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https://github.com/ai2cm/ace2-som-paper

Experiment configuration and figure notebooks for ACE2-SOM paper

https://github.com/ai2cm/ace2-som-paper

Science Score: 39.0%

This score indicates how likely this project is to be science-related based on various indicators:

  • ○
    CITATION.cff file
  • ✓
    codemeta.json file
    Found codemeta.json file
  • ✓
    .zenodo.json file
    Found .zenodo.json file
  • ✓
    DOI references
    Found 2 DOI reference(s) in README
  • ○
    Academic publication links
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    Academic email domains
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    Institutional organization owner
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    JOSS paper metadata
  • ○
    Scientific vocabulary similarity
    Low similarity (3.8%) to scientific vocabulary
Last synced: 10 months ago · JSON representation

Repository

Experiment configuration and figure notebooks for ACE2-SOM paper

Basic Info
  • Host: GitHub
  • Owner: ai2cm
  • License: apache-2.0
  • Language: Jupyter Notebook
  • Default Branch: main
  • Homepage:
  • Size: 3.17 MB
Statistics
  • Stars: 0
  • Watchers: 1
  • Forks: 0
  • Open Issues: 0
  • Releases: 0
Created over 1 year ago · Last pushed 12 months ago
Metadata Files
Readme License

README.md

ace2-som-paper

This repository contains the code for running reference SHiELD-SOM simulations, doing initial data processing, training ACE2-SOM and running inference experiments, and generating figures for the paper titled "ACE2-SOM: Coupling an ML atmospheric emulator to a slab ocean and learning the sensitivity of climate to changed CO2." A link to the pre-print can be found here.

Owner

  • Name: ai2cm
  • Login: ai2cm
  • Kind: organization
  • Location: Seattle WA, USA

AI2 Climate Modeling

GitHub Events

Total
  • Delete event: 9
  • Issue comment event: 2
  • Push event: 15
  • Pull request review event: 7
  • Pull request event: 17
  • Create event: 9
Last Year
  • Delete event: 9
  • Issue comment event: 2
  • Push event: 15
  • Pull request review event: 7
  • Pull request event: 17
  • Create event: 9

Dependencies

requirements.in pypi
  • beaker-py *
  • bokeh >=3.1.0
  • cartopy *
  • cftime *
  • dask *
  • distributed *
  • faceted *
  • fsspec *
  • gcsfs *
  • h5netcdf *
  • ipywidgets *
  • jupyterlab *
  • matplotlib *
  • netCDF4 *
  • numpy ==1.26.3
  • scipy *
  • seaborn *
  • universal_pathlib *
  • wandb *
  • xarray *
  • xesmf *
  • zarr *
requirements.txt pypi
  • 202 dependencies