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FutureStreams: A global dataset of future streamflow and water temperature

Global projections of future streamflow and water temperature at ~10 km resolution using PCR-GLOBWB forced with five GCMs under multiple climate scenarios up to 2099.

doi.org

At a glance

Region
Global
Coverage
Global
Access
Free
Category
Research
Last updated
2022

What's inside

  • Temperature
  • Streamflow
  • Climate Projections

Terms explained

What you can do with it

Typical work that data of this type supports.

  1. 01

    Risk screening

    Screen projects and assets for climate risk.

    Because it has: Temperature

  2. 02

    Future water

    Estimate water availability under future scenarios.

  3. 03

    Design flows

    Estimate 1-in-50 and 1-in-100 year floods for bridges, culverts and spillways.

    Because it has: Streamflow

Where AI adds value

Ideas for machine learning and AI agents built on this kind of data.

  1. 01

    Bias correction

    Correct and downscale climate model output for a site.

  2. 02

    Emulators

    Replace slow model runs with fast ML emulators.

  3. 03

    Flow forecasting

    Train LSTM-style models on past records to forecast river levels and flow days ahead.

Machine access and documentation

Data paper

FutureStreams: A global dataset of future streamflow and water temperature

Scientific Data 2022

Read the paper

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