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ECMWF Climate Data Store (CDS)

Copernicus Climate Change Service portal providing ERA5 reanalysis, seasonal forecasts, CMIP6 projections, hydrology indicators, and hundreds of climate and hydrology datasets with a unified Python API.

cds.climate.copernicus.eu

At a glance

Region
Global
Coverage
Global
Access
Registration Required
Category
International

What's inside

  • Reanalysis
  • Climate Projections
  • Seasonal Forecasts
  • API

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: Reanalysis

  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.

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.

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