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model_evaluation_suite

Combined repository for automated, aggregated evaluation of ACS regional climate models. Intended for benchmarking CPM and ML developments

App List

Name Description Status Observations Notes Reference
ASWT Australian Synoptic Weather Types Complete ERA5 (precomputed by authors) Only relevant for Australian domain Paper, Github
MSE Moist static energy 90% ERA5 (gadi dependent) Fairly inconclusive
SyCLoPS Tempest Extremes low pressure classifier Complete ERA5 (precomputed by authors), IBTrACS Needs up-to-date (2026) installation of Tempest Extremes paper doc
TE_storms Tempest Extremes updraft helicity tracker 90% BARRA, ACCESS-CE slow on a large domain. Needs Tempest Extremes N/A
icclim Rainfall and temperature climate indices Complete Gridded rainfall and temperature products Needs icclim python library installed in conda environment icclim
icclim_1hr Attempt to apply icclim indices to hourly data Some bugs BARRA-C2. Ideally BRAIN units are mm/day rather than mm/hr icclim
means Compute seasonal, annual and climatological monthly means Complete (model only) BARRA, ERA5 (not implemented yet) Used for sensitivity analysis, not obs comparison N/A
radar distributions Subset to radar domain and compute histogram Complete Rainrates derived from radars Radars regridded to model grid offline. NCI specific without some work N/A
stations extract data at station locations 90% Station data Needs input csv/netcdf with coords lat, lon and (if CSV) station N/A
wethours extract dewpoint and rainfall at hours with rainfall above threshold Complete Station data Intended for dewpoint/extreme rainfall comparison N/A
xclim Compute bespoke temperature indices not found in icclim Complete Needs python library: check with Benjamin Ng or see ref Gridded temperature data (e.g. AGCD) xclim

To do

  • Add app to calculate seasonal means, quantiles, threshold exceedances
  • Finish adding AGCDv1 indices
  • Change filepath handling: add string replacement so we can remove hardcoded addition of {freq}/{var}/vXXXXXXXX/
  • Add additional evaluation tools (as per planner)
  • Add Jupyter notebooks (consider papermill)
  • Extend to reference datasets
  • Add CCAM optional configurations
  • Add BARPA-R optional configurations
  • Add documentation

Recent updates

  • Added rainfall distributions & Handles obs: AGCDv2 rainfall indices, Radar distributions

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Combined repository for automated, aggregated evaluation of ACS regional climate models. Intended for benchmarking CPM and ML developments

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