols() (in module h3.dataloading.general_df_utils) calc_means_df_cols() (in module h3.dataloading.general_df_utils) calculate_esa() (in module h3.dataloading.terrain_ef) calculate_first_last_dates_from_df() (in module h3.dataloading.general_df_utils) check_all_downloads() (in module h3.utils.file_ops) check_coastlines_file() (in module h3.dataloading.terrain_ef) check_dem_files() (in module h3.dataloading.terrain_ef) check_files_in_list_exist() (in module h3.models.balance_process)

check_storm() (in module h3.dataloading.strom_surge) ClassificationLayer (class in h3.models.multimodal) cmorph_filename_range() (in module h3.dataloading.cmorph) concat_df_cols() (in module h3.dataloading.general_df_utils) configure_optimizers() (h3.models.multimodal.OverallModel method) convert_lat_lon() (in module h3.dataloading.noaa_six_hourly_processing) crop_images() (in module h3.dataprocessing.crop_images) (in module h3.dataprocessing.crop_images_img)

D

data_loader() (in module h3.models.balance_process)

downloader() (in module h3.utils.downloader) drop_cols_containing_lists() (in module h3.models.balance_process)

E

exclude_df_rows_by_range() (in module h3.dataloading.general_df_utils) exclude_df_rows_symmetrically_around_value() (in module h3.dataloading.general_df_utils) extract_coords() (in module h3.dataprocessing.crop_images) (in module h3.dataprocessing.crop_images_img)

extract_damage_allfiles_ensemble() (in module h3.dataprocessing.extract_metadata) extract_damage_allfiles_separate() (in module h3.dataprocessing.extract_metadata) extract_metadata() (in module h3.dataprocessing.extract_metadata) extract_point() (in module h3.dataprocessing.extract_metadata) extract_polygon() (in module h3.dataprocessing.extract_metadata)

F

filter_files() (in module h3.dataprocessing.extract_metadata) find_index_closest_point_in_col() (in module h3.dataloading.general_df_utils) forward() (h3.models.multimodal.ClassificationLayer method) (h3.models.multimodal.GenericEncoder method) (h3.models.multimodal.ImageEncoder method) (h3.models.multimodal.OverallModel method)

G

generate_lat_lon_from_points_cols() (in module h3.dataloading.general_df_utils) GenericEncoder (class in h3.models.multimodal) get_building_group() (in module h3.dataloading.terrain_ef) get_buildings_bounding_box() (in module h3.dataloading.terrain_ef) get_checkpoint_dir() (in module h3.utils.directories) get_cmorph_dir() (in module h3.utils.directories) get_coastline_dir() (in module h3.utils.directories) get_coastlines() (in module h3.dataloading.terrain_ef) get_coastpoints_range() (in module h3.dataloading.terrain_ef) get_data_dir() (in module h3.utils.directories) get_dataloading_dir() (in module h3.utils.directories) get_datasets_dir() (in module h3.utils.directories) get_dem_dir() (in module h3.utils.directories) get_dem_urls() (in module h3.dataloading.terrain_ef) get_distance_coast() (in module h3.dataloading.terrain_ef) get_download_dir() (in module h3.utils.directories) get_ecmwf_data_dir() (in module h3.utils.directories) get_elevation() (in module h3.dataloading.terrain_ef) get_flood_dir() (in module h3.utils.directories)

get_h3_data_files_dir() (in module h3.utils.directories) get_h3_dir() (in module h3.config) get_isd_data_dir() (in module h3.utils.directories) get_location_box() (in module h3.dataloading.strom_surge) get_metadata_pickle_dir() (in module h3.utils.directories) get_model() (in module h3.models.vision_transformer) get_noaa_data_dir() (in module h3.utils.directories) get_pickle_dir() (in module h3.utils.directories) get_preprocess() (in module h3.models.vision_transformer) get_processed_data_dir() (in module h3.utils.directories) get_sha1() (in module h3.utils.file_ops) get_storm_dir() (in module h3.utils.directories) get_terrain_dir() (in module h3.utils.directories) get_terrain_ef() (in module h3.dataloading.terrain_ef) get_weather_data_dir() (in module h3.utils.directories) get_xbd_dir() (in module h3.utils.directories) get_xbd_disaster_dir() (in module h3.utils.directories) get_xbd_hlabel_dir() (in module h3.utils.directories) get_xbd_hurricane_dir() (in module h3.utils.directories) guarantee_existence() (in module h3.utils.file_ops)

H

h3 module h3.config module h3.constants module h3.dataloading module h3.dataloading.cmorph module h3.dataloading.flood_risk module h3.dataloading.general_df_utils module h3.dataloading.HurricaneDataset module h3.dataloading.noaa_six_hourly_processing module h3.dataloading.strom_surge module h3.dataloading.terrain_ef module h3.dataprocessing module h3.dataprocessing.crop_images module h3.dataprocessing.crop_images_img module h3.dataprocessing.extract_metadata module

h3.dataprocessing.pre_processing module h3.models module h3.models.balance_process module h3.models.multimodal module h3.models.opti_utils module h3.models.pre_train module h3.models.simple_models module h3.models.vision_transformer module h3.plotting module h3.plotting.terrain_plots module h3.utils module h3.utils.directories module h3.utils.downloader module h3.utils.file_ops module HurricaneDataset (class in h3.dataloading.HurricaneDataset)

I

image_loading() (in module h3.dataprocessing.pre_processing) image_processing() (in module h3.dataprocessing.crop_images) (in module h3.dataprocessing.crop_images_img)

ImageEncoder (class in h3.models.multimodal) is_in_area() (in module h3.dataloading.strom_surge)

L

latlon2_storm_surge() (in module h3.dataloading.strom_surge) limit_df_spatial_range() (in module h3.dataloading.general_df_utils) load_and_save_df() (in module h3.dataprocessing.extract_metadata) load_cmorph() (in module h3.dataloading.cmorph)

load_full_ram() (in module h3.models.opti_utils) load_image() (in module h3.models.pre_train) load_model() (in module h3.models.pre_train) logistic_reg() (in module h3.models.simple_models) lonlat2xy() (in module h3.dataloading.terrain_ef)

M

main() (in module h3.dataloading.cmorph) (in module h3.dataloading.flood_risk) (in module h3.dataloading.strom_surge) (in module h3.dataloading.terrain_ef) (in module h3.dataprocessing.crop_images) (in module h3.dataprocessing.crop_images_img) (in module h3.dataprocessing.extract_metadata) (in module h3.dataprocessing.pre_processing) (in module h3.models.balance_process) (in module h3.models.opti_utils) (in module h3.models.pre_train) (in module h3.models.simple_models) (in module h3.plotting.terrain_plots) (in module h3.utils.downloader) (in module h3.utils.file_ops) mask_to_bb() (in module h3.dataprocessing.crop_images) (in module h3.dataprocessing.crop_images_img) module h3 h3.config h3.constants h3.dataloading h3.dataloading.cmorph h3.dataloading.flood_risk h3.dataloading.general_df_utils h3.dataloading.HurricaneDataset h3.dataloading.noaa_six_hourly_processing h3.dataloading.strom_surge h3.dataloading.terrain_ef h3.dataprocessing h3.dataprocessing.crop_images h3.dataprocessing.crop_images_img h3.dataprocessing.extract_metadata h3.dataprocessing.pre_processing h3.models h3.models.balance_process h3.models.multimodal h3.models.opti_utils h3.models.pre_train h3.models.simple_models h3.models.vision_transformer h3.plotting h3.plotting.terrain_plots h3.utils h3.utils.directories h3.utils.downloader h3.utils.file_ops

O

open_img() (in module h3.models.opti_utils)

OverallModel (class in h3.models.multimodal) overlapping_polygons() (in module h3.dataprocessing.extract_metadata)

P

plot_buildings_coast() (in module h3.plotting.terrain_plots) plot_coastline() (in module h3.plotting.terrain_plots) plot_dem() (in module h3.plotting.terrain_plots) plot_map_location() (in module h3.plotting.terrain_plots)

point_locations() (in module h3.dataloading.strom_surge) points_from_df_lat_lon_cols() (in module h3.dataloading.general_df_utils) polygon_mask() (in module h3.dataprocessing.crop_images) (in module h3.dataprocessing.crop_images_img) preprocess_noaa_textfile() (in module h3.dataloading.noaa_six_hourly_processing)

R

read_and_merge_pkls() (in module h3.models.balance_process) reformat_noaa_df() (in module h3.dataloading.noaa_six_hourly_processing)

rename_and_drop_duplicated_cols() (in module h3.models.balance_process) return_most_recent_events_by_name() (in module h3.dataloading.noaa_six_hourly_processing)

S

save_image() (in module h3.dataprocessing.crop_images_img)

standardise_df() (in module h3.dataloading.general_df_utils) station_availability() (in module h3.dataloading.general_df_utils)

T

train_dataloader() (h3.models.multimodal.OverallModel method)

training_step() (h3.models.multimodal.OverallModel method)

U

unpack_file() (in module h3.utils.file_ops)

url_download() (in module h3.utils.downloader)

V

val_dataloader() (h3.models.multimodal.OverallModel method)

validation_step() (h3.models.multimodal.OverallModel method)

W

windspeed_to_strength_category() (in module h3.dataloading.noaa_six_hourly_processing)