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NorSWE: Northern Hemisphere in situ snow water equivalent dataset (1979-2021)

Over 11.5 million SWE observations from 10,000+ locations across the Northern Hemisphere (1979-2021), compiled from manual snow surveys, snow pillows, and automated sensors.

doi.org

At a glance

Region
Northern Hemisphere
Coverage
Northern Hemisphere
Access
Free
Category
Research
Last updated
2025

What's inside

  • Cryosphere

What you can do with it

Typical work that data of this type supports.

  1. 01

    Melt runoff

    Forecast snowmelt contributions to rivers.

    Because it has: Cryosphere

  2. 02

    Glacier change

    Track glacier retreat over decades.

  3. 03

    Supply outlook

    Plan seasonal water supply in snow-fed basins.

Where AI adds value

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

  1. 01

    Cloud-free snow maps

    Fill snow cover hidden by cloud with ML.

  2. 02

    Melt-season flows

    Predict melt-season river flow from snow and weather.

  3. 03

    Lake outburst risk

    Map glacial lakes and their outburst risk.

Machine access and documentation

Data paper

NorSWE: Northern Hemisphere in situ snow water equivalent dataset (1979-2021)

Earth System Science Data 2025

Read the paper

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