As shown in Fig 2, the average low-carbon index of the unrenovated buildings is 2.53, and the average low-carbon index of the renovated buildings is 4.28. The low-carbon index of the renovated buildings is significantly higher than that of the unrenovated ones, and the level of low-carbonization is higher, indicating that renovation can effectively improve the low-carbonization level of residential buildings.