Index

_

__call__() (Autoencoder method)

__sklearn_is_fitted__() (ThresholdSelector method)

A

actual_false_discovery_rate_ (FDRSelector attribute) AdaptiveThresholdSelector (class in energy_fault_detector.threshold_selectors.adaptive_threshold) analyze_event() (in module energy_fault_detector.quick_fault_detection.quick_fault_detector) angle_features (Options attribute) angles (AngleTransformer attribute) AngleTransformer (class in energy_fault_detector.data_preprocessing.angle_transformer) animate_bias() (in module energy_fault_detector.utils.visualisation) animate_corrected_input() (in module energy_fault_detector.utils.visualisation) anomaly_score (FaultDetectionModel attribute) (FaultDetectionResult attribute) (FaultDetector attribute) (ModelFactory property)

AnomalyScore (class in energy_fault_detector.core.anomaly_score) apply_boolean_mapping() (in module energy_fault_detector.quick_fault_detection.data_loading) Arcana (class in energy_fault_detector.root_cause_analysis.arcana) arcana_losses (FaultDetectionResult attribute) arcana_params (Config property) Autoencoder (class in energy_fault_detector.core.autoencoder) autoencoder (FaultDetectionModel attribute) (FaultDetector attribute) (ModelFactory property) automatic_hyper_opt() (in module energy_fault_detector.quick_fault_detection.optimization) automatic_optimization (Options attribute)

B

BaseConfig (class in energy_fault_detector.config.base_config)

bias_data (FaultDetectionResult attribute) BlockDataSplitter (class in energy_fault_detector.data_splitting.data_splitter)

C

calculate_arcana_importance_time_series() (in module energy_fault_detector.root_cause_analysis.arcana_utils) calculate_avg_accuracy() (CAREScore method) calculate_avg_coverage() (CAREScore method) calculate_avg_earliness() (CAREScore method) calculate_criticality() (in module energy_fault_detector.utils.analysis) calculate_mean_arcana_importances() (in module energy_fault_detector.root_cause_analysis.arcana_utils) calculate_reliability() (CAREScore method) callbacks (Autoencoder attribute) Care2CompareDataset (class in energy_fault_detector.evaluation.care2compare) CAREScore (class in energy_fault_detector.evaluation.care_score) columns_dropped_ (ColumnSelector attribute) (LowUniqueValueFilter attribute) ColumnSelector (class in energy_fault_detector.data_preprocessing.column_selector)

compile_model() (Autoencoder method) ConditionalAE (class in energy_fault_detector.autoencoders.conditional_autoencoder) Config (class in energy_fault_detector.config.config) CounterDiffTransformer (class in energy_fault_detector.data_preprocessing.counter_diff_transformer) create_events() (in module energy_fault_detector.utils.analysis) create_ground_truth() (CAREScore static method) create_model() (Autoencoder method) (ConditionalAE method) (MultilayerAutoencoder method) (RegressionNN method) create_normal_flag() (PreDistDataset method) criticality() (FaultDetectionResult method) csv_test_data_path (Options attribute)

D

data_clipping (Config property) data_clipping_params (Config property) data_preprocessor (FaultDetectionModel attribute) (FaultDetector attribute) (ModelFactory property) data_split_params (Config property) DataClipper (class in energy_fault_detector.data_preprocessing.data_clipper) DataPreprocessor (class in energy_fault_detector.data_preprocessing.data_preprocessor)

DataTransformer (class in energy_fault_detector.core.data_transformer) detect_encoding() (in module energy_fault_detector.quick_fault_detection.data_loading) detect_separator() (in module energy_fault_detector.quick_fault_detection.data_loading) download_file() (in module energy_fault_detector.utils.data_downloads) download_zenodo_data() (in module energy_fault_detector.utils.data_downloads) draw_samples() (Arcana method) dtype (Config property) DuplicateValuesToNan (class in energy_fault_detector.data_preprocessing.duplicate_value_to_nan)

E

enable_debug_plots (Options attribute) encode() (Autoencoder method) encoder (Autoencoder attribute) (ConditionalAE attribute) (MultilayerAutoencoder attribute) energy_fault_detector module energy_fault_detector.anomaly_scores module energy_fault_detector.anomaly_scores.mahalanobis_score module energy_fault_detector.anomaly_scores.rmse_score module energy_fault_detector.autoencoders module energy_fault_detector.autoencoders.conditional_autoencoder module energy_fault_detector.autoencoders.multilayer_autoencoder module energy_fault_detector.config module energy_fault_detector.config.base_config module energy_fault_detector.config.config module energy_fault_detector.config.quickstart_config module energy_fault_detector.core module energy_fault_detector.core.anomaly_score module energy_fault_detector.core.autoencoder module energy_fault_detector.core.data_transformer module energy_fault_detector.core.fault_detection_model module energy_fault_detector.core.fault_detection_result module energy_fault_detector.core.model_factory module energy_fault_detector.core.save_load_mixin module energy_fault_detector.core.threshold_selector module energy_fault_detector.data_preprocessing module energy_fault_detector.data_preprocessing.angle_transformer module energy_fault_detector.data_preprocessing.column_selector module energy_fault_detector.data_preprocessing.counter_diff_transformer module energy_fault_detector.data_preprocessing.data_clipper module energy_fault_detector.data_preprocessing.data_preprocessor module energy_fault_detector.data_preprocessing.duplicate_value_to_nan module

energy_fault_detector.data_preprocessing.low_unique_value_filter module energy_fault_detector.data_splitting module energy_fault_detector.data_splitting.data_splitter module energy_fault_detector.evaluation module energy_fault_detector.evaluation.care2compare module energy_fault_detector.evaluation.care_score module energy_fault_detector.evaluation.predist_dataset module energy_fault_detector.fault_detector module energy_fault_detector.main module energy_fault_detector.quick_fault_detection module energy_fault_detector.quick_fault_detection.configuration module energy_fault_detector.quick_fault_detection.data_loading module energy_fault_detector.quick_fault_detection.optimization module energy_fault_detector.quick_fault_detection.output module energy_fault_detector.quick_fault_detection.quick_fault_detector module energy_fault_detector.registration module energy_fault_detector.root_cause_analysis module energy_fault_detector.root_cause_analysis.arcana module energy_fault_detector.root_cause_analysis.arcana_utils module energy_fault_detector.threshold_selectors module energy_fault_detector.threshold_selectors.adaptive_threshold module energy_fault_detector.threshold_selectors.fbeta_threshold module energy_fault_detector.threshold_selectors.fdr_threshold module energy_fault_detector.threshold_selectors.quantile_threshold module energy_fault_detector.utils module energy_fault_detector.utils.analysis module energy_fault_detector.utils.data_downloads module energy_fault_detector.utils.visualisation module evaluate_event() (CAREScore method) evaluated_events (CAREScore property) events (PreDistDataset attribute)

F

FAULT_HOURS_AFTER (PreDistDataset attribute) FAULT_HOURS_BEFORE (PreDistDataset attribute) FaultDetectionModel (class in energy_fault_detector.core.fault_detection_model) FaultDetectionResult (class in energy_fault_detector.core.fault_detection_result) FaultDetector (class in energy_fault_detector.fault_detector) FbetaSelector (class in energy_fault_detector.threshold_selectors.fbeta_threshold) FDRSelector (class in energy_fault_detector.threshold_selectors.fdr_threshold) feature_names_in_ (ColumnSelector attribute) (DuplicateValuesToNan attribute) (LowUniqueValueFilter attribute) feature_names_out_ (ColumnSelector attribute) (DuplicateValuesToNan attribute) (LowUniqueValueFilter attribute) features_to_exclude (Options attribute) fetch_record() (in module energy_fault_detector.utils.data_downloads) find_arcana_bias() (Arcana method) fit() (AdaptiveThresholdSelector method) (AngleTransformer method) (AnomalyScore method) (Autoencoder method) (ColumnSelector method) (CounterDiffTransformer method) (DataClipper method) (DataTransformer method) (DuplicateValuesToNan method) (FaultDetectionModel method) (FaultDetector method) (FbetaSelector method) (FDRSelector method) (LowUniqueValueFilter method) (MahalanobisScore method) (QuantileThresholdSelector method) (RegressionNN method) (RMSEScore method) (ThresholdSelector method)

fit_threshold_on_val (Config property) fit_transform() (DataPreprocessor method) format_event_dataset() (Care2CompareDataset static method)

G

generate_output_plots() (in module energy_fault_detector.quick_fault_detection.output) generate_quickstart_config() (in module energy_fault_detector.config.quickstart_config) get() (Registry method) get_alternative_class_names() (Registry method) get_boolean_feature() (in module energy_fault_detector.quick_fault_detection.data_loading) get_event_data() (PreDistDataset method) get_event_info() (Care2CompareDataset method) get_feature_names_out() (AngleTransformer method) (ColumnSelector method) (CounterDiffTransformer method) (DataClipper method) (DataTransformer method) (DuplicateValuesToNan method) (LowUniqueValueFilter method)

get_final_score() (CAREScore method) get_reconstruction_error() (Autoencoder method) get_sensor_data() (in module energy_fault_detector.quick_fault_detection.data_loading)

H

history (Autoencoder attribute) (ConditionalAE attribute) (MultilayerAutoencoder attribute)

I

initialize_x_bias() (Arcana method) InvalidConfigFile inverse_transform() (AngleTransformer method) (ColumnSelector method) (CounterDiffTransformer method) (DataClipper method) (DataPreprocessor method) (DataTransformer method) (DuplicateValuesToNan method) (LowUniqueValueFilter method)

is_conditional (Autoencoder attribute) iter_datasets() (Care2CompareDataset method) iter_formatted_datasets() (Care2CompareDataset method) iter_train_datasets_per_asset() (Care2CompareDataset method)

L

list_files() (in module energy_fault_detector.utils.data_downloads) load() (Autoencoder method) (FaultDetectionResult class method) (SaveLoadMixin method) load_and_format_event_dataset() (Care2CompareDataset method) load_data() (in module energy_fault_detector.quick_fault_detection.data_loading)

load_evaluated_events() (CAREScore method) load_event_dataset() (Care2CompareDataset method) load_models() (FaultDetectionModel method) load_options_from_yaml() (in module energy_fault_detector.main) load_substation_data() (PreDistDataset method) load_train_test_data() (in module energy_fault_detector.quick_fault_detection.data_loading) LowUniqueValueFilter (class in energy_fault_detector.data_preprocessing.low_unique_value_filter)

M

MahalanobisScore (class in energy_fault_detector.anomaly_scores.mahalanobis_score) main() (in module energy_fault_detector.main) mark_normal_outliers() (FbetaSelector method) max_criticality (Config property) min_anomaly_length (Options attribute) model (Autoencoder attribute) (ConditionalAE attribute) (MultilayerAutoencoder attribute) model_date (ModelMetadata attribute) model_path (ModelMetadata attribute) ModelFactory (class in energy_fault_detector.core.model_factory) ModelMetadata (class in energy_fault_detector.core.fault_detection_result) module energy_fault_detector energy_fault_detector.anomaly_scores energy_fault_detector.anomaly_scores.mahalanobis_score energy_fault_detector.anomaly_scores.rmse_score energy_fault_detector.autoencoders energy_fault_detector.autoencoders.conditional_autoencoder energy_fault_detector.autoencoders.multilayer_autoencoder energy_fault_detector.config energy_fault_detector.config.base_config energy_fault_detector.config.config energy_fault_detector.config.quickstart_config energy_fault_detector.core energy_fault_detector.core.anomaly_score energy_fault_detector.core.autoencoder energy_fault_detector.core.data_transformer energy_fault_detector.core.fault_detection_model energy_fault_detector.core.fault_detection_result energy_fault_detector.core.model_factory energy_fault_detector.core.save_load_mixin energy_fault_detector.core.threshold_selector energy_fault_detector.data_preprocessing energy_fault_detector.data_preprocessing.angle_transformer energy_fault_detector.data_preprocessing.column_selector energy_fault_detector.data_preprocessing.counter_diff_transformer energy_fault_detector.data_preprocessing.data_clipper energy_fault_detector.data_preprocessing.data_preprocessor energy_fault_detector.data_preprocessing.duplicate_value_to_nan energy_fault_detector.data_preprocessing.low_unique_value_filter energy_fault_detector.data_splitting energy_fault_detector.data_splitting.data_splitter energy_fault_detector.evaluation energy_fault_detector.evaluation.care2compare energy_fault_detector.evaluation.care_score energy_fault_detector.evaluation.predist_dataset energy_fault_detector.fault_detector energy_fault_detector.main energy_fault_detector.quick_fault_detection energy_fault_detector.quick_fault_detection.configuration energy_fault_detector.quick_fault_detection.data_loading energy_fault_detector.quick_fault_detection.optimization energy_fault_detector.quick_fault_detection.output energy_fault_detector.quick_fault_detection.quick_fault_detector energy_fault_detector.registration energy_fault_detector.root_cause_analysis energy_fault_detector.root_cause_analysis.arcana energy_fault_detector.root_cause_analysis.arcana_utils energy_fault_detector.threshold_selectors energy_fault_detector.threshold_selectors.adaptive_threshold energy_fault_detector.threshold_selectors.fbeta_threshold energy_fault_detector.threshold_selectors.fdr_threshold energy_fault_detector.threshold_selectors.quantile_threshold energy_fault_detector.utils energy_fault_detector.utils.analysis energy_fault_detector.utils.data_downloads energy_fault_detector.utils.visualisation

MultilayerAutoencoder (class in energy_fault_detector.autoencoders.multilayer_autoencoder)

N

n_features_in_ (ColumnSelector attribute) (LowUniqueValueFilter attribute)

NAME_ALIASES (DataPreprocessor attribute) NoTrainingData

O

opt (Arcana attribute)

Options (class in energy_fault_detector.main)

P

parse_record_id() (in module energy_fault_detector.utils.data_downloads) plot_arcana_importance_series() (in module energy_fault_detector.utils.visualisation) plot_arcana_losses() (in module energy_fault_detector.utils.visualisation) plot_arcana_mean_importances() (in module energy_fault_detector.utils.visualisation) plot_learning_curve() (in module energy_fault_detector.utils.visualisation) plot_reconstruction() (in module energy_fault_detector.utils.visualisation) plot_reconstruction_with_model() (in module energy_fault_detector.utils.visualisation) plot_score_with_threshold() (in module energy_fault_detector.utils.visualisation) predict() (AdaptiveThresholdSelector method) (Autoencoder method) (FaultDetectionModel method) (FaultDetector method) (RegressionNN method) (ThresholdSelector method)

predict_anomalies() (FaultDetector method) predict_anomaly_score() (FaultDetector method) predicted_anomalies (FaultDetectionResult attribute) PreDistDataset (class in energy_fault_detector.evaluation.predist_dataset) prepare_output_dir() (in module energy_fault_detector.utils.data_downloads) preprocess_train_data() (FaultDetector method) print_available_classes() (Registry method)

Q

QuantileThresholdSelector (class in energy_fault_detector.threshold_selectors.quantile_threshold)

quick_fault_detector() (in module energy_fault_detector.quick_fault_detection.quick_fault_detector)

R

read_config() (BaseConfig method) read_csv_file() (in module energy_fault_detector.quick_fault_detection.data_loading) recon_error (FaultDetectionResult attribute) reconstruction (FaultDetectionResult attribute) recursive_safe_extract() (in module energy_fault_detector.utils.data_downloads) register() (in module energy_fault_detector.registration) (Registry method)

Registry (class in energy_fault_detector.registration) RegressionNN (class in energy_fault_detector.threshold_selectors.adaptive_threshold) RMSEScore (class in energy_fault_detector.anomaly_scores.rmse_score) root_cause_analysis (Config property) run_root_cause_analysis() (FaultDetector method)

S

safe_extract_zip() (in module energy_fault_detector.utils.data_downloads) save() (Autoencoder method) (FaultDetectionResult method) (SaveLoadMixin method) save_evaluated_events() (CAREScore method) save_models() (FaultDetectionModel method) save_timestamps (FaultDetectionModel attribute) (FaultDetector attribute)

SaveLoadMixin (class in energy_fault_detector.core.save_load_mixin) scale (RMSEScore attribute) select_config() (in module energy_fault_detector.quick_fault_detection.configuration) split() (BlockDataSplitter method) split_inputs() (in module energy_fault_detector.core.autoencoder) status_data_column_name (Options attribute) status_label_confidence_percentage (Options attribute) status_mapping (Options attribute) STEP_REGISTRY (DataPreprocessor attribute)

T

threshold (FbetaSelector attribute) (FDRSelector attribute) (QuantileThresholdSelector attribute) (ThresholdSelector attribute) threshold_selector (FaultDetectionModel attribute) (FaultDetector attribute) (ModelFactory property) ThresholdSelector (class in energy_fault_detector.core.threshold_selector) time_column_name (Options attribute) tracked_bias (FaultDetectionResult attribute) train() (FaultDetectionModel method) train_recon_error (ModelMetadata attribute) train_selection (BlockDataSplitter attribute) train_test_column_name (Options attribute) train_test_mapping (Options attribute)

train_val_split() (FaultDetectionModel method) transform() (AngleTransformer method) (AnomalyScore method) (ColumnSelector method) (CounterDiffTransformer method) (DataClipper method) (DataPreprocessor method) (DataTransformer method) (DuplicateValuesToNan method) (LowUniqueValueFilter method) (MahalanobisScore method) (RMSEScore method) trust_bad_angles (AngleTransformer attribute) tune() (Autoencoder method) (FaultDetector method) tune_decoder() (Autoencoder method)

U

update_autoencoder_config() (in module energy_fault_detector.quick_fault_detection.configuration) update_c2c_config() (Care2CompareDataset method) update_config() (BaseConfig method)

update_preprocessor_config() (in module energy_fault_detector.quick_fault_detection.configuration) update_threshold_config() (in module energy_fault_detector.quick_fault_detection.configuration) update_x_bias() (Arcana method)

V

val_recon_error (ModelMetadata attribute) val_selection (BlockDataSplitter attribute)

validate_mapping() (in module energy_fault_detector.quick_fault_detection.data_loading) verbose (Config property)

W

write_config() (BaseConfig method)