Abstract As a predominantly agrarian nation, cutting emissions from agriculture is essential to achieving its “dual carbon” targets. The primary source of agricultural production, cultivated land, has a major impact on the sector’s total carbon emissions. However, the spatial correlation network features have received little attention in previous investigations, which have mostly concentrated on driving variables and emission measurements.