“…When it comes to absolute CO 2 emissions and associated structural patterns in northwestern Chinese cities over time, research gaps are as follows: (1) absolute emissions have not been paid more attention to in CO 2 alleviation than CO 2 intensity (Guan et al, 2017;Li et al, 2016). Further, northwestern Chinese cities have encountered constraints in data availability (Guan et al, 2017;Xie and Fan, 2014) and quality (Xie et al, 2007); (2) spatiotemporal measurements of emissions have not been enough although current researches for other areas have emphasized spatial, temporal or spatiotemporal changes of emissions (Shan et al, 2018;Tong et al, 2018;Xu et al, 2018); (3) detailed comparative analyses across cities have not been sufficient; (4) regarding structural patterns of absolute emissions in light of industrial structure and energy mix, studies have mainly focused on decomposition techniques (Guan et al, 2017), and econometric methods (Yang and Meng, 2019) to gain the relative importance of influential factors, rather than the absolute shares of these factors, in absolute emissions; and (5) although some studies have explored HCE and HCE per capita (Li et al, 2016), and HCE from peasants and herdsmen (Qu et al, 2013), urban-rural disparities in HCE by energy type and HCE per capita by energy type have not been explored.…”