As the development of urbanization in China enters the middle and late stages, improving the quality of human settlements has become a social concern. Promoting urban ecological environment management and building cities that are pleasant to live, work, and visit has become a new requirement for urban space quality improvement. ‘Spatial genes’ refer to unique and relatively stable spatial combination patterns formed by long-term interaction between urban space, natural environment, and history-culture, carrying region-specific information (Ji...