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US-CoastEX: Probabilistic reanalysis of storm surge and sea level extremes for the United States

Observation-driven probabilistic dataset of storm surge and sea level extremes for the U.S. coast (1950-2020) using Bayesian methods, revealing traditional 100-year estimates were ~50% too low.

doi.org

At a glance

Region
North America
Coverage
North America
Access
Free
Category
Research
Last updated
2025

What's inside

  • Flood Data

What you can do with it

Typical work that data of this type supports.

  1. 01

    Hazard maps

    Map flood-prone areas and who and what is exposed.

    Because it has: Flood Data

  2. 02

    Model validation

    Check flood models against observed events.

  3. 03

    Risk screening

    Screen projects and assets for climate risk.

Where AI adds value

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

  1. 01

    Flood extent from SAR

    Segment flooded areas in radar imagery, even through cloud.

  2. 02

    Depth estimates

    Learn flood depth from terrain, rainfall and past events.

  3. 03

    Bias correction

    Correct and downscale climate model output for a site.

Machine access and documentation

Data paper

US-CoastEX: Probabilistic reanalysis of storm surge and sea level extremes for the United States

Scientific Data 2025

Read the paper

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