astor-sy/my-model-share: from_solar_to_stella

1. solar.zip This package includes data and models related to solar flares: dataset/ Contains training (train) and testing (test) datasets catalog.csv Catalog of solar flares, including labels, start time, peak time, end time, and the GOES satellite number used for each event model/ Pre-trained solar flare classification model train_results/ Training results and evaluation metrics for the solar flare model 2. stella.zip This package contains data and models for stellar flares (main-sequence stars only): catalog.csv Catalog of stellar flare events flare_energy.csv Energy estimates for each stellar flare stella_params_with_type.csv Stellar parameters with classification features.csv Extracted features for each stellar flare event flare_split/ Subsamples of stellar flares grouped by F, G, K, and M-type main-sequence stars 3. code.zip This package contains the code to predict the CMEs occurrence on stellar flares (main-sequence stars only): predict.py The prediction is performed using two voting strategies1. solar.zip 本压缩包包含与太阳耀斑相关的数据与模型： dataset/ 目录：包含训练集（train）与测试集（test）数据集 catalog.csv：太阳耀斑事件目录，涵盖各事件的标签、起始时间、峰值时间、结束时间，以及所用的GOES卫星（Geostationary Operational Environmental Satellite）编号 model/ 目录：预训练的太阳耀斑分类模型 train_results/ 目录：太阳耀斑分类模型的训练结果与评估指标 2. stella.zip 本压缩包包含与恒星耀斑相关的数据与模型（仅涵盖主序星）： catalog.csv：恒星耀斑事件目录 flare_energy.csv：各恒星耀斑的能量估算值 stella_params_with_type.csv：带分类信息的恒星参数表 features.csv：各恒星耀斑事件的提取特征 flare_split/ 目录：按F、G、K、M型主序星分组的恒星耀斑子样本集 3. code.zip 本压缩包包含用于预测恒星耀斑（仅主序星）引发的日冕物质抛射（Coronal Mass Ejection，CME）发生情况的代码： predict.py：采用两种投票策略完成预测