electricsheepafrica/africa-ilo-emp-nifl-sex-eco-nb-informal-employment-by-sex-and-economic-activity-t

该数据集名为按性别和经济活动划分的非正规就业（千人数）| 非洲（ILOSTAT），是一个关于非洲非正规就业的表格型数据集。它包含18,219个观测值，覆盖45个非洲国家，时间跨度为1999年至2025年，核心指标为EMP_NIFL_SEX_ECO_NB，即按性别和经济活动划分的非正规就业人数（以千计）。数据来源于国际劳工组织（ILO）的ILOSTAT数据库，通过其REST API获取并过滤到非洲地区。数据集包含详细的列信息：国家代码（ref_area）、国家名称（ref_area.label）、数据来源代码和标签（source, source.label）、指标代码和标签（indicator, indicator.label）、性别分类（sex, sex.label，包括总计、男性、女性）、经济活动的第一分类变量（classif1, classif1.label）、观测年份（time）、观测值（obs_value）、观测状态标志（obs_status, obs_status.label）以及各类注释列。数据以年度频率发布，ILO使用国际劳工统计学家会议（ICLS）的定义对原始调查微观数据进行协调，确保可比性。数据集适用于表格分类、回归和时间序列预测等任务，主要用于劳动力市场、非正规经济和发展经济学的研究。This dataset is named Informal employment by sex and economic activity (thousands) | Africa (ILOSTAT) and is a tabular dataset on informal employment in Africa. It contains 18,219 observations across 45 African countries, spanning the years 1999 to 2025, with the core indicator being EMP_NIFL_SEX_ECO_NB—informal employment by sex and economic activity in thousands. The data is sourced from the International Labour Organization (ILO) ILOSTAT database, retrieved via its REST API and filtered to African countries. The dataset includes detailed columns: country code (ref_area), country name (ref_area.label), source code and label (source, source.label), indicator code and label (indicator, indicator.label), sex disaggregation (sex, sex.label, including total, male, female), first classification variable for economic activity (classif1, classif1.label), observation year (time), observed value (obs_value), observation status flag (obs_status, obs_status.label), and various note columns. Data is published at annual frequency, with ILO harmonizing raw survey microdata using International Conference of Labour Statisticians (ICLS) definitions for comparability. It is suitable for tasks such as tabular classification, regression, and time-series forecasting, primarily used for research in labor markets, informal economy, and development economics.