As a result, this study is devoted to determining important indicators with major impacts on urban space top quality and employs dimensionality reduction tactics to streamline the model whilst retaining essential details, thus tackling this exploration obstacle. Versus this backdrop, the indicators of Road high quality are becoming the central cons