electricsheepeurope/europe-ilo-emp-dwap-sex-edu-rt-employment-to-population-ratio-by-sex-and-educatio

该数据集名为按性别和教育划分的就业人口比率（%）| 欧洲（ILOSTAT），包含35,045个观测值，覆盖39个欧洲国家，时间跨度为1987年至2025年。核心指标是EMP_DWAP_SEX_EDU_RT，即按性别和教育划分的就业人口比率，用于衡量就业人口占总人口的比例。数据来源于国际劳工组织（ILO）的ILOSTAT数据库，这是全球劳动力统计的主要来源，通过API获取并经过筛选，专注于欧洲地区。数据集采用表格形式，包含列如国家代码（ref_area）、国家名称（ref_area.label）、数据来源（source）、指标代码（indicator）、性别分类（sex）、年份（time）、观测值（obs_value）等，支持按性别（总计、男性、女性）和教育水平进行细分。数据为年度频率，经过ILO的标准化处理，确保数据质量。此外，数据集还提供了数据使用示例，包括加载数据、按国家筛选、时间序列分析和数据透视等操作，适用于表格分类、回归和时间序列预测等任务。数据集遵循CC-BY-4.0许可，需引用原始来源和重新打包方。This dataset is named Employment-to-population ratio by sex and education (%) | Europe (ILOSTAT) and contains 35,045 observations across 39 European countries, spanning from 1987 to 2025. The core indicator is EMP_DWAP_SEX_EDU_RT, which represents the employment-to-population ratio disaggregated by sex and education, measuring the proportion of employed persons in the total population. Data is sourced from the International Labour Organization (ILO) ILOSTAT database, a leading global source for labour statistics, retrieved via API and filtered to European countries. The dataset is in tabular format, with columns such as country code (ref_area), country name (ref_area.label), data source (source), indicator code (indicator), sex disaggregation (sex), year (time), observed value (obs_value), etc., supporting breakdowns by sex (total, male, female) and education level. Data is annual frequency, harmonized by ILO for quality assurance. Usage examples are provided, including loading the dataset, filtering by country, time-series analysis, and pivoting to matrices, suitable for tasks like tabular classification, regression, and time-series forecasting. The dataset is licensed under CC-BY-4.0, requiring citation of both the original source and repackaging entity.