electricsheepasia/asia-ilo-emp-pifl-sex-ec2-nb-employment-outside-the-formal-sector-by-sex-and-ec

该数据集包含亚洲27个国家在2004年至2025年期间的25,851个观测值，专注于非正规经济领域，具体指标为按性别和经济活动划分的非正规部门就业 - ISIC第2级（千）。数据来源于国际劳工组织（ILO）的ILOSTAT数据库，通过REST API直接提取，并过滤为亚洲国家代码。数据集涵盖了就业统计，包括性别（总计、男性、女性）和经济活动（基于ISIC第4版2位数分类）的分类维度。数据以年度频率发布，经过ILO的标准化处理，确保与ILO统计定义一致。数据集适用于表格分类、回归和时间序列预测任务，支持机器学习应用，如国家筛选、时间序列分析和矩阵转换。数据集由Electric Sheep Asia重新打包，以Parquet格式提供，便于使用Hugging Face的`load_dataset()`加载。This dataset contains 25,851 observations across 27 Asian countries from 2004 to 2025, focusing on informal economy data with the indicator Employment outside the formal sector by sex and economic activity - ISIC level 2 (thousands). It is sourced from the International Labour Organization (ILO) ILOSTAT database, extracted via REST API and filtered to Asian country codes. The data covers employment statistics with disaggregation dimensions such as sex (total, male, female) and economic activity (based on ISIC Rev.4 2-digit classification). Published at annual frequency, the data is harmonized by ILO to align with international statistical definitions. Suitable for tabular classification, regression, and time-series forecasting tasks, it supports machine learning applications like country filtering, time-series analysis, and matrix pivoting. Repackaged by Electric Sheep Asia in Parquet format for easy loading via Hugging Faces `load_dataset()`.