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Power load forecasting is the basis for network planning, which will directly affect the quality of network planning. With the advance of urbanization in China, the complexity of power load forecasting further deepened. To meet power load forecasting requirements and needs of long-term sustainable development at urban areas, the old and new problems about power load forecasting in the process of urbanization in rural areas are analyzed and the existing spatial load forecasting method is improved correspondingly. For the application example, power load of a country in Hebei province was predicted and checked. The research has important implications for reference and guidance in distribution network planning during the urbanization of rural areas.