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CSDMS 2023: Patterns and Processes Across Scales

Emerging open-source Python-based infrastructure for scalable, data-proximate analysis and visualization of model output

Rich Signell

USGS, United States

This clinic will introduce and demonstrate use of a powerful, flexible approach being used by the Pangeo community for working with large model output which works effectively on a range of computing systems including local machines, HPC facilities and the Cloud. Xarray is used for working with CF-compliant model output, Dask for parallelization, and Holoviz for interactive visualization in the browser. Rechunking data to improve performance for a variety of analysis use cases will also be covered.

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Of interest for:
  • Marine Working Group
  • Terrestrial Working Group
  • Coastal Working Group
  • Education and Knowledge Transfer (EKT) Working Group
  • Cyberinformatics and Numerics Working Group
  • Hydrology Focus Research Group
  • Chesapeake Focus Research Group
  • Critical Zone Focus Research Group
  • Human Dimensions Focus Research Group
  • Geodynamics Focus Research Group
  • Ecosystem Dynamics Focus Research Group
  • Coastal Vulnerability Initiative
  • Continental Margin Initiative
  • Artificial Intelligence & Machine Learning Initiative
  • Modeling Platform Interoperability Initiative
  • River Network Modeling Initiative