Index

A

anomalous_sequences() (in module telemetry_anomdet.thresholding) Anomaly score

anomaly_point_mask() (in module telemetry_anomdet.ingest.smap) AnomalyEnsemble (class in telemetry_anomdet.models.ensemble)

B

BaseDetector (class in telemetry_anomdet.models.base)

best_point_adjusted_f1() (in module telemetry_anomdet.evaluation)

C

CCSDS

clean() (in module telemetry_anomdet.preprocessing.preprocessing) coerce_long() (in module telemetry_anomdet.ingest.csv_loader)

D

data (telemetry_anomdet.ingest.dataset.TelemetryDataset property) decision_function decision_function() (telemetry_anomdet.models.base.BaseDetector method) (telemetry_anomdet.models.deep.distill.KANGDNNumpy method) (telemetry_anomdet.models.deep.gdn.GDN method) (telemetry_anomdet.models.ensemble.AnomalyEnsemble method) (telemetry_anomdet.models.unsupervised.kmeans.KMeansAnomaly method) (telemetry_anomdet.models.unsupervised.pca.PCAAnomaly method)

dedupe() (in module telemetry_anomdet.preprocessing.preprocessing) detect_anomalies() (in module telemetry_anomdet.thresholding) DiagnosticReport dynamic_threshold() (in module telemetry_anomdet.thresholding)

E

edge_function() (telemetry_anomdet.models.deep.distill.KANLayerNumpy method) evaluate_sequences() (in module telemetry_anomdet.evaluation) ewma() (telemetry_anomdet.models.deep.gdn.GDN static method)

extract_kan_gdn() (in module telemetry_anomdet.models.deep.distill) extract_kan_gdn_net() (in module telemetry_anomdet.models.deep.distill) extract_kan_layer() (in module telemetry_anomdet.models.deep.distill)

F

f_beta() (in module telemetry_anomdet.evaluation) false_alarm_rate_at_recall() (in module telemetry_anomdet.evaluation) Feature features_stat() (in module telemetry_anomdet.feature_extraction.features) filter_sequences() (in module telemetry_anomdet.thresholding) fit() (telemetry_anomdet.models.base.BaseDetector method) (telemetry_anomdet.models.deep.gdn.GDN method) (telemetry_anomdet.models.ensemble.AnomalyEnsemble method) (telemetry_anomdet.models.unsupervised.kmeans.KMeansAnomaly method) (telemetry_anomdet.models.unsupervised.pca.PCAAnomaly method)

forecast_errors() (telemetry_anomdet.models.deep.distill.KANGDNNumpy method) forward() (telemetry_anomdet.models.deep.distill.KANGDNNetNumpy method) (telemetry_anomdet.models.deep.distill.KANLayerNumpy method)

G

GDN (class in telemetry_anomdet.models.deep.gdn)

generate_c() (in module telemetry_anomdet.models.deep.codegen)

H

head() (telemetry_anomdet.ingest.dataset.TelemetryDataset method)

I

integrity_check() (in module telemetry_anomdet.preprocessing.preprocessing) Inter-pass window interpolate_gaps() (in module telemetry_anomdet.preprocessing.preprocessing)

is_anomaly() (telemetry_anomdet.models.base.BaseDetector method) is_long_form() (in module telemetry_anomdet.ingest.csv_loader) IsolationForestModel (class in telemetry_anomdet.models.unsupervised.isolation_forest)

K

KANGDN (class in telemetry_anomdet.models.deep.kan_gdn) KANGDNNetNumpy (class in telemetry_anomdet.models.deep.distill)

KANGDNNumpy (class in telemetry_anomdet.models.deep.distill) KANLayerNumpy (class in telemetry_anomdet.models.deep.distill) KMeansAnomaly (class in telemetry_anomdet.models.unsupervised.kmeans)

L

load() (telemetry_anomdet.models.base.BaseDetector class method) load_from_ccsds() (in module telemetry_anomdet.ingest.ccsds_loader) load_from_csv() (in module telemetry_anomdet.ingest.csv_loader)

load_smap() (in module telemetry_anomdet.ingest.smap) load_smap_channel() (in module telemetry_anomdet.ingest.smap) load_smap_labels() (in module telemetry_anomdet.ingest.smap) Long form

M

make_feature_table() (in module telemetry_anomdet.feature_extraction.features) module telemetry_anomdet.evaluation telemetry_anomdet.feature_extraction.features telemetry_anomdet.ingest.ccsds_loader telemetry_anomdet.ingest.csv_loader telemetry_anomdet.ingest.smap telemetry_anomdet.models.base telemetry_anomdet.models.deep.codegen telemetry_anomdet.models.deep.distill telemetry_anomdet.models.ensemble telemetry_anomdet.models.supervised telemetry_anomdet.models.unsupervised.isolation_forest telemetry_anomdet.models.unsupervised.kmeans telemetry_anomdet.models.unsupervised.pca telemetry_anomdet.preprocessing.preprocessing telemetry_anomdet.thresholding

N

normalize_fit() (in module telemetry_anomdet.preprocessing.preprocessing)

P

PCAAnomaly (class in telemetry_anomdet.models.unsupervised.pca) pick_time_column() (in module telemetry_anomdet.ingest.csv_loader) pipeline() (in module telemetry_anomdet.preprocessing.preprocessing) pivot_wide() (in module telemetry_anomdet.feature_extraction.features) point_adjust() (in module telemetry_anomdet.evaluation) point_adjusted_f1() (in module telemetry_anomdet.evaluation)

pr_auc() (in module telemetry_anomdet.evaluation) predict() (telemetry_anomdet.models.base.BaseDetector method) (telemetry_anomdet.models.deep.distill.KANGDNNumpy method) predict_clusters() (telemetry_anomdet.models.unsupervised.kmeans.KMeansAnomaly method) prf() (in module telemetry_anomdet.evaluation) prune_sequences() (in module telemetry_anomdet.thresholding)

R

resample() (in module telemetry_anomdet.preprocessing.preprocessing)

Robust normalization

S

save() (telemetry_anomdet.models.base.BaseDetector method) score_components score_components() (telemetry_anomdet.models.ensemble.AnomalyEnsemble method)

score_samples() (telemetry_anomdet.models.base.BaseDetector method) sequence_prf() (in module telemetry_anomdet.evaluation) SHAP synthetic() (telemetry_anomdet.ingest.dataset.TelemetryDataset class method)

T

telemetry_anomdet.evaluation module telemetry_anomdet.feature_extraction.features module telemetry_anomdet.ingest.ccsds_loader module telemetry_anomdet.ingest.csv_loader module telemetry_anomdet.ingest.smap module telemetry_anomdet.models.base module telemetry_anomdet.models.deep.codegen module telemetry_anomdet.models.deep.distill module telemetry_anomdet.models.ensemble module

telemetry_anomdet.models.supervised module telemetry_anomdet.models.unsupervised.isolation_forest module telemetry_anomdet.models.unsupervised.kmeans module telemetry_anomdet.models.unsupervised.pca module telemetry_anomdet.preprocessing.preprocessing module telemetry_anomdet.thresholding module TelemetryDataset (class in telemetry_anomdet.ingest.dataset) threshold_for_budget() (in module telemetry_anomdet.thresholding) to_pandas() (telemetry_anomdet.ingest.dataset.TelemetryDataset method) TranAD

W

Wide form Window windowify() (in module telemetry_anomdet.feature_extraction.features)

windows_to_point_scores() (in module telemetry_anomdet.evaluation) windows_to_points() (in module telemetry_anomdet.evaluation) write_c() (in module telemetry_anomdet.models.deep.codegen)