Despite emerging empirical findings and computational tools that extend city image research to include social dimensions beyond visual perception. methodologies for effectively identifying and analyzing the relationships between the five city image elements remain underdeveloped. This paper addresses the gap by proposing a big data-driven method. integrating Weibo check-in data. https://detectorexpertes.shop/product-category/rods/