Index

A

adjusted_n (oats.threshold.spot.SPOTThreshold property) ARIMAModel (class in oats.models.predictive.arima)

avg_anom_dist_from_mean (oats.scorer.qualitative_metrics.QualitativeMetrics property) avg_cycles_delta_between_anom (oats.scorer.qualitative_metrics.QualitativeMetrics property)

C

collective_seasonal_outliers() (oats.generator.univariate_wave.UnivariateWaveGenerator method)

collective_shapelet_outliers() (oats.generator.univariate_wave.UnivariateWaveGenerator method) collective_trend_outliers() (oats.generator.univariate_wave.UnivariateWaveGenerator method)

D

diff_mean_trend (oats.scorer.qualitative_metrics.QualitativeMetrics property)

diff_mid_avg (oats.scorer.qualitative_metrics.QualitativeMetrics property)

E

EWMA() (in module oats.models.predictive.fluxev)

F

f1 (oats.scorer.supervised_scorer.SupervisedScorer property) fit() (oats.models.distance.iforest.IsolationForestModel method) (oats.models.distance.matrixprofile.MatrixProfileModel method) (oats.models.predictive.arima.ARIMAModel method) (oats.models.predictive.fluxev.FluxEVModel method) (oats.models.predictive.lightgbm.LightGBMModel method) (oats.models.predictive.ma.MovingAverageModel method) (oats.models.predictive.nbeats.NBEATSModel method) (oats.models.predictive.nhits.NHiTSModel method) (oats.models.predictive.randomforest.RandomForestModel method) (oats.models.predictive.regression.RegressionModel method) (oats.models.predictive.rnn.RNNModel method) (oats.models.predictive.tcn.TCNModel method) (oats.models.predictive.tft.TFTModel method) (oats.models.predictive.transformer.TransformerModel method) (oats.models.reconstruction.tranad.TranADModel method) (oats.models.reconstruction.vae.VAEModel method) (oats.models.rule_based.quantile.QuantileModel method) (oats.preprocessor.spectral_residual.SpectralResidual method) (oats.threshold.jenks.JenksThreshold method) (oats.threshold.pot.POTThreshold method) (oats.threshold.quantile.QuantileThreshold method) (oats.threshold.spot.SPOTThreshold method)

FluxEVModel (class in oats.models.predictive.fluxev) fnr (oats.scorer.supervised_scorer.SupervisedScorer property) fpr (oats.scorer.supervised_scorer.SupervisedScorer property)

G

get_dataset() (oats.generator.univariate_wave.UnivariateWaveGenerator method) get_scores() (oats.models.distance.iforest.IsolationForestModel method) (oats.models.distance.matrixprofile.MatrixProfileModel method) (oats.models.predictive.arima.ARIMAModel method) (oats.models.predictive.fluxev.FluxEVModel method) (oats.models.predictive.lightgbm.LightGBMModel method) (oats.models.predictive.ma.MovingAverageModel method) (oats.models.predictive.nbeats.NBEATSModel method) (oats.models.predictive.nhits.NHiTSModel method) (oats.models.predictive.randomforest.RandomForestModel method) (oats.models.predictive.regression.RegressionModel method) (oats.models.predictive.rnn.RNNModel method) (oats.models.predictive.tcn.TCNModel method) (oats.models.predictive.tft.TFTModel method) (oats.models.predictive.transformer.TransformerModel method) (oats.models.reconstruction.tranad.TranADModel method) (oats.models.reconstruction.vae.VAEModel method) (oats.models.rule_based.quantile.QuantileModel method)

get_threshold() (oats.threshold.jenks.JenksThreshold method) (oats.threshold.pot.POTThreshold method) (oats.threshold.quantile.QuantileThreshold method) (oats.threshold.spot.SPOTThreshold method)

I

IsolationForestModel (class in oats.models.distance.iforest)

J

JenksThreshold (class in oats.threshold.jenks)

L

label (oats.generator.univariate_wave.UnivariateWaveGenerator attribute)

LightGBMModel (class in oats.models.predictive.lightgbm)

M

MatrixProfileModel (class in oats.models.distance.matrixprofile) max_range_non_anom (oats.scorer.qualitative_metrics.QualitativeMetrics property) module oats oats.generator oats.generator.univariate_wave oats.models oats.models.distance oats.models.distance.iforest oats.models.distance.matrixprofile oats.models.predictive oats.models.predictive.arima oats.models.predictive.fluxev oats.models.predictive.lightgbm oats.models.predictive.ma oats.models.predictive.nbeats oats.models.predictive.nhits oats.models.predictive.randomforest oats.models.predictive.regression oats.models.predictive.rnn oats.models.predictive.tcn oats.models.predictive.tft oats.models.predictive.transformer oats.models.reconstruction oats.models.reconstruction.tranad oats.models.reconstruction.vae oats.models.rule_based oats.models.rule_based.quantile oats.preprocessor oats.preprocessor.spectral_residual oats.scorer oats.scorer.qualitative_metrics oats.scorer.supervised_scorer oats.threshold oats.threshold.jenks oats.threshold.pot oats.threshold.quantile oats.threshold.spot

MovingAverageModel (class in oats.models.predictive.ma)

N

n_peaks (oats.threshold.spot.SPOTThreshold property) NBEATSModel (class in oats.models.predictive.nbeats)

NHiTSModel (class in oats.models.predictive.nhits) num_anom (oats.scorer.qualitative_metrics.QualitativeMetrics property)

O

oats module oats.generator module oats.generator.univariate_wave module oats.models module oats.models.distance module oats.models.distance.iforest module oats.models.distance.matrixprofile module oats.models.predictive module oats.models.predictive.arima module oats.models.predictive.fluxev module oats.models.predictive.lightgbm module oats.models.predictive.ma module oats.models.predictive.nbeats module oats.models.predictive.nhits module oats.models.predictive.randomforest module oats.models.predictive.regression module oats.models.predictive.rnn module oats.models.predictive.tcn module

oats.models.predictive.tft module oats.models.predictive.transformer module oats.models.reconstruction module oats.models.reconstruction.tranad module oats.models.reconstruction.vae module oats.models.rule_based module oats.models.rule_based.quantile module oats.preprocessor module oats.preprocessor.spectral_residual module oats.scorer module oats.scorer.qualitative_metrics module oats.scorer.supervised_scorer module oats.threshold module oats.threshold.jenks module oats.threshold.pot module oats.threshold.quantile module oats.threshold.spot module

P

pct_anom (oats.scorer.qualitative_metrics.QualitativeMetrics property) point_contextual_outliers() (oats.generator.univariate_wave.UnivariateWaveGenerator method) point_global_outliers() (oats.generator.univariate_wave.UnivariateWaveGenerator method)

POTThreshold (class in oats.threshold.pot) precision (oats.scorer.supervised_scorer.SupervisedScorer property) process() (oats.scorer.qualitative_metrics.QualitativeMetrics method) (oats.scorer.supervised_scorer.SupervisedScorer method)

Q

QualitativeMetrics (class in oats.scorer.qualitative_metrics)

QuantileModel (class in oats.models.rule_based.quantile) QuantileThreshold (class in oats.threshold.quantile)

R

RandomForestModel (class in oats.models.predictive.randomforest) recall (oats.scorer.supervised_scorer.SupervisedScorer property)

RegressionModel (class in oats.models.predictive.regression) RNNModel (class in oats.models.predictive.rnn)

S

SpectralResidual (class in oats.preprocessor.spectral_residual)

SPOTThreshold (class in oats.threshold.spot) SupervisedScorer (class in oats.scorer.supervised_scorer)

T

TCNModel (class in oats.models.predictive.tcn) test (oats.generator.univariate_wave.UnivariateWaveGenerator attribute) TFTModel (class in oats.models.predictive.tft) tnr (oats.scorer.supervised_scorer.SupervisedScorer property)

tpr (oats.scorer.supervised_scorer.SupervisedScorer property) train (oats.generator.univariate_wave.UnivariateWaveGenerator attribute) TranADModel (class in oats.models.reconstruction.tranad) transform() (oats.preprocessor.spectral_residual.SpectralResidual method) TransformerModel (class in oats.models.predictive.transformer)

U

UnivariateWaveGenerator (class in oats.generator.univariate_wave)

V

VAEModel (class in oats.models.reconstruction.vae)