“…Some studies have further confirmed the causal relationship between epidemic control measures and air quality/air pollution changes employing the difference-in-differences models (He et al, 2020), regression discontinuity in time model ( Zeng and Wang, 2022 ), counterfactual analysis ( Dong et al, 2022 ), Gaussian process regression approach ( Velásquez and Lara, 2020 ), and Meta analyses ( Faridi et al, 2021 ).Studies on associations between COVID-19 lockdown and air quality cover several geographical areas, but most studies in China have focused on eastern and central regions ( Dong et al, 2022 ; Huang et al, 2020 ), very few studies have concerned the western cities of China, not contributing to a understanding of the cross-regional heterogeneous in this association. Lanzhou City is an essential heavy-industrial base and integrated transportation hub in the northwestern China (He et al, 2022), and the location of the first photochemical smog incident identified in China ( Wang et al, 2021c ; Wang et al, 1999). In the late 1990s and earlier this century, Lanzhou was ranked as one of the top ten polluted cities worldwide (Chen et al, 2020).…”