“…There are other studies that take third-party data into consideration to measure the effect of HSR on everyday life and the urban economy. For example, survey data and regression models have been used to examine the effect of HSR on tourism (Guirao and Campa 2015); labor and economic activity (Guirao, Lara-Galera, and Campa 2017;Li et al 2016); housing prices (Cheng, Loo, and Vickerman 2015;Diao, Zhu, and Zhu 2016), nighttime light data (Deng et al 2020), and ticket fares (Cavallaro et al 2020). The use of passenger flow data allowed for the spatial structure of 99 HSR cities in China to be analyzed, showing that the city network is multi-centered, particularly in the central and eastern cities (Yang et al 2018b).…”