Datasets

Contents

• Datasets
  • Contents
  • Spatial-temporal Forecasting
    • Transportation
      • Traffic Speed/Flow
      • Bike Rental Records
      • Taxi GPS Trajectory
      • Multimodal Traffic Data
    • Climate
    • Crime Prediction
  • Long Time-series Forecasting

Spatial-temporal Forecasting

Transportation

Traffic Speed/Flow

• LargeST: Data

  • Liu et. al. NeurIPS, 2023 (PDF) (arXiv) (Code)
  

• PEMS03/04/07/08: Data-BasicTS

  • Song et al. AAAI, 2020 (PDF) (AAAI) (Code)

• METR-LA / PEMS-BAY: Data-BasicTS

  • Li et al. ICLR 2018 (PDF) (arXiv) (Code)

• EXPY-TKY: Data

  • consists of three-month speed data collected from 1843 links in Tokyo, Japan.
  • TESTAM ICLR 2024 (PDF) (arXiv) (Code)

• PEMSD7(M/L): Data

  • Yu et al. IJCAI 2018 (PDF) (arXiv) (Code)

• Chendu/Shenzhen: Data - TPB

  

Bike Rental Records

• NYCBike1/2: Data - ST-SLL

Taxi GPS Trajectory

• NYCTaxi/BJTaxi: Data - ST-SLL

  

Multimodal Traffic Data

• BjTT

  • Zhang et al. arXiv 2024 (PDF) (arXiv) (Code)
  

Climate

• Air quality data / Meteorological data

  • AirFormer AAAI 2023 (PDF) (arXiv) (Code)
  

Crime Prediction

• CHI-Crime / NYC-Crime

  • data
  

Long Time-series Forecasting

• ETTh1, ETTh2, ETTm1, ETTm2, Electricity, Exchange Rate, Weather, Traffic, Illness, Beijing Air Quality
  • Data-BasicTS