地球资源数据云——数据资源详情
2015 年人类发展报告
该数据集《Human Development Report 2015》主要用于回归/预测任务，数据形态以表格为主，应用场景偏向医疗健康。 题目说明：Countries ranked by human development, gender inequality, and poverty 任务类型：表格回归/预测。 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：gender_development.csv, gender_inequality.csv, historical_index.csv 等 6 个文件。 Content The Human Development Index (HDI) is a summary measure of achievements in key dimensions of human development: a long and healthy life, access to knowledge, and a decent standard of living. The HDI is the geometric mean of normalized indices for each of the three dimensions. The health dimension is assessed by life expectancy at birth, the education dimension is measured by mean of years of education for adults aged 25 years and more and expected years of education for children, and the standard of living dimension is measured by gross national income per capita. The Inequality - Adjusted Human Development Index (IHDI) adjusts the HDI for inequality in the distribution of each dimension across the population. The Gender Development Index (GDI) measures gender inequalities in achievement in three basic dimensions of human development: health, measured by female and male life expectancy at birth; education, measured by female and male expected years of education for children and female and male mean years of education for adults ages 25 and older; and command over economic resources, measured by female and male estimated earned income.
摘要概览
该数据集《Human Development Report 2015》主要用于回归/预测任务，数据形态以表格为主，应用场景偏向医疗健康。 题目说明：Countries ranked by human development, gender inequality, and poverty
任务类型：表格回归/预测。
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：gender_development.csv, gender_inequality.csv, historical_index.csv 等 6 个文件。
Content
The Human Development Index (HDI) is a summary measure of achievements in key dimensions of human development: a long and healthy life, access to knowledge, and a decent standard of living. The HDI is the geometric mean of normalized indices for each of the three dimensions.
The health dimension is assessed by life expectancy at birth, the education dimension is measured by mean of years of education for adults aged 25 years and more and expected years of education for children, and the standard of living dimension is measured by gross national income per capita.
The Inequality - Adjusted Human Development Index (IHDI) adjusts the HDI for inequality in the distribution of each dimension across the population.
The Gender Development Index (GDI) measures gender inequalities in achievement in three basic dimensions of human development: health, measured by female and male life expectancy at birth; education, measured by female and male expected years of education for children and female and male mean years of education for adults ages 25 and older; and command over economic resources, measured by female and male estimated earned income.