There is not yet a soild framework that can facilitate explorative analysis as well as a structure to relate parameter changes to ensemble members.
The suggestion to fix this is to implement an interface between the PPE ensemble structure which follows the standard CESM history files and intake_esm. Intake_esm is a convenient tool to easily query and subset data, done using dask and xarray underneath, with pandas as the database.
ecgtools provide functions for creating an intake_catalog from history files: https://github.com/ACCESS-NRI/ecgtools
There is not yet a soild framework that can facilitate explorative analysis as well as a structure to relate parameter changes to ensemble members.
The suggestion to fix this is to implement an interface between the PPE ensemble structure which follows the standard CESM history files and intake_esm. Intake_esm is a convenient tool to easily query and subset data, done using dask and xarray underneath, with pandas as the database.
ecgtools provide functions for creating an intake_catalog from history files: https://github.com/ACCESS-NRI/ecgtools