electricsheepafrica/africa-ilo-emp-dwap-sex-mts-rt-employment-to-population-ratio-by-sex-and-marital

该数据集包含非洲49个国家从1982年至2025年的就业人口比率数据，总计8,233个观测值。数据来源于国际劳工组织（ILO）的ILOSTAT数据库，通过API直接获取并过滤到非洲国家。核心指标为按性别和婚姻状况划分的就业人口比率（%）（EMP_DWAP_SEX_MTS_RT）。数据集以表格形式组织，包含列如国家代码（ref_area）、指标代码（indicator）、年份（time）、观测值（obs_value）等，并提供了按性别（总计、男性、女性）和婚姻状况的细分维度。数据质量方面，为年度频率，ILO在多个来源中选择最佳来源，且细分列仅在指标发布该细分时非空。数据集适用于表格分类、回归和时间序列预测任务，旨在支持机器学习和研究使用。This dataset contains 8,233 observations of employment-to-population ratio data across 49 African countries, spanning from 1982 to 2025. It is sourced from the International Labour Organization (ILO) ILOSTAT database, pulled directly via API and filtered to African ISO3 country codes. The key indicator is Employment-to-population ratio by sex and marital status (%) (EMP_DWAP_SEX_MTS_RT). The data is structured in tabular format with columns such as country code (ref_area), indicator code (indicator), year (time), observed value (obs_value), and includes disaggregation dimensions by sex (total, male, female) and marital status. Data quality notes: it is annual frequency, the ILO-selected best source is used when multiple sources exist for the same country-year, and disaggregation columns are non-null only when the indicator publishes that breakdown. The dataset is suitable for tabular classification, regression, and time-series forecasting tasks, designed for machine learning and research use.