Available Datasets

GenTS presets 13 widely used time series generation datasets from multiple domains. Some of them come naturally with missing values and class labels, supporting to benchmark different kinds of models.

Note

SineND, Spiral2D, and MoJoCo are simulated datasets, so they have arbitrary resolution (and time steps).

Note

Physionet originally records 48-hour patients status at 1-minute resolution, but it can also be aggregated to other resolutions. We recommend the lowest resolution (1 hour) for benchmarking.

Data Overview

Name

Resolution

Dimension

Missing value

Class label

Domain

SineND

continuous

N

Physics

Spiral2D

continuous

2

2

Physics

Stocks

1 day

6

Financial

Energy

10 min

28

Energy

ETT dataset

1 hour/15 min

7

Energy

Electricity dataset

1 hour

321

Energy

Traffic dataset

1 hour

862

Traffic

Exchange

1 day

8

Financial

MoJoCo

continuous

14

Physics

Physionet

1 min - 1 hour

35

2

Healthcare

ECG

~700 Hz

1

5

Healthcare

AirQuality

1 hour

6

Environment

Weather

10 min

6

Environment