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As the society becomes increasingly energy-conscious these days, enterprises not only make a point of continuous supply for power, but try to improve power utilization efficiency and design scientific power use plans. In this study, the LightGBM algorithm was used to classify the short-term loads of enterprises, and the characteristics of short-ter...