Fig. 6: Partial dependency plot of si and di in RF and GBDT.

Figure 6 shows that si had a positive impact on carbon emissions, which indicates that with the improvement of the specialized agglomeration level in the manufacturing sector, the carbon emissions of the manufacturing sector in relevant regions also increased.