People flow trend estimation is crucial to traffic and urban safety planning management. However, owing privacy concerns, the collection of individual location data for people statistical analysis difficult; thus, an alternative approach urgently needed. Furthermore, in reflected streetscape factors, yet relationship between them remains unclear existing literature. To address this, we propose ...