ACCESS-AM2 Southern Ocean cloud and radiation data and code for SHAP analysis

• Main Author: Sonya Fiddes
• Format: Other/Unknown Material
• Language: English
• Published: Zenodo 2023
• Subjects: Southern Ocean; ACCESS-AM2; SHAP; cloud-radiation biases; Antarctic; The Antarctic; Antarc*; Australian Antarctic Program
• Online Access: https://doi.org/10.5281/zenodo.7196622

The ACCESS-AM2(Australian Community Climate and Earth-System Simulator - Atmospheric Model Version 2) and SHAP analysis code and dataused for thestudy described in Fiddes et al. (2023) ' A machine learning approach for evaluating Southern Ocean cloud-radiative biases over the Southern Ocean in a global atmosphere model ' submitted to GMD Included files: - code.zip, inc: - pre-process_modis.ipynb: process the modis data, described in Fiddes et al. 2022 (https://doi.org/10.5194/acp-22-14603-2022) - pre-process.ipynb: organises model and modis data for analysis. Produces the files: COSP_vars_MODIS_2015-2019.nc, COSP_vars_cg207_2015-2019.nc and COSP_vars_bx400_2015-2019.nc - run_XGBoost+SHAP_control.ipynb: run the XGBoost model and SHAP analysis for the control run (bx400). Produces the files:SHAP_values_SWCRE_2015-2019_bx4002.nc,XGBoost_predicted_SWCRE_2015-2019_bx4002.nc - run_XGBoost+SHAP_ice.ipynb: run the XGBoost model and SHAP analysis for the ice experiment run (cg207).Produces the files:SHAP_values_SWCRE_2015-2019_cg2072.nc,XGBoost_predicted_SWCRE_2015-2019_cg2072.nc - analysis+plots_ML.ipynb: all plots and stats presented in paper - COSP_vars_MODIS_2015-2019.nc - COSP_vars_cg207_2015-2019.nc - COSP_vars_bx400_2015-2019.nc - SHAP_values_SWCRE_2015-2019_bx4002.nc - SHAP_values_SWCRE_2015-2019_cg2072.nc - XGBoost_predicted_SWCRE_2015-2019_cg2072.nc - XGBoost_predicted_SWCRE_2015-2019_bx4002.nc The cloud typesused in this work can be found athttps://doi.org/10.5281/zenodo.6004061 This project was funded by the Australian Government as part of the Antarctic Science Collaboration Initiative program, under the Australian Antarctic Program Partnership, ASCI000002.