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Four global bay areas(Guangdong-Hong Kong-Macao Bay Area, Tokyo Bay Area, San Francisco Bay Area, and New York Bay Area) are highly economically developed yet ecologically vulnerable, whose development are crucial to global sustainable development. Despite the rapid economic development, the ecological and environmental problems limit the sustainable development of Guangdong-Hong Kong-Macao Bay Area, and thus hinder its goal to build a first-class international bay area. Few previous studies addressed the issue of ecological and environmental development of the Guangdong-Hong Kong-Macao Bay Area, nor did they establish a comprehensive ecological and environmental assessment system for bay areas. In this study, we built an ecological and environmental evaluation database for the four bay areas by integrating multisource domestic and foreign statistics and remote sensing data. The ecologically and environmentally comprehensive evaluation index system was established based on the ecological and environmental qua