Index

_

__init__() (ctlearn_manager.model_manager.CTLearnModelManager method) (ctlearn_manager.tri_model_collection.TriModelCollection method)

A

add_curve() (ctlearn_manager.utils.utils.ExportCurves method) angular_distance() (in module ctlearn_manager.utils.utils)

ANGULAR_RESOLUTION (ctlearn_manager.utils.utils.CurveType attribute) apply_energy_dependent_cuts_MC() (ctlearn_manager.tri_model.CTLearnTriModelManager method) azimuth_range (ctlearn_manager.model_manager.ModelRangeOfValidity attribute), [1]

C

calc_flux_for_N_sigma() (in module ctlearn_manager.utils.utils) calc_flux_for_N_sigma_array() (in module ctlearn_manager.utils.utils) channels (ctlearn_manager.tri_model.CTLearnTriModelManager attribute) cluster_configuration (ctlearn_manager.model_manager.CTLearnModelManager attribute) (ctlearn_manager.tri_model.CTLearnTriModelManager attribute) (ctlearn_manager.tri_model_collection.TriModelCollection attribute), [1] ClusterConfiguration (class in ctlearn_manager.utils.utils) ColorTheme (class in ctlearn_manager.utils.utils) compare_irfs_to_RF() (ctlearn_manager.tri_model.CTLearnTriModelManager method) compute_eff_time() (in module ctlearn_manager.utils.DL2_processing) compute_off_regions() (ctlearn_manager.utils.DL2_processing.DL2DataProcessor method) compute_on_off_counts() (ctlearn_manager.utils.DL2_processing.DL2DataProcessor method) compute_on_off_counts_array() (ctlearn_manager.utils.DL2_processing.DL2DataProcessor method) compute_on_off_counts_array_nul() (ctlearn_manager.utils.DL2_processing.DL2DataProcessor method) convert_irf_format() (in module ctlearn_manager.utils.utils) ctlearn_manager.model_manager module

ctlearn_manager.tri_model module ctlearn_manager.tri_model_collection module ctlearn_manager.utils.DL2_processing module ctlearn_manager.utils.RF_counterpart module ctlearn_manager.utils.utils module CTLearnModelManager (class in ctlearn_manager.model_manager) CTLearnTriModelManager (class in ctlearn_manager.tri_model) (ctlearn_manager.utils.DL2_processing.DL2DataProcessor attribute) CTLMDirectories (class in ctlearn_manager.utils.utils) CurveType (class in ctlearn_manager.utils.utils) Cuts (class in ctlearn_manager.utils.utils) CutType (class in ctlearn_manager.utils.utils)

D

dark_theme (ctlearn_manager.utils.utils.ColorTheme attribute) DataSample (class in ctlearn_manager.model_manager) (class in ctlearn_manager.utils.utils) DefaultCuts (class in ctlearn_manager.utils.utils) delete_table_from_index() (ctlearn_manager.tri_model.CTLearnTriModelManager method)

direction_model (ctlearn_manager.tri_model.CTLearnTriModelManager attribute), [1] DL2_files (ctlearn_manager.utils.DL2_processing.DL2DataProcessor attribute) DL2DataProcessor (class in ctlearn_manager.utils.DL2_processing) dl2s (ctlearn_manager.utils.DL2_processing.DL2DataProcessor attribute) dl2s_cuts (ctlearn_manager.utils.DL2_processing.DL2DataProcessor attribute)

E

EFF_40 (ctlearn_manager.utils.utils.DefaultCuts attribute) EFF_70 (ctlearn_manager.utils.utils.DefaultCuts attribute) EFF_90 (ctlearn_manager.utils.utils.DefaultCuts attribute) EFFICIENCY_OPTIMIZED (ctlearn_manager.utils.utils.CutType attribute) (ctlearn_manager.utils.utils.IRFType attribute) ELECTRON (ctlearn_manager.utils.utils.ParticleType attribute)

energy_model (ctlearn_manager.tri_model.CTLearnTriModelManager attribute), [1] energy_range (ctlearn_manager.model_manager.ModelRangeOfValidity attribute), [1] ENERGY_RESOLUTION (ctlearn_manager.utils.utils.CurveType attribute) export() (ctlearn_manager.utils.utils.ExportCurves method) ExportCurves (class in ctlearn_manager.utils.utils) extract_cuts() (in module ctlearn_manager.utils.DL2_processing) extract_cuts_RF() (in module ctlearn_manager.utils.RF_counterpart)

F

find_68_percent_range() (in module ctlearn_manager.utils.utils)

find_closest_model_to() (ctlearn_manager.tri_model_collection.TriModelCollection method), [1]

G

GAMMA_DIFFUSE (ctlearn_manager.utils.utils.ParticleType attribute) GAMMA_POINT (ctlearn_manager.utils.utils.ParticleType attribute) gammaness_cut (ctlearn_manager.utils.DL2_processing.DL2DataProcessor attribute) gammaness_key (ctlearn_manager.tri_model.CTLearnTriModelManager attribute) get_angular_resolution_DL2() (ctlearn_manager.tri_model.CTLearnTriModelManager method) get_available_MC_directions() (ctlearn_manager.tri_model.CTLearnTriModelManager method) (ctlearn_manager.utils.utils.CTLMDirectories method) get_available_testing_directions() (ctlearn_manager.tri_model.CTLearnTriModelManager method) get_avg_pointing() (in module ctlearn_manager.utils.utils) get_closest_IRF_data() (ctlearn_manager.model_manager.CTLearnModelManager method) get_closest_irf_files() (ctlearn_manager.utils.utils.CTLMDirectories method) get_closest_rf_irf_files() (ctlearn_manager.utils.utils.CTLMDirectories method) (in module ctlearn_manager.utils.utils) get_cluster() (ctlearn_manager.utils.utils.ClusterConfiguration method) get_color() (in module ctlearn_manager.utils.utils) get_current_env() (in module ctlearn_manager.utils.utils) get_dates_from_runs() (in module ctlearn_manager.utils.utils) get_directory_name() (ctlearn_manager.utils.utils.Cuts method) get_dl2_mc_directory() (ctlearn_manager.utils.utils.CTLMDirectories method) get_DL2_MC_files() (ctlearn_manager.model_manager.CTLearnModelManager method) get_dl2_mc_files() (ctlearn_manager.utils.utils.CTLMDirectories method) get_dl2_mc_merged_directory() (ctlearn_manager.utils.utils.CTLMDirectories method)

get_dl2_post_processed_data_directory() (ctlearn_manager.utils.utils.CTLMDirectories method) get_dl2_post_processed_data_rf_directory() (ctlearn_manager.utils.utils.CTLMDirectories method) get_DL2_tables() (ctlearn_manager.tri_model.CTLearnTriModelManager method) get_efficiency_for_gamaness_cuts() (ctlearn_manager.utils.DL2_processing.DL2DataProcessor method) get_energy_dependent_mask_data() (in module ctlearn_manager.utils.DL2_processing) get_energy_resolution_DL2() (ctlearn_manager.tri_model.CTLearnTriModelManager method) get_files_cscs() (in module ctlearn_manager.utils.utils) get_files_LST_cluster() (in module ctlearn_manager.utils.utils) get_gammaness_cuts_for_efficiencies() (ctlearn_manager.utils.DL2_processing.DL2DataProcessor method) get_IRF_data() (ctlearn_manager.model_manager.CTLearnModelManager method) (ctlearn_manager.tri_model.CTLearnTriModelManager method) get_irf_directory() (ctlearn_manager.utils.utils.CTLMDirectories method) get_irf_files() (ctlearn_manager.utils.utils.CTLMDirectories method) get_irf_type_from_config() (in module ctlearn_manager.utils.utils) get_label() (ctlearn_manager.utils.utils.Cuts method) get_n_epoch_trained() (ctlearn_manager.model_manager.CTLearnModelManager method), [1] get_predict_data_sbatch_script() (in module ctlearn_manager.utils.utils) get_tri_model_by_nickname() (ctlearn_manager.tri_model_collection.TriModelCollection method) get_user_confirmation() (in module ctlearn_manager.utils.utils) GH_0_9 (ctlearn_manager.utils.utils.DefaultCuts attribute) GH_CUTS (ctlearn_manager.utils.utils.CurveType attribute) GLOBAL (ctlearn_manager.utils.utils.CutType attribute)

I

info() (ctlearn_manager.utils.utils.ClusterConfiguration method)

intensity_key (ctlearn_manager.tri_model.CTLearnTriModelManager attribute) IRFType (class in ctlearn_manager.utils.utils)

L

launch_testing() (ctlearn_manager.tri_model.CTLearnTriModelManager method) launch_training() (ctlearn_manager.model_manager.CTLearnModelManager method), [1] LazyRFCounterpart (class in ctlearn_manager.utils.RF_counterpart)

light_theme (ctlearn_manager.utils.utils.ColorTheme attribute) load_model_from_index() (ctlearn_manager.utils.utils.CTLMDirectories method) load_one_worker() (in module ctlearn_manager.utils.DL2_processing) load_processed_data() (ctlearn_manager.utils.DL2_processing.DL2DataProcessor method)

M

matches() (ctlearn_manager.model_manager.ModelRangeOfValidity method), [1] merge_DL2_files() (ctlearn_manager.tri_model.CTLearnTriModelManager method) min_telescopes (ctlearn_manager.tri_model.CTLearnTriModelManager attribute) model_index_file (ctlearn_manager.model_manager.CTLearnModelManager attribute) model_labels (ctlearn_manager.tri_model_collection.TriModelCollection attribute), [1] model_nickname (ctlearn_manager.model_manager.CTLearnModelManager attribute) model_parameters_table (ctlearn_manager.model_manager.CTLearnModelManager attribute)

ModelRangeOfValidity (class in ctlearn_manager.model_manager) module ctlearn_manager.model_manager ctlearn_manager.tri_model ctlearn_manager.tri_model_collection ctlearn_manager.utils.DL2_processing ctlearn_manager.utils.RF_counterpart ctlearn_manager.utils.utils

N

NO_CUTS (ctlearn_manager.utils.utils.DefaultCuts attribute)

nsb_range (ctlearn_manager.model_manager.ModelRangeOfValidity attribute), [1]

O

optimize_cuts_on_crab() (ctlearn_manager.utils.DL2_processing.DL2DataProcessor method)

P

ParticleType (class in ctlearn_manager.utils.utils) plot_angular_resolution_benchmark() (ctlearn_manager.tri_model.CTLearnTriModelManager method) plot_angular_resolution_DL2() (ctlearn_manager.tri_model.CTLearnTriModelManager method) (ctlearn_manager.tri_model_collection.TriModelCollection method), [1] plot_bkg_discrimination_capability() (ctlearn_manager.utils.DL2_processing.DL2DataProcessor method) plot_curves() (ctlearn_manager.utils.utils.ExportCurves method) plot_cuts() (ctlearn_manager.tri_model.CTLearnTriModelManager method) (ctlearn_manager.tri_model_collection.TriModelCollection method), [1] plot_cuts_info_plt() (ctlearn_manager.utils.utils.Cuts method) plot_cuts_optimized_on_crab() (ctlearn_manager.utils.DL2_processing.DL2DataProcessor method) plot_DL2_AltAz() (ctlearn_manager.tri_model.CTLearnTriModelManager method) plot_DL2_classification() (ctlearn_manager.tri_model.CTLearnTriModelManager method) plot_DL2_energy() (ctlearn_manager.tri_model.CTLearnTriModelManager method) plot_energy_bias_benchmark() (ctlearn_manager.tri_model.CTLearnTriModelManager method) plot_energy_distribution() (ctlearn_manager.utils.DL2_processing.DL2DataProcessor method) plot_energy_resolution_benchmark() (ctlearn_manager.tri_model.CTLearnTriModelManager method) plot_energy_resolution_DL2() (ctlearn_manager.tri_model.CTLearnTriModelManager method) (ctlearn_manager.tri_model_collection.TriModelCollection method), [1] plot_everything() (ctlearn_manager.utils.DL2_processing.DL2DataProcessor method) plot_everything_dl2() (ctlearn_manager.tri_model.CTLearnTriModelManager method) (ctlearn_manager.tri_model_collection.TriModelCollection method), [1] plot_excess_and_background_rates_vs_energy() (ctlearn_manager.utils.DL2_processing.DL2DataProcessor method) plot_excess_vs_background_rates() (ctlearn_manager.utils.DL2_processing.DL2DataProcessor method) plot_gammaness_distribution() (ctlearn_manager.utils.DL2_processing.DL2DataProcessor method) plot_irfs() (ctlearn_manager.tri_model.CTLearnTriModelManager method) plot_loss() (ctlearn_manager.model_manager.CTLearnModelManager method), [1] (ctlearn_manager.tri_model.CTLearnTriModelManager method)

plot_migration_matrix() (ctlearn_manager.tri_model.CTLearnTriModelManager method) plot_pointing_on_ax() (in module ctlearn_manager.utils.utils) plot_PSF() (ctlearn_manager.utils.DL2_processing.DL2DataProcessor method) plot_ROC_curve_DL2() (ctlearn_manager.tri_model.CTLearnTriModelManager method) plot_sensitivity() (ctlearn_manager.utils.DL2_processing.DL2DataProcessor method) plot_sensitivity_benchmark() (ctlearn_manager.tri_model.CTLearnTriModelManager method) plot_skymap() (ctlearn_manager.utils.DL2_processing.DL2DataProcessor method) plot_theta2_distribution() (ctlearn_manager.utils.DL2_processing.DL2DataProcessor method) plot_training_nodes() (ctlearn_manager.model_manager.CTLearnModelManager method), [1] plot_zenith_azimuth_ranges() (ctlearn_manager.model_manager.CTLearnModelManager method), [1] (ctlearn_manager.tri_model.CTLearnTriModelManager method) (ctlearn_manager.tri_model_collection.TriModelCollection method), [1] pointing_alt_key (ctlearn_manager.tri_model.CTLearnTriModelManager attribute) pointing_az_key (ctlearn_manager.tri_model.CTLearnTriModelManager attribute) pointings (ctlearn_manager.utils.DL2_processing.DL2DataProcessor attribute) predict_data() (ctlearn_manager.tri_model.CTLearnTriModelManager method) (ctlearn_manager.tri_model_collection.TriModelCollection method), [1] predict_lstchain_data() (ctlearn_manager.tri_model.CTLearnTriModelManager method) (ctlearn_manager.tri_model_collection.TriModelCollection method), [1] predict_lstchain_run() (ctlearn_manager.tri_model_collection.TriModelCollection method), [1] process_DL2_data() (ctlearn_manager.utils.DL2_processing.DL2DataProcessor method) process_gt_tuple() (in module ctlearn_manager.utils.DL2_processing) produce_dl3() (ctlearn_manager.utils.DL2_processing.DL2DataProcessor method) (in module ctlearn_manager.utils.utils) produce_irfs() (ctlearn_manager.tri_model.CTLearnTriModelManager method) produce_irfs_with_uncertainties() (ctlearn_manager.tri_model.CTLearnTriModelManager method) PROTON (ctlearn_manager.utils.utils.ParticleType attribute) PSF_DATA (ctlearn_manager.utils.utils.CurveType attribute)

R

read_cuts_optimized_on_crab_from_csv() (ctlearn_manager.utils.DL2_processing.DL2DataProcessor static method) reco_alt_key (ctlearn_manager.tri_model.CTLearnTriModelManager attribute) reco_az_key (ctlearn_manager.tri_model.CTLearnTriModelManager attribute) reco_directions (ctlearn_manager.utils.DL2_processing.DL2DataProcessor attribute) reco_energy_key (ctlearn_manager.tri_model.CTLearnTriModelManager attribute) reco_field_suffix (ctlearn_manager.tri_model.CTLearnTriModelManager attribute) (ctlearn_manager.utils.DL2_processing.DL2DataProcessor attribute)

reconstruction_method (ctlearn_manager.tri_model.CTLearnTriModelManager attribute) (ctlearn_manager.utils.DL2_processing.DL2DataProcessor attribute) remove_model_from_index() (in module ctlearn_manager.utils.utils) remove_row_from_table() (ctlearn_manager.model_manager.CTLearnModelManager method) remove_row_from_table_utils() (in module ctlearn_manager.utils.utils) remove_table_from_h5() (in module ctlearn_manager.utils.utils) RFCounterpart (class in ctlearn_manager.utils.RF_counterpart) ROC (ctlearn_manager.utils.utils.CurveType attribute)

S

save_to_index() (ctlearn_manager.model_manager.CTLearnModelManager method), [1] SENSITIVITY_DATA (ctlearn_manager.utils.utils.CurveType attribute) SENSITIVITY_OPTIMIZED (ctlearn_manager.utils.utils.CutType attribute) (ctlearn_manager.utils.utils.IRFType attribute) set_global_theme() (in module ctlearn_manager.utils.utils) set_keys() (ctlearn_manager.tri_model.CTLearnTriModelManager method) (ctlearn_manager.utils.DL2_processing.DL2DataProcessor method)

set_mpl_style() (in module ctlearn_manager.utils.utils) set_testing_data() (ctlearn_manager.tri_model.CTLearnTriModelManager method) source_position (ctlearn_manager.utils.DL2_processing.DL2DataProcessor attribute) stereo (ctlearn_manager.model_manager.CTLearnModelManager attribute) (ctlearn_manager.tri_model.CTLearnTriModelManager attribute) (ctlearn_manager.utils.DL2_processing.DL2DataProcessor attribute)

T

telescope_ids (ctlearn_manager.model_manager.CTLearnModelManager attribute) (ctlearn_manager.tri_model.CTLearnTriModelManager attribute) (ctlearn_manager.utils.DL2_processing.DL2DataProcessor attribute) telescope_location (ctlearn_manager.utils.DL2_processing.DL2DataProcessor attribute) telescope_names (ctlearn_manager.model_manager.CTLearnModelManager attribute) (ctlearn_manager.tri_model.CTLearnTriModelManager attribute) (ctlearn_manager.utils.DL2_processing.DL2DataProcessor attribute)

THETA_CUTS (ctlearn_manager.utils.utils.CurveType attribute) time_key (ctlearn_manager.tri_model.CTLearnTriModelManager attribute) tri_models (ctlearn_manager.tri_model_collection.TriModelCollection attribute), [1] TriModelCollection (class in ctlearn_manager.tri_model_collection) true_alt_key (ctlearn_manager.tri_model.CTLearnTriModelManager attribute) true_az_key (ctlearn_manager.tri_model.CTLearnTriModelManager attribute) true_energy_key (ctlearn_manager.tri_model.CTLearnTriModelManager attribute) type_model (ctlearn_manager.tri_model.CTLearnTriModelManager attribute), [1]

U

u (ctlearn_manager.model_manager.DataSample attribute) (ctlearn_manager.utils.utils.DataSample attribute) update_merged_DL2_MC_files() (ctlearn_manager.model_manager.CTLearnModelManager method) update_model_manager_DL2_data_files() (ctlearn_manager.model_manager.CTLearnModelManager method)

update_model_manager_DL2_MC_files() (ctlearn_manager.model_manager.CTLearnModelManager method) update_model_manager_IRF_data() (ctlearn_manager.model_manager.CTLearnModelManager method) update_model_manager_parameters_in_index() (ctlearn_manager.model_manager.CTLearnModelManager method), [1] update_model_manager_testing_data() (ctlearn_manager.model_manager.CTLearnModelManager method), [1]

V

validity (ctlearn_manager.model_manager.CTLearnModelManager attribute)

W

write_sbatch_script() (ctlearn_manager.utils.utils.ClusterConfiguration method)

Z

zenith_range (ctlearn_manager.model_manager.ModelRangeOfValidity attribute), [1]