Index

_

__init__() (Conv1DTranspose method) (ConvolutionalLstm method) (CubeDatabase method) (DataCubeDownloader method) (LightcurveDatabase method) (LightcurveLabelPerTimeStepDatabase method) (MicrolensingLabelPerExampleDatabase method) (MicrolensingLabelPerTimeStepDatabase method) (PerTimeStepBinaryCrossEntropy method) (PyMapper method) (RocCalculator method) (SanityCheckNetwork method) (SimpleCubeCnn method) (SimpleLightcurveCnn method) (SimpleLightcurveCnnPerTimeStepLabel method) (SimpleLightcurveLstm method) (TessTransitLightcurveLabelPerTimeStepDatabase method) (ToiLightcurveDatabase method) (YuLightcurveDatabase method)

A

accumulate_confusion_matrix_counts() (RocCalculator method) add_sector_column_based_on_single_sector_obs_id() (TessTransitLightcurveLabelPerTimeStepDatabase method)

add_sector_columns_based_on_multi_sector_obs_id() (TessTransitLightcurveLabelPerTimeStepDatabase method) add_tic_id_column_based_on_single_sector_obs_id() (TessTransitLightcurveLabelPerTimeStepDatabase method) augment_cube() (CubeDatabase static method)

B

build() (Conv1DTranspose method)

C

calculate_confusion_matrix_counts() (RocCalculator static method) calculate_magnification() (MicrolensingLabelPerTimeStepDatabase method) calculate_magnifications_for_lightcurve_meta_data() (MicrolensingLabelPerTimeStepDatabase method) call() (Conv1DTranspose method) (ConvolutionalLstm method) (SimpleLightcurveCnn method) (SimpleLightcurveCnnPerTimeStepLabel method) (SimpleLightcurveLstm method)

check_if_meta_data_exists_for_lightcurve_file_path() (MicrolensingLabelPerTimeStepDatabase method) clear_data_directory() (TessTransitLightcurveLabelPerTimeStepDatabase method) compute_output_shape() (Conv1DTranspose method) Conv1DTranspose (class in ramjet.models) ConvolutionalLstm (class in ramjet.models) create_data_directories() (TessTransitLightcurveLabelPerTimeStepDatabase method) CubeDatabase (class in ramjet.photometric_database.cube_database)

D

data_cube_downloader (in module ramjet.photometric_database.data_cube_downloader) DataCubeDownloader (class in ramjet.photometric_database.data_cube_downloader) download_classic_cepheid_and_type_2_cepheid_database() (DataCubeDownloader method) download_exofop_toi_database() (ToiLightcurveDatabase method)

download_liang_yu_database() (YuLightcurveDatabase method) download_positive_negative_cepheid_database() (DataCubeDownloader method) download_products() (TessTransitLightcurveLabelPerTimeStepDatabase method) download_tess_cubes_for_gaia_source_id_list() (DataCubeDownloader method)

E

einstein_normalized_separation_in_direction_of_motion() (MicrolensingLabelPerTimeStepDatabase static method)

enforce_data_ratio() (CubeDatabase method) evaluation_preprocessing() (LightcurveLabelPerTimeStepDatabase method)

F

false_positive_rates (RocCalculator attribute)

G

general_preprocessing() (LightcurveLabelPerTimeStepDatabase method) (MicrolensingLabelPerTimeStepDatabase method) (TessTransitLightcurveLabelPerTimeStepDatabase method) generate_datasets() (CubeDatabase method) (MicrolensingLabelPerExampleDatabase method) (MicrolensingLabelPerTimeStepDatabase method) (ToiLightcurveDatabase method) (YuLightcurveDatabase method) generate_inference_dataset() (MicrolensingLabelPerExampleDatabase method) generate_label() (TessTransitLightcurveLabelPerTimeStepDatabase method) (YuLightcurveDatabase method) generate_roc_plot() (RocCalculator method) get_all_cepheid_gaia_source_ids() (DataCubeDownloader method) get_all_classic_cepheid_gaia_source_ids() (DataCubeDownloader method) get_all_tess_time_series_observations() (TessTransitLightcurveLabelPerTimeStepDatabase static method) get_all_type_2_cepheid_gaia_source_ids() (DataCubeDownloader method) get_largest_sector_range() (TessTransitLightcurveLabelPerTimeStepDatabase static method)

get_latest_log_directory() (in module ramjet.analysis.model_loader) get_lightcurve_file_paths() (TessTransitLightcurveLabelPerTimeStepDatabase method) get_meta_data_for_lightcurve_file_path() (MicrolensingLabelPerTimeStepDatabase method) get_meta_data_frame_for_lightcurve_file_path() (MicrolensingLabelPerTimeStepDatabase static method) get_multi_sector_observations() (TessTransitLightcurveLabelPerTimeStepDatabase static method) get_non_cepheid_gaia_source_ids() (DataCubeDownloader method) get_product_list() (TessTransitLightcurveLabelPerTimeStepDatabase static method) get_ra_and_dec_for_gaia_source_id() (DataCubeDownloader method) get_ra_and_dec_for_tess_input_catalog_id() (DataCubeDownloader method) get_ratio_enforced_dataset() (LightcurveDatabase method) get_sector_from_single_sector_obs_id() (TessTransitLightcurveLabelPerTimeStepDatabase static method) get_sectors_from_multi_sector_obs_id() (TessTransitLightcurveLabelPerTimeStepDatabase static method) get_single_sector_observations() (TessTransitLightcurveLabelPerTimeStepDatabase static method) get_tess_cuts() (DataCubeDownloader static method) get_tess_data_cubes_for_gaia_source_id() (DataCubeDownloader method) get_tess_input_catalog_ids_from_gaia_source_ids() (DataCubeDownloader method) get_tic_id_from_single_sector_obs_id() (TessTransitLightcurveLabelPerTimeStepDatabase static method) get_training_and_validation_datasets_for_file_paths() (LightcurveDatabase method)

I

inference_postprocessing() (LightcurveLabelPerTimeStepDatabase static method) is_positive() (LightcurveDatabase method) (MicrolensingLabelPerTimeStepDatabase method) (TessTransitLightcurveLabelPerTimeStepDatabase method) (YuLightcurveDatabase method)

L

launch_gaia_job() (DataCubeDownloader static method) LightcurveDatabase (class in ramjet.photometric_database.lightcurve_database) LightcurveLabelPerTimeStepDatabase (class in ramjet.photometric_database.lightcurve_label_per_time_step_database) load_and_preprocess_example_file() (MicrolensingLabelPerExampleDatabase method)

load_and_preprocess_numpy_file() (CubeDatabase method) load_fluxes_and_times_from_fits_file() (TessTransitLightcurveLabelPerTimeStepDatabase static method) load_microlensing_meta_data() (MicrolensingLabelPerTimeStepDatabase static method) load_toi_dispositions_in_project_format() (ToiLightcurveDatabase method) log_dataset_file_names() (LightcurveDatabase method)

M

magnification_threshold_label_for_lightcurve_meta_data() (MicrolensingLabelPerTimeStepDatabase method) make_uniform_length() (LightcurveDatabase static method) make_uniform_length_requiring_positive() (LightcurveLabelPerTimeStepDatabase method) map_py_function_to_dataset() (in module ramjet.photometric_database.py_mapper)

map_to_dataset() (PyMapper method) mast_query() (DataCubeDownloader static method) MicrolensingLabelPerExampleDatabase (class in ramjet.photometric_database.microlensing_label_per_example_database) MicrolensingLabelPerTimeStepDatabase (class in ramjet.photometric_database.microlensing_label_per_time_step_database)

N

normalize() (LightcurveDatabase static method)

normalize_log_0_to_1() (LightcurveDatabase static method)

O

obtain_data_validation_dictionary() (TessTransitLightcurveLabelPerTimeStepDatabase method)

obtain_meta_data_frame_for_available_lightcurves() (ToiLightcurveDatabase method) (YuLightcurveDatabase method)

P

per_time_step_binary_cross_entropy() (PerTimeStepBinaryCrossEntropy static method) PerTimeStepBinaryCrossEntropy (class in ramjet.losses) plot_lightcurve() (in module ramjet.analysis.lightcurve_visualizer)

pool_worker_initializer() (PyMapper static method) preprocess_and_augment_lightcurve() (MicrolensingLabelPerExampleDatabase method) preprocess_cube() (CubeDatabase method) PyMapper (class in ramjet.photometric_database.py_mapper)

R

ramjet (module) ramjet.analysis (module) ramjet.analysis.lightcurve_visualizer (module) ramjet.analysis.model_loader (module) ramjet.analysis.roc_calculator (module) ramjet.losses (module) ramjet.models (module) ramjet.photometric_database (module) ramjet.photometric_database.cube_database (module) ramjet.photometric_database.data_cube_downloader (module) ramjet.photometric_database.lightcurve_database (module) ramjet.photometric_database.lightcurve_label_per_time_step_database (module)

ramjet.photometric_database.microlensing_label_per_example_database (module) ramjet.photometric_database.microlensing_label_per_time_step_database (module) ramjet.photometric_database.py_mapper (module) ramjet.photometric_database.tess_transit_lightcurve_label_per_time_step_database (module) ramjet.photometric_database.toi_lightcurve_database (module) ramjet.photometric_database.yu_lightcurve_database (module) remove_bad_files() (CubeDatabase static method) remove_file_paths_with_no_meta_data() (MicrolensingLabelPerTimeStepDatabase method) remove_random_values() (LightcurveDatabase static method) repeat_dataset_to_size() (LightcurveDatabase static method) RocCalculator (class in ramjet.analysis.roc_calculator) roll_lightcurve() (MicrolensingLabelPerExampleDatabase static method) round_to_base() (LightcurveLabelPerTimeStepDatabase static method)

S

SanityCheckNetwork (class in ramjet.models) send_to_map_pool() (PyMapper method) set_shape_function() (MicrolensingLabelPerExampleDatabase method) shuffle_in_unison() (CubeDatabase static method) (LightcurveDatabase static method)

SimpleCubeCnn (class in ramjet.models) SimpleLightcurveCnn (class in ramjet.models) SimpleLightcurveCnnPerTimeStepLabel (class in ramjet.models) SimpleLightcurveLstm (class in ramjet.models)

T

TessTransitLightcurveLabelPerTimeStepDatabase (class in ramjet.photometric_database.tess_transit_lightcurve_label_per_time_step_database) threshold_predictions() (RocCalculator static method)

ToiLightcurveDatabase (class in ramjet.photometric_database.toi_lightcurve_database) training_preprocessing() (LightcurveLabelPerTimeStepDatabase method) true_positive_rates (RocCalculator attribute)

V

valid_start_indexes_for_segment_including_positive() (LightcurveLabelPerTimeStepDatabase static method)

Y

YuLightcurveDatabase (class in ramjet.photometric_database.yu_lightcurve_database)