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TimeSeriesForecastingData

A collection of benchmark datasets widely used in time series forecasting research.

Included Datasets

ETT-small

Electricity Transformer Temperature dataset.

Files:

  • ETTh1.csv
  • ETTh2.csv
  • ETTm1.csv
  • ETTm2.csv

Weather

Weather forecasting benchmark dataset.

Files:

  • weather.csv

Electricity

Electricity consumption forecasting dataset.

Files:

  • electricity.csv

Traffic

Traffic flow forecasting dataset.

Files:

  • traffic.csv

M4

M4 forecasting competition dataset.

Files:

  • Yearly
  • Quarterly
  • Monthly
  • Weekly
  • Daily
  • Hourly

Applications

These datasets are widely used for evaluating:

  • Informer
  • Autoformer
  • FEDformer
  • TimesNet
  • PatchTST
  • iTransformer
  • GPT4TS
  • TimeLLM
  • PID4TS

License

Please follow the licenses and citation requirements of the original datasets.