ACCESS-AM2 Southern Ocean cloud and radiation data for k-means clustering and analysis

The ACCESS-AM2 (Australian Community Climate and Earth-System Simulator - Atmospheric Model Version 2) data and k-means analysis used for the study described in Fiddes et al. 2022 '<em>Southern Ocean cloud and shortwave radiation biases in a nudged climate model simulation: does the model ever get it right?' .</em> Included files: modis_cluster_centres_2015-2019.nc - kmeans derived cluster centres for MODIS modis_cluster_labels_2015-2019.nc - kmeans derived cluster labels for MODIS bx400_cluster_labels_2015-2019.nc - kmeans fitted cluster label for model COSP_vars_bx400_2015-2019.nc - model data for analysis The code that performs the analysis/generates this data and has instructions for where to download MODIS data can be found here: https://github.com/sfiddes/code_for_publications_2022/tree/main/ACCESS_cloud_radiation_eval本数据集包含Fiddes等人2022年发表的论文《南大洋云与短波辐射偏差在逼近式气候模拟中的表现：该模式能否准确模拟？》（原英文标题：*Southern Ocean cloud and shortwave radiation biases in a nudged climate model simulation: does the model ever get it right?*）所涉研究使用的ACCESS-AM2（澳大利亚社区气候与地球系统模拟器-大气模式版本2，Australian Community Climate and Earth-System Simulator - Atmospheric Model Version 2）数据及k均值聚类（k-means）分析结果。 本数据集包含以下文件： - `modis_cluster_centres_2015-2019.nc`：针对中分辨率成像光谱仪（MODIS）的k均值衍生聚类中心文件 - `modis_cluster_labels_2015-2019.nc`：针对中分辨率成像光谱仪（MODIS）的k均值衍生聚类标签文件 - `bx400_cluster_labels_2015-2019.nc`：针对COSP数值模式的k均值拟合聚类标签文件 - `COSP_vars_bx400_2015-2019.nc`：COSP数值模式的分析用数据文件 用于执行本次分析、生成本数据集并附带MODIS数据下载指引的代码可从以下地址获取：https://github.com/sfiddes/code_for_publications_2022/tree/main/ACCESS_cloud_radiation_eval