Index

_

_fitted (anomsmith.primitives.BaseEstimator attribute)

A

Action (class in anomsmith.objects) actions (anomsmith.objects.ActionView attribute), [1] (anomsmith.objects.PolicyResult attribute), [1] ActionView (class in anomsmith.objects) add_degradation_rates() (in module anomsmith) (in module anomsmith.platform) add_rolling_statistics() (in module anomsmith) (in module anomsmith.platform) aggregate_metrics_for_cloudwatch() (in module anomsmith) (in module anomsmith.workflows) aggregate_undirected_edges() (in module anomsmith.workflows) (in module anomsmith.workflows.network) Alert (class in anomsmith) (class in anomsmith.platform) alert_counts (anomsmith.AlertSystem attribute) (anomsmith.platform.AlertSystem attribute) alert_history (anomsmith.AlertSystem attribute) (anomsmith.platform.AlertSystem attribute) AlertLevel (class in anomsmith) (class in anomsmith.platform) AlertSystem (class in anomsmith) (class in anomsmith.platform)

alignment (anomsmith.objects.WindowSpec attribute), [1] anomsmith module anomsmith.objects module anomsmith.platform module anomsmith.primitives module anomsmith.workflows module anomsmith.workflows.network module apply_policy() (in module anomsmith) (in module anomsmith.workflows) apply_threshold() (in module anomsmith.primitives) ARIMADriftDetector (class in anomsmith) assess_asset_health() (in module anomsmith) (in module anomsmith.workflows) assess_health_with_pca() (in module anomsmith) (in module anomsmith.workflows) asset_id (anomsmith.Alert attribute) (anomsmith.platform.Alert attribute)

B

backtest_detector() (in module anomsmith) (in module anomsmith.workflows) BaseDetector (class in anomsmith) (class in anomsmith.primitives) BaseEstimator (class in anomsmith.primitives) BaseObject (class in anomsmith.primitives)

BaseScorer (class in anomsmith) (class in anomsmith.primitives) batch_predict() (in module anomsmith) (in module anomsmith.workflows) batch_score() (in module anomsmith) (in module anomsmith.workflows)

C

calculate_confusion_matrix_metrics() (in module anomsmith) (in module anomsmith.platform) calculate_lead_time() (in module anomsmith) (in module anomsmith.platform) calculate_rul() (in module anomsmith) (in module anomsmith.platform) check_thresholds() (anomsmith.AlertSystem method) (anomsmith.platform.AlertSystem method) classify_health_from_distance() (in module anomsmith) (in module anomsmith.workflows) clone() (anomsmith.primitives.BaseObject method) columns (anomsmith.objects.PanelLike attribute) (anomsmith.PanelLike attribute) compare_detectors() (in module anomsmith) (in module anomsmith.platform) compare_survival_models() (in module anomsmith) (in module anomsmith.workflows)

compute_concordance_index() (in module anomsmith) (in module anomsmith.workflows) compute_pca_health_thresholds() (in module anomsmith) (in module anomsmith.workflows) compute_performance_metrics() (in module anomsmith) (in module anomsmith.workflows) costs (anomsmith.objects.PolicyResult attribute), [1] create_dashboard() (anomsmith.DashboardVisualizer method) (anomsmith.platform.DashboardVisualizer method) create_rul_labels() (in module anomsmith) (in module anomsmith.platform) create_summary_dashboard() (anomsmith.DashboardVisualizer method) (anomsmith.platform.DashboardVisualizer method) CRITICAL (anomsmith.AlertLevel attribute) (anomsmith.platform.AlertLevel attribute)

D

DashboardVisualizer (class in anomsmith) (class in anomsmith.platform) data_buffers (anomsmith.platform.RealTimeIngestion attribute) (anomsmith.RealTimeIngestion attribute) denoise() (anomsmith.WaveletDenoiser method) detect_anomalies() (in module anomsmith) (in module anomsmith.workflows) detect_concept_drift() (in module anomsmith) (in module anomsmith.workflows) detect_degradation() (anomsmith.ModelPerformanceTracker method) (anomsmith.workflows.ModelPerformanceTracker method)

detect_network_edge_anomalies() (in module anomsmith.workflows) (in module anomsmith.workflows.network) detect_network_node_anomalies() (in module anomsmith.workflows) (in module anomsmith.workflows.network) detect_network_temporal_node_anomalies() (in module anomsmith.workflows) (in module anomsmith.workflows.network) discretize_rul() (in module anomsmith) (in module anomsmith.workflows) DISTRESS (anomsmith.objects.HealthState attribute)

E

edge_features_from_edges() (in module anomsmith.workflows) (in module anomsmith.workflows.network) EnsembleDetector (in module anomsmith) evaluate_detector() (in module anomsmith) (in module anomsmith.platform) evaluate_policy() (in module anomsmith) (in module anomsmith.workflows)

evaluate_survival_model() (in module anomsmith) (in module anomsmith.workflows) export_model_for_sagemaker() (in module anomsmith.primitives) extract() (anomsmith.FeatureExtractor method) (anomsmith.platform.FeatureExtractor method)

F

FAILURE (anomsmith.AlertLevel attribute) (anomsmith.platform.AlertLevel attribute) FailureClassifier (class in anomsmith) (class in anomsmith.platform) feature (anomsmith.Alert attribute) (anomsmith.platform.Alert attribute) feature_names_ (anomsmith.FeatureExtractor attribute) (anomsmith.platform.FeatureExtractor attribute) FeatureExtractor (class in anomsmith) (class in anomsmith.platform) fit() (anomsmith.ARIMADriftDetector method) (anomsmith.FailureClassifier method) (anomsmith.IQRScorer method) (anomsmith.IsolationForestDetector method) (anomsmith.LOFDetector method) (anomsmith.LSTMAutoencoderDetector method) (anomsmith.PCADetector method) (anomsmith.platform.FailureClassifier method) (anomsmith.platform.RULEstimator method) (anomsmith.primitives.BaseEstimator method) (anomsmith.PyTorchAutoencoderDetector method) (anomsmith.RobustCovarianceDetector method) (anomsmith.RobustZScoreScorer method) (anomsmith.RULEstimator method) (anomsmith.ScoreCombiningEnsembleDetector method) (anomsmith.SeasonalBaselineScorer method) (anomsmith.VotingEnsembleDetector method) (anomsmith.WaveletDetector method) (anomsmith.ZScoreScorer method)

fit_survival_model_for_maintenance() (in module anomsmith) (in module anomsmith.workflows)

G

get_all_assets() (anomsmith.platform.RealTimeIngestion method) (anomsmith.RealTimeIngestion method) get_current_metrics() (anomsmith.ModelPerformanceTracker method) (anomsmith.workflows.ModelPerformanceTracker method) get_latest_results() (anomsmith.platform.RealTimeIngestion method) (anomsmith.RealTimeIngestion method)

get_params() (anomsmith.primitives.BaseObject method) get_recent_alerts() (anomsmith.AlertSystem method) (anomsmith.platform.AlertSystem method) get_vote_counts() (anomsmith.VotingEnsembleDetector method)

H

health_states (anomsmith.objects.PolicyResult attribute), [1] HealthState (class in anomsmith.objects)

HealthStateView (class in anomsmith.objects) HEALTHY (anomsmith.objects.HealthState attribute)

I

index (anomsmith.objects.ActionView attribute), [1] (anomsmith.objects.HealthStateView attribute), [1] (anomsmith.objects.LabelView attribute), [1] (anomsmith.objects.PanelLike attribute) (anomsmith.objects.ScoreView attribute), [1] (anomsmith.objects.SeriesLike attribute) (anomsmith.PanelLike attribute) (anomsmith.SeriesLike attribute)

INFO (anomsmith.AlertLevel attribute) (anomsmith.platform.AlertLevel attribute) ingest() (anomsmith.platform.RealTimeIngestion method) (anomsmith.RealTimeIngestion method) INTERVENE (anomsmith.objects.Action attribute) IQRScorer (class in anomsmith) is_fitted (anomsmith.primitives.BaseEstimator property) IsolationForestDetector (class in anomsmith)

L

labels (anomsmith.objects.LabelView attribute), [1] LabelView (class in anomsmith.objects) length (anomsmith.objects.WindowSpec attribute), [1] level (anomsmith.Alert attribute) (anomsmith.platform.Alert attribute)

load_model() (in module anomsmith.primitives) LOFDetector (class in anomsmith) LSTMAutoencoderDetector (class in anomsmith)

M

message (anomsmith.Alert attribute) (anomsmith.platform.Alert attribute) metadata (anomsmith.Alert attribute) (anomsmith.platform.Alert attribute) method (anomsmith.primitives.ThresholdRule attribute), [1] (anomsmith.ThresholdRule attribute), [1] metrics_history (anomsmith.ModelPerformanceTracker attribute) (anomsmith.workflows.ModelPerformanceTracker attribute) model_ (anomsmith.FailureClassifier attribute) (anomsmith.platform.FailureClassifier attribute) (anomsmith.platform.RULEstimator attribute) (anomsmith.RULEstimator attribute)

ModelPerformanceTracker (class in anomsmith) (class in anomsmith.workflows) module anomsmith anomsmith.objects anomsmith.platform anomsmith.primitives anomsmith.workflows anomsmith.workflows.network

N

node_features_from_edges() (in module anomsmith.workflows) (in module anomsmith.workflows.network) node_graph_metrics_networkx() (in module anomsmith.workflows) (in module anomsmith.workflows.network)

node_touch_counts_by_bin() (in module anomsmith.workflows) (in module anomsmith.workflows.network)

P

PanelLike (class in anomsmith) (class in anomsmith.objects) PanelView (in module anomsmith.objects) PCADetector (class in anomsmith) plot_comparison_metrics() (in module anomsmith) (in module anomsmith.platform) plot_pca_boundary() (in module anomsmith) (in module anomsmith.platform) plot_reconstruction_error() (in module anomsmith) (in module anomsmith.platform) plot_sensor_drift() (in module anomsmith) (in module anomsmith.platform) PolicyResult (class in anomsmith.objects) predict() (anomsmith.ARIMADriftDetector method) (anomsmith.BaseDetector method) (anomsmith.FailureClassifier method) (anomsmith.IsolationForestDetector method) (anomsmith.LOFDetector method) (anomsmith.LSTMAutoencoderDetector method) (anomsmith.PCADetector method) (anomsmith.platform.FailureClassifier method) (anomsmith.platform.RULEstimator method) (anomsmith.primitives.BaseDetector method) (anomsmith.PyTorchAutoencoderDetector method) (anomsmith.RobustCovarianceDetector method) (anomsmith.RULEstimator method) (anomsmith.ScoreCombiningEnsembleDetector method) (anomsmith.VotingEnsembleDetector method) (anomsmith.WaveletDetector method)

predict_health_states_from_survival() (in module anomsmith) (in module anomsmith.workflows) predict_proba() (anomsmith.FailureClassifier method) (anomsmith.platform.FailureClassifier method) predict_rul_from_survival() (in module anomsmith) (in module anomsmith.workflows) PredictiveMaintenanceSystem (class in anomsmith) (class in anomsmith.platform) prepare_pm_features() (in module anomsmith) (in module anomsmith.platform) process() (anomsmith.platform.PredictiveMaintenanceSystem method) (anomsmith.PredictiveMaintenanceSystem method) process_s3_batch() (in module anomsmith.workflows) process_window() (anomsmith.platform.RealTimeIngestion method) (anomsmith.RealTimeIngestion method) PyTorchAutoencoderDetector (class in anomsmith)

Q

quantile (anomsmith.primitives.ThresholdRule attribute), [1] (anomsmith.ThresholdRule attribute), [1]

R

rank_assets_by_risk() (in module anomsmith) (in module anomsmith.workflows) RealTimeIngestion (class in anomsmith) (class in anomsmith.platform) report_detection() (in module anomsmith.workflows) results_history (anomsmith.platform.RealTimeIngestion attribute) (anomsmith.RealTimeIngestion attribute)

REVIEW (anomsmith.objects.Action attribute) risks (anomsmith.objects.PolicyResult attribute), [1] robust_zscore() (in module anomsmith.primitives) RobustCovarianceDetector (class in anomsmith) RobustZScoreScorer (class in anomsmith) RULEstimator (class in anomsmith) (class in anomsmith.platform)

S

save_model() (in module anomsmith.primitives) scaler_ (anomsmith.FailureClassifier attribute) (anomsmith.platform.FailureClassifier attribute) (anomsmith.platform.RULEstimator attribute) (anomsmith.RULEstimator attribute) score() (anomsmith.ARIMADriftDetector method) (anomsmith.BaseDetector method) (anomsmith.BaseScorer method) (anomsmith.IQRScorer method) (anomsmith.IsolationForestDetector method) (anomsmith.LOFDetector method) (anomsmith.LSTMAutoencoderDetector method) (anomsmith.PCADetector method) (anomsmith.primitives.BaseDetector method) (anomsmith.primitives.BaseScorer method) (anomsmith.PyTorchAutoencoderDetector method) (anomsmith.RobustCovarianceDetector method) (anomsmith.RobustZScoreScorer method) (anomsmith.ScoreCombiningEnsembleDetector method) (anomsmith.SeasonalBaselineScorer method) (anomsmith.VotingEnsembleDetector method) (anomsmith.WaveletDetector method) (anomsmith.ZScoreScorer method)

score_anomalies() (in module anomsmith) (in module anomsmith.workflows) ScoreCombiningEnsembleDetector (class in anomsmith) scores (anomsmith.objects.ScoreView attribute), [1] ScoreView (class in anomsmith.objects) SeasonalBaselineScorer (class in anomsmith) SeriesLike (class in anomsmith) (class in anomsmith.objects) SeriesView (in module anomsmith.objects) set_params() (anomsmith.primitives.BaseObject method) states (anomsmith.objects.HealthStateView attribute), [1] step (anomsmith.objects.WindowSpec attribute), [1] sweep_thresholds() (in module anomsmith) (in module anomsmith.workflows)

T

tags (anomsmith.primitives.BaseObject property) threshold (anomsmith.Alert attribute) (anomsmith.platform.Alert attribute) ThresholdRule (class in anomsmith) (class in anomsmith.primitives) timestamp (anomsmith.Alert attribute) (anomsmith.platform.Alert attribute)

timestamp_buffers (anomsmith.platform.RealTimeIngestion attribute) (anomsmith.RealTimeIngestion attribute) to_dataframe() (anomsmith.objects.PolicyResult method) to_series() (anomsmith.objects.ActionView method) (anomsmith.objects.HealthStateView method) track_mahalanobis_distance() (in module anomsmith) (in module anomsmith.workflows)

U

update() (anomsmith.ModelPerformanceTracker method) (anomsmith.workflows.ModelPerformanceTracker method)

V

value (anomsmith.Alert attribute) (anomsmith.platform.Alert attribute) (anomsmith.primitives.ThresholdRule attribute), [1] (anomsmith.ThresholdRule attribute), [1]

values (anomsmith.objects.SeriesLike attribute) (anomsmith.SeriesLike attribute) VotingEnsemble (in module anomsmith) VotingEnsembleDetector (class in anomsmith)

W

WAIT (anomsmith.objects.Action attribute) WARNING (anomsmith.AlertLevel attribute) (anomsmith.objects.HealthState attribute) (anomsmith.platform.AlertLevel attribute)

WaveletDenoiser (class in anomsmith) WaveletDetector (class in anomsmith) window_size (anomsmith.ModelPerformanceTracker attribute) (anomsmith.workflows.ModelPerformanceTracker attribute) WindowSpec (class in anomsmith.objects)

Z

ZScoreScorer (class in anomsmith)