CSDMS 2023: Patterns and Processes Across Scales
Emerging open-source Python-based infrastructure for scalable, data-proximate analysis and visualization of model output
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.
Please acknowledge the original contributors when you are using this material. If there are any copyright issues, please let us know (CSDMSweb@colorado.edu) and we will respond as soon as possible.
Of interest for: Marine Working GroupTerrestrial Working GroupCoastal Working GroupEducation and Knowledge Transfer (EKT) Working GroupCyberinformatics and Numerics Working GroupHydrology Focus Research GroupChesapeake Focus Research GroupCritical Zone Focus Research GroupHuman Dimensions Focus Research GroupGeodynamics Focus Research GroupEcosystem Dynamics Focus Research GroupCoastal Vulnerability InitiativeContinental Margin InitiativeArtificial Intelligence & Machine Learning InitiativeModeling Platform Interoperability InitiativeRiver Network Modeling Initiative