Cities with high levels of economy, such as Beijing, Shanghai, and Guangzhou, mainly showed a decreasing trend in carbon intensity, which indicated that their carbon efficiency gradually improved and developed towards an energy-intensive type.
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Examining the Driving Factors of Urban Residential Carbon Intensity Using the LMDI Method: Evidence from China's County-Level Cities.
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In addition, cities with a decreasing trend in carbon intensity were mainly located in the south, while cities with an increasing trend were mainly located in the north.