【摘要】 文章结合洛阳东西南隅历史文化街区热力图数据、兴趣点（POI）数据以及实地调研，构建街区空间活力与商业业态数据量化分析体系。通过定量分析、斯皮尔曼相关性分析等方法，研究街区空间活力与业态相关性，研究表明：商业业态在街区空间分布混合度较高但分布不均，购物服务业态以及业态多样性与空间活力分布特征相关关系较为密切；餐饮、住宿、休闲服务以及业态聚集度与街区空间活力相关性具有优化空间与前景。更多还原

【Abstract】 This study constructs a quantitative analysis system for district spatial vitality and commercial typology data by combining heatmap data, Point of Interest(POI) data, and field survey data of the east and west south corner of Luoyang.Quantitative analysis, Spearman correlation analysis and other methods are adopted to explore the correlation between district spatial vitality and commercial typologies. Research shows that the distribution of commercial types in the district is highly mixed but uneven. Shopping services and diversity of business types are closely related to the distribution characteristics of spatial vitality. Meanwhile, the correlation among catering, accommodation, leisure services, the concentration of commercial types and the vitality of the district shows great potential for optimization and improvement.更多还原