Interpretable Deep Learning for Spatial Analysis of Severe Hailstorms: Storm and Analysis Data

This repository contains the simulation and analysis data for the paper "Interpretable Deep Learning for Spatial Analysis of Severe Hailstorms." This dataset contains simulated storms extracted from the NCAR Convection-Allowing Ensemble, saved as 96 km by 96 km storm patches containing extensive information about each storm. The dataset also contains saved machine learning and deep learning models used to analyze the storm data along with diagnostic files containing verification and variable importance scores.

本仓库包含了论文《基于可解释深度学习的强雷暴空间分析》的仿真与分析数据。该数据集包含从美国国家大气研究中心（NCAR）对流允许集合中提取的模拟风暴，以96公里×96公里的风暴区域保存，其中包含了关于每个风暴的详尽信息。此外，数据集还包含了用于分析风暴数据的机器学习与深度学习模型，以及包含验证和变量重要性评分的诊断文件。