Datasets

For the evaluation of time series anomaly detection algorithms, we collected univariate and multivariate time series datasets from various sources. We looked out for real-world as well as synthetically generated datasets with real-valued values and anomaly annotations. We included datasets with direct anomaly annotations (points or subsequences are labelled as either normal (0) or anomalous (1)) and indirect anomaly annotations. For the later, we included datasets with categorical labels, where a single class (or low number of classes) is clearly underrepresented and can be assigned to unwanted, erroneous, or anomalous behavior. One example for this is an ECG signal with beat annotations, where most beats are annotated as normal beats, but some beats are premature or superventricular heart beats. The premature or superventricular heart beats can then be labelled as anomalous while the rest of the time series is normal behavior.

Overall, we collected 1354 datasets and grouped them into 24 different dataset collection. The collections group datasets from a common source together. The following table shows the dataset collections and their metadata:

Origin Dim. Learn. # Datasets (total) Avg. Length Avg. # of Channels Avg. # of Anomalies
Collection Name
CalIt2 real multi u 1 5040 2 29
Daphnet real multi u 35 32594 9 7
Dodgers real uni u 1 50400 1 133
Exathlon real multi u/m/s 39 47530 45 4
GHL synthetic multi m 48 200001 16 2
Genesis real multi u 1 16220 18 3
GutenTAG synthetic uni/multi u/m 193 10000 2 3
IOPS real uni s 29 100649 1 51
KDD-TSAD synthetic uni m 250 77415 1 1
Kitsune real multi u 9 2335288 116 110673
LTDB real multi u 7 9706422 3 8733
MGAB synthetic uni u 10 100000 1 10
MITDB real multi u 48 650000 2 175
Metro real multi u 1 48204 5 53
NAB real/synthetic uni u 58 6302 1 2
NASA-MSL real uni m 27 2730 1 2
NASA-SMAP real uni m 54 8070 1 2
NormA real/synthetic uni u 21 83644 1 41
OPPORTUNITY real multi u 24 36224 133 2
Occupancy real multi s 2 6208 5 20
SMD real multi m 28 25300 38 12
SSA real uni u 23 27038 1 12
SVDB real multi u 78 230400 2 242
WebscopeS5 real/synthetic uni u 367 1561 1 7

Column “Dim.” shows the input dimensionality of the included datasets; either univariate or multivariate and colum “Learn.” shows the supported learning types. The short forms “u”, “m”, and “s” stand for “unsupervised”, “semi-supervised”, and “supervised” respectively.

Note that the datasets of the GutenTAG-collection are synthetically generated using our own, novel time series anomaly generator GutenTAG (see GutenTAG). All other datasets were provided by the community.

We would like to thank all members of our community that published or provided their data, without which this work would not have been possible.

The next section (Sect. Collection of existing datasets) describes the dataset collection and preprocessing process for the existing datasets.

Collection of Datasets

Sources

We collected the existing datasets from different sources: time series anomaly detection publications, and data repositories, such as the UCI Machine Learning Repository. The following table lists the sources of our datasets and provides the links to download the raw data as well as our preprocessed datasets. You can find all evaluation datasets and results in this share.

For the preprocessed datasets in TimeEval format the MIT License applies, where not otherwise stated.

If you use any of these datasets in your research, please reference the original data source as well as our paper.

Collection Paper Download Source Preprocessed (TimeEval format)
CalIt2 - UCI ML Repository ⬇ (<1MB)
Daphnet doi:10.1109/TITB.2009.2036165 UCI ML Repository ⬇ (15MB)
Dodgers - UCI ML Repository ⬇ (<1MB)
Exathlon doi:10.14778/3476249.3476307 Github Repository ⬇ (106MB)
Genesis doi:10.1007/978-3-662-57805-6_4 Kaggle Dataset Repository ⬇ (<1MB)
GHL arXiv:1612.06676 Paper Website ⬇ (153MB)
GutenTAG ours see below ⬇ (106MB)
IOPS doi10.1145/3292500.3330680 Challenge Website (not allowed to share)
KDD-TSAD arXiv:2009.13807 Challenge Website ⬇ (110MB)
Kitsune doi:10.14722/ndss.2018.23204 UCI ML Repository ⬇ (13.5GB)
LTDB doi:10.1161/01.CIR.101.23.e215 doi:10.13026/C2KS3F (PhysioNet) ⬇ (405MB)
Metro doi:10.1109/I2MTC.2015.7151267 UCI ML Repository ⬇ (<1MB)
MGAB - doi:10.5281/zenodo.3760086 ⬇ (12MB)
MITDB doi:10.1161/01.CIR.101.23.e215 doi:10.13026/C2F305 (PhysioNet) ⬇ (176MB)
NAB doi:10.1016/j.neucom.2017.04.070 Benchmark Website (Github) ⬇ (2MB; the same AGPL-license applies)
NASA-MSL doi:10.1145/3219819.3219845 Paper Website (Github) ⬇ (<1MB)
NASA-SMAP doi:10.1145/3219819.3219845 Paper Website (Github) ⬇ (2MB)
NormA doi:10.1145/3055366.3055375 Paper Website ⬇ (15MB)
Occupancy doi:10.1016/j.enbuild.2015.11.071 UCI ML Repository ⬇ (<1MB)
OPPORTUNITY doi:10.1109/INSS.2010.5573462 UCI ML Repository ⬇ (204MB)
SMD doi:10.1145/3292500.3330672 Paper Website (Github) ⬇ (99MB)
SSA (SensorScope) doi:10.1016/j.peva.2010.08.018 from John Paparrizos (orignally from the SensorScope project at EPFL [link seems down]) (not allowed to share)
SVDB MIT library doi:10.13026/C2V30W (PhysioNet) ⬇ (103MB)
WebscopeS5 - Website (not allowed to share)

You can download a spreadsheet as an index to the preprocessed datasets with metadata in CSV-format from here. This file contains the same metadata as the dataset overview in Sect. Dataset list.

:warning: Notes regarding the GutenTAG-collection

The GutenTAG-collection contains its own index-file, called datasets.csv.

After publication of our paper, we noticed that most of the random-walk datasets generated with GutenTAG contain an unwanted smoothing-artifact at the end of the time series: The time series has a visible steep climb or fall. We fixed the dataset generator GutenTAG, but kept the datasets as is to ensure reproducibility of our evaluation results.

Additional datasets

After publication of our evaluation paper, we collected further dataset collections for TimeEval. Those datasets are not included in the evaluation, but we want to share them anyway.

You need the updated index-File (datasets.csv) to use them in TimeEval:

Collection Paper Download Source Preprocessed (TimeEval format)
WADI doi:10.1145/3055366.3055375 Website (not allowed to share)
SWaT doi:10.1007/978-3-319-71368-7_8 Website (not allowed to share)
TSB-UAD-artificial doi:10.14778/3529337.3529354 Paper Website (Github) ⬇ (178MB)
TSB-UAD-synthetic doi:10.14778/3529337.3529354 Paper Website (Github) ⬇ (1.8GB)
CATSv2 - Zenodo:8338435 ⬇ (571MB)
TODS-synthetic (NeurIPS-TS) PDF GitHub ⬇ (<1MB)

Preprocessing

All collected datasets were preprocessed and converted to the TimeEval canonical file format. The preprocessing had the following goals:

  1. Common file format
  2. Transformation of different annotations (classes, categories, anomaly ranges, anomaly points) to point-based anomaly labels
  3. Extraction of metadata

We do not perform standardization, feature extraction, or similar steps because this might be different for different algorithms and should, thus, be part of the algorithm. We provide the individual preprocessing scripts per collection in the TimeEval repository.

Canonical Dataset Format

TimeEval’s canonical file format is based on CSV. Each file requires a header, cells (values) are separated by commas (decimal seperator is .), and records are separated by newlines (unix-style LF: \n). The first column of the file is its index, either in integer- or datetime-format (multiple timestamp-formats are supported but RFC 3339 is preferred, e.g. 2017-03-22 15:16:45.433502912). The index follows a single or multiple (if multivariate dataset) time series columns. The last column contains the annotations, 0 for normal points and 1 for points belonging to anomalies.

timestamp,value,is_anomaly
0,12751.0,1
1,8767.0,0
2,7005.0,0
3,5257.0,0
4,4189.0,0

A time series dataset actually consists of up to two files: a time series for training and a time series for testing. The training time series can either contain labelled anomalies (supervised training) or must not contain any anomalies (semi-supervised training). For a semi-supervised dataset, the training time series, therefore, contains only zeros in the “is_anomaly”-column. The datasets provided by us follow a naming scheme to distinguish between training and testing time series. Each dataset’s files end with .test.csv for the testing time series and with .train.csv for training time series. We provide an index file for the datasets that summarizes the datasets and also links to the individual files of the datasets. The column “train_path” points to the training time series, column “train_is_normal” is True for semi-supervised training files, and the column “test_path” points to the testing time series. We compute all metrics only on the testing time series!

Dataset list

We list the datasets used in our experimental evaluation paper in the following table. The datasets are grouped by their dataset collection, input dimensionality, and learning type. For each dataset, we report the following metadata:

We mark datasets that were excluded from our analysis in the paper with an asterisks (“*”). You can read more about the reasons of the exclusions in our paper.

Origin Index Length Width Contamination # Anom. Min Anom. Length Median Anom. Length Max Anom. Length Mean Std Trend Stationarity Period
Collection Dim. Learn. Dataset Name
CalIt2 multivariate unsupervised CalIt2-traffic real Timestamp 5040 2 0.040873 29 2 7.0 19 3.812897e+00 6.422468e+00 no trend difference_stationary 48.0
Daphnet multivariate unsupervised S01R01E0* real Timestamp 19200 9 0.000000 0 0 0.0 0 3.658604e+02 2.635883e+02 no trend difference_stationary 36.0
S01R01E1* real Timestamp 73600 9 0.069932 18 34 127.0 973 3.887784e+02 3.186915e+02 no trend stationary 32.0
S01R02E0* real Timestamp 28800 9 0.053715 5 112 256.0 571 3.687685e+02 3.185406e+02 no trend stationary 34.0
S02R01E0* real Timestamp 25600 9 0.138164 9 60 440.0 911 3.572629e+02 4.018634e+02 no trend stationary 29.0
S02R02E0* real Timestamp 64960 9 0.124261 15 215 441.0 1178 3.622733e+02 3.193536e+02 no trend stationary 29.0
S03R01E0* real Timestamp 55040 9 0.148129 20 28 255.0 1326 2.844159e+02 2.846293e+02 no trend trend_stationary 21.0
S03R01E1* real Timestamp 35840 9 0.219894 23 71 314.0 804 2.962285e+02 3.433965e+02 no trend trend_stationary 14.0
S03R02E0* real Timestamp 16640 9 0.138582 6 84 418.0 664 2.586072e+02 3.111253e+02 kubic trend trend_stationary 13.0
S03R03E0* real Timestamp 21120 9 0.000000 0 0 0.0 0 2.399305e+02 1.686457e+02 kubic trend not_stationary NaN
S04R01E0* real Timestamp 99840 9 0.000000 0 0 0.0 0 3.621613e+02 2.409044e+02 no trend trend_stationary 32.0
S04R01E1* real Timestamp 32640 9 0.000000 0 0 0.0 0 3.075168e+02 2.119880e+02 no trend difference_stationary 32.0
S05R01E0* real Timestamp 19840 9 0.060282 5 159 231.0 367 3.808929e+02 2.950271e+02 kubic trend trend_stationary 32.0
S05R01E1* real Timestamp 24320 9 0.336102 20 82 343.0 986 3.831584e+02 2.461865e+02 kubic trend difference_stationary 33.0
S05R01E2* real Timestamp 14080 9 0.228338 6 48 644.0 948 3.602838e+02 2.808498e+02 no trend stationary 31.0
S05R01E3* real Timestamp 9600 9 0.496667 9 318 401.0 1020 3.460774e+02 2.680451e+02 no trend trend_stationary 32.0
S05R02E0* real Timestamp 35840 9 0.214258 15 111 369.0 1830 4.045384e+02 2.989715e+02 no trend stationary 33.0
S05R02E1* real Timestamp 30080 9 0.177460 11 57 309.0 1427 4.269162e+02 3.091810e+02 linear trend trend_stationary 33.0
S06R01E0* real Timestamp 51200 9 0.157266 7 121 1278.0 2594 3.629772e+02 2.631991e+02 no trend stationary 21.0
S06R01E1* real Timestamp 30720 9 0.008854 2 98 136.0 174 4.004470e+02 2.115803e+02 no trend difference_stationary 31.0
S06R01E2* real Timestamp 25600 9 0.003477 1 89 89.0 89 1.755478e+02 5.173170e+02 no trend stationary 45.0
S06R02E0* real Timestamp 7040 9 0.000000 0 0 0.0 0 4.181370e+02 3.531443e+02 no trend difference_stationary 32.0
S06R02E1* real Timestamp 12800 9 0.000000 0 0 0.0 0 4.034431e+02 3.258191e+02 no trend trend_stationary 32.0
S07R01E0* real Timestamp 74240 9 0.052209 16 54 195.0 736 3.576182e+02 2.186114e+02 no trend stationary 40.0
S07R02E0* real Timestamp 28800 9 0.046424 8 54 93.0 447 3.558222e+02 2.427577e+02 no trend difference_stationary 36.0
S08R01E0* real Timestamp 14720 9 0.150000 2 837 1104.0 1371 3.839150e+02 1.078227e+02 no trend trend_stationary 13.0
S08R01E1* real Timestamp 10240 9 0.446387 4 839 1212.0 1307 3.655522e+02 1.221932e+02 no trend trend_stationary 12.0
S08R01E2 real Timestamp 13440 9 0.078795 3 140 372.0 547 3.475531e+02 1.123215e+02 no trend stationary 12.0
S08R01E3* real Timestamp 10880 9 0.461489 5 655 1041.0 1360 3.520082e+02 1.116900e+02 no trend trend_stationary 12.0
S09R01E0 real Timestamp 9600 9 0.033646 4 44 83.0 112 3.930579e+02 2.526700e+02 no trend difference_stationary 37.0
S09R01E1* real Timestamp 10880 9 0.424357 6 184 730.0 1430 3.782959e+02 2.472487e+02 no trend trend_stationary 34.0
S09R01E2* real Timestamp 35200 9 0.206903 5 185 1638.0 2370 3.512437e+02 2.181943e+02 quadratic trend trend_stationary 31.0
S09R01E3* real Timestamp 46080 9 0.104080 11 103 301.0 961 3.804199e+02 2.588231e+02 no trend trend_stationary 36.0
S09R01E4 real Timestamp 9600 9 0.027917 1 268 268.0 268 3.631347e+02 2.305235e+02 no trend trend_stationary 34.0
S10R01E0* real Timestamp 51200 9 0.000000 0 0 0.0 0 3.241266e+02 2.360283e+02 no trend trend_stationary 33.0
S10R01E1* real Timestamp 91520 9 0.000000 0 0 0.0 0 2.366373e+02 4.538578e+02 kubic trend trend_stationary 32.0
Dodgers univariate unsupervised 101-freeway-traffic* real Timestamp 50400 1 0.111349 133 1 33.0 379 1.965282e+01 1.372403e+01 no trend difference_stationary 499.0
Exathlon multivariate semi-supervised 1_2_100000_68-15* real Timestamp 2936 43 0.788147 1 2314 2314.0 2314 1.424774e+09 1.009176e+09 kubic trend trend_stationary NaN
1_2_100000_68-16* real Timestamp 2936 43 0.788147 1 2314 2314.0 2314 1.424774e+09 1.009176e+09 kubic trend trend_stationary NaN
1_4_1000000_80-14* real Timestamp 43087 3 0.128299 6 464 828.0 1538 5.289658e+01 1.633289e+01 no trend stationary 5.0
2_1_100000_60-20* real Timestamp 46655 12 0.063187 3 978 982.0 988 1.225275e+09 1.453789e+08 no trend trend_stationary 5.0
2_1_100000_60-22* real Timestamp 46655 12 0.063187 3 978 982.0 988 1.225275e+09 1.453789e+08 no trend trend_stationary 5.0
4_1_100000_61-27* real Timestamp 129197 19 0.124655 9 903 1916.0 1961 8.959287e+08 2.224599e+08 no trend difference_stationary 5.0
4_1_100000_61-28* real Timestamp 129197 19 0.124655 9 903 1916.0 1961 8.959287e+08 2.224599e+08 no trend difference_stationary 5.0
4_1_100000_61-29* real Timestamp 129197 19 0.124655 9 903 1916.0 1961 8.959287e+08 2.224599e+08 no trend difference_stationary 5.0
4_1_100000_61-30* real Timestamp 129197 19 0.124655 9 903 1916.0 1961 8.959287e+08 2.224599e+08 no trend difference_stationary 5.0
4_1_100000_61-32* real Timestamp 129197 19 0.124655 9 903 1916.0 1961 8.959287e+08 2.224599e+08 no trend difference_stationary 5.0
5_1_100000_63-33* real Timestamp 43066 31 0.126248 3 1755 1838.0 1844 8.745888e+08 1.693216e+08 no trend trend_stationary 5.0
5_1_100000_63-34* real Timestamp 43066 31 0.126248 3 1755 1838.0 1844 8.745888e+08 1.693216e+08 no trend trend_stationary 5.0
5_1_100000_63-35* real Timestamp 43066 31 0.126248 3 1755 1838.0 1844 8.745888e+08 1.693216e+08 no trend trend_stationary 5.0
5_1_100000_63-36* real Timestamp 43066 31 0.126248 3 1755 1838.0 1844 8.745888e+08 1.693216e+08 no trend trend_stationary 5.0
5_1_100000_63-37* real Timestamp 43066 31 0.126248 3 1755 1838.0 1844 8.745888e+08 1.693216e+08 no trend trend_stationary 5.0
5_1_100000_63-40* real Timestamp 43066 31 0.126248 3 1755 1838.0 1844 8.745888e+08 1.693216e+08 no trend trend_stationary 5.0
5_1_100000_64-33* real Timestamp 46660 18 0.062752 3 950 953.0 1025 8.377923e+08 9.891458e+07 no trend difference_stationary 5.0
5_1_100000_64-34* real Timestamp 46660 18 0.062752 3 950 953.0 1025 8.377923e+08 9.891458e+07 no trend difference_stationary 5.0
5_1_100000_64-35* real Timestamp 46660 18 0.062752 3 950 953.0 1025 8.377923e+08 9.891458e+07 no trend difference_stationary 5.0
5_1_100000_64-36* real Timestamp 46660 18 0.062752 3 950 953.0 1025 8.377923e+08 9.891458e+07 no trend difference_stationary 5.0
5_1_100000_64-37* real Timestamp 46660 18 0.062752 3 950 953.0 1025 8.377923e+08 9.891458e+07 no trend difference_stationary 5.0
5_1_100000_64-40* real Timestamp 46660 18 0.062752 3 950 953.0 1025 8.377923e+08 9.891458e+07 no trend difference_stationary 5.0
supervised 5_1_100000_63-64 real Timestamp 43066 31 0.126248 3 1755 1838.0 1844 8.745888e+08 1.693216e+08 no trend trend_stationary 5.0
5_1_100000_64-63 real Timestamp 46660 18 0.062752 3 950 953.0 1025 8.377923e+08 9.891458e+07 no trend difference_stationary 5.0
unsupervised 10_2_1000000_67* real Timestamp 10250 165 0.510146 1 5229 5229.0 5229 3.475919e+09 4.479414e+09 kubic trend trend_stationary 10.0
10_3_1000000_75* real Timestamp 46656 8 0.081169 4 885 965.0 971 6.158659e+05 1.787138e+05 no trend difference_stationary 10.0
10_4_1000000_79* real Timestamp 43086 3 0.128766 6 474 831.0 1581 1.689696e+03 2.716630e+02 no trend difference_stationary 5.0
2_2_200000_69* real Timestamp 2874 130 0.575505 1 1654 1654.0 1654 1.888070e+10 2.136342e+10 kubic trend trend_stationary 5.0
3_2_1000000_71* real Timestamp 2474 194 0.183104 1 453 453.0 453 6.744530e+09 2.986543e+09 kubic trend trend_stationary 5.0
3_2_500000_70* real Timestamp 2611 208 0.304864 1 796 796.0 796 9.331903e+09 7.031951e+09 kubic trend trend_stationary 5.0
5_1_500000_62* real Timestamp 46660 16 0.124668 6 964 969.0 980 9.242092e+10 2.041997e+10 no trend not_stationary 5.0
5_2_1000000_72* real Timestamp 2481 195 0.384925 1 955 955.0 955 7.533925e+09 7.503620e+09 kubic trend trend_stationary 5.0
6_1_500000_65* real Timestamp 46649 12 0.104097 5 964 969.0 979 3.118153e+09 2.751184e+08 no trend difference_stationary NaN
6_3_200000_76* real Timestamp 46654 7 0.080165 4 855 961.0 962 3.617637e+07 9.862455e+06 no trend difference_stationary 5.0
8_3_200000_73* real Timestamp 46641 4 0.081002 4 865 969.0 975 2.306513e+05 7.218720e+04 no trend difference_stationary 10.0
8_4_1000000_77* real Timestamp 43078 2 0.130624 6 467 821.0 1563 4.156744e+01 1.619839e+01 no trend stationary 5.0
9_2_1000000_66* real Timestamp 7481 239 0.460233 1 3443 3443.0 3443 2.388802e+09 3.099851e+09 kubic trend trend_stationary 10.0
9_3_500000_74* real Timestamp 46650 7 0.083408 4 972 973.0 973 6.706471e+05 1.967543e+05 no trend not_stationary 10.0
9_4_1000000_78* real Timestamp 43105 3 0.129962 6 481 853.0 1637 2.327022e+03 5.612242e+02 no trend stationary 5.0
GHL multivariate semi-supervised 01_Lev_fault_Temp_corr_seed_11_vars_23* synthetic Integer 200001 16 0.000720 1 144 144.0 144 8.462126e+01 3.917745e+00 NaN NaN NaN
02_Lev_fault_Temp_corr_seed_17_vars_23* synthetic Integer 200001 16 0.000725 1 145 145.0 145 8.428471e+01 3.829403e+00 NaN NaN NaN
03_Lev_fault_Temp_corr_seed_19_vars_23* synthetic Integer 200001 16 0.000725 1 145 145.0 145 8.460725e+01 3.966066e+00 NaN NaN NaN
04_Lev_fault_Temp_corr_seed_23_vars_23* synthetic Integer 200001 16 0.000725 1 145 145.0 145 8.436526e+01 3.846298e+00 NaN NaN NaN
05_Lev_fault_Temp_corr_seed_27_vars_23* synthetic Integer 200001 16 0.000720 1 144 144.0 144 8.440911e+01 3.944303e+00 NaN NaN NaN
06_Lev_fault_Temp_corr_seed_29_vars_23* synthetic Integer 200001 16 0.000720 1 144 144.0 144 8.456918e+01 3.907718e+00 NaN NaN NaN
07_Lev_fault_Temp_corr_seed_31_vars_23* synthetic Integer 200001 16 0.000720 1 144 144.0 144 8.481591e+01 3.940308e+00 NaN NaN NaN
08_Lev_fault_Temp_corr_seed_33_vars_23* synthetic Integer 200001 16 0.000720 1 144 144.0 144 8.458942e+01 3.968447e+00 NaN NaN NaN
09_Lev_fault_Temp_corr_seed_37_vars_23* synthetic Integer 200001 16 0.000720 1 144 144.0 144 8.450448e+01 3.812250e+00 NaN NaN NaN
10_Lev_fault_Temp_corr_seed_39_vars_23* synthetic Integer 200001 16 0.000725 1 145 145.0 145 8.440120e+01 3.820083e+00 NaN NaN NaN
11_Lev_fault_Temp_corr_seed_41_vars_23* synthetic Integer 200001 16 0.000720 1 144 144.0 144 8.459830e+01 3.853659e+00 NaN NaN NaN
12_Lev_fault_Temp_corr_seed_43_vars_23* synthetic Integer 200001 16 0.000720 1 144 144.0 144 8.465567e+01 3.873445e+00 NaN NaN NaN
13_Lev_fault_Temp_corr_seed_666_vars_23* synthetic Integer 200001 16 0.000725 1 145 145.0 145 8.480185e+01 3.899127e+00 NaN NaN NaN
14_Lev_fault_Temp_corr_seed_47_vars_23* synthetic Integer 200001 16 0.000720 1 144 144.0 144 8.476893e+01 3.892926e+00 NaN NaN NaN
15_Lev_fault_Temp_corr_seed_49_vars_23* synthetic Integer 200001 16 0.000720 1 144 144.0 144 8.471408e+01 3.731174e+00 NaN NaN NaN
16_Lev_fault_Temp_corr_seed_53_vars_23* synthetic Integer 200001 16 0.000720 1 144 144.0 144 8.446462e+01 3.910594e+00 NaN NaN NaN
17_Lev_fault_Temp_corr_seed_57_vars_23* synthetic Integer 200001 16 0.000725 1 145 145.0 145 8.475644e+01 3.983093e+00 NaN NaN NaN
18_Lev_fault_Temp_corr_seed_59_vars_23* synthetic Integer 200001 16 0.000725 1 145 145.0 145 8.451963e+01 3.845324e+00 NaN NaN NaN
19_Lev_fault_Temp_corr_seed_62_vars_23* synthetic Integer 200001 16 0.000720 1 144 144.0 144 8.473986e+01 3.853664e+00 NaN NaN NaN
20_Lev_fault_Temp_corr_seed_67_vars_23* synthetic Integer 200001 16 0.000720 1 144 144.0 144 8.447173e+01 3.876941e+00 NaN NaN NaN
21_Lev_fault_Temp_corr_seed_73_vars_23* synthetic Integer 200001 16 0.000725 1 145 145.0 145 8.485524e+01 3.780343e+00 NaN NaN NaN
22_Lev_fault_Temp_corr_seed_777_vars_23* synthetic Integer 200001 16 0.000725 1 145 145.0 145 8.468175e+01 3.829454e+00 NaN NaN NaN
23_Lev_fault_Temp_corr_seed_79_vars_23* synthetic Integer 200001 16 0.000720 1 144 144.0 144 8.482659e+01 3.903188e+00 NaN NaN NaN
24_Lev_fault_Temp_corr_seed_83_vars_23* synthetic Integer 200001 16 0.000720 1 144 144.0 144 8.480382e+01 3.915617e+00 NaN NaN NaN
25_Lev_corr_Temp_fault_seed_111_vars_23* synthetic Integer 200001 16 0.004315 1 863 863.0 863 8.474394e+01 3.924614e+00 NaN NaN NaN
26_Lev_corr_Temp_fault_seed_113_vars_23* synthetic Integer 200001 16 0.003760 1 752 752.0 752 8.472413e+01 3.965014e+00 NaN NaN NaN
27_Lev_corr_Temp_fault_seed_115_vars_23* synthetic Integer 200001 16 0.004600 2 57 460.0 863 8.464685e+01 3.932964e+00 NaN NaN NaN
28_Lev_corr_Temp_fault_seed_119_vars_23* synthetic Integer 200001 16 0.004315 1 863 863.0 863 8.459398e+01 3.961488e+00 NaN NaN NaN
29_Lev_corr_Temp_fault_seed_120_vars_23* synthetic Integer 200001 16 0.004315 1 863 863.0 863 8.469225e+01 3.889625e+00 NaN NaN NaN
30_Lev_corr_Temp_fault_seed_130_vars_23* synthetic Integer 200001 16 0.005765 2 290 576.0 863 8.473078e+01 3.784817e+00 NaN NaN NaN
31_Lev_corr_Temp_fault_seed_132_vars_23* synthetic Integer 200001 16 0.005120 2 161 512.0 863 8.474055e+01 3.911263e+00 NaN NaN NaN
32_Lev_corr_Temp_fault_seed_137_vars_23* synthetic Integer 200001 16 0.004315 1 863 863.0 863 8.470224e+01 3.888192e+00 NaN NaN NaN
33_Lev_corr_Temp_fault_seed_139_vars_23* synthetic Integer 200001 16 0.008625 2 862 862.0 863 8.469772e+01 3.979698e+00 NaN NaN NaN
34_Lev_corr_Temp_fault_seed_151_vars_23* synthetic Integer 200001 16 0.006015 2 340 601.0 863 8.459757e+01 3.948925e+00 NaN NaN NaN
35_Lev_corr_Temp_fault_seed_153_vars_23* synthetic Integer 200001 16 0.005625 2 262 562.0 863 8.453798e+01 3.850197e+00 NaN NaN NaN
36_Lev_corr_Temp_fault_seed_159_vars_23* synthetic Integer 200001 16 0.010195 3 313 863.0 863 8.469419e+01 3.822503e+00 NaN NaN NaN
37_Lev_corr_Temp_fault_seed_163_vars_23* synthetic Integer 200001 16 0.005330 2 203 533.0 863 8.482957e+01 3.858346e+00 NaN NaN NaN
38_Lev_corr_Temp_fault_seed_166_vars_23* synthetic Integer 200001 16 0.004315 1 863 863.0 863 8.459781e+01 3.982572e+00 NaN NaN NaN
39_Lev_corr_Temp_fault_seed_170_vars_23* synthetic Integer 200001 16 0.004315 1 863 863.0 863 8.454417e+01 3.803100e+00 NaN NaN NaN
40_Lev_corr_Temp_fault_seed_180_vars_23* synthetic Integer 200001 16 0.008630 2 863 863.0 863 8.475761e+01 3.982047e+00 NaN NaN NaN
41_Lev_corr_Temp_fault_seed_181_vars_23* synthetic Integer 200001 16 0.017255 4 862 863.0 863 8.490345e+01 3.835868e+00 NaN NaN NaN
42_Lev_corr_Temp_fault_seed_185_vars_23* synthetic Integer 200001 16 0.004310 1 862 862.0 862 8.454988e+01 3.964455e+00 NaN NaN NaN
43_Lev_corr_Temp_fault_seed_189_vars_23* synthetic Integer 200001 16 0.008630 2 863 863.0 863 8.469304e+01 3.819347e+00 NaN NaN NaN
44_Lev_corr_Temp_fault_seed_190_vars_23* synthetic Integer 200001 16 0.017260 4 862 863.0 864 8.464215e+01 3.924976e+00 NaN NaN NaN
45_Lev_corr_Temp_fault_seed_193_vars_23* synthetic Integer 200001 16 0.011450 3 564 863.0 863 8.470579e+01 3.971004e+00 NaN NaN NaN
46_Lev_corr_Temp_fault_seed_194_vars_23* synthetic Integer 200001 16 0.005210 2 179 521.0 863 8.481052e+01 3.851565e+00 NaN NaN NaN
47_Lev_corr_Temp_fault_seed_197_vars_23* synthetic Integer 200001 16 0.004310 1 862 862.0 862 8.462676e+01 3.978438e+00 NaN NaN NaN
48_Lev_corr_Temp_fault_seed_199_vars_23* synthetic Integer 200001 16 0.013170 4 45 863.0 863 8.468114e+01 3.920141e+00 NaN NaN NaN
Genesis multivariate unsupervised genesis-anomalies real Timestamp 16220 18 0.003083 3 2 22.0 26 1.152507e+04 9.261502e+03 no trend difference_stationary NaN
GutenTAG multivariate unsupervised cbf-channels-all-of-3 synthetic Integer 10000 3 0.030000 3 100 100.0 100 1.215392e+01 2.868894e+00 NaN NaN NaN
cbf-channels-single-of-10 synthetic Integer 10000 10 0.010000 1 100 100.0 100 1.252160e+01 2.979774e+00 NaN NaN NaN
cbf-channels-single-of-2 synthetic Integer 10000 2 0.010000 1 100 100.0 100 1.235969e+01 2.835414e+00 NaN NaN NaN
cbf-channels-single-of-20 synthetic Integer 10000 20 0.010000 1 100 100.0 100 1.254367e+01 3.212903e+00 NaN NaN NaN
cbf-channels-single-of-5* synthetic Integer 10000 5 0.010000 1 100 100.0 100 1.221224e+01 3.072889e+00 NaN NaN NaN
ecg-channels-all-of-3 synthetic Integer 10000 3 0.030000 3 100 100.0 100 4.666091e-01 1.753390e+00 NaN NaN 20.0
ecg-channels-single-of-10 synthetic Integer 10000 10 0.010000 1 100 100.0 100 4.666276e-01 1.758762e+00 NaN NaN 20.0
ecg-channels-single-of-2 synthetic Integer 10000 2 0.010000 1 100 100.0 100 4.732913e-01 1.757597e+00 NaN NaN 20.0
ecg-channels-single-of-20 synthetic Integer 10000 20 0.010000 1 100 100.0 100 4.668049e-01 1.759442e+00 NaN NaN 20.0
ecg-channels-single-of-5 synthetic Integer 10000 5 0.010000 1 100 100.0 100 4.667702e-01 1.758810e+00 NaN NaN 20.0
poly-channels-all-of-3 synthetic Integer 10000 3 0.030000 3 100 100.0 100 -3.456876e+00 2.371558e+00 NaN NaN NaN
poly-channels-single-of-10 synthetic Integer 10000 10 0.010000 1 100 100.0 100 -3.466391e+00 2.359913e+00 NaN NaN NaN
poly-channels-single-of-2 synthetic Integer 10000 2 0.010000 1 100 100.0 100 -3.462367e+00 2.363150e+00 NaN NaN NaN
poly-channels-single-of-20 synthetic Integer 10000 20 0.010000 1 100 100.0 100 -3.466508e+00 2.359668e+00 NaN NaN NaN
poly-channels-single-of-5 synthetic Integer 10000 5 0.010000 1 100 100.0 100 -3.465067e+00 2.361379e+00 NaN NaN NaN
rw-channels-all-of-3 synthetic Integer 10000 3 0.030000 3 100 100.0 100 -1.840291e+00 1.437690e+00 NaN NaN NaN
rw-channels-single-of-10 synthetic Integer 10000 10 0.010000 1 100 100.0 100 -1.900263e+00 1.372910e+00 NaN NaN NaN
rw-channels-single-of-2 synthetic Integer 10000 2 0.010000 1 100 100.0 100 -1.665916e+00 1.523993e+00 NaN NaN NaN
rw-channels-single-of-20 synthetic Integer 10000 20 0.010000 1 100 100.0 100 -1.814668e+00 1.525749e+00 NaN NaN NaN
rw-channels-single-of-5 synthetic Integer 10000 5 0.010000 1 100 100.0 100 -1.783255e+00 1.591335e+00 NaN NaN NaN
sinus-channels-all-of-3 synthetic Integer 10000 3 0.030000 3 100 100.0 100 1.299775e+00 2.506668e-01 NaN NaN 8.0
sinus-channels-single-of-10 synthetic Integer 10000 10 0.010000 1 100 100.0 100 1.299931e+00 2.518345e-01 NaN NaN 8.0
sinus-channels-single-of-2 synthetic Integer 10000 2 0.010000 1 100 100.0 100 1.299980e+00 2.519433e-01 NaN NaN 8.0
sinus-channels-single-of-20 synthetic Integer 10000 20 0.010000 1 100 100.0 100 1.299893e+00 2.519710e-01 NaN NaN 8.0
sinus-channels-single-of-5 synthetic Integer 10000 5 0.010000 1 100 100.0 100 1.299816e+00 2.521333e-01 NaN NaN 8.0
univariate semi-supervised rw-diff-count-3 synthetic Integer 10000 1 0.020100 3 1 100.0 100 -2.469416e+00 1.449412e+00 NaN NaN NaN
unsupervised cbf-combined-diff-1 synthetic Integer 10000 1 0.060000 6 100 100.0 100 1.240198e+01 3.567649e+00 NaN NaN NaN
cbf-combined-diff-2* synthetic Integer 10000 1 0.070000 6 100 100.0 200 1.240247e+01 2.797340e+00 NaN NaN NaN
cbf-combined-diff-3 synthetic Integer 10000 1 0.010500 6 1 1.0 100 -3.046444e+00 6.028187e-01 NaN NaN NaN
cbf-diff-count-1 synthetic Integer 10000 1 0.010000 1 100 100.0 100 1.224626e+01 3.476618e+00 NaN NaN NaN
cbf-diff-count-2* synthetic Integer 10000 1 0.010100 2 1 50.5 100 1.234086e+01 3.125498e+00 NaN NaN NaN
cbf-diff-count-3 synthetic Integer 10000 1 0.020100 3 1 100.0 100 1.257913e+01 3.356754e+00 NaN NaN NaN
cbf-diff-count-4 synthetic Integer 10000 1 0.030100 4 1 100.0 100 1.232596e+01 3.326795e+00 NaN NaN NaN
cbf-diff-count-5* synthetic Integer 10000 1 0.040100 5 1 100.0 100 1.191076e+01 3.715214e+00 NaN NaN NaN
cbf-diff-count-6* synthetic Integer 10000 1 0.050100 6 1 100.0 100 1.190434e+01 3.340090e+00 NaN NaN NaN
cbf-diff-count-7* synthetic Integer 10000 1 0.060100 7 1 100.0 100 1.262165e+01 3.375320e+00 NaN NaN NaN
cbf-length-1 synthetic Integer 10000 1 0.000100 1 1 1.0 1 -2.888471e+00 5.913124e-01 NaN NaN NaN
cbf-length-10 synthetic Integer 10000 1 0.001000 1 10 10.0 10 -2.988651e+00 5.914177e-01 NaN NaN NaN
cbf-length-100 synthetic Integer 10000 1 0.010000 1 100 100.0 100 -3.040956e+00 6.049999e-01 NaN NaN NaN
cbf-length-1000 synthetic Integer 10000 1 0.100000 1 1000 1000.0 1000 -2.915676e+00 6.195275e-01 NaN NaN NaN
cbf-length-50 synthetic Integer 10000 1 0.005000 1 50 50.0 50 -3.073472e+00 5.852373e-01 NaN NaN NaN
cbf-length-500 synthetic Integer 10000 1 0.050000 1 500 500.0 500 -3.018779e+00 6.218435e-01 NaN NaN NaN
cbf-position-beginning synthetic Integer 10000 1 0.010000 1 100 100.0 100 1.464529e+01 3.331868e+00 polynomial NaN NaN
cbf-position-end synthetic Integer 10000 1 0.010000 1 100 100.0 100 1.515810e+01 3.267085e+00 polynomial NaN NaN
cbf-position-middle synthetic Integer 10000 1 0.010000 1 100 100.0 100 1.457857e+01 3.760193e+00 polynomial NaN NaN
cbf-same-count-1 synthetic Integer 10000 1 0.010000 1 100 100.0 100 1.250274e+01 2.811671e+00 NaN NaN NaN
cbf-same-count-10 synthetic Integer 10000 1 0.100000 10 100 100.0 100 1.194778e+01 2.764199e+00 NaN NaN NaN
cbf-same-count-2 synthetic Integer 10000 1 0.020000 2 100 100.0 100 1.240711e+01 2.898653e+00 NaN NaN NaN
cbf-same-count-5 synthetic Integer 10000 1 0.050000 5 100 100.0 100 1.246062e+01 3.481696e+00 NaN NaN NaN
cbf-trend-linear synthetic Integer 10000 1 0.010000 1 100 100.0 100 -4.796003e+00 6.277594e-01 polynomial NaN NaN
cbf-trend-quadratic synthetic Integer 10000 1 0.010000 1 100 100.0 100 -1.486138e+00 2.977317e+00 polynomial NaN NaN
cbf-trend-sinus synthetic Integer 10000 1 0.010000 1 100 100.0 100 -3.094487e+00 7.660974e-01 sinus NaN NaN
cbf-type-amplitude synthetic Integer 10000 1 0.010000 1 100 100.0 100 -2.945503e+00 5.651049e-01 NaN NaN NaN
cbf-type-extremum synthetic Integer 10000 1 0.000100 1 1 1.0 1 -2.994885e+00 5.924835e-01 NaN NaN NaN
cbf-type-mean synthetic Integer 10000 1 0.010000 1 100 100.0 100 -2.997496e+00 6.062412e-01 NaN NaN NaN
cbf-type-pattern synthetic Integer 10000 1 0.010000 1 100 100.0 100 -2.953815e+00 6.144185e-01 NaN NaN NaN
cbf-type-platform synthetic Integer 10000 1 0.010000 1 100 100.0 100 -3.006968e+00 6.210990e-01 NaN NaN NaN
cbf-type-trend synthetic Integer 10000 1 0.010000 1 100 100.0 100 -2.835973e+00 5.709965e-01 NaN NaN NaN
cbf-type-variance synthetic Integer 10000 1 0.010000 1 100 100.0 100 -2.999445e+00 6.053116e-01 NaN NaN NaN
ecg-combined-diff-1 synthetic Integer 10000 1 0.060000 6 100 100.0 100 9.139145e+00 5.542083e+00 polynomial NaN 100.0
ecg-combined-diff-2 synthetic Integer 10000 1 0.070000 6 100 100.0 200 5.052937e-01 1.759627e+00 NaN NaN 15.0
ecg-combined-diff-3 synthetic Integer 10000 1 0.010500 6 1 1.0 100 4.737141e-01 1.761337e+00 NaN NaN 20.0
ecg-diff-count-1 synthetic Integer 10000 1 0.010000 1 100 100.0 100 4.657726e-01 1.755754e+00 NaN NaN 20.0
ecg-diff-count-2 synthetic Integer 10000 1 0.020000 2 100 100.0 100 4.702537e-01 1.754948e+00 NaN NaN 20.0
ecg-diff-count-3 synthetic Integer 10000 1 0.030000 3 100 100.0 100 4.638062e-01 1.754721e+00 NaN NaN 20.0
ecg-diff-count-4 synthetic Integer 10000 1 0.030100 4 1 100.0 100 4.729081e-01 1.756005e+00 NaN NaN 20.0
ecg-diff-count-5 synthetic Integer 10000 1 0.040100 5 1 100.0 100 4.673643e-01 1.760142e+00 NaN NaN 20.0
ecg-diff-count-6 synthetic Integer 10000 1 0.050100 6 1 100.0 100 4.798310e-01 1.762061e+00 NaN NaN 20.0
ecg-diff-count-7 synthetic Integer 10000 1 0.060100 7 1 100.0 100 4.713740e-01 1.752084e+00 NaN NaN 20.0
ecg-diff-count-8 synthetic Integer 10000 1 0.070100 8 1 100.0 100 4.771029e-01 1.746051e+00 NaN NaN 20.0
ecg-diff-count-9 synthetic Integer 10000 1 0.080100 9 1 100.0 100 4.763818e-01 1.749182e+00 NaN NaN 20.0
ecg-length-1 synthetic Integer 10000 1 0.000100 1 1 1.0 1 4.659142e-01 1.765687e+00 NaN NaN 20.0
ecg-length-10 synthetic Integer 10000 1 0.001000 1 10 10.0 10 4.620226e-01 1.760028e+00 NaN NaN 20.0
ecg-length-100 synthetic Integer 10000 1 0.010000 1 100 100.0 100 4.631243e-01 1.760071e+00 NaN NaN 20.0
ecg-length-1000 synthetic Integer 10000 1 0.100000 1 1000 1000.0 1000 4.643807e-01 1.762169e+00 NaN NaN 20.0
ecg-length-50 synthetic Integer 10000 1 0.005000 1 50 50.0 50 4.637835e-01 1.760285e+00 NaN NaN 20.0
ecg-length-500 synthetic Integer 10000 1 0.050000 1 500 500.0 500 4.640575e-01 1.759338e+00 NaN NaN 20.0
ecg-noise-00% synthetic Integer 10000 1 0.010000 1 100 100.0 100 9.134612e+00 5.538385e+00 polynomial NaN 100.0
ecg-noise-01% synthetic Integer 10000 1 0.010000 1 100 100.0 100 9.134572e+00 5.538188e+00 polynomial NaN 100.0
ecg-noise-10% synthetic Integer 10000 1 0.010000 1 100 100.0 100 9.134201e+00 5.538242e+00 polynomial NaN 100.0
ecg-noise-30% synthetic Integer 10000 1 0.010000 1 100 100.0 100 9.132331e+00 5.546391e+00 polynomial NaN 100.0
ecg-noise-50% synthetic Integer 10000 1 0.010000 1 100 100.0 100 9.143509e+00 5.555578e+00 polynomial NaN 100.0
ecg-same-count-1 synthetic Integer 10000 1 0.010000 1 100 100.0 100 4.683547e-01 1.758442e+00 NaN NaN 15.0
ecg-same-count-10 synthetic Integer 10000 1 0.100000 10 100 100.0 100 4.733278e-01 1.758622e+00 NaN NaN 15.0
ecg-same-count-2 synthetic Integer 10000 1 0.020000 2 100 100.0 100 4.682118e-01 1.758351e+00 NaN NaN 15.0
ecg-same-count-5 synthetic Integer 10000 1 0.050000 5 100 100.0 100 4.622034e-01 1.758107e+00 NaN NaN 15.0
ecg-trend-linear synthetic Integer 10000 1 0.010000 1 100 100.0 100 4.675350e-01 2.102365e+00 polynomial NaN 20.0
ecg-trend-quadratic synthetic Integer 10000 1 0.010000 1 100 100.0 100 2.000281e+00 3.456423e+00 polynomial NaN 20.0
ecg-trend-sinus synthetic Integer 10000 1 0.010000 1 100 100.0 100 4.624907e-01 1.796117e+00 sinus NaN 20.0
ecg-type-amplitude synthetic Integer 10000 1 0.010000 1 100 100.0 100 4.757222e-01 1.778670e+00 NaN NaN 15.0
ecg-type-extremum synthetic Integer 10000 1 0.000100 1 1 1.0 1 4.702817e-01 1.769509e+00 NaN NaN 15.0
ecg-type-frequency synthetic Integer 10000 1 0.010000 1 100 100.0 100 4.759311e-01 1.758275e+00 NaN NaN 15.0
ecg-type-mean synthetic Integer 10000 1 0.010000 1 100 100.0 100 4.870311e-01 1.761964e+00 NaN NaN 15.0
ecg-type-pattern synthetic Integer 10000 1 0.010000 1 100 100.0 100 4.673664e-01 1.758730e+00 NaN NaN 15.0
ecg-type-pattern-shift synthetic Integer 10000 1 0.010000 1 100 100.0 100 4.758599e-01 1.758390e+00 NaN NaN 15.0
ecg-type-platform synthetic Integer 10000 1 0.010000 1 100 100.0 100 4.631515e-01 1.750270e+00 NaN NaN 15.0
ecg-type-trend synthetic Integer 10000 1 0.010000 1 100 100.0 100 6.314838e-01 1.770236e+00 NaN NaN 15.0
ecg-type-variance synthetic Integer 10000 1 0.010000 1 100 100.0 100 4.654966e-01 1.758129e+00 NaN NaN 15.0
poly-combined-diff-1 synthetic Integer 10000 1 0.060000 6 100 100.0 100 -3.456516e+00 2.351260e+00 NaN NaN NaN
poly-combined-diff-2 synthetic Integer 10000 1 0.070000 6 100 100.0 100 -3.377771e+00 2.322751e+00 NaN NaN NaN
poly-combined-diff-3 synthetic Integer 10000 1 0.010500 6 1 1.0 100 -9.331116e+00 1.994025e+00 NaN NaN NaN
poly-diff-count-1 synthetic Integer 10000 1 0.000100 1 1 1.0 1 -3.466385e+00 2.363279e+00 NaN NaN NaN
poly-diff-count-2 synthetic Integer 10000 1 0.010100 2 1 50.5 100 -3.465572e+00 2.364463e+00 NaN NaN NaN
poly-diff-count-3 synthetic Integer 10000 1 0.020100 3 1 100.0 100 -3.455633e+00 2.375474e+00 NaN NaN NaN
poly-diff-count-4 synthetic Integer 10000 1 0.030100 4 1 100.0 100 -3.380622e+00 2.287079e+00 NaN NaN NaN
poly-diff-count-5 synthetic Integer 10000 1 0.040100 5 1 100.0 100 -3.451048e+00 2.374834e+00 NaN NaN NaN
poly-length-1 synthetic Integer 10000 1 0.000100 1 1 1.0 1 -9.332349e+00 1.994932e+00 NaN NaN NaN
poly-length-10 synthetic Integer 10000 1 0.001000 1 10 10.0 10 -9.332729e+00 1.993839e+00 NaN NaN NaN
poly-length-100 synthetic Integer 10000 1 0.010000 1 100 100.0 100 -9.333006e+00 1.994483e+00 NaN NaN NaN
poly-length-1000 synthetic Integer 10000 1 0.100000 1 1000 1000.0 1000 -9.333565e+00 1.996746e+00 NaN NaN NaN
poly-length-50 synthetic Integer 10000 1 0.005000 1 50 50.0 50 -9.332697e+00 1.995173e+00 NaN NaN NaN
poly-length-500 synthetic Integer 10000 1 0.050000 1 500 500.0 500 -9.333210e+00 1.995247e+00 NaN NaN NaN
poly-same-count-1 synthetic Integer 10000 1 0.010000 1 100 100.0 100 -3.467594e+00 2.359062e+00 NaN NaN NaN
poly-same-count-10 synthetic Integer 10000 1 0.100000 10 100 100.0 100 -3.466491e+00 2.362213e+00 NaN NaN NaN
poly-same-count-2 synthetic Integer 10000 1 0.020000 2 100 100.0 100 -3.467075e+00 2.359257e+00 NaN NaN NaN
poly-same-count-5 synthetic Integer 10000 1 0.050000 5 100 100.0 100 -3.466381e+00 2.360412e+00 NaN NaN NaN
poly-trend-linear synthetic Integer 10000 1 0.010000 1 100 100.0 100 -1.113351e+01 2.063376e+00 polynomial NaN NaN
poly-trend-quadratic synthetic Integer 10000 1 0.010000 1 100 100.0 100 -7.800156e+00 4.088125e+00 polynomial NaN NaN
poly-trend-sinus synthetic Integer 10000 1 0.010000 1 100 100.0 100 -9.333263e+00 2.041951e+00 sinus NaN NaN
poly-type-extremum synthetic Integer 10000 1 0.000100 1 1 1.0 1 -9.333491e+00 1.994318e+00 NaN NaN NaN
poly-type-mean synthetic Integer 10000 1 0.010000 1 100 100.0 100 -9.322606e+00 2.001808e+00 NaN NaN NaN
poly-type-platform synthetic Integer 10000 1 0.010000 1 100 100.0 100 -9.260967e+00 2.123234e+00 NaN NaN NaN
poly-type-trend synthetic Integer 10000 1 0.010000 1 100 100.0 100 -9.153068e+00 2.150960e+00 NaN NaN NaN
poly-type-variance synthetic Integer 10000 1 0.010000 1 100 100.0 100 -9.332443e+00 1.994118e+00 NaN NaN NaN
rw-combined-diff-1 synthetic Integer 10000 1 0.060000 6 100 100.0 100 -2.054928e+00 1.409187e+00 NaN NaN NaN
rw-combined-diff-2 synthetic Integer 10000 1 0.070000 6 100 100.0 200 -1.971245e+00 1.571229e+00 NaN NaN NaN
rw-combined-diff-3 synthetic Integer 10000 1 0.010500 6 1 1.0 100 -1.538201e-01 4.910584e-01 NaN NaN NaN
rw-diff-count-1 synthetic Integer 10000 1 0.000100 1 1 1.0 1 -2.587796e+00 1.163683e+00 NaN NaN NaN
rw-diff-count-2 synthetic Integer 10000 1 0.010100 2 1 50.5 100 -1.328535e+00 1.569975e+00 NaN NaN NaN
rw-diff-count-4 synthetic Integer 10000 1 0.030100 4 1 100.0 100 -1.681904e+00 1.170001e+00 NaN NaN NaN
rw-diff-count-5 synthetic Integer 10000 1 0.040100 5 1 100.0 100 -1.997902e+00 1.439437e+00 NaN NaN NaN
rw-diff-count-6 synthetic Integer 10000 1 0.050100 6 1 100.0 100 -1.424672e+00 1.351613e+00 NaN NaN NaN
rw-length-1 synthetic Integer 10000 1 0.000100 1 1 1.0 1 2.191296e-01 5.302186e-01 NaN NaN NaN
rw-length-10 synthetic Integer 10000 1 0.001000 1 10 10.0 10 -1.178202e-01 5.195197e-01 NaN NaN NaN
rw-length-100 synthetic Integer 10000 1 0.010000 1 100 100.0 100 2.063539e-02 5.217774e-01 NaN NaN NaN
rw-length-1000 synthetic Integer 10000 1 0.100000 1 1000 1000.0 1000 4.259328e-02 5.762021e-01 NaN NaN NaN
rw-length-50 synthetic Integer 10000 1 0.005000 1 50 50.0 50 1.058960e-01 4.856826e-01 NaN NaN NaN
rw-length-500 synthetic Integer 10000 1 0.050000 1 500 500.0 500 -1.751243e-02 6.033689e-01 NaN NaN NaN
rw-same-count-1 synthetic Integer 10000 1 0.010000 1 100 100.0 100 -1.775352e+00 1.363101e+00 NaN NaN NaN
rw-same-count-10 synthetic Integer 10000 1 0.100000 10 100 100.0 100 -2.012584e+00 1.665093e+00 NaN NaN NaN
rw-same-count-2 synthetic Integer 10000 1 0.020000 2 100 100.0 100 -1.810225e+00 1.579784e+00 NaN NaN NaN
rw-same-count-5 synthetic Integer 10000 1 0.050000 5 100 100.0 100 -1.914281e+00 1.492404e+00 NaN NaN NaN
rw-trend-linear synthetic Integer 10000 1 0.010000 1 100 100.0 100 -1.837025e+00 4.673160e-01 polynomial NaN NaN
rw-trend-quadratic synthetic Integer 10000 1 0.010000 1 100 100.0 100 1.490580e+00 3.051704e+00 polynomial NaN NaN
rw-trend-sinus synthetic Integer 10000 1 0.010000 1 100 100.0 100 -7.769164e-02 6.954356e-01 sinus NaN NaN
rw-type-amplitude synthetic Integer 10000 1 0.010000 1 100 100.0 100 2.067071e-01 5.316887e-01 NaN NaN NaN
rw-type-extremum synthetic Integer 10000 1 0.000100 1 1 1.0 1 1.723682e-01 4.219626e-01 NaN NaN NaN
rw-type-mean synthetic Integer 10000 1 0.010000 1 100 100.0 100 2.010571e-01 5.638765e-01 NaN NaN NaN
rw-type-platform synthetic Integer 10000 1 0.010000 1 100 100.0 100 3.672204e-02 5.377901e-01 NaN NaN NaN
rw-type-trend synthetic Integer 10000 1 0.010000 1 100 100.0 100 1.043994e-01 7.362283e-01 NaN NaN NaN
rw-type-variance synthetic Integer 10000 1 0.010000 1 100 100.0 100 -2.373060e-04 4.787262e-01 NaN NaN NaN
sinus-combined-diff-1 synthetic Integer 10000 1 0.060000 6 100 100.0 100 -1.999183e+00 1.269927e+00 NaN NaN 43.0
sinus-combined-diff-2 synthetic Integer 10000 1 0.070000 6 100 100.0 200 1.334635e+00 2.572375e-01 NaN NaN 8.0
sinus-combined-diff-3 synthetic Integer 10000 1 0.010500 6 1 1.0 100 1.229521e-03 7.091738e-01 NaN NaN 20.0
sinus-diff-count-1 synthetic Integer 10000 1 0.010000 1 100 100.0 100 -1.997098e+00 1.256075e+00 NaN NaN 43.0
sinus-diff-count-2 synthetic Integer 10000 1 0.020000 2 100 100.0 100 -2.000067e+00 1.271035e+00 NaN NaN 43.0
sinus-diff-count-3 synthetic Integer 10000 1 0.030000 3 100 100.0 100 -2.001757e+00 1.272226e+00 NaN NaN 43.0
sinus-diff-count-4 synthetic Integer 10000 1 0.030100 4 1 100.0 100 -1.998432e+00 1.267207e+00 NaN NaN 43.0
sinus-diff-count-5 synthetic Integer 10000 1 0.040100 5 1 100.0 100 -2.001504e+00 1.273984e+00 NaN NaN 43.0
sinus-diff-count-6 synthetic Integer 10000 1 0.050100 6 1 100.0 100 -1.986455e+00 1.277278e+00 NaN NaN 43.0
sinus-diff-count-7 synthetic Integer 10000 1 0.060100 7 1 100.0 100 -1.992061e+00 1.270969e+00 NaN NaN 43.0
sinus-diff-count-8 synthetic Integer 10000 1 0.070100 8 1 100.0 100 -1.987175e+00 1.263559e+00 NaN NaN 43.0
sinus-diff-count-9 synthetic Integer 10000 1 0.080100 9 1 100.0 100 -1.990481e+00 1.269041e+00 NaN NaN 43.0
sinus-length-1 synthetic Integer 10000 1 0.000100 1 1 1.0 1 5.643245e-04 7.093110e-01 NaN NaN 20.0
sinus-length-10 synthetic Integer 10000 1 0.001000 1 10 10.0 10 -1.186651e-04 7.088966e-01 NaN NaN 20.0
sinus-length-100 synthetic Integer 10000 1 0.010000 1 100 100.0 100 -3.369302e-04 7.097400e-01 NaN NaN 20.0
sinus-length-1000 synthetic Integer 10000 1 0.100000 1 1000 1000.0 1000 1.239242e-03 7.132603e-01 NaN NaN 20.0
sinus-length-50 synthetic Integer 10000 1 0.005000 1 50 50.0 50 -5.507567e-04 7.090734e-01 NaN NaN 20.0
sinus-length-500 synthetic Integer 10000 1 0.050000 1 500 500.0 500 -2.426485e-04 7.136283e-01 NaN NaN 20.0
sinus-noise-00% synthetic Integer 10000 1 0.010000 1 100 100.0 100 4.446906e-08 7.035272e-01 NaN NaN 20.0
sinus-noise-01% synthetic Integer 10000 1 0.010000 1 100 100.0 100 -1.649894e-04 7.036797e-01 NaN NaN 20.0
sinus-noise-10% synthetic Integer 10000 1 0.010000 1 100 100.0 100 1.386891e-03 7.105116e-01 NaN NaN 20.0
sinus-noise-30% synthetic Integer 10000 1 0.010000 1 100 100.0 100 -3.447817e-03 7.645662e-01 NaN NaN 20.0
sinus-noise-50% synthetic Integer 10000 1 0.010000 1 100 100.0 100 -1.516226e-03 8.745272e-01 NaN NaN 20.0
sinus-position-beginning synthetic Integer 10000 1 0.010000 1 100 100.0 100 1.221007e-02 1.468908e+00 sinus NaN 20.0
sinus-position-end synthetic Integer 10000 1 0.010000 1 100 100.0 100 1.249239e-02 1.472230e+00 sinus NaN 20.0
sinus-position-middle synthetic Integer 10000 1 0.010000 1 100 100.0 100 6.391571e-03 1.474999e+00 sinus NaN 20.0
sinus-same-count-1 synthetic Integer 10000 1 0.010000 1 100 100.0 100 1.300417e+00 2.527405e-01 NaN NaN 8.0
sinus-same-count-10 synthetic Integer 10000 1 0.100000 10 100 100.0 100 1.299586e+00 2.546901e-01 NaN NaN 8.0
sinus-same-count-2 synthetic Integer 10000 1 0.020000 2 100 100.0 100 1.299644e+00 2.518167e-01 NaN NaN 8.0
sinus-same-count-5 synthetic Integer 10000 1 0.050000 5 100 100.0 100 1.299711e+00 2.540003e-01 NaN NaN 8.0
sinus-trend-linear synthetic Integer 10000 1 0.010000 1 100 100.0 100 -3.799704e+00 1.260917e+00 polynomial NaN 43.0
sinus-trend-quadratic synthetic Integer 10000 1 0.010000 1 100 100.0 100 -4.664939e-01 3.238132e+00 polynomial NaN 43.0
sinus-trend-sinus synthetic Integer 10000 1 0.010000 1 100 100.0 100 -1.999942e+00 1.306591e+00 sinus NaN 43.0
sinus-type-amplitude synthetic Integer 10000 1 0.010000 1 100 100.0 100 3.793412e-04 7.173056e-01 NaN NaN 20.0
sinus-type-extremum synthetic Integer 10000 1 0.000100 1 1 1.0 1 4.477500e-04 7.093208e-01 NaN NaN 20.0
sinus-type-frequency synthetic Integer 10000 1 0.010000 1 100 100.0 100 7.137565e-04 7.089652e-01 NaN NaN 20.0
sinus-type-mean synthetic Integer 10000 1 0.010000 1 100 100.0 100 9.953375e-03 7.163786e-01 NaN NaN 20.0
sinus-type-pattern synthetic Integer 10000 1 0.010000 1 100 100.0 100 3.246111e-04 7.100492e-01 NaN NaN 20.0
sinus-type-pattern-shift synthetic Integer 10000 1 0.010000 1 100 100.0 100 1.138656e-03 7.083178e-01 NaN NaN 20.0
sinus-type-platform synthetic Integer 10000 1 0.010000 1 100 100.0 100 -5.827368e-04 7.044679e-01 NaN NaN 20.0
sinus-type-trend synthetic Integer 10000 1 0.010000 1 100 100.0 100 2.508092e-01 7.348699e-01 NaN NaN 20.0
sinus-type-variance synthetic Integer 10000 1 0.010000 1 100 100.0 100 -1.675951e-04 7.088741e-01 NaN NaN 20.0
IOPS univariate supervised 05f10d3a-239c-3bef-9bdc-a2feeb0037aa* real Timestamp 149130 1 0.006645 63 3 10.0 65 3.538871e+01 4.146948e+00 no trend stationary 20.0
0efb375b-b902-3661-ab23-9a0bb799f4e3* real Timestamp 8784 1 0.008083 6 3 5.0 48 1.993557e-01 1.060380e-01 no trend difference_stationary NaN
1c6d7a26-1f1a-3321-bb4d-7a9d969ec8f0* real Timestamp 149156 1 0.004244 56 3 10.0 36 3.577260e+01 4.301381e+00 no trend stationary 62.0
301c70d8-1630-35ac-8f96-bc1b6f4359ea real Timestamp 8784 1 0.023452 33 2 4.0 48 2.012387e-01 1.064610e-01 no trend difference_stationary NaN
42d6616d-c9c5-370a-a8ba-17ead74f3114 real Timestamp 149161 1 0.012711 63 3 4.0 480 3.474329e+01 3.561467e+00 no trend stationary 59.0
43115f2a-baeb-3b01-96f7-4ea14188343c* real Timestamp 110629 1 0.008488 51 3 8.0 180 2.411627e+01 1.663378e+00 no trend stationary 55.0
431a8542-c468-3988-a508-3afd06a218da* real Timestamp 111566 1 0.029453 192 2 9.0 1023 4.053845e+00 1.450651e+00 no trend difference_stationary 37.0
4d2af31a-9916-3d9f-8a8e-8a268a48c095 real Timestamp 111370 1 0.023211 23 2 10.0 945 3.501553e+00 8.673492e-01 no trend difference_stationary 5.0
54350a12-7a9d-3ca8-b81f-f886b9d156fd* real Timestamp 7616 1 0.014181 6 7 15.0 33 -2.935189e-02 1.155657e+00 no trend difference_stationary 3.0
55f8b8b8-b659-38df-b3df-e4a5a8a54bc9* real Timestamp 149133 1 0.040843 72 2 3.0 442 1.260006e+02 1.681790e+01 no trend stationary 33.0
57051487-3a40-3828-9084-a12f7f23ee38* real Timestamp 111679 1 0.000412 5 4 10.0 12 2.612877e-01 1.566609e+01 no trend stationary 30.0
6a757df4-95e5-3357-8406-165e2bd49360* real Timestamp 110876 1 0.023792 14 3 11.0 1055 1.283463e+00 4.517232e-01 no trend stationary 3.0
6d1114ae-be04-3c46-b5aa-be1a003a57cd* real Timestamp 149122 1 0.005103 53 2 3.0 210 1.446628e+02 3.044650e+01 no trend stationary 10.0
6efa3a07-4544-34a0-b921-a155bd1a05e8* real Timestamp 149148 1 0.035421 119 3 27.0 705 5.212574e+01 1.226903e+01 no trend stationary 15.0
7103fa0f-cac4-314f-addc-866190247439* real Timestamp 108425 1 0.000627 21 2 3.0 7 9.298229e-01 1.018905e+01 no trend stationary 17.0
847e8ecc-f8d2-3a93-9107-f367a0aab37d* real Timestamp 149123 1 0.005298 56 3 8.0 47 3.741019e+01 4.469145e+00 no trend stationary 59.0
8723f0fb-eaef-32e6-b372-6034c9c04b80* real Timestamp 149118 1 0.005439 62 2 3.0 217 1.480586e+02 3.092883e+01 no trend stationary 10.0
9c639a46-34c8-39bc-aaf0-9144b37adfc8* real Timestamp 110636 1 0.008939 79 3 3.0 201 2.392045e+01 1.653216e+00 no trend stationary 20.0
a07ac296-de40-3a7c-8df3-91f642cc14d0* real Timestamp 111307 1 0.020295 68 3 4.0 432 1.390176e+02 1.651041e+01 no trend stationary 31.0
a8c06b47-cc41-3738-9110-12df0ee4c721* real Timestamp 7578 1 0.016759 10 3 4.0 71 3.244347e-02 1.007712e+00 no trend stationary 18.0
ab216663-dcc2-3a24-b1ee-2c3e550e06c9* real Timestamp 10780 1 0.017347 14 2 12.0 24 -1.808296e-01 9.304627e-01 no trend difference_stationary 3.0
adb2fde9-8589-3f5b-a410-5fe14386c7af* real Timestamp 149155 1 0.011344 85 2 3.0 411 3.455691e+01 3.692899e+00 no trend stationary 59.0
ba5f3328-9f3f-3ff5-a683-84437d16d554* real Timestamp 149132 1 0.045443 86 2 3.0 443 1.257291e+02 1.666574e+01 no trend stationary 32.0
c02607e8-7399-3dde-9d28-8a8da5e5d251 real Timestamp 8784 1 0.006944 5 3 3.0 48 2.034286e-01 1.083274e-01 no trend difference_stationary NaN
c69a50cf-ee03-3bd7-831e-407d36c7ee91* real Timestamp 149159 1 0.004706 59 3 11.0 43 3.526702e+01 4.270577e+00 no trend stationary 20.0
da10a69f-d836-3baa-ad40-3e548ecf1fbd* real Timestamp 107167 1 0.081648 77 3 11.0 1121 3.888867e-02 3.845411e-02 no trend stationary NaN
e0747cad-8dc8-38a9-a9ab-855b61f5551d* real Timestamp 8784 1 0.013206 10 3 4.0 47 3.015319e-02 1.035508e+00 no trend difference_stationary 250.0
f0932edd-6400-3e63-9559-0a9860a1baa9* real Timestamp 112149 1 0.025341 61 3 6.0 925 1.391782e+01 1.243778e+01 no trend difference_stationary 62.0
ffb82d38-5f00-37db-abc0-5d2e4e4cb6aa* real Timestamp 111396 1 0.025629 21 3 14.0 1012 1.924349e+00 7.375576e-01 no trend stationary 8.0
KDD-TSAD univariate semi-supervised 001_UCR_Anomaly_DISTORTED1sddb40 synthetic Integer 79795 1 0.007770 1 620 620.0 620 -2.714459e+01 1.754782e+02 no trend difference_stationary 250.0
002_UCR_Anomaly_DISTORTED2sddb40 synthetic Integer 80001 1 0.003750 1 300 300.0 300 -2.514141e+01 1.730182e+02 no trend difference_stationary 250.0
003_UCR_Anomaly_DISTORTED3sddb40 synthetic Integer 80000 1 0.003750 1 300 300.0 300 -2.482845e+01 1.726025e+02 no trend difference_stationary 250.0
004_UCR_Anomaly_DISTORTEDBIDMC1 synthetic Integer 11000 1 0.018182 1 200 200.0 200 1.130949e+03 9.315219e+03 no trend difference_stationary 83.0
005_UCR_Anomaly_DISTORTEDCIMIS44AirTemperature1 synthetic Integer 8184 1 0.000122 1 1 1.0 1 1.519651e+01 5.660075e+00 no trend stationary 24.0
006_UCR_Anomaly_DISTORTEDCIMIS44AirTemperature2 synthetic Integer 8184 1 0.002933 1 24 24.0 24 1.524930e+01 5.641195e+00 no trend stationary 24.0
007_UCR_Anomaly_DISTORTEDCIMIS44AirTemperature3 synthetic Integer 8184 1 0.002933 1 24 24.0 24 1.537435e+01 5.650917e+00 no trend stationary 24.0
008_UCR_Anomaly_DISTORTEDCIMIS44AirTemperature4 synthetic Integer 8184 1 0.005865 1 48 48.0 48 1.516288e+01 5.625116e+00 no trend stationary 24.0
009_UCR_Anomaly_DISTORTEDCIMIS44AirTemperature5 synthetic Integer 8184 1 0.005865 1 48 48.0 48 1.521130e+01 5.578962e+00 no trend stationary 24.0
010_UCR_Anomaly_DISTORTEDCIMIS44AirTemperature6 synthetic Integer 8184 1 0.005865 1 48 48.0 48 1.529659e+01 5.591387e+00 no trend stationary 24.0
011_UCR_Anomaly_DISTORTEDECG1 synthetic Integer 30000 1 0.010000 1 300 300.0 300 5.457919e-01 1.369277e+01 no trend difference_stationary 77.0
012_UCR_Anomaly_DISTORTEDECG2 synthetic Integer 30000 1 0.003333 1 100 100.0 100 5.285644e-01 1.362954e+01 no trend difference_stationary 77.0
013_UCR_Anomaly_DISTORTEDECG3 synthetic Integer 30000 1 0.003333 1 100 100.0 100 3.906632e-01 3.069695e+01 no trend difference_stationary 91.0
014_UCR_Anomaly_DISTORTEDECG3 synthetic Integer 30000 1 0.003333 1 100 100.0 100 1.345421e-01 3.060077e+01 no trend difference_stationary 91.0
015_UCR_Anomaly_DISTORTEDECG4 synthetic Integer 200000 1 0.001500 1 300 300.0 300 -4.218833e+02 9.177302e+02 no trend difference_stationary 499.0
016_UCR_Anomaly_DISTORTEDECG4 synthetic Integer 30000 1 0.006667 1 200 200.0 200 3.638524e-01 3.082978e+01 no trend difference_stationary 91.0
017_UCR_Anomaly_DISTORTEDECG4 synthetic Integer 30000 1 0.003333 1 100 100.0 100 1.262762e-01 3.077664e+01 no trend difference_stationary 91.0
018_UCR_Anomaly_DISTORTEDECG4 synthetic Integer 30000 1 0.003333 1 100 100.0 100 2.448329e-01 3.061777e+01 no trend difference_stationary 91.0
019_UCR_Anomaly_DISTORTEDGP711MarkerLFM5z1 synthetic Integer 12000 1 0.003667 1 44 44.0 44 6.121268e-02 2.899013e-02 no trend difference_stationary NaN
020_UCR_Anomaly_DISTORTEDGP711MarkerLFM5z2 synthetic Integer 12000 1 0.017750 1 213 213.0 213 6.107893e-02 2.877114e-02 no trend difference_stationary NaN
021_UCR_Anomaly_DISTORTEDGP711MarkerLFM5z3 synthetic Integer 12000 1 0.003750 1 45 45.0 45 6.138324e-02 2.903310e-02 no trend difference_stationary NaN
022_UCR_Anomaly_DISTORTEDGP711MarkerLFM5z4 synthetic Integer 12000 1 0.009833 1 118 118.0 118 6.102567e-02 2.912263e-02 no trend difference_stationary NaN
023_UCR_Anomaly_DISTORTEDGP711MarkerLFM5z5 synthetic Integer 12000 1 0.008667 1 104 104.0 104 6.111015e-02 2.926977e-02 no trend difference_stationary NaN
024_UCR_Anomaly_DISTORTEDInternalBleeding10 synthetic Integer 7501 1 0.003999 1 30 30.0 30 8.474750e+01 1.055571e+01 no trend difference_stationary 143.0
025_UCR_Anomaly_DISTORTEDInternalBleeding14 synthetic Integer 7501 1 0.003600 1 27 27.0 27 8.488347e+01 1.051303e+01 no trend difference_stationary 143.0
026_UCR_Anomaly_DISTORTEDInternalBleeding15 synthetic Integer 7601 1 0.022365 1 170 170.0 170 5.390921e+01 1.001075e+01 no trend difference_stationary 143.0
027_UCR_Anomaly_DISTORTEDInternalBleeding16 synthetic Integer 7501 1 0.001600 1 12 12.0 12 7.171617e+01 1.322155e+01 no trend difference_stationary 143.0
028_UCR_Anomaly_DISTORTEDInternalBleeding17 synthetic Integer 7500 1 0.014800 1 111 111.0 111 7.156689e+01 1.324278e+01 no trend difference_stationary 143.0
029_UCR_Anomaly_DISTORTEDInternalBleeding18 synthetic Integer 7500 1 0.013600 1 102 102.0 102 7.152588e+01 1.315423e+01 no trend difference_stationary 143.0
030_UCR_Anomaly_DISTORTEDInternalBleeding19 synthetic Integer 7500 1 0.001333 1 10 10.0 10 7.179828e+01 1.319427e+01 no trend difference_stationary 143.0
031_UCR_Anomaly_DISTORTEDInternalBleeding20 synthetic Integer 7500 1 0.021333 1 160 160.0 160 7.188529e+01 1.302882e+01 no trend difference_stationary 143.0
032_UCR_Anomaly_DISTORTEDInternalBleeding4 synthetic Integer 7321 1 0.048900 1 358 358.0 358 6.350384e+01 1.107533e+01 no trend difference_stationary 143.0
033_UCR_Anomaly_DISTORTEDInternalBleeding5 synthetic Integer 7415 1 0.022927 1 170 170.0 170 5.392767e+01 1.000512e+01 no trend difference_stationary 143.0
034_UCR_Anomaly_DISTORTEDInternalBleeding6 synthetic Integer 7654 1 0.020251 1 155 155.0 155 6.160833e+01 1.121561e+01 no trend difference_stationary 143.0
035_UCR_Anomaly_DISTORTEDInternalBleeding8 synthetic Integer 7501 1 0.014531 1 109 109.0 109 7.308877e+01 1.461006e+01 no trend difference_stationary 143.0
036_UCR_Anomaly_DISTORTEDInternalBleeding9 synthetic Integer 7501 1 0.010932 1 82 82.0 82 7.583272e+01 1.049826e+01 no trend difference_stationary 143.0
037_UCR_Anomaly_DISTORTEDLab2Cmac011215EPG1 synthetic Integer 30001 1 0.001667 1 50 50.0 50 2.258084e-01 2.348408e-02 no trend stationary NaN
038_UCR_Anomaly_DISTORTEDLab2Cmac011215EPG2 synthetic Integer 29950 1 0.002337 1 70 70.0 70 2.258802e-01 2.332000e-02 no trend stationary NaN
039_UCR_Anomaly_DISTORTEDLab2Cmac011215EPG3 synthetic Integer 29950 1 0.001002 1 30 30.0 30 2.259653e-01 2.333599e-02 no trend stationary NaN
040_UCR_Anomaly_DISTORTEDLab2Cmac011215EPG4 synthetic Integer 30066 1 0.004324 1 130 130.0 130 2.260505e-01 2.329198e-02 no trend stationary NaN
041_UCR_Anomaly_DISTORTEDLab2Cmac011215EPG5 synthetic Integer 29826 1 0.004359 1 130 130.0 130 2.256717e-01 2.321748e-02 no trend stationary NaN
042_UCR_Anomaly_DISTORTEDLab2Cmac011215EPG6 synthetic Integer 29859 1 0.007703 1 230 230.0 230 2.258574e-01 2.314975e-02 no trend stationary NaN
043_UCR_Anomaly_DISTORTEDMesoplodonDensirostris synthetic Integer 24667 1 0.006486 1 160 160.0 160 8.825002e+00 6.823584e-01 no trend stationary 43.0
044_UCR_Anomaly_DISTORTEDPowerDemand1 synthetic Integer 29931 1 0.011226 1 336 336.0 336 1.796886e+02 4.615152e+01 no trend stationary 24.0
045_UCR_Anomaly_DISTORTEDPowerDemand2 synthetic Integer 29931 1 0.012028 1 360 360.0 360 1.791053e+02 4.642224e+01 no trend stationary 24.0
046_UCR_Anomaly_DISTORTEDPowerDemand3 synthetic Integer 29931 1 0.002406 1 72 72.0 72 1.793309e+02 4.661839e+01 no trend stationary 24.0
047_UCR_Anomaly_DISTORTEDPowerDemand4 synthetic Integer 29931 1 0.002406 1 72 72.0 72 1.795525e+02 4.640094e+01 no trend stationary 24.0
048_UCR_Anomaly_DISTORTEDTkeepFifthMARS synthetic Integer 11334 1 0.008558 1 97 97.0 97 5.017292e-01 5.903144e-01 no trend stationary 83.0
049_UCR_Anomaly_DISTORTEDTkeepFirstMARS synthetic Integer 11406 1 0.001315 1 15 15.0 15 5.042313e-01 5.853528e-01 no trend difference_stationary 83.0
050_UCR_Anomaly_DISTORTEDTkeepForthMARS synthetic Integer 11308 1 0.008578 1 97 97.0 97 5.017999e-01 5.861267e-01 no trend stationary 83.0
051_UCR_Anomaly_DISTORTEDTkeepSecondMARS synthetic Integer 11388 1 0.000878 1 10 10.0 10 4.980901e-01 5.882432e-01 no trend difference_stationary 83.0
052_UCR_Anomaly_DISTORTEDTkeepThirdMARS synthetic Integer 11308 1 0.008666 1 98 98.0 98 5.189366e-01 5.919854e-01 no trend difference_stationary 83.0
053_UCR_Anomaly_DISTORTEDWalkingAceleration1 synthetic Integer 6684 1 0.034560 1 231 231.0 231 -2.688773e+00 1.151447e+00 no trend stationary 59.0
054_UCR_Anomaly_DISTORTEDWalkingAceleration5 synthetic Integer 6684 1 0.008827 1 59 59.0 59 -2.732970e+00 1.197538e+00 no trend stationary 62.0
055_UCR_Anomaly_DISTORTEDapneaecg2 synthetic Integer 38501 1 0.003896 1 150 150.0 150 -1.332203e+00 7.527299e+01 no trend stationary 45.0
056_UCR_Anomaly_DISTORTEDapneaecg3 synthetic Integer 38379 1 0.002606 1 100 100.0 100 -1.946475e+00 7.524210e+01 no trend stationary 45.0
057_UCR_Anomaly_DISTORTEDapneaecg4 synthetic Integer 38269 1 0.002613 1 100 100.0 100 -8.230711e-01 7.539506e+01 no trend stationary 45.0
058_UCR_Anomaly_DISTORTEDapneaecg synthetic Integer 38501 1 0.001766 1 68 68.0 68 -1.868861e+00 7.513012e+01 no trend stationary 45.0
059_UCR_Anomaly_DISTORTEDgait1 synthetic Integer 65000 1 0.004615 1 300 300.0 300 -4.721918e+02 1.038182e+03 no trend difference_stationary 250.0
060_UCR_Anomaly_DISTORTEDgait2 synthetic Integer 65000 1 0.004615 1 300 300.0 300 -4.710679e+02 1.032299e+03 no trend difference_stationary 250.0
061_UCR_Anomaly_DISTORTEDgait3 synthetic Integer 65000 1 0.009231 1 600 600.0 600 -4.698711e+02 1.042569e+03 no trend difference_stationary 250.0
062_UCR_Anomaly_DISTORTEDgaitHunt1 synthetic Integer 64000 1 0.001719 1 110 110.0 110 -7.168308e+02 8.829074e+02 no trend difference_stationary 333.0
063_UCR_Anomaly_DISTORTEDgaitHunt2 synthetic Integer 64000 1 0.010156 1 650 650.0 650 -7.220727e+02 8.796114e+02 no trend difference_stationary 333.0
064_UCR_Anomaly_DISTORTEDgaitHunt3 synthetic Integer 64000 1 0.012500 1 800 800.0 800 -7.261181e+02 8.916007e+02 no trend difference_stationary 333.0
065_UCR_Anomaly_DISTORTEDinsectEPG1 synthetic Integer 10001 1 0.003000 1 30 30.0 30 5.055774e-02 2.024199e-01 no trend difference_stationary 26.0
066_UCR_Anomaly_DISTORTEDinsectEPG2 synthetic Integer 9998 1 0.002501 1 25 25.0 25 4.553351e-02 2.022612e-01 no trend difference_stationary 26.0
067_UCR_Anomaly_DISTORTEDinsectEPG3 synthetic Integer 9998 1 0.005001 1 50 50.0 50 5.094178e-02 2.024023e-01 no trend difference_stationary 26.0
068_UCR_Anomaly_DISTORTEDinsectEPG4 synthetic Integer 9998 1 0.005001 1 50 50.0 50 5.342761e-02 2.018360e-01 no trend difference_stationary 26.0
069_UCR_Anomaly_DISTORTEDinsectEPG5 synthetic Integer 10028 1 0.000100 1 1 1.0 1 5.105812e-02 2.022875e-01 no trend difference_stationary 26.0
070_UCR_Anomaly_DISTORTEDltstdbs30791AI synthetic Integer 56123 1 0.003564 1 200 200.0 200 -4.385225e-01 4.191296e+01 no trend difference_stationary 91.0
071_UCR_Anomaly_DISTORTEDltstdbs30791AS synthetic Integer 55000 1 0.003636 1 200 200.0 200 -1.217073e+00 3.865509e+01 no trend difference_stationary 111.0
072_UCR_Anomaly_DISTORTEDltstdbs30791ES synthetic Integer 55000 1 0.003636 1 200 200.0 200 2.289635e+00 5.107517e+01 no trend difference_stationary 125.0
073_UCR_Anomaly_DISTORTEDpark3m synthetic Integer 90000 1 0.003833 1 345 345.0 345 -1.096918e+02 9.063359e+02 no trend difference_stationary 333.0
074_UCR_Anomaly_DISTORTEDqtdbSel1005V synthetic Integer 36001 1 0.011111 1 400 400.0 400 -4.376786e+01 2.521454e+01 no trend stationary 38.0
075_UCR_Anomaly_DISTORTEDqtdbSel100MLII synthetic Integer 30000 1 0.013333 1 400 400.0 400 -6.226573e+01 3.681351e+01 no trend stationary 42.0
076_UCR_Anomaly_DISTORTEDresperation10 synthetic Integer 195000 1 0.006051 1 1180 1180.0 1180 -4.214235e+02 9.227622e+02 no trend difference_stationary 38.0
077_UCR_Anomaly_DISTORTEDresperation11 synthetic Integer 195000 1 0.000005 1 1 1.0 1 -4.191496e+02 9.233671e+02 no trend difference_stationary 38.0
078_UCR_Anomaly_DISTORTEDresperation1 synthetic Integer 200000 1 0.000760 1 152 152.0 152 -4.166955e+02 9.197875e+02 no trend difference_stationary 499.0
079_UCR_Anomaly_DISTORTEDresperation2 synthetic Integer 200051 1 0.000000 0 0 0.0 0 -4.155730e+02 9.177006e+02 no trend difference_stationary 40.0
080_UCR_Anomaly_DISTORTEDresperation2 synthetic Integer 190050 1 0.000005 1 1 1.0 1 -4.196147e+02 9.246735e+02 no trend difference_stationary 38.0
081_UCR_Anomaly_DISTORTEDresperation3 synthetic Integer 190100 1 0.000005 1 1 1.0 1 -4.205443e+02 9.157072e+02 no trend difference_stationary 38.0
082_UCR_Anomaly_DISTORTEDresperation4 synthetic Integer 195250 1 0.000005 1 1 1.0 1 -4.218590e+02 9.163974e+02 no trend difference_stationary 38.0
083_UCR_Anomaly_DISTORTEDresperation9 synthetic Integer 195000 1 0.000513 1 100 100.0 100 -4.203710e+02 9.187801e+02 no trend difference_stationary 38.0
084_UCR_Anomaly_DISTORTEDs20101mML2 synthetic Integer 40000 1 0.002500 1 100 100.0 100 -5.899950e+00 4.706916e+01 no trend difference_stationary 36.0
085_UCR_Anomaly_DISTORTEDs20101m synthetic Integer 40000 1 0.002500 1 100 100.0 100 -1.399163e+01 4.059298e+01 no trend difference_stationary 77.0
086_UCR_Anomaly_DISTORTEDsddb49 synthetic Integer 80000 1 0.003125 1 250 250.0 250 -2.810673e+01 1.924035e+02 no trend difference_stationary 16.0
087_UCR_Anomaly_DISTORTEDsel840mECG1 synthetic Integer 60000 1 0.006167 1 370 370.0 370 -8.931047e+00 3.091814e+01 no trend difference_stationary 125.0
088_UCR_Anomaly_DISTORTEDsel840mECG2 synthetic Integer 57001 1 0.006491 1 370 370.0 370 -1.556915e+01 2.512552e+01 no trend difference_stationary 166.0
089_UCR_Anomaly_DISTORTEDtiltAPB1 synthetic Integer 130001 1 0.000515 1 67 67.0 67 4.032592e+03 9.073178e+02 no trend stationary 200.0
090_UCR_Anomaly_DISTORTEDtiltAPB2 synthetic Integer 128767 1 0.006415 1 826 826.0 826 4.030151e+03 9.068042e+02 no trend stationary 200.0
091_UCR_Anomaly_DISTORTEDtiltAPB3 synthetic Integer 129489 1 0.002857 1 370 370.0 370 4.028465e+03 9.074429e+02 no trend stationary 200.0
092_UCR_Anomaly_DISTORTEDtiltAPB4 synthetic Integer 128001 1 0.000008 1 1 1.0 1 4.024981e+03 9.079619e+02 no trend stationary 200.0
093_UCR_Anomaly_NOISE1sddb40 synthetic Integer 79795 1 0.007770 1 620 620.0 620 -2.655858e+01 1.739457e+02 no trend difference_stationary 499.0
094_UCR_Anomaly_NOISEBIDMC1 synthetic Integer 11000 1 0.018182 1 200 200.0 200 9.864633e+02 9.225060e+03 no trend difference_stationary 83.0
095_UCR_Anomaly_NOISECIMIS44AirTemperature4 synthetic Integer 8184 1 0.005865 1 48 48.0 48 1.525326e+01 5.606554e+00 no trend stationary 24.0
096_UCR_Anomaly_NOISEECG4 synthetic Integer 30000 1 0.006667 1 200 200.0 200 3.411433e-01 3.062053e+01 no trend difference_stationary 83.0
097_UCR_Anomaly_NOISEGP711MarkerLFM5z3 synthetic Integer 12000 1 0.003750 1 45 45.0 45 6.128383e-02 2.886279e-02 no trend difference_stationary NaN
098_UCR_Anomaly_NOISEInternalBleeding16 synthetic Integer 7501 1 0.001600 1 12 12.0 12 7.169777e+01 1.318896e+01 no trend difference_stationary 143.0
099_UCR_Anomaly_NOISEInternalBleeding6 synthetic Integer 7654 1 0.020251 1 155 155.0 155 6.157556e+01 1.108391e+01 no trend difference_stationary 143.0
100_UCR_Anomaly_NOISELab2Cmac011215EPG1 synthetic Integer 30001 1 0.001667 1 50 50.0 50 2.258933e-01 2.334599e-02 no trend stationary NaN
101_UCR_Anomaly_NOISELab2Cmac011215EPG4 synthetic Integer 30066 1 0.004324 1 130 130.0 130 2.259141e-01 2.317041e-02 no trend stationary NaN
102_UCR_Anomaly_NOISEMesoplodonDensirostris synthetic Integer 24667 1 0.006486 1 160 160.0 160 8.819253e+00 6.803326e-01 no trend stationary 43.0
103_UCR_Anomaly_NOISETkeepThirdMARS synthetic Integer 11308 1 0.008666 1 98 98.0 98 5.085142e-01 5.858866e-01 no trend stationary 77.0
104_UCR_Anomaly_NOISEapneaecg4 synthetic Integer 38269 1 0.002613 1 100 100.0 100 -1.577543e+00 7.501843e+01 no trend stationary 48.0
105_UCR_Anomaly_NOISEgait3 synthetic Integer 65000 1 0.009231 1 600 600.0 600 -4.675531e+02 1.036422e+03 no trend difference_stationary 250.0
106_UCR_Anomaly_NOISEgaitHunt2 synthetic Integer 64000 1 0.010156 1 650 650.0 650 -7.195095e+02 8.787333e+02 no trend difference_stationary 333.0
107_UCR_Anomaly_NOISEinsectEPG3 synthetic Integer 9998 1 0.005001 1 50 50.0 50 4.990037e-02 2.011409e-01 no trend difference_stationary 26.0
108_UCR_Anomaly_NOISEresperation2 synthetic Integer 200051 1 0.000000 0 0 0.0 0 -4.199414e+02 9.156205e+02 no trend difference_stationary 333.0
109_UCR_Anomaly_1sddb40 synthetic Integer 79795 1 0.007770 1 620 620.0 620 -2.646383e+01 1.731654e+02 no trend difference_stationary 333.0
110_UCR_Anomaly_2sddb40 synthetic Integer 80001 1 0.003750 1 300 300.0 300 -2.469123e+01 1.710828e+02 no trend difference_stationary 250.0
111_UCR_Anomaly_3sddb40 synthetic Integer 80000 1 0.003750 1 300 300.0 300 -2.477750e+01 1.713245e+02 no trend difference_stationary 250.0
112_UCR_Anomaly_BIDMC1 synthetic Integer 11000 1 0.018182 1 200 200.0 200 9.899972e+02 9.201355e+03 no trend difference_stationary 83.0
113_UCR_Anomaly_CIMIS44AirTemperature1 synthetic Integer 8184 1 0.000122 1 1 1.0 1 1.524763e+01 5.588088e+00 no trend stationary 24.0
114_UCR_Anomaly_CIMIS44AirTemperature2 synthetic Integer 8184 1 0.002933 1 24 24.0 24 1.527106e+01 5.599631e+00 no trend stationary 24.0
115_UCR_Anomaly_CIMIS44AirTemperature3 synthetic Integer 8184 1 0.002933 1 24 24.0 24 1.526083e+01 5.590598e+00 no trend stationary 24.0
116_UCR_Anomaly_CIMIS44AirTemperature4 synthetic Integer 8184 1 0.005865 1 48 48.0 48 1.525344e+01 5.590827e+00 no trend stationary 24.0
117_UCR_Anomaly_CIMIS44AirTemperature5 synthetic Integer 8184 1 0.005865 1 48 48.0 48 1.526046e+01 5.599533e+00 no trend stationary 24.0
118_UCR_Anomaly_CIMIS44AirTemperature6 synthetic Integer 8184 1 0.005865 1 48 48.0 48 1.525409e+01 5.581109e+00 no trend stationary 24.0
119_UCR_Anomaly_ECG1 synthetic Integer 30000 1 0.010000 1 300 300.0 300 5.510667e-01 1.355936e+01 no trend difference_stationary 77.0
120_UCR_Anomaly_ECG2 synthetic Integer 30000 1 0.003333 1 100 100.0 100 5.447000e-01 1.348858e+01 no trend difference_stationary 77.0
121_UCR_Anomaly_ECG3 synthetic Integer 30000 1 0.003333 1 100 100.0 100 3.444333e-01 3.038604e+01 no trend difference_stationary 83.0
122_UCR_Anomaly_ECG3 synthetic Integer 30000 1 0.003333 1 100 100.0 100 3.359667e-01 3.038524e+01 no trend difference_stationary 83.0
123_UCR_Anomaly_ECG4 synthetic Integer 200000 1 0.001500 1 300 300.0 300 -4.211329e+02 9.101920e+02 no trend difference_stationary 333.0
124_UCR_Anomaly_ECG4 synthetic Integer 30000 1 0.006667 1 200 200.0 200 3.570000e-01 3.045721e+01 no trend difference_stationary 83.0
125_UCR_Anomaly_ECG4 synthetic Integer 30000 1 0.003333 1 100 100.0 100 3.370000e-01 3.045744e+01 no trend difference_stationary 83.0
126_UCR_Anomaly_ECG4 synthetic Integer 30000 1 0.003333 1 100 100.0 100 3.454333e-01 3.038514e+01 no trend difference_stationary 83.0
127_UCR_Anomaly_GP711MarkerLFM5z1 synthetic Integer 12000 1 0.003667 1 44 44.0 44 6.112070e-02 2.858522e-02 no trend difference_stationary NaN
128_UCR_Anomaly_GP711MarkerLFM5z2 synthetic Integer 12000 1 0.017750 1 213 213.0 213 6.118517e-02 2.858204e-02 no trend difference_stationary NaN
129_UCR_Anomaly_GP711MarkerLFM5z3 synthetic Integer 12000 1 0.003750 1 45 45.0 45 6.127837e-02 2.866814e-02 no trend difference_stationary NaN
130_UCR_Anomaly_GP711MarkerLFM5z4 synthetic Integer 12000 1 0.009833 1 118 118.0 118 6.118517e-02 2.858204e-02 no trend difference_stationary NaN
131_UCR_Anomaly_GP711MarkerLFM5z5 synthetic Integer 12000 1 0.008667 1 104 104.0 104 6.158959e-02 2.871925e-02 no trend difference_stationary NaN
132_UCR_Anomaly_InternalBleeding10 synthetic Integer 7501 1 0.003999 1 30 30.0 30 8.479711e+01 1.041831e+01 no trend difference_stationary 125.0
133_UCR_Anomaly_InternalBleeding14 synthetic Integer 7501 1 0.003600 1 27 27.0 27 8.483518e+01 1.045953e+01 no trend difference_stationary 143.0
134_UCR_Anomaly_InternalBleeding15 synthetic Integer 7601 1 0.022365 1 170 170.0 170 5.378366e+01 9.815426e+00 no trend difference_stationary 143.0
135_UCR_Anomaly_InternalBleeding16 synthetic Integer 7501 1 0.001600 1 12 12.0 12 7.171122e+01 1.310707e+01 no trend difference_stationary 125.0
136_UCR_Anomaly_InternalBleeding17 synthetic Integer 7500 1 0.014800 1 111 111.0 111 7.170441e+01 1.310907e+01 no trend difference_stationary 143.0
137_UCR_Anomaly_InternalBleeding18 synthetic Integer 7500 1 0.013600 1 102 102.0 102 7.170692e+01 1.310548e+01 no trend difference_stationary 143.0
138_UCR_Anomaly_InternalBleeding19 synthetic Integer 7500 1 0.001333 1 10 10.0 10 7.172333e+01 1.311722e+01 no trend difference_stationary 143.0
139_UCR_Anomaly_InternalBleeding20 synthetic Integer 7500 1 0.021333 1 160 160.0 160 7.174854e+01 1.312362e+01 no trend difference_stationary 143.0
140_UCR_Anomaly_InternalBleeding4 synthetic Integer 7321 1 0.048900 1 358 358.0 358 6.351361e+01 1.096559e+01 no trend difference_stationary 143.0
141_UCR_Anomaly_InternalBleeding5 synthetic Integer 7415 1 0.022927 1 170 170.0 170 5.378298e+01 9.824462e+00 no trend difference_stationary 143.0
142_UCR_Anomaly_InternalBleeding6 synthetic Integer 7654 1 0.020251 1 155 155.0 155 6.158920e+01 1.105225e+01 no trend difference_stationary 143.0
143_UCR_Anomaly_InternalBleeding8 synthetic Integer 7501 1 0.014531 1 109 109.0 109 7.322229e+01 1.433414e+01 no trend difference_stationary 143.0
144_UCR_Anomaly_InternalBleeding9 synthetic Integer 7501 1 0.010932 1 82 82.0 82 7.577445e+01 1.053584e+01 no trend difference_stationary 143.0
145_UCR_Anomaly_Lab2Cmac011215EPG1 synthetic Integer 30001 1 0.001667 1 50 50.0 50 2.258928e-01 2.322929e-02 no trend stationary NaN
146_UCR_Anomaly_Lab2Cmac011215EPG2 synthetic Integer 29950 1 0.002337 1 70 70.0 70 2.258993e-01 2.308066e-02 no trend stationary NaN
147_UCR_Anomaly_Lab2Cmac011215EPG3 synthetic Integer 29950 1 0.001002 1 30 30.0 30 2.258961e-01 2.310952e-02 no trend stationary NaN
148_UCR_Anomaly_Lab2Cmac011215EPG4 synthetic Integer 30066 1 0.004324 1 130 130.0 130 2.259202e-01 2.305430e-02 no trend stationary NaN
149_UCR_Anomaly_Lab2Cmac011215EPG5 synthetic Integer 29826 1 0.004359 1 130 130.0 130 2.258479e-01 2.306715e-02 no trend stationary NaN
150_UCR_Anomaly_Lab2Cmac011215EPG6 synthetic Integer 29859 1 0.007703 1 230 230.0 230 2.259162e-01 2.297409e-02 no trend stationary NaN
151_UCR_Anomaly_MesoplodonDensirostris synthetic Integer 24667 1 0.006486 1 160 160.0 160 8.819704e+00 6.768337e-01 no trend stationary 43.0
152_UCR_Anomaly_PowerDemand1 synthetic Integer 29931 1 0.011226 1 336 336.0 336 1.794777e+02 4.575247e+01 no trend stationary 24.0
153_UCR_Anomaly_PowerDemand2 synthetic Integer 29931 1 0.012028 1 360 360.0 360 1.793863e+02 4.590714e+01 no trend stationary 24.0
154_UCR_Anomaly_PowerDemand3 synthetic Integer 29931 1 0.002406 1 72 72.0 72 1.794338e+02 4.594788e+01 no trend stationary 24.0
155_UCR_Anomaly_PowerDemand4 synthetic Integer 29931 1 0.002406 1 72 72.0 72 1.795244e+02 4.596354e+01 no trend stationary 24.0
156_UCR_Anomaly_TkeepFifthMARS synthetic Integer 11334 1 0.008558 1 97 97.0 97 5.087666e-01 5.825580e-01 no trend stationary 83.0
157_UCR_Anomaly_TkeepFirstMARS synthetic Integer 11406 1 0.001315 1 15 15.0 15 5.085362e-01 5.823266e-01 no trend stationary 83.0
158_UCR_Anomaly_TkeepForthMARS synthetic Integer 11308 1 0.008578 1 97 97.0 97 5.090385e-01 5.826531e-01 no trend stationary 83.0
159_UCR_Anomaly_TkeepSecondMARS synthetic Integer 11388 1 0.000878 1 10 10.0 10 5.083874e-01 5.827252e-01 no trend stationary 83.0
160_UCR_Anomaly_TkeepThirdMARS synthetic Integer 11308 1 0.008666 1 98 98.0 98 5.087872e-01 5.824584e-01 no trend stationary 83.0
161_UCR_Anomaly_WalkingAceleration1 synthetic Integer 6684 1 0.034560 1 231 231.0 231 -2.708657e+00 1.137580e+00 no trend stationary 59.0
162_UCR_Anomaly_WalkingAceleration5 synthetic Integer 6684 1 0.008827 1 59 59.0 59 -2.729303e+00 1.185698e+00 no trend stationary 62.0
163_UCR_Anomaly_apneaecg2 synthetic Integer 38501 1 0.003896 1 150 150.0 150 -1.521285e+00 7.460029e+01 no trend stationary 45.0
164_UCR_Anomaly_apneaecg3 synthetic Integer 38379 1 0.002606 1 100 100.0 100 -1.604859e+00 7.461502e+01 no trend stationary 45.0
165_UCR_Anomaly_apneaecg4 synthetic Integer 38269 1 0.002613 1 100 100.0 100 -1.583001e+00 7.465795e+01 no trend stationary 45.0
166_UCR_Anomaly_apneaecg synthetic Integer 38501 1 0.001766 1 68 68.0 68 -1.564245e+00 7.454384e+01 no trend stationary 45.0
167_UCR_Anomaly_gait1 synthetic Integer 65000 1 0.004615 1 300 300.0 300 -4.680745e+02 1.031461e+03 no trend difference_stationary 250.0
168_UCR_Anomaly_gait2 synthetic Integer 65000 1 0.004615 1 300 300.0 300 -4.674800e+02 1.031136e+03 no trend difference_stationary 250.0
169_UCR_Anomaly_gait3 synthetic Integer 65000 1 0.009231 1 600 600.0 600 -4.669903e+02 1.031222e+03 no trend difference_stationary 250.0
170_UCR_Anomaly_gaitHunt1 synthetic Integer 64000 1 0.001719 1 110 110.0 110 -7.186655e+02 8.752621e+02 no trend difference_stationary 333.0
171_UCR_Anomaly_gaitHunt2 synthetic Integer 64000 1 0.010156 1 650 650.0 650 -7.198844e+02 8.748380e+02 no trend difference_stationary 333.0
172_UCR_Anomaly_gaitHunt3 synthetic Integer 64000 1 0.012500 1 800 800.0 800 -7.211591e+02 8.747059e+02 no trend difference_stationary 333.0
173_UCR_Anomaly_insectEPG1 synthetic Integer 10001 1 0.003000 1 30 30.0 30 4.998055e-02 2.003532e-01 no trend difference_stationary 26.0
174_UCR_Anomaly_insectEPG2 synthetic Integer 9998 1 0.002501 1 25 25.0 25 4.973513e-02 2.002587e-01 no trend difference_stationary 26.0
175_UCR_Anomaly_insectEPG3 synthetic Integer 9998 1 0.005001 1 50 50.0 50 5.005027e-02 2.003731e-01 no trend difference_stationary 26.0
176_UCR_Anomaly_insectEPG4 synthetic Integer 9998 1 0.005001 1 50 50.0 50 5.018901e-02 2.001747e-01 no trend difference_stationary 26.0
177_UCR_Anomaly_insectEPG5 synthetic Integer 10028 1 0.000100 1 1 1.0 1 4.930732e-02 2.005024e-01 no trend difference_stationary 26.0
178_UCR_Anomaly_ltstdbs30791AI synthetic Integer 56123 1 0.003564 1 200 200.0 200 -4.489781e-01 4.152408e+01 no trend difference_stationary 91.0
179_UCR_Anomaly_ltstdbs30791AS synthetic Integer 55000 1 0.003636 1 200 200.0 200 -1.049727e+00 3.830655e+01 no trend difference_stationary 111.0
180_UCR_Anomaly_ltstdbs30791ES synthetic Integer 55000 1 0.003636 1 200 200.0 200 2.253309e+00 5.064152e+01 no trend difference_stationary 125.0
181_UCR_Anomaly_park3m synthetic Integer 90000 1 0.003833 1 345 345.0 345 -1.154718e+02 8.971058e+02 no trend stationary 333.0
182_UCR_Anomaly_qtdbSel1005V synthetic Integer 36001 1 0.011111 1 400 400.0 400 -4.371734e+01 2.492053e+01 no trend stationary 40.0
183_UCR_Anomaly_qtdbSel100MLII synthetic Integer 30000 1 0.013333 1 400 400.0 400 -6.250000e+01 3.653527e+01 no trend stationary 42.0
184_UCR_Anomaly_resperation10 synthetic Integer 195000 1 0.006051 1 1180 1180.0 1180 -4.200493e+02 9.116085e+02 no trend difference_stationary 333.0
185_UCR_Anomaly_resperation11 synthetic Integer 195000 1 0.000005 1 1 1.0 1 -4.200736e+02 9.116241e+02 no trend difference_stationary 333.0
186_UCR_Anomaly_resperation1 synthetic Integer 200000 1 0.000760 1 152 152.0 152 -4.204606e+02 9.101359e+02 no trend difference_stationary 333.0
187_UCR_Anomaly_resperation2 synthetic Integer 200051 1 0.000000 0 0 0.0 0 -4.200535e+02 9.107789e+02 no trend difference_stationary 333.0
188_UCR_Anomaly_resperation2 synthetic Integer 190050 1 0.000005 1 1 1.0 1 -4.205175e+02 9.124224e+02 no trend difference_stationary 333.0
189_UCR_Anomaly_resperation3 synthetic Integer 190100 1 0.000005 1 1 1.0 1 -4.207447e+02 9.124106e+02 no trend difference_stationary 333.0
190_UCR_Anomaly_resperation4 synthetic Integer 195250 1 0.000005 1 1 1.0 1 -4.211688e+02 9.115651e+02 no trend difference_stationary 333.0
191_UCR_Anomaly_resperation9 synthetic Integer 195000 1 0.000513 1 100 100.0 100 -4.200544e+02 9.116369e+02 no trend difference_stationary 333.0
192_UCR_Anomaly_s20101mML2 synthetic Integer 40000 1 0.002500 1 100 100.0 100 -6.311250e+00 4.663725e+01 no trend difference_stationary 37.0
193_UCR_Anomaly_s20101m synthetic Integer 40000 1 0.002500 1 100 100.0 100 -1.413965e+01 4.025599e+01 no trend difference_stationary 77.0
194_UCR_Anomaly_sddb49 synthetic Integer 80000 1 0.003125 1 250 250.0 250 -2.895491e+01 1.902410e+02 no trend difference_stationary 16.0
195_UCR_Anomaly_sel840mECG1 synthetic Integer 60000 1 0.006167 1 370 370.0 370 -8.751483e+00 3.063604e+01 no trend difference_stationary 111.0
196_UCR_Anomaly_sel840mECG2 synthetic Integer 57001 1 0.006491 1 370 370.0 370 -1.550545e+01 2.489334e+01 no trend difference_stationary 166.0
197_UCR_Anomaly_tiltAPB1 synthetic Integer 130001 1 0.000515 1 67 67.0 67 4.033320e+03 8.988342e+02 no trend stationary 200.0
198_UCR_Anomaly_tiltAPB2 synthetic Integer 128767 1 0.006415 1 826 826.0 826 4.030316e+03 8.988289e+02 no trend stationary 200.0
199_UCR_Anomaly_tiltAPB3 synthetic Integer 129489 1 0.002857 1 370 370.0 370 4.031647e+03 8.980353e+02 no trend stationary 200.0
200_UCR_Anomaly_tiltAPB4 synthetic Integer 128001 1 0.000008 1 1 1.0 1 4.032183e+03 8.990357e+02 no trend stationary 200.0
201_UCR_Anomaly_CHARISfive synthetic Integer 41347 1 0.000363 1 15 15.0 15 8.838754e+03 1.846500e+03 no trend stationary 32.0
202_UCR_Anomaly_CHARISfive synthetic Integer 41790 1 0.000718 1 30 30.0 30 1.581599e+03 1.784991e+02 no trend stationary 32.0
203_UCR_Anomaly_CHARISfive synthetic Integer 41612 1 0.000793 1 33 33.0 33 -1.943353e+02 8.818687e+02 no trend difference_stationary 16.0
204_UCR_Anomaly_CHARISfive synthetic Integer 41999 1 0.001667 1 70 70.0 70 1.583501e+03 1.796659e+02 no trend stationary 32.0
205_UCR_Anomaly_CHARISfive synthetic Integer 39870 1 0.002257 1 90 90.0 90 1.566554e+03 1.657677e+02 no trend stationary 32.0
206_UCR_Anomaly_CHARISten synthetic Integer 42000 1 0.001429 1 60 60.0 60 7.953732e+03 3.062421e+03 no trend stationary 38.0
207_UCR_Anomaly_CHARISten synthetic Integer 39870 1 0.001505 1 60 60.0 60 1.375629e+03 2.601294e+02 no trend stationary 38.0
208_UCR_Anomaly_CHARISten synthetic Integer 40870 1 0.001468 1 60 60.0 60 1.797574e+02 1.249867e+03 no trend difference_stationary 13.0
209_UCR_Anomaly_Fantasia synthetic Integer 92000 1 0.003261 1 300 300.0 300 1.619199e+04 6.354638e+02 no trend stationary 48.0
210_UCR_Anomaly_Italianpowerdemand synthetic Integer 119819 1 0.000801 1 96 96.0 96 1.795051e+02 4.565127e+01 no trend stationary 200.0
211_UCR_Anomaly_Italianpowerdemand synthetic Integer 119580 1 0.000803 1 96 96.0 96 1.794756e+02 4.563364e+01 no trend stationary 200.0
212_UCR_Anomaly_Italianpowerdemand synthetic Integer 29931 1 0.000802 1 24 24.0 24 1.794839e+02 4.595145e+01 no trend stationary 24.0
213_UCR_Anomaly_STAFFIIIDatabase synthetic Integer 300000 1 0.001500 1 450 450.0 450 3.160983e+01 2.729106e+02 no trend stationary 250.0
214_UCR_Anomaly_STAFFIIIDatabase synthetic Integer 299690 1 0.002169 1 650 650.0 650 2.450871e+01 3.084527e+02 no trend stationary 15.0
215_UCR_Anomaly_STAFFIIIDatabase synthetic Integer 299990 1 0.002167 1 650 650.0 650 -6.379278e+01 3.355757e+02 no trend stationary 22.0
216_UCR_Anomaly_STAFFIIIDatabase synthetic Integer 299890 1 0.002167 1 650 650.0 650 -2.749417e+02 3.489302e+02 no trend stationary 77.0
217_UCR_Anomaly_STAFFIIIDatabase synthetic Integer 299690 1 0.002169 1 650 650.0 650 2.457767e+01 3.080622e+02 no trend stationary 15.0
218_UCR_Anomaly_STAFFIIIDatabase synthetic Integer 299940 1 0.002167 1 650 650.0 650 3.156598e+01 2.727514e+02 no trend stationary 250.0
219_UCR_Anomaly_STAFFIIIDatabase synthetic Integer 299840 1 0.000734 1 220 220.0 220 3.169269e+01 2.727520e+02 no trend stationary 250.0
220_UCR_Anomaly_STAFFIIIDatabase synthetic Integer 299790 1 0.002168 1 650 650.0 650 -1.467023e+02 1.400903e+02 no trend stationary 21.0
221_UCR_Anomaly_STAFFIIIDatabase synthetic Integer 298340 1 0.004089 1 1220 1220.0 1220 -6.361178e+01 3.357562e+02 no trend stationary 22.0
222_UCR_Anomaly_mit14046longtermecg synthetic Integer 211502 1 0.002364 1 500 500.0 500 -2.359306e-02 9.851578e-01 no trend difference_stationary NaN
223_UCR_Anomaly_mit14046longtermecg synthetic Integer 180386 1 0.002772 1 500 500.0 500 -1.264601e-02 4.381788e-01 no trend difference_stationary NaN
224_UCR_Anomaly_mit14046longtermecg synthetic Integer 199753 1 0.002503 1 500 500.0 500 -2.346913e-02 9.879722e-01 no trend difference_stationary NaN
225_UCR_Anomaly_mit14046longtermecg synthetic Integer 199999 1 0.001500 1 300 300.0 300 -1.270366e-02 4.332447e-01 no trend difference_stationary NaN
226_UCR_Anomaly_mit14046longtermecg synthetic Integer 190001 1 0.001579 1 300 300.0 300 -1.239715e-02 4.446620e-01 no trend difference_stationary NaN
227_UCR_Anomaly_mit14134longtermecg synthetic Integer 59302 1 0.001686 1 100 100.0 100 -1.691494e-02 5.433945e-01 no trend difference_stationary NaN
228_UCR_Anomaly_mit14134longtermecg synthetic Integer 59000 1 0.000339 1 20 20.0 20 -1.223068e-02 3.001923e-01 no trend difference_stationary NaN
229_UCR_Anomaly_mit14134longtermecg synthetic Integer 59000 1 0.000169 1 10 10.0 10 -1.203237e-02 3.333222e-01 no trend difference_stationary NaN
230_UCR_Anomaly_mit14134longtermecg synthetic Integer 59000 1 0.001695 1 100 100.0 100 -1.246746e-02 5.115364e-01 no trend difference_stationary 55.0
231_UCR_Anomaly_mit14134longtermecg synthetic Integer 59000 1 0.004407 1 260 260.0 260 -1.728976e-02 5.111336e-01 no trend difference_stationary NaN
232_UCR_Anomaly_mit14134longtermecg synthetic Integer 59000 1 0.004407 1 260 260.0 260 -1.708173e-02 5.107568e-01 no trend difference_stationary NaN
233_UCR_Anomaly_mit14157longtermecg synthetic Integer 92710 1 0.000011 1 1 1.0 1 -1.731573e-02 5.530038e-01 no trend difference_stationary NaN
234_UCR_Anomaly_mit14157longtermecg synthetic Integer 98710 1 0.000010 1 1 1.0 1 -1.707311e-02 5.650686e-01 no trend difference_stationary NaN
235_UCR_Anomaly_mit14157longtermecg synthetic Integer 97300 1 0.000010 1 1 1.0 1 -1.713827e-02 5.591132e-01 no trend difference_stationary NaN
236_UCR_Anomaly_mit14157longtermecg synthetic Integer 97000 1 0.000412 1 40 40.0 40 -1.764555e-02 5.628172e-01 no trend difference_stationary NaN
237_UCR_Anomaly_mit14157longtermecg synthetic Integer 97000 1 0.008351 1 810 810.0 810 -1.700651e-02 5.699140e-01 no trend difference_stationary NaN
238_UCR_Anomaly_mit14157longtermecg synthetic Integer 99000 1 0.001818 1 180 180.0 180 -1.633118e-02 4.471754e-01 no trend not_stationary NaN
239_UCR_Anomaly_taichidbS0715Master synthetic Integer 897667 1 0.000071 1 64 64.0 64 -1.074259e+03 1.472725e+03 no trend not_stationary 5.0
240_UCR_Anomaly_taichidbS0715Master synthetic Integer 900000 1 0.000111 1 100 100.0 100 -1.073752e+03 1.472993e+03 no trend not_stationary 5.0
241_UCR_Anomaly_taichidbS0715Master* synthetic Integer 900000 1 0.001889 1 1700 1700.0 1700 -9.602913e+02 1.564063e+03 no trend not_stationary 4.0
242_UCR_Anomaly_tilt12744mtable synthetic Integer 286667 1 0.000907 1 260 260.0 260 4.143042e+03 8.944401e+02 no trend not_stationary 12.0
243_UCR_Anomaly_tilt12744mtable synthetic Integer 250001 1 0.000180 1 45 45.0 45 4.136061e+03 8.971934e+02 no trend not_stationary 4.0
244_UCR_Anomaly_tilt12754table synthetic Integer 300262 1 0.000866 1 260 260.0 260 5.487714e+03 1.110975e+03 no trend not_stationary 250.0
245_UCR_Anomaly_tilt12754table synthetic Integer 298747 1 0.000904 1 270 270.0 270 5.487379e+03 1.111356e+03 no trend not_stationary 250.0
246_UCR_Anomaly_tilt12755mtable synthetic Integer 299867 1 0.000900 1 270 270.0 270 5.041728e+03 8.893237e+02 no trend not_stationary 4.0
247_UCR_Anomaly_tilt12755mtable synthetic Integer 200000 1 0.000400 1 80 80.0 80 4.978536e+03 8.767776e+02 no trend not_stationary 4.0
248_UCR_Anomaly_weallwalk synthetic Integer 8432 1 0.000593 1 5 5.0 5 -1.185222e+00 3.987407e-01 no trend not_stationary NaN
249_UCR_Anomaly_weallwalk synthetic Integer 10524 1 0.002851 1 30 30.0 30 -1.185866e+00 3.926848e-01 no trend not_stationary NaN
250_UCR_Anomaly_weallwalk synthetic Integer 10468 1 0.000573 1 6 6.0 6 -1.185361e+00 3.943779e-01 no trend not_stationary NaN
Kitsune multivariate unsupervised active_wiretap* real Integer 2278689 115 0.405152 47739 1 3.0 269 1.200429e+12 1.001069e+14 NaN NaN NaN
arp_mitm* real Integer 2504267 115 0.457328 49867 1 3.0 300 2.315608e+12 1.577723e+14 NaN NaN NaN
fuzzing* real Integer 2244139 115 0.192850 42362 1 1.0 130 1.131044e+12 8.808412e+13 NaN NaN NaN
mirai* real Integer 764137 116 0.000000 764137 1 1.0 1 5.058498e+13 6.358642e+14 NaN NaN NaN
os_scan* real Integer 1697851 115 0.038696 34069 1 2.0 18 2.254523e+12 1.247966e+14 NaN NaN NaN
ssdp_flood* real Integer 4077266 115 0.353081 10324 1 9.0 1800 1.143492e+12 1.035433e+14 NaN NaN NaN
ssl_renegotiation* real Integer 2207571 115 0.041970 29299 1 2.0 66 2.213702e+12 1.386831e+14 NaN NaN NaN
syn_dos* real Integer 2771276 115 0.002540 1113 1 5.0 118 5.086929e+12 2.405086e+14 NaN NaN NaN
video_injection* real Integer 2472401 115 0.041457 17141 1 1.0 146 1.411343e+12 1.063365e+14 NaN NaN NaN
LTDB multivariate unsupervised 14046* real Timestamp 10828800 2 0.100648 8692 95 119.0 687 -1.684947e-02 6.235939e-01 NaN NaN NaN
14134* real Timestamp 6420480 2 0.266717 10847 125 156.0 374 -1.491884e-02 4.704613e-01 NaN NaN 31.0
14149* real Timestamp 10997760 2 0.001801 226 71 72.0 352 -6.536091e-02 1.978132e-01 NaN NaN NaN
14157* real Timestamp 9454080 2 0.065399 4194 107 136.0 531 -1.509687e-02 6.806298e-01 NaN NaN 50.0
14172* real Timestamp 9753600 2 0.149414 7414 159 202.0 2048 -1.519201e-02 3.313375e-01 NaN NaN NaN
14184* real Timestamp 10252800 2 0.270398 18729 103 132.0 532 -1.514804e-02 4.403287e-01 NaN NaN NaN
15814* real Timestamp 10237440 3 0.131663 11028 99 116.0 400 -2.670255e-02 2.956460e-01 NaN NaN NaN
MGAB univariate unsupervised 1 synthetic Timestamp 100000 1 0.002000 10 20 20.0 20 9.610252e-01 3.194435e-01 no trend difference_stationary NaN
10 synthetic Timestamp 100000 1 0.002000 10 20 20.0 20 9.607295e-01 3.192501e-01 no trend difference_stationary NaN
2 synthetic Timestamp 100000 1 0.002000 10 20 20.0 20 9.608483e-01 3.194219e-01 no trend difference_stationary NaN
3 synthetic Timestamp 100000 1 0.002000 10 20 20.0 20 9.607727e-01 3.192035e-01 no trend difference_stationary NaN
4 synthetic Timestamp 100000 1 0.002000 10 20 20.0 20 9.610073e-01 3.194968e-01 no trend difference_stationary NaN
5 synthetic Timestamp 100000 1 0.002000 10 20 20.0 20 9.609191e-01 3.194987e-01 no trend difference_stationary NaN
6 synthetic Timestamp 100000 1 0.002000 10 20 20.0 20 9.609506e-01 3.192500e-01 no trend difference_stationary NaN
7 synthetic Timestamp 100000 1 0.002000 10 20 20.0 20 9.605143e-01 3.192861e-01 no trend difference_stationary NaN
8 synthetic Timestamp 100000 1 0.002000 10 20 20.0 20 9.608400e-01 3.192298e-01 no trend difference_stationary NaN
9 synthetic Timestamp 100000 1 0.002000 10 20 20.0 20 9.605041e-01 3.190306e-01 no trend difference_stationary NaN
MITDB multivariate unsupervised 100* real Timestamp 650000 2 0.018306 34 318 349.0 408 -2.486667e-01 1.707065e-01 no trend stationary NaN
101* real Timestamp 650000 2 0.004702 7 353 415.0 671 -1.811682e-01 1.552857e-01 no trend difference_stationary NaN
102* real Timestamp 650000 2 0.027860 27 297 586.0 2693 -1.166355e-01 6.669990e-01 no trend stationary 83.0
103 real Timestamp 650000 2 0.001180 2 364 383.0 403 -9.220744e-02 5.044746e-01 no trend difference_stationary 11.0
104* real Timestamp 650000 2 0.313732 226 291 624.0 12579 -7.674043e-02 2.263447e-01 no trend difference_stationary NaN
105* real Timestamp 650000 2 0.035431 73 253 330.0 556 -7.211835e-02 3.422360e-01 no trend difference_stationary 3.0
106* real Timestamp 650000 2 0.307388 423 345 447.0 878 -8.114099e-02 2.527290e-01 no trend stationary NaN
107* real Timestamp 650000 2 0.028151 59 307 307.0 341 -6.905480e-02 7.347775e-01 no trend difference_stationary 171.0
108* real Timestamp 650000 2 0.022652 30 371 496.0 987 -6.057256e-02 4.029096e-01 no trend difference_stationary 44.0
109* real Timestamp 650000 2 0.018595 40 257 305.0 332 -6.143222e-02 4.155891e-01 no trend difference_stationary NaN
111 real Timestamp 650000 2 0.000569 1 370 370.0 370 -4.360464e-02 2.815722e-01 no trend difference_stationary NaN
112* real Timestamp 650000 2 0.000991 2 296 322.0 348 -7.285272e-01 1.656138e-01 no trend stationary 12.0
113* real Timestamp 650000 2 0.003565 6 365 381.0 420 -4.124350e-02 2.807380e-01 no trend difference_stationary 12.0
114* real Timestamp 650000 2 0.042575 52 341 517.0 1772 -4.332317e-02 2.733954e-01 no trend difference_stationary NaN
115 real Timestamp 650000 2 0.002692 5 329 329.0 434 -3.485987e-01 3.041380e-01 no trend difference_stationary 37.0
116* real Timestamp 650000 2 0.060089 108 281 359.0 525 -8.489363e-01 4.469902e-01 no trend difference_stationary 31.0
117 real Timestamp 650000 2 0.000654 1 425 425.0 425 -6.729024e-01 2.700416e-01 no trend stationary 14.0
118* real Timestamp 650000 2 0.061069 118 257 318.0 670 -6.865548e-01 3.886864e-01 no trend difference_stationary 16.0
119* real Timestamp 650000 2 0.319363 444 325 473.0 531 -6.933854e-01 4.579998e-01 no trend difference_stationary 6.0
121* real Timestamp 650000 2 0.001512 2 457 491.0 526 -6.987905e-01 2.878411e-01 no trend difference_stationary 58.0
122* real Timestamp 650000 2 0.000715 1 465 465.0 465 -6.635332e-01 2.504046e-01 no trend stationary NaN
123* real Timestamp 650000 2 0.001998 3 433 433.0 433 -6.492144e-01 2.373632e-01 no trend stationary NaN
124* real Timestamp 650000 2 0.054162 21 425 548.0 18610 -6.800359e-01 3.616531e-01 no trend difference_stationary 45.0
200* real Timestamp 650000 2 0.400403 797 243 307.0 992 -2.109597e-02 4.374166e-01 no trend difference_stationary 3.0
201* real Timestamp 650000 2 0.276797 329 88 543.0 2345 -1.570433e-01 1.853243e-01 no trend stationary NaN
202* real Timestamp 650000 2 0.045774 59 323 490.0 1393 -6.060507e-02 2.390495e-01 no trend difference_stationary NaN
203* real Timestamp 650000 2 0.165489 341 233 274.0 1466 -7.233753e-02 3.635889e-01 no trend difference_stationary 3.0
205* real Timestamp 650000 2 0.030242 42 243 331.0 3151 -3.671413e-01 1.511234e-01 no trend stationary NaN
207* real Timestamp 650000 2 0.242798 105 337 494.0 74835 -5.431136e-02 3.312766e-01 no trend difference_stationary 24.0
208* real Timestamp 650000 2 0.507734 897 209 399.0 805 -5.496497e-02 3.972393e-01 no trend difference_stationary NaN
209* real Timestamp 650000 2 0.107295 139 227 256.0 10326 -5.328785e-02 1.842753e-01 no trend difference_stationary NaN
210* real Timestamp 650000 2 0.096975 196 249 289.0 1616 -4.075114e-02 1.975501e-01 no trend difference_stationary NaN
212* real Timestamp 650000 2 0.000365 1 237 237.0 237 -3.365204e-02 3.515605e-01 no trend difference_stationary NaN
213* real Timestamp 650000 2 0.196455 589 201 205.0 1016 -1.625836e-01 6.866776e-01 no trend stationary 134.0
214* real Timestamp 650000 2 0.163128 250 285 418.0 846 -3.605497e-02 4.546673e-01 no trend difference_stationary 100.0
215* real Timestamp 650000 2 0.058880 144 193 241.0 612 -2.453222e-02 2.234933e-01 no trend stationary 34.0
217* real Timestamp 650000 2 0.194138 224 301 338.0 2631 -6.436862e-02 4.745675e-01 no trend difference_stationary 125.0
219* real Timestamp 650000 2 0.102588 199 187 339.0 432 -5.491827e-01 5.245186e-01 no trend difference_stationary 30.0
220* real Timestamp 650000 2 0.041729 60 323 378.0 820 -4.674994e-01 2.135957e-01 no trend stationary NaN
221* real Timestamp 650000 2 0.201805 389 257 324.0 702 -4.357982e-02 2.438792e-01 no trend stationary NaN
222* real Timestamp 650000 2 0.219400 165 271 410.0 9276 -3.910510e-02 1.880128e-01 no trend difference_stationary NaN
223* real Timestamp 650000 2 0.241572 344 253 318.0 19847 -4.043397e-01 4.794867e-01 no trend difference_stationary 34.0
228* real Timestamp 650000 2 0.243332 373 315 414.0 958 -6.989147e-02 4.227188e-01 no trend difference_stationary 7.0
230* real Timestamp 650000 2 0.000883 2 287 287.0 287 -7.554264e-02 3.232201e-01 no trend difference_stationary NaN
231* real Timestamp 650000 2 0.001611 2 505 523.0 542 -1.517440e-02 2.336480e-01 no trend stationary NaN
232* real Timestamp 650000 2 0.778137 276 505 1454.0 9876 -5.494025e-02 1.689849e-01 no trend stationary NaN
233* real Timestamp 650000 2 0.343368 775 213 276.0 688 -4.551754e-02 5.052099e-01 no trend difference_stationary NaN
234* real Timestamp 650000 2 0.015840 4 306 318.0 9353 -5.593183e-02 2.405191e-01 no trend difference_stationary NaN
Metro multivariate unsupervised metro-traffic-volume* real Timestamp 48204 5 0.001265 53 1 1.0 3 7.181442e+02 4.168024e+02 no trend difference_stationary NaN
NAB univariate unsupervised TravelTime_387 real Timestamp 2500 1 0.099600 3 83 83.0 83 3.250936e+02 3.995551e+02 no trend difference_stationary 3.0
TravelTime_451 real Timestamp 2162 1 0.100370 1 217 217.0 217 3.272216e+02 4.447439e+02 no trend stationary NaN
Twitter_volume_AAPL real Timestamp 15902 1 0.099862 4 397 397.0 397 8.555232e+01 3.210507e+02 no trend difference_stationary 3.0
Twitter_volume_AMZN real Timestamp 15831 1 0.099804 4 395 395.0 395 5.329847e+01 3.055315e+01 no trend difference_stationary 21.0
Twitter_volume_CRM real Timestamp 15902 1 0.100176 3 531 531.0 531 3.349327e+00 4.605324e+00 no trend difference_stationary 36.0
Twitter_volume_CVS real Timestamp 15853 1 0.096259 3 397 397.0 732 3.596165e-01 1.093613e+00 no trend difference_stationary 21.0
Twitter_volume_FB real Timestamp 15833 1 0.099918 2 791 791.0 791 1.781128e+01 1.974006e+01 no trend difference_stationary 17.0
Twitter_volume_GOOG real Timestamp 15842 1 0.090393 3 397 397.0 638 2.073640e+01 1.856463e+01 no trend difference_stationary 11.0
Twitter_volume_IBM real Timestamp 15893 1 0.100044 2 795 795.0 795 4.390235e+00 5.501389e+00 no trend stationary 27.0
Twitter_volume_KO real Timestamp 15851 1 0.100120 3 529 529.0 529 1.139726e+01 2.480438e+01 no trend stationary 12.0
Twitter_volume_PFE real Timestamp 15858 1 0.100139 4 397 397.0 397 8.665658e-01 1.462004e+00 no trend difference_stationary 23.0
Twitter_volume_UPS real Timestamp 15866 1 0.099899 5 317 317.0 317 5.456322e+00 2.157428e+01 no trend stationary 24.0
ambient_temperature_system_failure real Timestamp 7267 1 0.099904 2 363 363.0 363 7.124243e+01 4.247509e+00 no trend stationary 24.0
art_daily_flatmiddle synthetic Timestamp 4032 1 0.099950 1 403 403.0 403 1.898114e+01 4.537417e+01 no trend difference_stationary 14.0
art_daily_jumpsdown synthetic Timestamp 4032 1 0.099950 1 403 403.0 403 4.150977e+01 2.751203e+01 no trend difference_stationary 13.0
art_daily_jumpsup synthetic Timestamp 4032 1 0.099950 1 403 403.0 403 4.449425e+01 3.243247e+01 no trend difference_stationary 6.0
art_daily_no_noise synthetic Timestamp 4032 1 0.000000 0 0 0.0 0 4.249996e+01 2.795435e+01 no trend difference_stationary 13.0
art_daily_nojump synthetic Timestamp 4032 1 0.099950 1 403 403.0 403 4.081830e+01 2.764068e+01 no trend difference_stationary 13.0
art_daily_perfect_square_wave synthetic Timestamp 4032 1 0.000000 0 0 0.0 0 4.250000e+01 2.905098e+01 no trend difference_stationary NaN
art_daily_small_noise synthetic Timestamp 4032 1 0.000000 0 0 0.0 0 4.243835e+01 2.807712e+01 no trend difference_stationary 13.0
art_flatline synthetic Timestamp 4032 1 0.000000 0 0 0.0 0 4.500000e+01 0.000000e+00 kubic trend not_stationary NaN
art_increase_spike_density synthetic Timestamp 4032 1 0.099950 1 403 403.0 403 4.216270e-01 2.873468e+00 no trend difference_stationary 62.0
art_load_balancer_spikes synthetic Timestamp 4032 1 0.099950 1 403 403.0 403 1.075717e-01 4.422655e-01 no trend stationary NaN
art_noisy synthetic Timestamp 4032 1 0.000000 0 0 0.0 0 1.348985e+01 3.153438e+00 no trend difference_stationary NaN
cpu_utilization_asg_misconfiguration real Timestamp 18050 1 0.083047 1 1499 1499.0 1499 3.828276e+01 1.563929e+01 no trend stationary 12.0
ec2_cpu_utilization_24ae8d real Timestamp 4032 1 0.099702 2 201 201.0 201 1.263031e-01 9.481285e-02 no trend difference_stationary NaN
ec2_cpu_utilization_53ea38 real Timestamp 4032 1 0.099702 2 201 201.0 201 1.829555e+00 1.014579e-01 no trend stationary NaN
ec2_cpu_utilization_5f5533 real Timestamp 4032 1 0.099702 2 201 201.0 201 4.311037e+01 4.303565e+00 no trend trend_stationary 3.0
ec2_cpu_utilization_77c1ca real Timestamp 4032 1 0.099950 1 403 403.0 403 1.051818e+01 2.692863e+01 no trend difference_stationary 18.0
ec2_cpu_utilization_825cc2 real Timestamp 4032 1 0.085069 1 343 343.0 343 8.979126e+01 1.207871e+01 no trend difference_stationary 23.0
ec2_cpu_utilization_ac20cd real Timestamp 4032 1 0.099950 1 403 403.0 403 4.098509e+01 2.192116e+01 kubic trend trend_stationary 3.0
ec2_cpu_utilization_c6585a real Timestamp 4032 1 0.000000 0 0 0.0 0 8.694841e-02 8.521157e-02 no trend difference_stationary NaN
ec2_cpu_utilization_fe7f93 real Timestamp 4032 1 0.100446 3 135 135.0 135 5.778964e+00 1.181169e+01 no trend difference_stationary 16.0
ec2_disk_write_bytes_1ef3de real Timestamp 4730 1 0.100000 1 473 473.0 473 6.581561e+06 4.038568e+07 no trend stationary 10.0
ec2_disk_write_bytes_c0d644 real Timestamp 4032 1 0.100446 3 135 135.0 135 1.733127e+07 7.969664e+07 no trend difference_stationary 10.0
ec2_network_in_257a54 real Timestamp 4032 1 0.099950 1 403 403.0 403 5.708099e+05 4.607793e+06 no trend stationary 42.0
ec2_network_in_5abac7 real Timestamp 4730 1 0.100211 2 237 237.0 237 1.187146e+05 7.757187e+05 no trend difference_stationary 10.0
ec2_request_latency_system_failure real Timestamp 4032 1 0.085813 3 76 135.0 135 4.515587e+01 2.287089e+00 no trend stationary 3.0
elb_request_count_8c0756 real Timestamp 4032 1 0.099702 2 201 201.0 201 6.183705e+01 5.666470e+01 no trend difference_stationary 30.0
exchange-2_cpc_results* real Timestamp 1624 1 0.100369 1 163 163.0 163 1.018226e-01 3.372863e-02 no trend trend_stationary NaN
exchange-2_cpm_results real Timestamp 1624 1 0.099754 2 81 81.0 81 3.365225e-01 1.621870e-01 no trend stationary NaN
exchange-3_cpc_results real Timestamp 1538 1 0.099480 3 51 51.0 51 1.372593e-01 7.567100e-02 no trend stationary NaN
exchange-3_cpm_results real Timestamp 1538 1 0.099480 1 153 153.0 153 7.727901e-01 3.370805e-01 no trend trend_stationary NaN
exchange-4_cpc_results real Timestamp 1643 1 0.100426 3 55 55.0 55 8.643916e-02 1.289774e-01 no trend stationary NaN
exchange-4_cpm_results real Timestamp 1643 1 0.099817 4 41 41.0 41 5.338304e-01 7.470215e-01 no trend difference_stationary NaN
grok_asg_anomaly real Timestamp 4621 1 0.100628 3 155 155.0 155 2.768472e+01 1.314479e+01 kubic trend trend_stationary 23.0
iio_us-east-1_i-a2eb1cd9_NetworkIn real Timestamp 1243 1 0.101368 2 63 63.0 63 4.615222e+06 4.534242e+06 no trend difference_stationary NaN
machine_temperature_system_failure real Timestamp 22695 1 0.099934 4 567 567.0 567 8.592650e+01 1.374691e+01 no trend stationary 8.0
nyc_taxi real Timestamp 10320 1 0.100291 5 207 207.0 207 1.513757e+04 6.939496e+03 no trend difference_stationary 48.0
occupancy_6005 real Timestamp 2380 1 0.100420 1 239 239.0 239 4.495147e+00 3.404555e+00 no trend difference_stationary 125.0
occupancy_t4013 real Timestamp 2500 1 0.100000 2 125 125.0 125 7.242640e+00 4.372321e+00 no trend difference_stationary 6.0
rds_cpu_utilization_cc0c53 real Timestamp 4032 1 0.099702 2 201 201.0 201 8.112209e+00 3.652528e+00 kubic trend trend_stationary NaN
rds_cpu_utilization_e47b3b real Timestamp 4032 1 0.099702 2 201 201.0 201 1.893487e+01 5.605191e+00 no trend trend_stationary NaN
rogue_agent_key_hold real Timestamp 1882 1 0.100956 2 95 95.0 95 3.957771e-02 5.654533e-02 no trend stationary NaN
rogue_agent_key_updown* real Timestamp 5315 1 0.099718 2 265 265.0 265 4.882717e-01 5.370738e+00 no trend difference_stationary 2.0
speed_6005 real Timestamp 2500 1 0.095600 1 239 239.0 239 8.190680e+01 8.746606e+00 no trend stationary 5.0
speed_7578 real Timestamp 1127 1 0.102928 4 29 29.0 29 6.404880e+01 9.236979e+00 no trend stationary 45.0
speed_t4013 real Timestamp 2495 1 0.100200 2 125 125.0 125 6.293427e+01 5.192649e+00 no trend stationary 6.0
NASA-MSL univariate semi-supervised C-1* real Integer 2264 1 0.137809 2 111 156.0 201 -5.964937e-01 4.222298e-01 no trend difference_stationary NaN
C-2 real Integer 2051 1 0.066797 2 36 68.0 101 -5.278686e-01 4.693269e-01 no trend difference_stationary NaN
D-14 real Integer 2625 1 0.084571 2 21 111.0 201 -8.594830e-01 5.092497e-01 no trend stationary 8.0
D-15* real Integer 2158 1 0.297034 1 641 641.0 641 7.677027e-01 6.649387e-01 no trend stationary NaN
D-16* real Integer 2191 1 0.297125 1 651 651.0 651 -5.112820e-01 5.502572e-01 no trend trend_stationary 4.0
F-4 real Integer 3422 1 0.020748 1 71 71.0 71 -3.309282e-01 5.722060e-01 no trend stationary NaN
F-5 real Integer 3922 1 0.038501 1 151 151.0 151 -6.168189e-02 1.125612e+00 no trend stationary NaN
F-7 real Integer 5054 1 0.083696 3 101 121.0 201 -5.533948e-01 6.585737e-01 no trend difference_stationary NaN
F-8* real Integer 2487 1 0.215923 1 537 537.0 537 -8.729218e-01 3.808611e-01 no trend difference_stationary NaN
M-1* real Integer 2277 1 0.501098 1 1141 1141.0 1141 5.678909e-01 8.064461e-01 no trend stationary 48.0
M-2* real Integer 2277 1 0.501098 1 1141 1141.0 1141 -1.072940e-01 8.647749e-01 no trend stationary 43.0
M-3* real Integer 2127 1 0.118007 1 251 251.0 251 4.413817e-01 7.166549e-01 no trend difference_stationary 16.0
M-4* real Integer 2038 1 0.123160 1 251 251.0 251 4.812058e-01 6.574729e-01 no trend difference_stationary 6.0
M-5* real Integer 2303 1 0.130699 1 301 301.0 301 -5.007411e-01 6.514603e-01 no trend difference_stationary NaN
M-6 real Integer 2049 1 0.088336 1 181 181.0 181 1.192726e+01 3.759478e+01 kubic trend trend_stationary NaN
M-7 real Integer 2156 1 0.046846 1 101 101.0 101 -9.499620e-01 3.060240e-01 no trend difference_stationary NaN
P-10 real Integer 6100 1 0.021475 1 131 131.0 131 5.950357e-01 7.157911e-01 kubic trend trend_stationary 12.0
P-11 real Integer 3535 1 0.064498 2 107 114.0 121 8.112596e-01 1.454766e-01 no trend difference_stationary NaN
P-14 real Integer 6100 1 0.029672 1 181 181.0 181 5.950357e-01 7.157911e-01 kubic trend trend_stationary 12.0
P-15 real Integer 2856 1 0.007353 1 21 21.0 21 -6.226864e-02 9.309936e-01 kubic trend trend_stationary NaN
S-2 real Integer 1827 1 0.006021 1 11 11.0 11 -9.967159e-01 8.099969e-02 no trend difference_stationary NaN
T-12 real Integer 2430 1 0.049794 1 121 121.0 121 -6.885710e-02 4.346729e-01 no trend difference_stationary NaN
T-13* real Integer 2430 1 0.103704 2 101 126.0 151 6.727010e-02 6.447743e-01 kubic trend trend_stationary NaN
T-4 real Integer 2217 1 0.031123 1 69 69.0 69 -5.755525e-01 4.980082e-01 no trend difference_stationary NaN
T-5 real Integer 2218 1 0.011722 1 26 26.0 26 -9.957491e-01 9.010778e-02 no trend difference_stationary NaN
T-8 real Integer 1519 1 0.067149 2 41 51.0 61 -9.682776e-01 2.462228e-01 no trend difference_stationary NaN
T-9* real Integer 1096 1 0.102190 2 31 56.0 81 6.478932e-01 2.551283e-01 no trend difference_stationary NaN
NASA-SMAP univariate semi-supervised A-1 real Integer 8640 1 0.009838 1 85 85.0 85 9.997685e-01 2.151657e-02 no trend difference_stationary NaN
A-2 real Integer 7914 1 0.014026 1 111 111.0 111 -7.089616e-02 4.950362e-01 no trend difference_stationary 83.0
A-3 real Integer 8205 1 0.022669 1 186 186.0 186 -7.043884e-04 4.309045e-01 no trend stationary 91.0
A-4 real Integer 8080 1 0.013738 1 111 111.0 111 1.061054e-01 3.172602e-01 no trend stationary 91.0
A-5 real Integer 4693 1 0.010867 1 51 51.0 51 -3.831777e-01 7.368440e-01 kubic trend trend_stationary 20.0
A-6 real Integer 4453 1 0.009207 1 41 41.0 41 -2.307776e-01 1.620667e-01 linear trend trend_stationary NaN
A-7* real Integer 8631 1 0.278183 1 2401 2401.0 2401 -3.389548e-01 3.982989e-01 no trend stationary NaN
A-8* real Integer 8375 1 0.454448 1 3806 3806.0 3806 -5.840737e-01 3.766226e-01 no trend stationary NaN
A-9* real Integer 8434 1 0.458264 1 3865 3865.0 3865 -4.776913e-01 4.234551e-01 quadratic trend stationary NaN
B-1 real Integer 8044 1 0.008826 1 71 71.0 71 -2.623073e-01 9.650444e-01 kubic trend trend_stationary NaN
D-1* real Integer 8509 1 0.383006 1 3259 3259.0 3259 -3.094433e-01 5.712411e-01 kubic trend trend_stationary 6.0
D-11 real Integer 7431 1 0.008209 1 61 61.0 61 -1.223915e-01 8.652475e-01 kubic trend trend_stationary NaN
D-12* real Integer 7918 1 0.346047 1 2740 2740.0 2740 -6.841956e-01 5.558237e-01 kubic trend trend_stationary 11.0
D-13 real Integer 7663 1 0.021010 1 161 161.0 161 -3.407282e-01 9.340606e-01 kubic trend trend_stationary 3.0
D-2* real Integer 8595 1 0.490750 1 4218 4218.0 4218 -1.146015e-01 9.934693e-01 kubic trend trend_stationary NaN
D-3* real Integer 8640 1 0.379167 1 3276 3276.0 3276 -5.606621e-01 6.259103e-01 kubic trend trend_stationary NaN
D-4* real Integer 8473 1 0.383335 1 3248 3248.0 3248 -5.772142e-01 6.192659e-01 kubic trend trend_stationary NaN
D-5 real Integer 7628 1 0.006686 1 51 51.0 51 -9.968128e-01 4.576707e-02 no trend difference_stationary NaN
D-6 real Integer 7884 1 0.010274 1 81 81.0 81 -9.968836e-01 3.899423e-02 no trend difference_stationary NaN
D-7* real Integer 7642 1 0.353572 1 2702 2702.0 2702 -6.299725e-01 6.153005e-01 kubic trend trend_stationary NaN
D-8 real Integer 7874 1 0.006477 1 51 51.0 51 -9.997460e-01 2.253888e-02 no trend difference_stationary NaN
D-9* real Integer 7406 1 0.156090 1 1156 1156.0 1156 -7.531731e-01 6.578668e-01 kubic trend trend_stationary 13.0
E-1 real Integer 8516 1 0.059652 2 31 254.0 477 -5.744481e-01 8.045039e-01 no trend difference_stationary 50.0
E-10 real Integer 8505 1 0.037860 2 51 161.0 271 -5.559363e-01 8.302519e-01 no trend difference_stationary 48.0
E-11 real Integer 8514 1 0.034649 2 51 147.0 244 -5.598416e-01 8.237998e-01 no trend difference_stationary 48.0
E-12 real Integer 8512 1 0.068492 2 51 291.0 532 -6.044737e-01 7.933140e-01 no trend difference_stationary 50.0
E-13 real Integer 8640 1 0.030556 3 41 102.0 121 -6.032981e-01 5.699272e-01 no trend difference_stationary NaN
E-2* real Integer 8532 1 0.163854 1 1398 1398.0 1398 -3.243989e-01 3.849642e-01 no trend stationary 48.0
E-3* real Integer 8307 1 0.386782 1 3213 3213.0 3213 4.951557e-01 5.459029e-01 no trend trend_stationary NaN
E-4* real Integer 8354 1 0.336605 1 2812 2812.0 2812 -1.757643e-01 3.336093e-01 no trend stationary NaN
E-5 real Integer 8294 1 0.038703 1 321 321.0 321 -7.980468e-01 4.020819e-01 no trend difference_stationary NaN
E-6 real Integer 8300 1 0.007952 1 66 66.0 66 9.901147e-01 7.577783e-02 no trend difference_stationary NaN
E-7 real Integer 8310 1 0.033815 1 281 281.0 281 -9.645407e-01 1.042489e-01 no trend difference_stationary NaN
E-8 real Integer 8532 1 0.073019 1 623 623.0 623 -3.065930e-01 3.235534e-01 no trend stationary 55.0
E-9 real Integer 8302 1 0.042279 1 351 351.0 351 -2.576331e-01 2.622222e-01 no trend stationary NaN
F-1 real Integer 8584 1 0.011766 1 101 101.0 101 -2.275606e-01 2.135061e-01 no trend difference_stationary NaN
F-2* real Integer 8626 1 0.342801 1 2957 2957.0 2957 -5.134297e-01 1.233968e-01 no trend stationary NaN
F-3 real Integer 8376 1 0.004895 1 41 41.0 41 -1.041956e-02 5.834367e-01 kubic trend trend_stationary NaN
G-1 real Integer 8469 1 0.014287 1 121 121.0 121 8.449499e-02 5.001876e-01 kubic trend trend_stationary NaN
G-2 real Integer 7361 1 0.005570 1 41 41.0 41 -9.997283e-01 2.331104e-02 no trend difference_stationary NaN
G-3 real Integer 7907 1 0.006450 1 51 51.0 51 9.996965e-01 2.293666e-02 no trend difference_stationary NaN
G-4 real Integer 7632 1 0.004062 1 31 31.0 31 9.943947e-01 3.344502e-02 no trend difference_stationary NaN
G-6 real Integer 8640 1 0.011690 1 101 101.0 101 1.911636e-01 7.803497e-01 kubic trend trend_stationary NaN
G-7 real Integer 8029 1 0.033379 3 51 101.0 116 9.761365e-01 1.739613e-01 no trend difference_stationary NaN
P-1 real Integer 8505 1 0.088301 3 201 241.0 309 -4.090492e-01 4.056831e-01 no trend difference_stationary NaN
P-2* real Integer 8209 1 0.136557 1 1121 1121.0 1121 -8.273452e-01 3.487869e-01 no trend stationary 18.0
P-3* real Integer 8493 1 0.157306 1 1336 1336.0 1336 -1.038771e-01 1.535417e-01 no trend stationary NaN
P-4 real Integer 7783 1 0.056919 3 111 131.0 201 -9.961454e-01 8.772252e-02 no trend difference_stationary NaN
P-7* real Integer 8071 1 0.204560 1 1651 1651.0 1651 4.449753e-02 2.445207e-01 no trend stationary NaN
R-1 real Integer 7244 1 0.011182 1 81 81.0 81 9.997239e-01 2.349853e-02 no trend difference_stationary NaN
S-1 real Integer 7331 1 0.061110 1 448 448.0 448 -1.567892e-01 4.613897e-01 no trend stationary NaN
T-1* real Integer 8612 1 0.178356 2 36 768.0 1500 4.852973e-01 5.726144e-01 no trend difference_stationary 77.0
T-2* real Integer 8625 1 0.206957 1 1785 1785.0 1785 4.835297e-01 5.759229e-01 no trend difference_stationary 77.0
T-3 real Integer 8579 1 0.021448 2 83 92.0 101 9.797725e-01 3.299940e-02 no trend difference_stationary NaN
NormA univariate unsupervised Discords_annsgun real Integer 2000 1 0.075000 1 150 150.0 150 3.097742e+02 9.624424e+01 no trend difference_stationary 111.0
Discords_dutch_power_demand real Integer 35040 1 0.091324 4 800 800.0 800 1.144038e+03 2.927258e+02 no trend stationary 111.0
Discords_marotta_valve_tek_14 real Integer 5000 1 0.051200 2 128 128.0 128 1.120064e+00 1.703123e+00 no trend difference_stationary NaN
Discords_marotta_valve_tek_16 real Integer 5000 1 0.025600 1 128 128.0 128 1.054768e+00 1.665258e+00 no trend difference_stationary NaN
Discords_marotta_valve_tek_17 real Integer 5000 1 0.025600 1 128 128.0 128 9.959120e-01 1.626007e+00 no trend difference_stationary NaN
Discords_patient_respiration1 real Integer 6500 1 0.030769 2 100 100.0 100 7.452095e+01 2.894738e+02 no trend stationary 22.0
Discords_patient_respiration2* real Integer 4000 1 0.075000 2 150 150.0 150 7.977460e+01 7.799913e+01 no trend stationary 40.0
SinusRW_Length_104000_AnomalyL_200_AnomalyN_20_NoisePerc_0 synthetic Integer 104000 1 0.038462 20 200 200.0 200 -6.943642e-15 1.413004e+00 no trend stationary 250.0
SinusRW_Length_106000_AnomalyL_100_AnomalyN_60_NoisePerc_0 synthetic Integer 106000 1 0.056604 60 100 100.0 100 -5.439808e-15 1.414737e+00 no trend stationary 250.0
SinusRW_Length_108000_AnomalyL_200_AnomalyN_40_NoisePerc_0 synthetic Integer 108000 1 0.074074 40 200 200.0 200 -1.370558e-15 1.412455e+00 no trend stationary 250.0
SinusRW_Length_112000_AnomalyL_200_AnomalyN_60_NoisePerc_0* synthetic Integer 112000 1 0.107143 60 200 200.0 200 9.062465e-15 1.413815e+00 no trend stationary 250.0
SinusRW_Length_112000_AnomalyL_200_AnomalyN_60_NoisePerc_10* synthetic Integer 112000 1 0.107143 60 200 200.0 200 5.083426e-15 1.411193e+00 no trend stationary 333.0
SinusRW_Length_112000_AnomalyL_200_AnomalyN_60_NoisePerc_15* synthetic Integer 112000 1 0.107143 60 200 200.0 200 -1.226194e-14 1.412934e+00 no trend stationary 250.0
SinusRW_Length_112000_AnomalyL_200_AnomalyN_60_NoisePerc_20* synthetic Integer 112000 1 0.107143 60 200 200.0 200 -4.125208e-15 1.413281e+00 no trend stationary 200.0
SinusRW_Length_112000_AnomalyL_200_AnomalyN_60_NoisePerc_25* synthetic Integer 112000 1 0.107143 60 200 200.0 200 -8.619898e-15 1.410894e+00 no trend stationary 333.0
SinusRW_Length_112000_AnomalyL_200_AnomalyN_60_NoisePerc_5* synthetic Integer 112000 1 0.107143 60 200 200.0 200 -8.522453e-15 1.411797e+00 no trend stationary 333.0
SinusRW_Length_116000_AnomalyL_200_AnomalyN_80_NoisePerc_0* synthetic Integer 116000 1 0.137931 80 200 200.0 200 -7.126989e-15 1.413798e+00 no trend stationary 250.0
SinusRW_Length_120000_AnomalyL_200_AnomalyN_100_NoisePerc_0* synthetic Integer 120000 1 0.166667 100 200 200.0 200 -4.704740e-15 1.413511e+00 no trend stationary 333.0
SinusRW_Length_124000_AnomalyL_400_AnomalyN_60_NoisePerc_0* synthetic Integer 124000 1 0.193548 60 400 400.0 400 3.163061e-15 1.414285e+00 no trend stationary 166.0
SinusRW_Length_148000_AnomalyL_800_AnomalyN_60_NoisePerc_0* synthetic Integer 148000 1 0.324324 60 800 800.0 800 -7.988805e-17 1.414400e+00 no trend stationary 34.0
SinusRW_Length_196000_AnomalyL_1600_AnomalyN_60_NoisePerc_0* synthetic Integer 196000 1 0.489796 60 1600 1600.0 1600 -2.561434e-15 1.411909e+00 no trend stationary 36.0
OPPORTUNITY multivariate unsupervised S1-ADL1* real Timestamp 51116 133 0.022067 2 441 564.0 687 5.392157e+01 NaN no trend not_stationary 17.0
S1-ADL2* real Timestamp 32224 133 0.043291 2 635 697.0 760 4.621936e+01 NaN no trend not_stationary 18.0
S1-ADL3* real Timestamp 33273 133 0.038890 2 646 647.0 648 5.183811e+01 NaN no trend not_stationary 18.0
S1-ADL4* real Timestamp 32955 133 0.030344 2 302 500.0 698 4.406030e+01 NaN no trend not_stationary 18.0
S1-ADL5* real Timestamp 30127 133 0.040429 2 585 609.0 633 4.802798e+01 NaN no trend not_stationary 18.0
S1-Drill* real Timestamp 54966 133 0.000000 0 0 0.0 0 6.445908e+01 NaN no trend not_stationary 18.0
S2-ADL1* real Timestamp 42797 133 0.029932 2 389 640.0 892 6.569824e+01 NaN no trend not_stationary 18.0
S2-ADL2* real Timestamp 30182 133 0.027235 2 353 411.0 469 6.525435e+01 4.750237e+02 no trend not_stationary 18.0
S2-ADL3* real Timestamp 34232 133 0.026671 2 330 456.0 583 5.983119e+01 4.745321e+02 no trend not_stationary 18.0
S2-ADL4* real Timestamp 32748 133 0.022597 2 263 370.0 477 6.755085e+01 4.634916e+02 no trend not_stationary 18.0
S2-ADL5* real Timestamp 31826 133 0.036385 2 447 579.0 711 4.521616e+01 4.726032e+02 no trend not_stationary 18.0
S2-Drill* real Timestamp 53398 133 0.000000 0 0 0.0 0 8.585261e+01 NaN no trend not_stationary 18.0
S3-ADL1* real Timestamp 37223 133 0.068345 2 531 1272.0 2013 6.173200e+01 4.528252e+02 no trend not_stationary 20.0
S3-ADL2* real Timestamp 27825 133 0.050997 2 539 709.0 880 6.007226e+01 4.762978e+02 no trend not_stationary 18.0
S3-ADL3* real Timestamp 26717 133 0.056668 2 372 757.0 1142 5.812278e+01 4.881733e+02 no trend not_stationary 18.0
S3-ADL4* real Timestamp 27681 133 0.078032 2 449 1080.0 1711 5.831357e+01 4.812715e+02 no trend not_stationary 18.0
S3-ADL5* real Timestamp 26495 133 0.056577 2 438 749.0 1061 5.957956e+01 4.813855e+02 no trend not_stationary 17.0
S3-Drill* real Timestamp 70928 133 0.000000 0 0 0.0 0 6.746665e+01 3.891405e+02 no trend not_stationary 19.0
S4-ADL1* real Timestamp 41588 133 0.038521 2 690 801.0 912 1.031191e+02 4.680988e+02 no trend not_stationary 17.0
S4-ADL2* real Timestamp 27737 133 0.031618 2 217 438.0 660 9.892183e+01 4.803658e+02 no trend not_stationary 18.0
S4-ADL3* real Timestamp 25132 133 0.044246 2 345 556.0 767 8.257478e+01 4.892537e+02 no trend not_stationary 18.0
S4-ADL4* real Timestamp 22230 133 0.035448 2 356 394.0 432 9.131074e+01 NaN no trend not_stationary 18.0
S4-ADL5* real Timestamp 30527 133 0.030498 2 451 465.0 480 9.843215e+01 4.853234e+02 no trend not_stationary 18.0
S4-Drill* real Timestamp 45460 133 0.000000 0 0 0.0 0 1.068674e+02 4.799285e+02 no trend not_stationary 17.0
Occupancy multivariate supervised room-occupancy-0* real Timestamp 2665 5 0.364728 14 1 35.0 274 1.915852e+02 1.092716e+02 no trend trend_stationary NaN
room-occupancy-1* real Timestamp 9752 5 0.210111 25 1 35.0 284 1.854382e+02 1.020583e+02 kubic trend trend_stationary 13.0
SMD multivariate semi-supervised machine-1-1 real Integer 28479 38 0.094596 8 2 433.0 721 1.094261e-01 5.681155e-02 kubic trend not_stationary NaN
machine-1-2 real Integer 23694 38 0.022875 10 3 53.0 156 6.362459e-02 4.963570e-02 kubic trend not_stationary NaN
machine-1-3 real Integer 23703 38 0.034468 12 3 46.0 225 1.507255e-01 8.116473e-02 kubic trend not_stationary NaN
machine-1-4* real Integer 23707 38 0.030371 12 3 43.0 205 1.537111e-01 8.105237e-02 kubic trend not_stationary NaN
machine-1-5 real Integer 23706 38 0.004218 7 4 11.0 31 7.266381e-02 6.089908e-02 kubic trend not_stationary NaN
machine-1-6* real Integer 23689 38 0.156528 30 3 5.0 3161 2.328542e-01 1.113809e-01 kubic trend not_stationary NaN
machine-1-7* real Integer 23697 38 0.101194 13 3 26.0 1215 2.356334e-01 8.458421e-02 kubic trend not_stationary NaN
machine-1-8 real Integer 23699 38 0.032195 20 3 4.0 371 1.256776e-01 7.481470e-02 kubic trend not_stationary NaN
machine-2-1 real Integer 23694 38 0.049380 13 8 26.0 452 1.036797e-01 5.878724e-02 kubic trend not_stationary NaN
machine-2-2* real Integer 23700 38 0.119536 11 3 15.0 872 7.100534e-02 5.712489e-02 kubic trend not_stationary NaN
machine-2-3 real Integer 23689 38 0.011355 10 3 7.0 91 8.773729e-02 3.253561e-02 kubic trend not_stationary NaN
machine-2-4 real Integer 23689 38 0.071510 20 3 4.0 401 1.035402e-01 5.750392e-02 kubic trend not_stationary NaN
machine-2-5 real Integer 23689 38 0.041369 21 3 7.0 371 9.317589e-02 5.778336e-02 kubic trend not_stationary NaN
machine-2-6 real Integer 28743 38 0.014751 8 3 30.0 118 1.407644e-01 6.248596e-02 kubic trend not_stationary NaN
machine-2-7 real Integer 23696 38 0.017598 20 2 3.0 305 9.355437e-02 5.924922e-02 kubic trend not_stationary NaN
machine-2-8 real Integer 23703 38 0.006792 1 161 161.0 161 1.078795e-01 7.078505e-02 kubic trend not_stationary NaN
machine-2-9 real Integer 28722 38 0.061103 10 2 192.0 414 8.696176e-02 4.845810e-02 kubic trend not_stationary NaN
machine-3-1 real Integer 28700 38 0.010732 4 21 78.0 131 1.516658e-01 6.640949e-02 kubic trend not_stationary NaN
machine-3-10 real Integer 23693 38 0.044190 13 3 12.0 428 1.060567e-01 7.146664e-02 kubic trend not_stationary NaN
machine-3-11 real Integer 28696 38 0.006900 3 6 66.0 126 2.485375e-01 1.002372e-01 kubic trend not_stationary NaN
machine-3-2* real Integer 23703 38 0.046787 10 3 5.0 837 1.413208e-01 6.475337e-02 kubic trend not_stationary NaN
machine-3-3 real Integer 23703 38 0.026663 26 3 3.0 481 2.136107e-01 8.762790e-02 kubic trend not_stationary NaN
machine-3-4 real Integer 23687 38 0.041246 8 3 25.0 786 1.355706e-01 6.194951e-02 kubic trend not_stationary NaN
machine-3-5 real Integer 23691 38 0.017982 11 3 3.0 151 1.573481e-01 7.715126e-02 kubic trend not_stationary NaN
machine-3-6 real Integer 28726 38 0.041565 11 3 81.0 230 1.598167e-01 6.812644e-02 kubic trend not_stationary NaN
machine-3-7 real Integer 28705 38 0.015119 5 7 35.0 311 2.155742e-01 1.054434e-01 kubic trend not_stationary NaN
machine-3-8 real Integer 28704 38 0.047763 6 17 178.0 573 8.001011e-02 5.162023e-02 kubic trend not_stationary NaN
machine-3-9 real Integer 28713 38 0.010553 4 31 73.0 126 1.525222e-01 6.841564e-02 kubic trend not_stationary NaN
SSA univariate unsupervised stb-10* real Integer 29518 1 0.222203 11 251 638.0 926 2.761459e+00 5.094940e+00 no trend stationary 62.0
stb-11* real Integer 29517 1 0.213131 10 251 684.0 926 2.997512e+00 4.946678e+00 no trend stationary 13.0
stb-12* real Integer 29517 1 0.232408 12 251 572.0 926 2.911457e+00 5.208325e+00 no trend stationary 5.0
stb-13* real Integer 29517 1 0.237829 13 160 506.0 926 3.225918e+00 5.179552e+00 no trend stationary 17.0
stb-14* real Integer 29518 1 0.237821 13 160 506.0 926 2.458403e+00 5.101033e+00 no trend stationary 8.0
stb-15* real Integer 30493 1 0.280163 15 95 695.0 926 3.843126e+00 5.043021e+00 no trend stationary 33.0
stb-17* real Integer 25296 1 0.238654 11 146 544.0 926 1.596102e+00 5.685452e+00 no trend stationary 17.0
stb-18* real Integer 25283 1 0.221216 9 122 803.0 926 2.368663e+00 5.444614e+00 no trend stationary 77.0
stb-19* real Integer 30493 1 0.270488 12 95 590.0 2841 1.424388e+00 7.387304e+00 no trend stationary 12.0
stb-2* real Integer 29553 1 0.127804 7 251 357.0 872 2.310032e+00 7.827707e+00 no trend stationary 53.0
stb-20* real Integer 29518 1 0.227387 12 160 571.0 926 2.408672e+00 5.114022e+00 no trend stationary 10.0
stb-25* real Integer 20734 1 0.216311 9 160 506.0 926 2.752776e+00 4.827631e+00 no trend trend_stationary 22.0
stb-28* real Integer 20734 1 0.215395 10 118 401.0 926 2.976678e+00 4.862707e+00 no trend stationary 3.0
stb-29* real Integer 20734 1 0.147343 9 104 190.0 794 3.103758e+00 4.508246e+00 no trend stationary 43.0
stb-3* real Integer 30356 1 0.223580 12 141 600.0 926 2.567167e+00 5.288743e+00 no trend stationary 50.0
stb-31* real Integer 20734 1 0.204591 9 118 506.0 926 2.718399e+00 4.823824e+00 no trend stationary 7.0
stb-32* real Integer 20733 1 0.212946 10 118 401.0 926 2.504962e+00 4.799828e+00 no trend trend_stationary 2.0
stb-4* real Integer 30356 1 0.214686 12 141 543.0 926 1.720512e+00 5.059666e+00 no trend stationary 21.0
stb-5* real Integer 29520 1 0.200203 12 160 404.0 926 2.599021e+00 5.686302e+00 no trend stationary 21.0
stb-6* real Integer 25818 1 0.234449 12 50 478.0 1078 1.971973e+00 5.321774e+00 no trend stationary 8.0
stb-7* real Integer 24906 1 0.288926 11 296 506.0 1861 1.869637e+00 5.532262e+00 no trend stationary 43.0
stb-8* real Integer 29519 1 0.241201 13 188 506.0 926 2.898411e+00 5.020194e+00 no trend stationary 13.0
stb-9* real Integer 29517 1 0.258597 13 120 730.0 1028 1.629355e+00 6.679687e+00 no trend stationary 22.0
SVDB multivariate unsupervised 800* real Timestamp 230400 2 0.030182 46 119 159.0 213 -6.273699e-02 2.428100e-01 no trend difference_stationary NaN
801* real Timestamp 230400 2 0.139323 293 97 97.0 1871 -8.365592e-03 5.082589e-01 no trend difference_stationary NaN
802* real Timestamp 230400 2 0.052526 26 135 190.0 4418 4.121094e-04 3.366832e-01 no trend difference_stationary NaN
803 real Timestamp 230400 2 0.095399 145 113 153.0 176 -6.418353e-02 1.422614e-01 no trend difference_stationary NaN
804* real Timestamp 230400 2 0.071133 164 83 91.0 459 -6.644553e-03 2.399790e-01 no trend difference_stationary NaN
805* real Timestamp 230400 2 0.120612 208 111 137.0 169 -8.091385e-03 5.097824e-01 no trend difference_stationary NaN
806* real Timestamp 230400 2 0.026697 61 77 91.0 415 -6.445354e-02 9.301185e-02 no trend difference_stationary NaN
807* real Timestamp 230400 2 0.014731 19 121 143.0 421 -8.580371e-03 3.501813e-01 no trend difference_stationary NaN
808* real Timestamp 230400 2 0.015204 13 131 167.0 1621 -4.474450e-02 4.419546e-01 no trend difference_stationary NaN
809* real Timestamp 230400 2 0.028077 6 93 107.0 5778 9.711751e-03 3.425477e-01 no trend difference_stationary NaN
810* real Timestamp 230400 2 0.043655 59 123 169.0 476 -2.395877e-03 3.244702e-01 no trend difference_stationary NaN
811* real Timestamp 230400 2 0.017196 13 163 199.0 792 -6.628548e-02 1.693233e-01 no trend difference_stationary NaN
812* real Timestamp 230400 2 0.063168 78 125 186.0 926 -2.179469e-02 4.354751e-01 no trend difference_stationary NaN
820 real Timestamp 230400 2 0.099210 191 99 120.0 150 -6.164946e-02 1.291822e-01 no trend difference_stationary NaN
821* real Timestamp 230400 2 0.242335 599 75 88.0 232 -6.146132e-02 1.508454e-01 no trend difference_stationary NaN
822* real Timestamp 230400 2 0.311341 657 97 109.0 296 -6.113065e-02 1.326837e-01 no trend difference_stationary NaN
823* real Timestamp 230400 2 0.141992 345 85 85.0 232 -4.847426e-02 3.084694e-01 no trend difference_stationary NaN
824* real Timestamp 230400 2 0.093099 199 97 106.0 166 -7.476329e-02 1.909136e-01 no trend difference_stationary 24.0
825 real Timestamp 230400 2 0.063576 145 94 101.0 110 -1.025569e-01 2.504123e-01 no trend difference_stationary NaN
826* real Timestamp 230400 2 0.034423 72 89 104.0 430 -6.072248e-02 1.674872e-01 no trend difference_stationary 5.0
827 real Timestamp 230400 2 0.011107 17 125 150.0 197 -7.023340e-03 3.174136e-01 no trend difference_stationary NaN
828* real Timestamp 230400 2 0.093260 154 123 139.0 172 -6.142607e-02 8.186332e-02 no trend difference_stationary NaN
829* real Timestamp 230400 2 0.045425 80 119 130.0 202 -1.223608e-01 1.651680e-01 no trend difference_stationary 25.0
840* real Timestamp 230400 2 0.013490 8 97 97.0 2363 -5.876678e-02 1.390507e-01 no trend difference_stationary NaN
841* real Timestamp 230400 2 0.244549 352 131 160.0 454 -8.104208e-02 3.947568e-01 no trend difference_stationary NaN
842 real Timestamp 230400 2 0.065425 134 95 95.0 270 -7.729872e-02 1.718353e-01 no trend difference_stationary NaN
843* real Timestamp 230400 2 0.021697 41 85 116.0 219 -1.445466e-01 6.691463e-01 no trend difference_stationary 36.0
844* real Timestamp 230400 2 0.034058 42 139 157.0 532 -1.166652e-01 2.324584e-01 no trend difference_stationary NaN
845 real Timestamp 230400 2 0.022526 50 81 90.0 195 -1.045949e-01 4.699462e-01 no trend difference_stationary NaN
846* real Timestamp 230400 2 0.010100 6 163 215.0 1307 -5.419926e-02 1.947523e-01 no trend difference_stationary NaN
847* real Timestamp 230400 2 0.077352 83 143 167.0 1197 1.000183e-02 4.003618e-01 no trend difference_stationary NaN
848* real Timestamp 230400 2 0.011072 35 57 75.0 80 -6.083852e-02 2.219351e-01 no trend difference_stationary NaN
849* real Timestamp 230400 2 0.038329 52 115 129.0 797 -1.610243e-01 2.459687e-01 no trend difference_stationary 25.0
850* real Timestamp 230400 2 0.003394 2 285 391.0 497 -2.165756e-02 4.273059e-01 no trend difference_stationary NaN
851* real Timestamp 230400 2 0.223490 426 89 120.0 435 3.414940e-02 7.047812e-01 no trend difference_stationary 59.0
852* real Timestamp 230400 2 0.148598 300 87 110.0 265 -6.298251e-02 1.602386e-01 no trend difference_stationary NaN
853 real Timestamp 230400 2 0.069970 117 105 136.0 278 -1.402832e-03 3.595877e-01 no trend difference_stationary NaN
854* real Timestamp 230400 2 0.421476 790 89 114.0 740 2.784693e-02 6.026170e-01 no trend difference_stationary NaN
855* real Timestamp 230400 2 0.250964 432 93 129.0 591 -5.986955e-02 1.823664e-01 no trend difference_stationary NaN
856* real Timestamp 230400 2 0.018876 34 81 108.0 699 1.785468e-02 3.030242e-01 no trend difference_stationary 25.0
857 real Timestamp 230400 2 0.078589 152 93 104.0 330 4.851863e-02 6.556703e-01 no trend difference_stationary 36.0
858 real Timestamp 230400 2 0.005256 6 107 107.0 676 -1.684888e-02 3.354152e-01 no trend difference_stationary NaN
859* real Timestamp 230400 2 0.173997 448 65 77.0 356 1.352440e-02 6.476580e-01 no trend difference_stationary 57.0
860* real Timestamp 230400 2 0.432609 720 97 139.0 991 -1.429061e-02 3.927311e-01 no trend difference_stationary NaN
861* real Timestamp 230400 2 0.303190 547 95 122.0 1515 2.901612e-02 6.991795e-01 no trend difference_stationary NaN
862* real Timestamp 230400 2 0.192148 413 85 101.0 855 1.462659e-01 8.052843e-01 no trend stationary 46.0
863* real Timestamp 230400 2 0.222222 529 75 90.0 348 -8.951921e-03 3.245216e-01 no trend difference_stationary NaN
864 real Timestamp 230400 2 0.069887 81 125 147.0 1001 -1.429914e-02 1.257633e-01 no trend difference_stationary NaN
865* real Timestamp 230400 2 0.604757 328 99 121.0 34767 -5.471376e-02 6.740546e-01 no trend stationary 14.0
866* real Timestamp 230400 2 0.255816 517 103 103.0 357 -1.148980e-01 2.371098e-01 no trend difference_stationary NaN
867* real Timestamp 230400 2 0.080109 147 63 116.0 255 -4.445133e-02 2.041846e-01 no trend difference_stationary NaN
868* real Timestamp 230400 2 0.275751 682 71 82.0 351 -9.673351e-03 7.396021e-01 no trend difference_stationary 34.0
869* real Timestamp 230400 2 0.332813 535 119 129.0 879 5.437055e-03 3.193795e-01 no trend difference_stationary NaN
870* real Timestamp 230400 2 0.415243 781 99 107.0 1105 4.311849e-03 4.150963e-01 no trend difference_stationary NaN
871 real Timestamp 230400 2 0.015352 23 125 154.0 203 1.062720e-02 3.700860e-01 no trend difference_stationary NaN
872 real Timestamp 230400 2 0.055595 83 134 155.0 172 -6.386809e-02 1.546916e-01 no trend difference_stationary NaN
873 real Timestamp 230400 2 0.037231 57 137 144.0 275 -7.975803e-03 3.150915e-01 no trend difference_stationary NaN
874* real Timestamp 230400 2 0.027582 43 105 134.0 351 3.618142e-03 6.342937e-01 no trend difference_stationary NaN
875* real Timestamp 230400 2 0.063902 98 113 143.0 343 5.582943e-03 5.909299e-01 no trend difference_stationary NaN
876* real Timestamp 230400 2 0.069939 134 111 118.0 198 -6.281900e-02 9.703896e-02 no trend stationary NaN
877* real Timestamp 230400 2 0.103099 188 117 123.0 181 -6.333839e-02 8.167345e-02 no trend difference_stationary NaN
878* real Timestamp 230400 2 0.222166 314 121 158.0 320 -4.006879e-03 3.776628e-01 no trend difference_stationary NaN
879* real Timestamp 230400 2 0.365061 589 113 138.0 376 1.984766e-03 4.310471e-01 no trend difference_stationary NaN
880* real Timestamp 230400 2 0.128051 373 67 78.0 143 2.786719e-02 9.148326e-01 no trend difference_stationary 50.0
881* real Timestamp 230400 2 0.503294 817 105 139.0 387 -4.976451e-02 3.072556e-01 no trend difference_stationary NaN
882* real Timestamp 230400 2 0.032396 45 140 164.0 285 4.168305e-03 3.994175e-01 no trend difference_stationary NaN
883* real Timestamp 230400 2 0.033563 43 152 170.0 355 1.859711e-03 3.954569e-01 no trend difference_stationary NaN
884* real Timestamp 230400 2 0.171159 376 81 107.0 176 3.831152e-02 7.167401e-01 no trend difference_stationary 58.0
885* real Timestamp 230400 2 0.292665 442 74 147.0 1174 1.424818e-02 4.334688e-01 no trend difference_stationary NaN
886 real Timestamp 230400 2 0.027426 53 105 118.0 153 -8.813691e-02 4.890801e-01 no trend difference_stationary NaN
887* real Timestamp 230400 2 0.163516 341 83 103.0 199 -6.169505e-02 2.383692e-01 no trend difference_stationary NaN
888 real Timestamp 230400 2 0.063364 121 101 121.0 207 -2.299816e-03 2.378662e-01 no trend difference_stationary NaN
889* real Timestamp 230400 2 0.182322 236 135 179.0 413 -1.535512e-02 3.260486e-01 no trend difference_stationary NaN
890* real Timestamp 230400 2 0.090365 167 107 109.0 330 -2.072736e-01 5.002388e-01 no trend difference_stationary NaN
891* real Timestamp 230400 2 0.243615 488 89 113.0 281 2.187541e-02 4.369304e-01 no trend difference_stationary NaN
892* real Timestamp 230400 2 0.455443 974 87 102.0 252 6.345150e-03 4.609054e-01 no trend difference_stationary NaN
893* real Timestamp 230400 2 0.188016 328 93 131.0 310 -6.022692e-02 2.250466e-01 no trend difference_stationary NaN
894 real Timestamp 230400 2 0.073898 136 99 124.0 226 -1.346913e-02 4.878051e-01 no trend difference_stationary NaN
WebscopeS5 univariate unsupervised A1Benchmark-1 real Timestamp 1420 1 0.001408 2 1 1.0 1 7.970066e-02 6.326516e-02 no trend stationary NaN
A1Benchmark-10 real Timestamp 1439 1 0.009034 1 13 13.0 13 9.269952e+00 6.364419e-01 no trend stationary NaN
A1Benchmark-11 real Timestamp 1439 1 0.013204 1 19 19.0 19 8.152475e+03 1.662623e+04 no trend not_stationary 4.0
A1Benchmark-12 real Timestamp 1439 1 0.002085 2 1 1.0 2 3.336136e+01 3.100249e+01 no trend stationary NaN
A1Benchmark-13 real Timestamp 1439 1 0.008339 3 3 3.0 6 1.081447e+04 3.638331e+03 no trend trend_stationary 24.0
A1Benchmark-14 real Timestamp 1439 1 0.001390 1 2 2.0 2 8.493780e+02 7.079941e+02 no trend stationary 25.0
A1Benchmark-15 real Timestamp 1439 1 0.006949 3 2 3.0 5 1.114215e+04 3.741886e+03 no trend trend_stationary 24.0
A1Benchmark-16 real Timestamp 1461 1 0.002053 1 3 3.0 3 1.574613e+00 1.216235e+00 no trend difference_stationary NaN
A1Benchmark-17* real Timestamp 1424 1 0.159410 3 35 78.0 114 1.755216e+03 2.448947e+03 no trend stationary 24.0
A1Benchmark-18 real Timestamp 1461 1 0.002053 1 3 3.0 3 3.208080e-01 1.024522e-01 no trend difference_stationary NaN
A1Benchmark-19* real Timestamp 1424 1 0.159410 3 36 78.0 113 4.038764e+01 7.214559e+01 no trend stationary 23.0
A1Benchmark-2 real Timestamp 1439 1 0.011119 2 3 8.0 13 1.102008e+04 7.770415e+03 no trend stationary 2.0
A1Benchmark-20 real Timestamp 1422 1 0.023207 3 2 7.0 24 3.964627e-01 3.985215e-01 linear trend trend_stationary 24.0
A1Benchmark-21 real Timestamp 1420 1 0.004225 2 1 3.0 5 1.782028e+02 1.563633e+02 no trend trend_stationary 24.0
A1Benchmark-22 real Timestamp 1420 1 0.044366 1 63 63.0 63 3.974242e+03 1.188824e+04 no trend trend_stationary 24.0
A1Benchmark-23 real Timestamp 1420 1 0.013380 12 1 1.0 3 8.198149e-01 1.032959e-01 no trend difference_stationary NaN
A1Benchmark-24 real Timestamp 1461 1 0.010951 3 1 1.0 14 3.709449e+01 1.981406e+00 no trend trend_stationary 25.0
A1Benchmark-25 real Timestamp 1435 1 0.029965 1 43 43.0 43 1.261533e+01 5.470143e+01 no trend trend_stationary 250.0
A1Benchmark-26 real Timestamp 1435 1 0.052265 5 1 18.0 26 2.182070e+02 1.755269e+02 no trend trend_stationary 24.0
A1Benchmark-27 real Timestamp 1427 1 0.001402 2 1 1.0 1 6.212733e+02 2.759792e+02 no trend not_stationary 24.0
A1Benchmark-28 real Timestamp 1441 1 0.056905 4 1 1.0 79 1.406154e+04 7.501872e+03 no trend trend_stationary 24.0
A1Benchmark-29 real Timestamp 1441 1 0.004858 5 1 1.0 2 1.284778e+05 2.047031e+04 no trend trend_stationary 24.0
A1Benchmark-3 real Timestamp 1461 1 0.010267 2 1 7.0 14 2.997990e+00 1.132466e+00 no trend not_stationary 24.0
A1Benchmark-30 real Timestamp 1461 1 0.006160 2 1 4.0 8 1.745500e+00 4.056378e-01 no trend not_stationary 24.0
A1Benchmark-31 real Timestamp 1427 1 0.016819 2 1 12.0 23 3.001002e+02 5.897427e+02 kubic trend trend_stationary 26.0
A1Benchmark-32 real Timestamp 1427 1 0.032936 2 23 23.0 24 1.691745e-01 3.033924e-01 kubic trend trend_stationary NaN
A1Benchmark-33 real Timestamp 1439 1 0.001390 1 2 2.0 2 3.336136e+01 3.100249e+01 no trend stationary NaN
A1Benchmark-34 real Timestamp 1427 1 0.004905 4 1 1.0 4 2.289003e+04 8.723301e+03 no trend difference_stationary 24.0
A1Benchmark-35* real Timestamp 1427 1 0.000000 0 0 0.0 0 6.278206e+01 3.311446e+01 no trend difference_stationary 24.0
A1Benchmark-36 real Timestamp 1461 1 0.003422 2 1 2.0 4 5.741808e+00 4.101141e-01 no trend stationary NaN
A1Benchmark-37 real Timestamp 1434 1 0.023710 2 3 17.0 31 6.721827e+01 1.139690e+02 no trend stationary 24.0
A1Benchmark-38 real Timestamp 1427 1 0.006307 3 1 2.0 6 4.625833e+05 1.572228e+05 no trend difference_stationary 24.0
A1Benchmark-39 real Timestamp 1427 1 0.007008 4 1 2.0 5 3.305670e+04 1.719934e+04 no trend stationary 24.0
A1Benchmark-4 real Timestamp 1423 1 0.003514 3 1 1.0 3 1.041736e+02 4.752350e+02 no trend trend_stationary 11.0
A1Benchmark-40 real Timestamp 1427 1 0.056062 2 1 40.0 79 2.859019e+02 1.765473e+02 no trend stationary 24.0
A1Benchmark-41 real Timestamp 1435 1 0.002091 3 1 1.0 1 8.289547e+01 1.004392e+02 no trend stationary 12.0
A1Benchmark-42 real Timestamp 1440 1 0.030556 3 10 17.0 17 3.646667e+01 1.463732e+02 no trend trend_stationary 24.0
A1Benchmark-43 real Timestamp 1440 1 0.022222 3 3 5.0 24 1.558939e+00 2.075175e-01 no trend trend_stationary 25.0
A1Benchmark-44 real Timestamp 1461 1 0.006160 3 1 2.0 6 3.526363e+04 2.993098e+03 no trend stationary 24.0
A1Benchmark-45 real Timestamp 1440 1 0.000694 1 1 1.0 1 3.347917e+01 4.045287e+01 no trend stationary 4.0
A1Benchmark-46 real Timestamp 1441 1 0.075642 3 1 1.0 107 8.519244e+02 4.564735e+02 no trend trend_stationary 24.0
A1Benchmark-47 real Timestamp 1427 1 0.007008 5 1 2.0 4 1.078499e+04 5.276068e+03 no trend trend_stationary 12.0
A1Benchmark-48 real Timestamp 1439 1 0.016678 1 24 24.0 24 1.392313e+03 2.292206e+03 no trend stationary 26.0
A1Benchmark-49 real Timestamp 1461 1 0.002053 1 3 3.0 3 3.208080e-01 1.024522e-01 no trend difference_stationary NaN
A1Benchmark-5 real Timestamp 1439 1 0.001390 1 2 2.0 2 2.843367e+03 2.372386e+03 no trend difference_stationary 4.0
A1Benchmark-50 real Timestamp 1439 1 0.004864 1 7 7.0 7 9.176241e+03 1.922102e+03 no trend trend_stationary 24.0
A1Benchmark-51 real Timestamp 1427 1 0.002803 3 1 1.0 2 1.563335e+03 6.856009e+02 no trend trend_stationary 24.0
A1Benchmark-52 real Timestamp 1432 1 0.007682 4 1 2.0 6 5.810701e+06 1.048351e+06 no trend trend_stationary 24.0
A1Benchmark-53 real Timestamp 1461 1 0.011636 4 1 1.0 14 3.709449e+01 1.981406e+00 no trend trend_stationary 25.0
A1Benchmark-54 real Timestamp 741 1 0.005398 2 2 2.0 2 1.086400e+01 4.529422e+00 no trend difference_stationary 24.0
A1Benchmark-55 real Timestamp 1427 1 0.003504 4 1 1.0 2 1.481024e+03 5.171916e+02 no trend trend_stationary 24.0
A1Benchmark-56 real Timestamp 1427 1 0.003504 4 1 1.0 2 5.462621e+04 1.511421e+04 no trend trend_stationary 24.0
A1Benchmark-57 real Timestamp 1441 1 0.002082 3 1 1.0 1 5.930637e+03 6.967714e+03 no trend trend_stationary 24.0
A1Benchmark-58 real Timestamp 1435 1 0.029965 1 43 43.0 43 2.330592e+01 1.049245e+02 no trend trend_stationary 250.0
A1Benchmark-59* real Timestamp 1423 1 0.000000 0 0 0.0 0 6.509438e-01 2.455213e-01 no trend difference_stationary NaN
A1Benchmark-6 real Timestamp 1439 1 0.005559 1 8 8.0 8 1.119666e+02 3.434342e+01 no trend trend_stationary 6.0
A1Benchmark-60 real Timestamp 1461 1 0.010951 5 1 3.0 5 1.006639e+00 4.051268e-01 no trend difference_stationary NaN
A1Benchmark-61 real Timestamp 1441 1 0.016655 2 1 12.0 23 1.179028e+02 1.223970e+02 no trend trend_stationary 22.0
A1Benchmark-62 real Timestamp 741 1 0.009447 5 1 1.0 2 2.528704e-01 3.343395e-01 no trend not_stationary NaN
A1Benchmark-63 real Timestamp 1439 1 0.005559 1 8 8.0 8 1.403228e+01 1.984264e+00 no trend difference_stationary 12.0
A1Benchmark-64* real Timestamp 1441 1 0.000000 0 0 0.0 0 1.242332e+01 6.820607e+00 no trend stationary 24.0
A1Benchmark-65 real Timestamp 1424 1 0.011938 3 2 3.0 12 1.737180e+03 1.791405e+03 no trend trend_stationary 24.0
A1Benchmark-66 real Timestamp 1424 1 0.014747 6 1 3.0 8 3.749579e+01 1.940327e+02 no trend stationary 13.0
A1Benchmark-67 real Timestamp 1423 1 0.016163 5 2 5.0 6 1.894062e+02 9.790382e+02 no trend trend_stationary 166.0
A1Benchmark-7 real Timestamp 1423 1 0.042867 3 15 23.0 23 2.828566e+02 5.488315e+02 no trend trend_stationary 24.0
A1Benchmark-8 real Timestamp 1420 1 0.007042 3 1 2.0 7 1.127169e+02 4.361689e+02 no trend stationary 48.0
A1Benchmark-9 real Timestamp 1461 1 0.005476 4 1 1.0 4 3.018499e-02 3.291073e-02 no trend difference_stationary NaN
A2Benchmark-1 synthetic Timestamp 1421 1 0.002815 2 2 2.0 2 6.368346e+00 9.877682e+02 no trend difference_stationary 250.0
A2Benchmark-10 synthetic Timestamp 1421 1 0.002815 2 2 2.0 2 1.005101e+02 9.945473e+02 no trend difference_stationary 166.0
A2Benchmark-100 synthetic Timestamp 1421 1 0.002815 2 2 2.0 2 1.725511e+04 1.004632e+04 kubic trend trend_stationary 11.0
A2Benchmark-11 synthetic Timestamp 1421 1 0.006334 3 3 3.0 3 1.613761e+03 1.382405e+03 no trend stationary 125.0
A2Benchmark-12 synthetic Timestamp 1421 1 0.000704 1 1 1.0 1 7.036666e+01 9.944734e+02 no trend difference_stationary 125.0
A2Benchmark-13 synthetic Timestamp 1421 1 0.002815 2 2 2.0 2 1.399682e+03 1.305577e+03 no trend stationary 100.0
A2Benchmark-14 synthetic Timestamp 1421 1 0.006334 3 3 3.0 3 4.873417e+03 2.961393e+03 kubic trend trend_stationary 14.0
A2Benchmark-15 synthetic Timestamp 1421 1 0.000704 1 1 1.0 1 1.106884e+02 1.005066e+03 no trend difference_stationary 250.0
A2Benchmark-16 synthetic Timestamp 1421 1 0.002815 2 2 2.0 2 3.191409e+03 2.075234e+03 kubic trend trend_stationary 200.0
A2Benchmark-17 synthetic Timestamp 1421 1 0.006334 3 3 3.0 3 2.999544e+02 1.024655e+03 no trend difference_stationary 166.0
A2Benchmark-18 synthetic Timestamp 1421 1 0.000704 1 1 1.0 1 2.596446e+03 1.786168e+03 kubic trend stationary 143.0
A2Benchmark-19 synthetic Timestamp 1421 1 0.002815 2 2 2.0 2 3.625322e+02 1.021417e+03 no trend difference_stationary 125.0
A2Benchmark-2 synthetic Timestamp 1421 1 0.006334 3 3 3.0 3 4.863846e+02 1.024752e+03 no trend difference_stationary 200.0
A2Benchmark-20 synthetic Timestamp 1421 1 0.006334 3 3 3.0 3 1.995674e+03 1.534796e+03 quadratic trend stationary 100.0
A2Benchmark-21 synthetic Timestamp 1421 1 0.000704 1 1 1.0 1 7.282328e+03 4.300357e+03 kubic trend trend_stationary 11.0
A2Benchmark-22 synthetic Timestamp 1421 1 0.002815 2 2 2.0 2 4.803527e+02 1.014252e+03 no trend difference_stationary 250.0
A2Benchmark-23 synthetic Timestamp 1421 1 0.006334 3 3 3.0 3 4.471669e+03 2.926422e+03 kubic trend trend_stationary 13.0
A2Benchmark-24 synthetic Timestamp 1421 1 0.000704 1 1 1.0 1 2.815616e+02 1.015353e+03 no trend difference_stationary 166.0
A2Benchmark-25 synthetic Timestamp 1421 1 0.002815 2 2 2.0 2 3.211798e+03 2.137197e+03 kubic trend trend_stationary 125.0
A2Benchmark-26 synthetic Timestamp 1421 1 0.006334 3 3 3.0 3 6.770217e+02 1.079238e+03 no trend stationary 125.0
A2Benchmark-27 synthetic Timestamp 1421 1 0.000704 1 1 1.0 1 2.841958e+03 1.930584e+03 kubic trend stationary 100.0
A2Benchmark-28 synthetic Timestamp 1421 1 0.002815 2 2 2.0 2 9.202203e+03 5.385071e+03 kubic trend trend_stationary 13.0
A2Benchmark-29 synthetic Timestamp 1421 1 0.006334 3 3 3.0 3 8.531543e+02 1.096160e+03 no trend trend_stationary 333.0
A2Benchmark-3 synthetic Timestamp 1421 1 0.000704 1 1 1.0 1 5.536843e+00 9.895208e+02 no trend difference_stationary 166.0
A2Benchmark-30 synthetic Timestamp 1421 1 0.000704 1 1 1.0 1 5.950417e+03 3.554232e+03 kubic trend trend_stationary 200.0
A2Benchmark-31 synthetic Timestamp 1421 1 0.002815 2 2 2.0 2 9.593948e+02 1.156256e+03 no trend stationary 166.0
A2Benchmark-32 synthetic Timestamp 1421 1 0.006334 3 3 3.0 3 3.878769e+03 2.454155e+03 kubic trend trend_stationary 125.0
A2Benchmark-33 synthetic Timestamp 1421 1 0.000704 1 1 1.0 1 5.339675e+02 1.070261e+03 no trend difference_stationary 125.0
A2Benchmark-34 synthetic Timestamp 1421 1 0.002815 2 2 2.0 2 2.873685e+03 1.957716e+03 kubic trend stationary 100.0
A2Benchmark-35 synthetic Timestamp 1421 1 0.006334 3 3 3.0 3 1.141090e+04 7.072207e+03 kubic trend trend_stationary 16.0
A2Benchmark-36 synthetic Timestamp 1421 1 0.000704 1 1 1.0 1 6.342969e+02 1.095462e+03 no trend difference_stationary 250.0
A2Benchmark-37 synthetic Timestamp 1421 1 0.002815 2 2 2.0 2 6.556233e+03 4.015115e+03 kubic trend trend_stationary 11.0
A2Benchmark-38 synthetic Timestamp 1421 1 0.006334 3 3 3.0 3 1.442278e+03 1.307144e+03 no trend stationary 166.0
A2Benchmark-39 synthetic Timestamp 1421 1 0.000704 1 1 1.0 1 5.179097e+03 3.174273e+03 kubic trend trend_stationary 125.0
A2Benchmark-4 synthetic Timestamp 1421 1 0.002815 2 2 2.0 2 6.327359e+02 1.043837e+03 no trend stationary 143.0
A2Benchmark-40 synthetic Timestamp 1421 1 0.002815 2 2 2.0 2 1.588069e+03 1.365165e+03 no trend stationary 111.0
A2Benchmark-41 synthetic Timestamp 1421 1 0.006334 3 3 3.0 3 3.224961e+03 2.266016e+03 kubic trend trend_stationary 100.0
A2Benchmark-42 synthetic Timestamp 1421 1 0.000704 1 1 1.0 1 1.401579e+04 8.115925e+03 kubic trend trend_stationary 2.0
A2Benchmark-43 synthetic Timestamp 1421 1 0.002815 2 2 2.0 2 1.844381e+03 1.440048e+03 no trend trend_stationary 18.0
A2Benchmark-44 synthetic Timestamp 1421 1 0.006334 3 3 3.0 3 7.485050e+03 4.479079e+03 kubic trend trend_stationary 11.0
A2Benchmark-45 synthetic Timestamp 1421 1 0.000704 1 1 1.0 1 9.932590e+02 1.188129e+03 no trend stationary 166.0
A2Benchmark-46 synthetic Timestamp 1421 1 0.002815 2 2 2.0 2 4.883689e+03 3.003236e+03 kubic trend trend_stationary 125.0
A2Benchmark-47 synthetic Timestamp 1421 1 0.006334 3 3 3.0 3 2.231122e+03 1.732987e+03 no trend stationary 111.0
A2Benchmark-48 synthetic Timestamp 1421 1 0.000704 1 1 1.0 1 4.525112e+03 2.817821e+03 kubic trend trend_stationary 100.0
A2Benchmark-49 synthetic Timestamp 1421 1 0.002815 2 2 2.0 2 1.507124e+04 9.001859e+03 kubic trend trend_stationary 9.0
A2Benchmark-5 synthetic Timestamp 1421 1 0.006334 3 3 3.0 3 3.712411e+01 1.005298e+03 no trend difference_stationary 125.0
A2Benchmark-50 synthetic Timestamp 1421 1 0.006334 3 3 3.0 3 2.496589e+03 1.712867e+03 quadratic trend trend_stationary 11.0
A2Benchmark-51 synthetic Timestamp 1421 1 0.000704 1 1 1.0 1 9.558249e+03 5.636484e+03 kubic trend trend_stationary 9.0
A2Benchmark-52 synthetic Timestamp 1421 1 0.002815 2 2 2.0 2 2.685057e+03 1.851800e+03 kubic trend trend_stationary 166.0
A2Benchmark-53 synthetic Timestamp 1421 1 0.006334 3 3 3.0 3 5.334902e+03 3.433341e+03 kubic trend trend_stationary 10.0
A2Benchmark-54 synthetic Timestamp 1421 1 0.000704 1 1 1.0 1 1.428809e+03 1.358077e+03 no trend stationary 111.0
A2Benchmark-55 synthetic Timestamp 1421 1 0.002815 2 2 2.0 2 3.493559e+03 2.367548e+03 kubic trend trend_stationary 100.0
A2Benchmark-56 synthetic Timestamp 1421 1 0.006334 3 3 3.0 3 1.683584e+04 9.849920e+03 kubic trend trend_stationary 11.0
A2Benchmark-57 synthetic Timestamp 1421 1 0.000704 1 1 1.0 1 1.594303e+03 1.417578e+03 no trend trend_stationary 333.0
A2Benchmark-58 synthetic Timestamp 1421 1 0.002815 2 2 2.0 2 8.984042e+03 5.306969e+03 kubic trend trend_stationary 11.0
A2Benchmark-59 synthetic Timestamp 1421 1 0.006334 3 3 3.0 3 3.513971e+03 2.397809e+03 kubic trend trend_stationary 11.0
A2Benchmark-6 synthetic Timestamp 1421 1 0.000704 1 1 1.0 1 7.188168e+02 1.067253e+03 no trend stationary 111.0
A2Benchmark-60 synthetic Timestamp 1421 1 0.000704 1 1 1.0 1 9.094310e+03 5.327779e+03 kubic trend trend_stationary 143.0
A2Benchmark-61 synthetic Timestamp 1421 1 0.002815 2 2 2.0 2 7.228523e+01 9.917368e+02 no trend difference_stationary 125.0
A2Benchmark-62 synthetic Timestamp 1421 1 0.006334 3 3 3.0 3 7.244357e+03 4.340427e+03 kubic trend trend_stationary 100.0
A2Benchmark-63 synthetic Timestamp 1421 1 0.000704 1 1 1.0 1 2.221467e+04 1.292378e+04 kubic trend trend_stationary 14.0
A2Benchmark-64 synthetic Timestamp 1421 1 0.002815 2 2 2.0 2 2.625711e+02 9.800707e+02 no trend difference_stationary 250.0
A2Benchmark-65 synthetic Timestamp 1421 1 0.006334 3 3 3.0 3 1.372158e+04 8.518529e+03 kubic trend trend_stationary 30.0
A2Benchmark-66 synthetic Timestamp 1421 1 0.000704 1 1 1.0 1 1.976560e+02 9.872033e+02 no trend difference_stationary 166.0
A2Benchmark-67 synthetic Timestamp 1421 1 0.002815 2 2 2.0 2 9.755358e+03 5.872047e+03 kubic trend trend_stationary 18.0
A2Benchmark-68 synthetic Timestamp 1421 1 0.006334 3 3 3.0 3 5.541771e+02 1.030660e+03 no trend difference_stationary 125.0
A2Benchmark-69 synthetic Timestamp 1421 1 0.000704 1 1 1.0 1 7.829969e+03 4.652062e+03 kubic trend trend_stationary 100.0
A2Benchmark-7 synthetic Timestamp 1421 1 0.002815 2 2 2.0 2 2.534131e+03 1.761091e+03 kubic trend trend_stationary 10.0
A2Benchmark-70 synthetic Timestamp 1421 1 0.002815 2 2 2.0 2 2.412727e+04 1.400013e+04 kubic trend trend_stationary 19.0
A2Benchmark-71 synthetic Timestamp 1421 1 0.006334 3 3 3.0 3 8.015735e+02 1.051008e+03 no trend stationary 250.0
A2Benchmark-72 synthetic Timestamp 1421 1 0.000704 1 1 1.0 1 1.484293e+04 8.606316e+03 kubic trend trend_stationary 200.0
A2Benchmark-73 synthetic Timestamp 1421 1 0.002815 2 2 2.0 2 9.562705e+02 1.118960e+03 no trend stationary 166.0
A2Benchmark-74 synthetic Timestamp 1421 1 0.006334 3 3 3.0 3 1.026146e+04 6.046075e+03 kubic trend trend_stationary 16.0
A2Benchmark-75 synthetic Timestamp 1421 1 0.000704 1 1 1.0 1 5.561683e+02 1.032614e+03 no trend difference_stationary 125.0
A2Benchmark-76 synthetic Timestamp 1421 1 0.002815 2 2 2.0 2 7.759723e+03 4.606833e+03 kubic trend trend_stationary 100.0
A2Benchmark-77 synthetic Timestamp 1421 1 0.006334 3 3 3.0 3 2.640105e+04 1.630082e+04 kubic trend trend_stationary 29.0
A2Benchmark-78 synthetic Timestamp 1421 1 0.000704 1 1 1.0 1 6.918747e+02 1.045126e+03 no trend stationary 250.0
A2Benchmark-79 synthetic Timestamp 1421 1 0.002815 2 2 2.0 2 1.536806e+04 9.189329e+03 kubic trend trend_stationary 16.0
A2Benchmark-8 synthetic Timestamp 1421 1 0.006334 3 3 3.0 3 6.870829e+01 9.844365e+02 no trend difference_stationary 250.0
A2Benchmark-80 synthetic Timestamp 1421 1 0.006334 3 3 3.0 3 1.607222e+03 1.325143e+03 no trend stationary 166.0
A2Benchmark-81 synthetic Timestamp 1421 1 0.000704 1 1 1.0 1 1.143617e+04 6.713610e+03 kubic trend trend_stationary 125.0
A2Benchmark-82 synthetic Timestamp 1421 1 0.002815 2 2 2.0 2 1.800062e+03 1.407746e+03 no trend stationary 125.0
A2Benchmark-83 synthetic Timestamp 1421 1 0.006334 3 3 3.0 3 8.016500e+03 5.057264e+03 kubic trend trend_stationary 14.0
A2Benchmark-84 synthetic Timestamp 1421 1 0.000704 1 1 1.0 1 2.868396e+04 1.656344e+04 kubic trend trend_stationary 13.0
A2Benchmark-85 synthetic Timestamp 1421 1 0.002815 2 2 2.0 2 2.129057e+03 1.518281e+03 linear trend trend_stationary 499.0
A2Benchmark-86 synthetic Timestamp 1421 1 0.006334 3 3 3.0 3 1.613843e+04 9.464517e+03 kubic trend trend_stationary 16.0
A2Benchmark-87 synthetic Timestamp 1421 1 0.000704 1 1 1.0 1 1.157094e+03 1.176701e+03 no trend stationary 166.0
A2Benchmark-88 synthetic Timestamp 1421 1 0.002815 2 2 2.0 2 1.089689e+04 6.382513e+03 kubic trend trend_stationary 10.0
A2Benchmark-89 synthetic Timestamp 1421 1 0.006334 3 3 3.0 3 2.615640e+03 1.884379e+03 quadratic trend trend_stationary 111.0
A2Benchmark-9 synthetic Timestamp 1421 1 0.000704 1 1 1.0 1 1.922217e+03 1.466295e+03 quadratic trend stationary 200.0
A2Benchmark-90 synthetic Timestamp 1421 1 0.000704 1 1 1.0 1 9.260052e+03 5.434615e+03 kubic trend trend_stationary 100.0
A2Benchmark-91 synthetic Timestamp 1421 1 0.002815 2 2 2.0 2 2.955860e+04 1.761749e+04 kubic trend trend_stationary 17.0
A2Benchmark-92 synthetic Timestamp 1421 1 0.006334 3 3 3.0 3 2.949875e+03 1.885240e+03 kubic trend trend_stationary 11.0
A2Benchmark-93 synthetic Timestamp 1421 1 0.000704 1 1 1.0 1 1.821261e+04 1.062368e+04 kubic trend trend_stationary 12.0
A2Benchmark-94 synthetic Timestamp 1421 1 0.002815 2 2 2.0 2 3.183865e+03 2.052308e+03 kubic trend trend_stationary 166.0
A2Benchmark-95 synthetic Timestamp 1421 1 0.006334 3 3 3.0 3 1.127200e+04 6.998006e+03 kubic trend trend_stationary 15.0
A2Benchmark-96 synthetic Timestamp 1421 1 0.000704 1 1 1.0 1 1.698696e+03 1.393605e+03 no trend stationary 111.0
A2Benchmark-97 synthetic Timestamp 1421 1 0.002815 2 2 2.0 2 7.896721e+03 4.823921e+03 kubic trend trend_stationary 9.0
A2Benchmark-98 synthetic Timestamp 1421 1 0.006334 3 3 3.0 3 3.117098e+04 1.820568e+04 kubic trend trend_stationary 18.0
A2Benchmark-99 synthetic Timestamp 1421 1 0.000704 1 1 1.0 1 1.899806e+03 1.456487e+03 no trend trend_stationary 250.0
A3Benchmark-1 synthetic Timestamp 1680 1 0.006548 11 1 1.0 1 -1.680088e+03 1.262834e+03 kubic trend trend_stationary 12.0
A3Benchmark-10 synthetic Timestamp 1680 1 0.005952 9 1 1.0 2 -2.523300e+03 1.484231e+03 kubic trend trend_stationary 12.0
A3Benchmark-100 synthetic Timestamp 1680 1 0.005952 10 1 1.0 1 4.466687e-02 1.231775e+02 no trend difference_stationary 12.0
A3Benchmark-11 synthetic Timestamp 1680 1 0.004167 7 1 1.0 1 1.676357e+03 1.072393e+03 kubic trend trend_stationary 12.0
A3Benchmark-12 synthetic Timestamp 1680 1 0.007738 13 1 1.0 1 4.211503e-01 5.489249e+02 no trend difference_stationary 12.0
A3Benchmark-13 synthetic Timestamp 1680 1 0.005357 9 1 1.0 1 8.335518e+02 9.512396e+02 no trend trend_stationary 12.0
A3Benchmark-14 synthetic Timestamp 1680 1 0.008929 15 1 1.0 1 -2.521371e+03 1.465238e+03 kubic trend trend_stationary 12.0
A3Benchmark-15 synthetic Timestamp 1680 1 0.003571 6 1 1.0 1 -2.521167e+03 1.824676e+03 kubic trend trend_stationary 12.0
A3Benchmark-16 synthetic Timestamp 1680 1 0.005357 9 1 1.0 1 2.519117e+03 1.614404e+03 kubic trend trend_stationary 12.0
A3Benchmark-17 synthetic Timestamp 1680 1 0.000595 1 1 1.0 1 2.523780e+03 1.533774e+03 kubic trend trend_stationary 12.0
A3Benchmark-18 synthetic Timestamp 1680 1 0.007143 12 1 1.0 1 -2.525675e+03 1.573206e+03 kubic trend trend_stationary 12.0
A3Benchmark-19 synthetic Timestamp 1680 1 0.005952 10 1 1.0 1 -8.395411e+02 7.720742e+02 no trend trend_stationary 12.0
A3Benchmark-2 synthetic Timestamp 1680 1 0.009524 16 1 1.0 1 2.522746e+03 1.502136e+03 kubic trend trend_stationary 12.0
A3Benchmark-20 synthetic Timestamp 1680 1 0.007143 12 1 1.0 1 -2.522729e+03 1.578985e+03 kubic trend trend_stationary 12.0
A3Benchmark-21 synthetic Timestamp 1680 1 0.007143 12 1 1.0 1 2.521516e+03 1.455306e+03 kubic trend trend_stationary 12.0
A3Benchmark-22 synthetic Timestamp 1680 1 0.002381 4 1 1.0 1 2.517954e+03 1.731526e+03 kubic trend trend_stationary 12.0
A3Benchmark-23 synthetic Timestamp 1680 1 0.008929 15 1 1.0 1 9.055119e-01 1.773441e+02 no trend not_stationary 12.0
A3Benchmark-24 synthetic Timestamp 1680 1 0.004762 8 1 1.0 1 1.669738e-01 5.098118e+01 no trend difference_stationary 12.0
A3Benchmark-25 synthetic Timestamp 1680 1 0.001190 2 1 1.0 1 1.679740e+03 1.013211e+03 kubic trend trend_stationary 12.0
A3Benchmark-26 synthetic Timestamp 1680 1 0.006548 11 1 1.0 1 2.521833e+03 1.506303e+03 kubic trend trend_stationary 12.0
A3Benchmark-27 synthetic Timestamp 1680 1 0.005357 9 1 1.0 1 8.422053e+02 5.157126e+02 kubic trend trend_stationary 12.0
A3Benchmark-28 synthetic Timestamp 1680 1 0.001190 2 1 1.0 1 -8.388515e+02 7.805163e+02 no trend stationary 12.0
A3Benchmark-29 synthetic Timestamp 1680 1 0.002381 4 1 1.0 1 1.682189e+03 1.026906e+03 kubic trend trend_stationary 12.0
A3Benchmark-3 synthetic Timestamp 1680 1 0.003571 6 1 1.0 1 1.680179e+03 1.009189e+03 kubic trend trend_stationary 12.0
A3Benchmark-30 synthetic Timestamp 1680 1 0.004762 8 1 1.0 1 2.522160e+03 1.463661e+03 kubic trend trend_stationary 12.0
A3Benchmark-31 synthetic Timestamp 1680 1 0.004167 7 1 1.0 1 -3.421892e+00 6.918420e+02 no trend not_stationary 12.0
A3Benchmark-32 synthetic Timestamp 1680 1 0.008333 14 1 1.0 1 2.916790e+00 2.965138e+02 no trend not_stationary 12.0
A3Benchmark-33 synthetic Timestamp 1680 1 0.004762 8 1 1.0 1 -7.303750e+00 9.333005e+02 no trend difference_stationary 12.0
A3Benchmark-34 synthetic Timestamp 1680 1 0.000595 1 1 1.0 1 1.670389e+03 1.216355e+03 kubic trend trend_stationary 12.0
A3Benchmark-35 synthetic Timestamp 1680 1 0.001786 3 1 1.0 1 8.377679e+02 7.310831e+02 no trend trend_stationary 12.0
A3Benchmark-36 synthetic Timestamp 1680 1 0.002381 4 1 1.0 1 1.682835e+03 1.114311e+03 kubic trend trend_stationary 12.0
A3Benchmark-37 synthetic Timestamp 1680 1 0.005952 10 1 1.0 1 3.977504e+00 6.138780e+02 no trend not_stationary 12.0
A3Benchmark-38 synthetic Timestamp 1680 1 0.001786 3 1 1.0 1 8.406478e+02 4.952665e+02 kubic trend trend_stationary 12.0
A3Benchmark-39 synthetic Timestamp 1680 1 0.007143 12 1 1.0 1 8.411481e+02 4.880206e+02 kubic trend trend_stationary 12.0
A3Benchmark-4 synthetic Timestamp 1680 1 0.003571 6 1 1.0 1 1.681557e+03 1.085961e+03 kubic trend trend_stationary 12.0
A3Benchmark-40 synthetic Timestamp 1680 1 0.005952 9 1 1.0 2 -1.679548e+03 9.934544e+02 kubic trend trend_stationary 12.0
A3Benchmark-41 synthetic Timestamp 1680 1 0.008333 14 1 1.0 1 -1.489210e-02 1.569165e+02 no trend difference_stationary 12.0
A3Benchmark-42 synthetic Timestamp 1680 1 0.009524 16 1 1.0 1 -2.518578e+03 1.525612e+03 kubic trend trend_stationary 12.0
A3Benchmark-43 synthetic Timestamp 1680 1 0.008929 15 1 1.0 1 8.401557e+02 4.906005e+02 kubic trend trend_stationary 12.0
A3Benchmark-44 synthetic Timestamp 1680 1 0.009524 16 1 1.0 1 5.307275e-01 1.674205e+02 no trend difference_stationary 12.0
A3Benchmark-45 synthetic Timestamp 1680 1 0.002976 5 1 1.0 1 -5.862076e+00 5.845770e+02 no trend not_stationary 12.0
A3Benchmark-46 synthetic Timestamp 1680 1 0.001786 3 1 1.0 1 -2.520806e+03 1.560973e+03 kubic trend trend_stationary 12.0
A3Benchmark-47 synthetic Timestamp 1680 1 0.008929 15 1 1.0 1 1.676562e+03 1.121022e+03 kubic trend trend_stationary 12.0
A3Benchmark-48 synthetic Timestamp 1680 1 0.007738 13 1 1.0 1 1.679943e+03 1.015969e+03 kubic trend trend_stationary 12.0
A3Benchmark-49 synthetic Timestamp 1680 1 0.009524 16 1 1.0 1 -9.710704e-01 2.459448e+02 no trend not_stationary 12.0
A3Benchmark-5 synthetic Timestamp 1680 1 0.001190 2 1 1.0 1 1.679089e+03 1.055826e+03 kubic trend trend_stationary 12.0
A3Benchmark-50 synthetic Timestamp 1680 1 0.004167 7 1 1.0 1 2.519531e+03 1.454289e+03 kubic trend trend_stationary 12.0
A3Benchmark-51 synthetic Timestamp 1680 1 0.007738 13 1 1.0 1 2.517301e+03 1.616898e+03 kubic trend trend_stationary 12.0
A3Benchmark-52 synthetic Timestamp 1680 1 0.003571 6 1 1.0 1 2.454361e-01 4.816770e+02 no trend not_stationary 12.0
A3Benchmark-53 synthetic Timestamp 1680 1 0.008929 15 1 1.0 1 8.425863e+02 5.859294e+02 kubic trend trend_stationary 12.0
A3Benchmark-54 synthetic Timestamp 1680 1 0.009524 15 1 1.0 2 -8.455140e+02 9.037425e+02 no trend trend_stationary 12.0
A3Benchmark-55 synthetic Timestamp 1680 1 0.007143 12 1 1.0 1 -1.679631e+03 1.137554e+03 kubic trend trend_stationary 12.0
A3Benchmark-56 synthetic Timestamp 1680 1 0.000595 1 1 1.0 1 1.681458e+03 1.024761e+03 kubic trend trend_stationary 12.0
A3Benchmark-57 synthetic Timestamp 1680 1 0.005357 9 1 1.0 1 -1.680906e+03 1.067154e+03 kubic trend trend_stationary 12.0
A3Benchmark-58 synthetic Timestamp 1680 1 0.001786 3 1 1.0 1 2.463356e+00 8.429190e+02 no trend difference_stationary 12.0
A3Benchmark-59 synthetic Timestamp 1680 1 0.006548 11 1 1.0 1 8.407587e+02 5.242734e+02 kubic trend trend_stationary 12.0
A3Benchmark-6 synthetic Timestamp 1680 1 0.003571 6 1 1.0 1 7.092224e-02 6.617853e+01 no trend difference_stationary 12.0
A3Benchmark-60 synthetic Timestamp 1680 1 0.007143 12 1 1.0 1 -2.520713e+03 1.509998e+03 kubic trend trend_stationary 12.0
A3Benchmark-61 synthetic Timestamp 1680 1 0.007738 13 1 1.0 1 -1.680376e+03 1.222947e+03 kubic trend trend_stationary 12.0
A3Benchmark-62 synthetic Timestamp 1680 1 0.007143 12 1 1.0 1 2.521993e+03 1.454563e+03 kubic trend trend_stationary 12.0
A3Benchmark-63 synthetic Timestamp 1680 1 0.005952 10 1 1.0 1 1.679021e+03 1.030820e+03 kubic trend trend_stationary 12.0
A3Benchmark-64 synthetic Timestamp 1680 1 0.004762 8 1 1.0 1 -4.442305e-01 1.308471e+02 no trend not_stationary 12.0
A3Benchmark-65 synthetic Timestamp 1680 1 0.004167 7 1 1.0 1 2.406276e+00 6.598998e+02 no trend difference_stationary 12.0
A3Benchmark-66 synthetic Timestamp 1680 1 0.000595 1 1 1.0 1 8.116779e-01 5.495808e+02 no trend difference_stationary 12.0
A3Benchmark-67 synthetic Timestamp 1680 1 0.009524 16 1 1.0 1 -2.518511e+03 1.598878e+03 kubic trend trend_stationary 12.0
A3Benchmark-68 synthetic Timestamp 1680 1 0.009524 16 1 1.0 1 -8.378298e+02 6.616382e+02 quadratic trend trend_stationary 12.0
A3Benchmark-69 synthetic Timestamp 1680 1 0.004167 7 1 1.0 1 5.732154e-01 7.090589e+01 no trend not_stationary 12.0
A3Benchmark-7 synthetic Timestamp 1680 1 0.002976 5 1 1.0 1 4.886798e-01 1.876196e+02 no trend difference_stationary 12.0
A3Benchmark-70 synthetic Timestamp 1680 1 0.005357 9 1 1.0 1 2.521906e+03 1.505784e+03 kubic trend trend_stationary 12.0
A3Benchmark-71 synthetic Timestamp 1680 1 0.009524 16 1 1.0 1 8.402652e+02 4.904494e+02 kubic trend trend_stationary 12.0
A3Benchmark-72 synthetic Timestamp 1680 1 0.004762 8 1 1.0 1 -2.521452e+03 1.459676e+03 kubic trend trend_stationary 12.0
A3Benchmark-73 synthetic Timestamp 1680 1 0.008929 15 1 1.0 1 -1.632103e-03 8.684788e+01 no trend not_stationary 12.0
A3Benchmark-74 synthetic Timestamp 1680 1 0.003571 6 1 1.0 1 -2.520183e+03 1.482611e+03 kubic trend trend_stationary 12.0
A3Benchmark-75 synthetic Timestamp 1680 1 0.008333 14 1 1.0 1 -8.454185e+02 9.376229e+02 no trend trend_stationary 12.0
A3Benchmark-76 synthetic Timestamp 1680 1 0.002976 5 1 1.0 1 -1.368042e+00 5.948786e+02 no trend difference_stationary 12.0
A3Benchmark-77 synthetic Timestamp 1680 1 0.009524 16 1 1.0 1 -7.311815e-01 2.176329e+02 no trend not_stationary 12.0
A3Benchmark-78 synthetic Timestamp 1680 1 0.008929 15 1 1.0 1 -1.689992e+03 1.068238e+03 kubic trend trend_stationary 12.0
A3Benchmark-79 synthetic Timestamp 1680 1 0.002976 5 1 1.0 1 -1.685744e+03 1.165664e+03 kubic trend trend_stationary 12.0
A3Benchmark-8 synthetic Timestamp 1680 1 0.002381 4 1 1.0 1 -2.521641e+03 1.503489e+03 kubic trend trend_stationary 12.0
A3Benchmark-80 synthetic Timestamp 1680 1 0.007738 13 1 1.0 1 -2.521180e+03 1.473149e+03 kubic trend trend_stationary 12.0
A3Benchmark-81 synthetic Timestamp 1680 1 0.007143 12 1 1.0 1 8.368844e+02 5.645012e+02 kubic trend trend_stationary 12.0
A3Benchmark-82 synthetic Timestamp 1680 1 0.004167 7 1 1.0 1 -2.521626e+03 1.581662e+03 kubic trend trend_stationary 12.0
A3Benchmark-83 synthetic Timestamp 1680 1 0.007143 12 1 1.0 1 8.461394e+02 1.051397e+03 no trend trend_stationary 12.0
A3Benchmark-84 synthetic Timestamp 1680 1 0.002976 5 1 1.0 1 -1.681546e+03 1.064599e+03 kubic trend trend_stationary 12.0
A3Benchmark-85 synthetic Timestamp 1680 1 0.004762 8 1 1.0 1 2.132129e+00 4.914810e+02 no trend difference_stationary 12.0
A3Benchmark-86 synthetic Timestamp 1680 1 0.007738 13 1 1.0 1 -9.153417e-02 1.714811e+02 no trend not_stationary 12.0
A3Benchmark-87 synthetic Timestamp 1680 1 0.004167 7 1 1.0 1 -1.951014e+00 4.281091e+02 no trend difference_stationary 12.0
A3Benchmark-88 synthetic Timestamp 1680 1 0.007143 12 1 1.0 1 8.480742e+02 1.113061e+03 no trend trend_stationary 12.0
A3Benchmark-89 synthetic Timestamp 1680 1 0.008333 13 1 1.0 2 -2.528063e+03 1.728515e+03 kubic trend trend_stationary 12.0
A3Benchmark-9 synthetic Timestamp 1680 1 0.005952 10 1 1.0 1 -8.436402e+02 8.955228e+02 no trend trend_stationary 12.0
A3Benchmark-90 synthetic Timestamp 1680 1 0.005952 10 1 1.0 1 8.414583e+02 5.080145e+02 kubic trend trend_stationary 12.0
A3Benchmark-91 synthetic Timestamp 1680 1 0.002976 5 1 1.0 1 -1.333687e+00 8.585676e+02 no trend difference_stationary 12.0
A3Benchmark-92 synthetic Timestamp 1680 1 0.004762 8 1 1.0 1 -9.945821e-01 8.558343e+02 no trend not_stationary 12.0
A3Benchmark-93 synthetic Timestamp 1680 1 0.008929 15 1 1.0 1 1.041958e+00 1.204198e+02 no trend not_stationary 12.0
A3Benchmark-94 synthetic Timestamp 1680 1 0.001786 3 1 1.0 1 1.677635e+03 1.199325e+03 kubic trend trend_stationary 12.0
A3Benchmark-95 synthetic Timestamp 1680 1 0.009524 16 1 1.0 1 -1.681646e+03 9.750492e+02 kubic trend trend_stationary 12.0
A3Benchmark-96 synthetic Timestamp 1680 1 0.002976 5 1 1.0 1 -2.522289e+03 1.610776e+03 kubic trend trend_stationary 12.0
A3Benchmark-97 synthetic Timestamp 1680 1 0.005952 10 1 1.0 1 -1.683902e+03 1.041300e+03 kubic trend trend_stationary 12.0
A3Benchmark-98 synthetic Timestamp 1680 1 0.007738 13 1 1.0 1 -1.685310e+03 1.175148e+03 kubic trend trend_stationary 12.0
A3Benchmark-99 synthetic Timestamp 1680 1 0.006548 11 1 1.0 1 -2.522426e+03 1.471964e+03 kubic trend trend_stationary 12.0
A4Benchmark-1 synthetic Timestamp 1680 1 0.008929 15 1 1.0 1 1.696645e+03 6.866967e+02 linear trend stationary 12.0
A4Benchmark-10 synthetic Timestamp 1680 1 0.002976 5 1 1.0 1 -7.412797e+02 6.472575e+02 no trend trend_stationary 12.0
A4Benchmark-100 synthetic Timestamp 1680 1 0.004762 8 1 1.0 1 -2.695132e+02 4.920146e+02 kubic trend trend_stationary 333.0
A4Benchmark-11 synthetic Timestamp 1680 1 0.004167 7 1 1.0 1 2.433621e+03 1.368522e+03 kubic trend trend_stationary 12.0
A4Benchmark-12 synthetic Timestamp 1680 1 0.004167 7 1 1.0 1 -1.437972e+02 9.400036e+02 kubic trend trend_stationary 12.0
A4Benchmark-13 synthetic Timestamp 1680 1 0.010119 17 1 1.0 1 1.287675e+03 1.089915e+03 quadratic trend trend_stationary 12.0
A4Benchmark-14 synthetic Timestamp 1680 1 0.008333 14 1 1.0 1 2.797575e+02 5.695830e+02 no trend trend_stationary 12.0
A4Benchmark-15 synthetic Timestamp 1680 1 0.005357 9 1 1.0 1 2.851309e+00 1.752032e+02 no trend not_stationary 12.0
A4Benchmark-16 synthetic Timestamp 1680 1 0.001786 3 1 1.0 1 2.528807e+02 5.312920e+02 no trend difference_stationary 12.0
A4Benchmark-17 synthetic Timestamp 1680 1 0.006548 11 1 1.0 1 4.211465e+02 4.542102e+02 no trend trend_stationary 12.0
A4Benchmark-18 synthetic Timestamp 1680 1 0.002381 4 1 1.0 1 -3.510755e+02 6.609693e+02 kubic trend trend_stationary 12.0
A4Benchmark-19 synthetic Timestamp 1680 1 0.008929 15 1 1.0 1 2.194300e+03 1.306335e+03 kubic trend trend_stationary 12.0
A4Benchmark-2 synthetic Timestamp 1680 1 0.002976 5 1 1.0 1 2.521515e+03 1.463906e+03 kubic trend trend_stationary 12.0
A4Benchmark-20 synthetic Timestamp 1680 1 0.010119 17 1 1.0 1 4.020823e+02 1.037186e+03 no trend trend_stationary 12.0
A4Benchmark-21 synthetic Timestamp 1680 1 0.007738 13 1 1.0 1 1.681673e+03 9.832974e+02 kubic trend trend_stationary 12.0
A4Benchmark-22 synthetic Timestamp 1680 1 0.007143 12 1 1.0 1 -4.097997e+02 8.753377e+02 quadratic trend trend_stationary 12.0
A4Benchmark-23 synthetic Timestamp 1680 1 0.002976 5 1 1.0 1 -6.285893e+02 1.132145e+03 kubic trend trend_stationary 12.0
A4Benchmark-24 synthetic Timestamp 1680 1 0.007143 12 1 1.0 1 -6.682248e+02 5.944284e+02 no trend trend_stationary 12.0
A4Benchmark-25 synthetic Timestamp 1680 1 0.008333 14 1 1.0 1 7.247485e+02 6.446155e+02 kubic trend trend_stationary 12.0
A4Benchmark-26 synthetic Timestamp 1680 1 0.003571 6 1 1.0 1 3.687812e+02 7.493121e+02 no trend trend_stationary 12.0
A4Benchmark-27 synthetic Timestamp 1680 1 0.011310 19 1 1.0 1 -1.112685e+01 7.450942e+02 no trend trend_stationary 12.0
A4Benchmark-28 synthetic Timestamp 1680 1 0.007738 13 1 1.0 1 -1.533832e+02 6.641486e+02 no trend trend_stationary 12.0
A4Benchmark-29 synthetic Timestamp 1680 1 0.008929 14 1 1.0 2 8.412219e+02 5.741298e+02 kubic trend trend_stationary 12.0
A4Benchmark-3 synthetic Timestamp 1680 1 0.005952 10 1 1.0 1 -1.075879e+03 9.705605e+02 kubic trend trend_stationary 12.0
A4Benchmark-30 synthetic Timestamp 1680 1 0.002976 5 1 1.0 1 2.525985e+03 1.596160e+03 kubic trend trend_stationary 12.0
A4Benchmark-31 synthetic Timestamp 1680 1 0.002976 5 1 1.0 1 7.535472e+02 7.738655e+02 kubic trend trend_stationary 12.0
A4Benchmark-32 synthetic Timestamp 1680 1 0.007738 13 1 1.0 1 -1.051902e+02 1.142437e+03 no trend trend_stationary 12.0
A4Benchmark-33 synthetic Timestamp 1680 1 0.004167 7 1 1.0 1 7.779027e+02 5.567144e+02 kubic trend trend_stationary 12.0
A4Benchmark-34 synthetic Timestamp 1680 1 0.004762 8 1 1.0 1 -2.027903e-01 8.186260e+01 no trend not_stationary 12.0
A4Benchmark-35 synthetic Timestamp 1680 1 0.009524 16 1 1.0 1 7.458867e-01 5.883096e+02 no trend trend_stationary 12.0
A4Benchmark-36 synthetic Timestamp 1680 1 0.011310 19 1 1.0 1 -1.192837e+03 9.328368e+02 no trend trend_stationary 12.0
A4Benchmark-37 synthetic Timestamp 1680 1 0.003571 6 1 1.0 1 8.259327e+02 9.067477e+02 no trend trend_stationary 12.0
A4Benchmark-38 synthetic Timestamp 1680 1 0.007143 12 1 1.0 1 -1.321417e+03 6.159548e+02 no trend trend_stationary 12.0
A4Benchmark-39 synthetic Timestamp 1680 1 0.010714 18 1 1.0 1 1.416252e+03 8.430505e+02 linear trend trend_stationary 12.0
A4Benchmark-4 synthetic Timestamp 1680 1 0.003571 6 1 1.0 1 1.681557e+03 1.085961e+03 kubic trend trend_stationary 12.0
A4Benchmark-40 synthetic Timestamp 1680 1 0.004762 8 1 1.0 1 7.446817e+02 5.916595e+02 no trend trend_stationary 12.0
A4Benchmark-41 synthetic Timestamp 1680 1 0.008929 15 1 1.0 1 1.299693e+03 7.082765e+02 linear trend trend_stationary 12.0
A4Benchmark-42 synthetic Timestamp 1680 1 0.003571 6 1 1.0 1 2.187263e+03 1.147966e+03 kubic trend trend_stationary 12.0
A4Benchmark-43 synthetic Timestamp 1680 1 0.007738 13 1 1.0 1 -4.773510e+02 6.559199e+02 no trend trend_stationary 12.0
A4Benchmark-44 synthetic Timestamp 1680 1 0.011310 19 1 1.0 1 -3.342853e+02 3.598134e+02 no trend trend_stationary 12.0
A4Benchmark-45 synthetic Timestamp 1680 1 0.004762 8 1 1.0 1 1.699201e+02 1.030398e+03 no trend trend_stationary 12.0
A4Benchmark-46 synthetic Timestamp 1680 1 0.005952 10 1 1.0 1 -4.787682e+02 8.182573e+02 no trend trend_stationary 12.0
A4Benchmark-47 synthetic Timestamp 1680 1 0.001786 3 1 1.0 1 -1.115216e+03 1.286897e+03 kubic trend trend_stationary 12.0
A4Benchmark-48 synthetic Timestamp 1680 1 0.009524 16 1 1.0 1 -4.968220e+02 5.813384e+02 kubic trend trend_stationary 12.0
A4Benchmark-49 synthetic Timestamp 1680 1 0.005952 10 1 1.0 1 -1.681206e+03 9.839258e+02 kubic trend trend_stationary 12.0
A4Benchmark-5 synthetic Timestamp 1680 1 0.005357 9 1 1.0 1 -8.658994e+02 8.360193e+02 kubic trend trend_stationary 12.0
A4Benchmark-50 synthetic Timestamp 1680 1 0.006548 11 1 1.0 1 2.207141e+02 4.614205e+02 no trend trend_stationary 12.0
A4Benchmark-51 synthetic Timestamp 1680 1 0.001190 2 1 1.0 1 2.683375e+02 5.822149e+02 no trend trend_stationary 12.0
A4Benchmark-52 synthetic Timestamp 1680 1 0.006548 11 1 1.0 1 -2.359466e+00 4.546414e+02 no trend difference_stationary 12.0
A4Benchmark-53 synthetic Timestamp 1680 1 0.001786 3 1 1.0 1 3.025343e+02 6.614898e+02 no trend trend_stationary 12.0
A4Benchmark-54 synthetic Timestamp 1680 1 0.001786 3 1 1.0 1 1.680545e+03 1.003432e+03 kubic trend trend_stationary 12.0
A4Benchmark-55 synthetic Timestamp 1680 1 0.003571 6 1 1.0 1 7.302920e+02 4.896851e+02 no trend trend_stationary 12.0
A4Benchmark-56 synthetic Timestamp 1680 1 0.011905 20 1 1.0 1 -2.269956e+00 8.790716e+02 kubic trend trend_stationary 12.0
A4Benchmark-57* synthetic Timestamp 1680 1 0.005952 10 1 1.0 1 1.513928e+02 4.498932e+02 no trend trend_stationary 12.0
A4Benchmark-58 synthetic Timestamp 1680 1 0.007143 12 1 1.0 1 6.550368e+02 5.667757e+02 no trend trend_stationary 12.0
A4Benchmark-59 synthetic Timestamp 1680 1 0.001190 2 1 1.0 1 1.258476e+03 8.727762e+02 no trend trend_stationary 12.0
A4Benchmark-6 synthetic Timestamp 1680 1 0.005357 8 1 1.0 2 -1.355559e+00 3.956415e+02 no trend difference_stationary 12.0
A4Benchmark-60 synthetic Timestamp 1680 1 0.002976 5 1 1.0 1 -2.052370e+02 5.066510e+02 kubic trend trend_stationary 12.0
A4Benchmark-61 synthetic Timestamp 1680 1 0.001786 3 1 1.0 1 -5.828730e+00 4.784545e+02 no trend not_stationary 12.0
A4Benchmark-62 synthetic Timestamp 1680 1 0.009524 16 1 1.0 1 4.702161e+02 1.175342e+03 kubic trend trend_stationary 12.0
A4Benchmark-63 synthetic Timestamp 1680 1 0.004167 7 1 1.0 1 8.411128e+02 4.905021e+02 kubic trend trend_stationary 12.0
A4Benchmark-64 synthetic Timestamp 1680 1 0.004167 7 1 1.0 1 -9.077377e+02 3.018991e+02 no trend stationary 12.0
A4Benchmark-65 synthetic Timestamp 1680 1 0.009524 16 1 1.0 1 -5.761898e+00 6.435534e+02 no trend not_stationary 12.0
A4Benchmark-66 synthetic Timestamp 1680 1 0.001786 3 1 1.0 1 8.980325e+01 2.526153e+02 no trend stationary 12.0
A4Benchmark-67 synthetic Timestamp 1680 1 0.010714 18 1 1.0 1 -1.409855e+03 1.176909e+03 kubic trend trend_stationary 12.0
A4Benchmark-68 synthetic Timestamp 1680 1 0.000595 1 1 1.0 1 8.412547e+02 6.301183e+02 quadratic trend trend_stationary 12.0
A4Benchmark-69* synthetic Timestamp 1680 1 0.003571 6 1 1.0 1 -5.339001e+01 7.594741e+02 no trend trend_stationary 12.0
A4Benchmark-7 synthetic Timestamp 1680 1 0.010714 18 1 1.0 1 -1.023043e+03 6.077030e+02 no trend stationary 12.0
A4Benchmark-70 synthetic Timestamp 1680 1 0.002381 4 1 1.0 1 7.612663e-01 3.723696e+02 no trend not_stationary 12.0
A4Benchmark-71 synthetic Timestamp 1680 1 0.007738 13 1 1.0 1 1.804098e+03 1.176279e+03 kubic trend trend_stationary 12.0
A4Benchmark-72 synthetic Timestamp 1680 1 0.004167 7 1 1.0 1 2.462057e+02 6.955164e+02 no trend difference_stationary 12.0
A4Benchmark-73 synthetic Timestamp 1680 1 0.003571 6 1 1.0 1 1.299984e+03 1.016852e+03 no trend trend_stationary 12.0
A4Benchmark-74 synthetic Timestamp 1680 1 0.001786 3 1 1.0 1 -6.049785e+02 7.848720e+02 kubic trend trend_stationary 12.0
A4Benchmark-75 synthetic Timestamp 1680 1 0.009524 16 1 1.0 1 -8.192581e+02 8.714736e+02 no trend trend_stationary 12.0
A4Benchmark-76 synthetic Timestamp 1680 1 0.007738 13 1 1.0 1 6.858087e+02 1.245394e+03 kubic trend trend_stationary 12.0
A4Benchmark-77 synthetic Timestamp 1680 1 0.010119 16 1 1.0 2 8.373515e+02 9.046468e+02 no trend trend_stationary 12.0
A4Benchmark-78 synthetic Timestamp 1680 1 0.009524 16 1 1.0 1 -2.134979e+02 5.303413e+02 no trend trend_stationary 12.0
A4Benchmark-79 synthetic Timestamp 1680 1 0.004167 7 1 1.0 1 1.848143e+03 8.698209e+02 linear trend trend_stationary 12.0
A4Benchmark-8 synthetic Timestamp 1680 1 0.008929 14 1 1.0 2 -2.197498e+02 4.574729e+02 no trend trend_stationary 12.0
A4Benchmark-80 synthetic Timestamp 1680 1 0.009524 16 1 1.0 1 -2.994778e+01 6.356657e+02 no trend trend_stationary 12.0
A4Benchmark-81 synthetic Timestamp 1680 1 0.007738 13 1 1.0 1 8.912848e+02 6.277271e+02 no trend trend_stationary 12.0
A4Benchmark-82 synthetic Timestamp 1680 1 0.009524 16 1 1.0 1 1.081964e+01 6.638493e+02 no trend not_stationary 12.0
A4Benchmark-83 synthetic Timestamp 1680 1 0.002381 4 1 1.0 1 2.043028e-01 2.827271e+02 no trend difference_stationary 12.0
A4Benchmark-84 synthetic Timestamp 1680 1 0.004167 7 1 1.0 1 -1.471564e+03 9.938352e+02 kubic trend trend_stationary 12.0
A4Benchmark-85 synthetic Timestamp 1680 1 0.010119 17 1 1.0 1 1.044749e+02 6.831734e+02 no trend trend_stationary 12.0
A4Benchmark-86 synthetic Timestamp 1680 1 0.009524 16 1 1.0 1 1.021977e+03 7.247767e+02 no trend trend_stationary 12.0
A4Benchmark-87 synthetic Timestamp 1680 1 0.000595 1 1 1.0 1 8.394650e+02 7.228648e+02 no trend stationary 12.0
A4Benchmark-88 synthetic Timestamp 1680 1 0.008929 15 1 1.0 1 -1.235886e+03 8.499086e+02 quadratic trend trend_stationary 12.0
A4Benchmark-89 synthetic Timestamp 1680 1 0.005952 10 1 1.0 1 -6.288323e+02 6.672029e+02 no trend trend_stationary 12.0
A4Benchmark-9 synthetic Timestamp 1680 1 0.001786 3 1 1.0 1 -2.357794e+02 5.486622e+02 no trend trend_stationary 12.0
A4Benchmark-90 synthetic Timestamp 1680 1 0.007738 13 1 1.0 1 8.423070e+02 6.071403e+02 quadratic trend trend_stationary 12.0
A4Benchmark-91 synthetic Timestamp 1680 1 0.007738 13 1 1.0 1 -2.826587e+02 5.141972e+02 kubic trend trend_stationary 12.0
A4Benchmark-92 synthetic Timestamp 1680 1 0.008929 15 1 1.0 1 -2.520022e+03 1.472028e+03 kubic trend trend_stationary 12.0
A4Benchmark-93 synthetic Timestamp 1680 1 0.004762 8 1 1.0 1 -5.550098e+02 1.164928e+03 no trend trend_stationary 12.0
A4Benchmark-94 synthetic Timestamp 1680 1 0.010119 17 1 1.0 1 -1.703688e+02 5.090839e+02 no trend trend_stationary 12.0
A4Benchmark-95 synthetic Timestamp 1680 1 0.004762 8 1 1.0 1 1.682451e+03 1.000344e+03 linear trend trend_stationary 12.0
A4Benchmark-96 synthetic Timestamp 1680 1 0.002976 5 1 1.0 1 1.992507e+03 1.073142e+03 linear trend trend_stationary 12.0
A4Benchmark-97 synthetic Timestamp 1680 1 0.010119 17 1 1.0 1 -6.335741e+02 8.633246e+02 kubic trend trend_stationary 12.0
A4Benchmark-98 synthetic Timestamp 1680 1 0.010119 17 1 1.0 1 2.468961e+03 1.400069e+03 kubic trend trend_stationary 12.0
A4Benchmark-99 synthetic Timestamp 1680 1 0.011310 18 1 1.0 2 2.765957e+02 4.115858e+02 no trend trend_stationary 12.0

  1. https://www.statsmodels.org/stable/examples/notebooks/generated/stationarity_detrending_adf_kpss.html ↩