Index

A

Anomaly score

AnomalyEnsemble (class in telemetry_anomdet.models.ensemble)

B

BaseDetector (class in telemetry_anomdet.models.base)

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.ensemble.AnomalyEnsemble method) (telemetry_anomdet.models.unsupervised.kmeans.KMeansAnomaly method) (telemetry_anomdet.models.unsupervised.pca.PCAAnomaly method)

dedupe() (in module telemetry_anomdet.preprocessing.preprocessing) DiagnosticReport

F

Feature features_stat() (in module telemetry_anomdet.feature_extraction.features) fit() (telemetry_anomdet.models.base.BaseDetector method) (telemetry_anomdet.models.ensemble.AnomalyEnsemble method) (telemetry_anomdet.models.unsupervised.kmeans.KMeansAnomaly method) (telemetry_anomdet.models.unsupervised.pca.PCAAnomaly method)

G

GDN

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

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) Long form

M

make_feature_table() (in module telemetry_anomdet.feature_extraction.features) module telemetry_anomdet.feature_extraction.features telemetry_anomdet.ingest.ccsds_loader telemetry_anomdet.ingest.csv_loader telemetry_anomdet.models.base 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.visualization

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) plot_anomalies() (in module telemetry_anomdet.visualization) predict() (telemetry_anomdet.models.base.BaseDetector method) predict_clusters() (telemetry_anomdet.models.unsupervised.kmeans.KMeansAnomaly method)

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) SHAP synthetic() (telemetry_anomdet.ingest.dataset.TelemetryDataset class method)

T

telemetry_anomdet.feature_extraction.features module telemetry_anomdet.ingest.ccsds_loader module telemetry_anomdet.ingest.csv_loader module telemetry_anomdet.models.base 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.visualization module TelemetryDataset (class in telemetry_anomdet.ingest.dataset) to_pandas() (telemetry_anomdet.ingest.dataset.TelemetryDataset method) TranAD

W

Wide form

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