This website offers the GlobalHighAirPollutants (GHAP) and ChinaHighAirPollutants (CHAP) datasets, featuring long-term, full-coverage, and high-resolution data for various air pollutants. These datasets are generated using advanced artificial intelligence techniques on big data, considering the spatiotemporal heterogeneity of air pollution.