Man pages for harbinger
A Unified Time Series Event Detection Framework

A1BenchmarkYahoo Webscope S5 – A1 Benchmark (Real)
A2BenchmarkYahoo Webscope S5 – A2 Benchmark (Synthetic)
A3BenchmarkYahoo Webscope S5 – A3 Benchmark (Synthetic with Outliers)
A4BenchmarkYahoo Webscope S5 – A4 Benchmark (Synthetic with Anomalies...
detectDetect events in time series
examples_anomaliesTime series for anomaly detection
examples_changepointsTime series for change point detection
examples_harbingerTime series for event detection
examples_motifsTime series for motif/discord discovery
geccoGECCO Challenge 2018 – Water Quality Time Series
han_autoencoderAnomaly detector using autoencoders
hanc_mlAnomaly detector based on ML classification
hanct_dtwAnomaly detector using DTW
hanct_kmeansAnomaly detector using kmeans
hanr_arimaAnomaly detector using ARIMA
hanr_emdAnomaly detector using EMD
hanr_fbiadAnomaly detector using FBIAD
hanr_fftAnomaly detector using FFT
hanr_fft_amocAnomaly Detector using FFT with AMOC Cutoff
hanr_fft_amoc_cusumAnomaly Detector using FFT with AMOC and CUSUM Cutoff
hanr_fft_binsegAnomaly Detector using FFT with Binary Segmentation Cutoff
hanr_fft_binseg_cusumAnomaly Detector using FFT with BinSeg and CUSUM Cutoff
hanr_fft_smaAnomaly Detector using Adaptive FFT and Moving Average
hanr_garchAnomaly detector using GARCH
hanr_histogramAnomaly detector using histograms
hanr_mlAnomaly detector based on ML regression
hanr_remdAnomaly detector using REMD
hanr_rtadAnomaly and change point detector using RTAD
hanr_waveletAnomaly detector using Wavelets
harbingerHarbinger
har_ensembleHarbinger Ensemble
har_evalEvaluation of event detection
har_eval_softEvaluation of event detection (SoftED)
har_plotPlot event detection on a time series
harutilsHarbinger Utilities
hcp_amocAt Most One Change (AMOC)
hcp_binsegBinary Segmentation (BinSeg)
hcp_cf_arimaChange Finder using ARIMA
hcp_cf_etsChange Finder using ETS
hcp_cf_lrChange Finder using Linear Regression
hcp_chowChow Test (structural break)
hcp_garchChange Finder using GARCH
hcp_gftGeneralized Fluctuation Test (GFT)
hcp_peltPruned Exact Linear Time (PELT)
hcp_scpSeminal change point
hdis_mpDiscord discovery using Matrix Profile
hdis_saxDiscord discovery using SAX
hmo_mpMotif discovery using Matrix Profile
hmo_saxMotif discovery using SAX
hmo_xsaxMotif discovery using XSAX
hmu_pcaMultivariate anomaly detector using PCA
loadfulldataLoad full dataset from mini data object
masMoving average smoothing
mit_bih_MLIIMIT-BIH Arrhythmia Database – MLII Lead
mit_bih_V1MIT-BIH Arrhythmia Database – V1 Lead
mit_bih_V2MIT-BIH Arrhythmia Database – V2 Lead
mit_bih_V5MIT-BIH Arrhythmia Database – V5 Lead
nab_artificialWithAnomalyNumenta Anomaly Benchmark (NAB) – artificialWithAnomaly
nab_realAdExchangeNumenta Anomaly Benchmark (NAB) – realAdExchange
nab_realAWSCloudwatchNumenta Anomaly Benchmark (NAB) realAWSCloudwatch
nab_realKnownCauseNumenta Anomaly Benchmark (NAB) realKnownCause
nab_realTrafficNumenta Anomaly Benchmark (NAB) realTraffic
nab_realTweetsNumenta Anomaly Benchmark (NAB) realTweets
oil_3w_Type_1Oil Wells Dataset – Type 1
oil_3w_Type_2Oil Wells Dataset – Type 2
oil_3w_Type_4Oil Wells Dataset – Type 4
oil_3w_Type_5Oil Wells Dataset – Type 5
oil_3w_Type_6Oil Wells Dataset – Type 6
oil_3w_Type_7Oil Wells Dataset – Type 7
oil_3w_Type_8Oil Wells Dataset – Type 8
trans_saxSAX transformation
trans_xsaxXSAX transformation
ucr_ecgUCR Anomaly Archive – ECG
ucr_int_bleedingUCR Anomaly Archive – Internal Bleeding
ucr_nasaUCR Anomaly Archive – NASA Spacecraft
ucr_power_demandUCR Anomaly Archive – Italian Power Demand
harbinger documentation built on Feb. 11, 2026, 9:06 a.m.