“…In addition, the impervious surface percentage should be considered when defining rural regions [29]. Fourth, although the ecological context has an obvious impact on SUHII, including water and heat combinations, vegetation characteristics, landforms, and human activities, most previous studies at large scale have not considered this factor [25,28,34,35,37,45] but simply use administrative boundary data to determine regions of different contexts [27,42] or identify these regions too coarsely [20,26], with the exception of a few studies [29,30,46,47]. Finally, certain research areas remain unstudied or have conflicting findings [22].…”