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This clinic will introduce and demonstrate … 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.f analysis use cases will also be covered. +
rsignell@usgs.gov +
CSDMS 2023: Patterns and Processes Across Scales +
USGS +
Signell +
Clinic +
Massachusetts +
Emerging open-source Python-based infrastructure for scalable, data-proximate analysis and visualization of model output +
United States +
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16:18:34, 24 January 2023 +
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22:33:30, 11 June 2025 +
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 + and River Network Modeling Initiative +