地球资源数据云——数据资源详情

死亡及原因

该数据集《Deaths and causes》主要用于多分类任务，数据形态以表格为主，应用场景偏向医疗健康。 题目说明：Synthetic dataset on deaths and their cause 任务类型：表格多分类。 建议流程：先做缺失值/异常值处理与特征编码，再比较逻辑回归、随机森林、XGBoost。 评估建议：使用分层切分或交叉验证，优先关注 F1、Recall、AUC 等分类指标。 可用文件：deaths_and_causes_synthetic.csv。 This dataset is a synthetic, globally representative collection of mortality records designed for data analysis, visualization, and machine learning practice. It simulates real - world death statistics across multiple countries, age groups, genders, and causes of death while maintaining privacy and ethical safety. Each row represents an individual death record with attributes such as: Country & Region Year of Death Age Group Gender Primary Cause of Death (e.g., cardiovascular disease, cancer, accidents, infectious diseases) Number of deaths Mortality rate per 1000 This dataset is ideal for: Exploratory Data Analysis (EDA) Trend analysis of causes of death Public health and epidemiology simulations Data visualization projects Classification & clustering models Kaggle notebooks and portfolio projects