In recent years, electricity theft detection methods for high-loss lines have been applied in a large area of engineering, which plays an important role in reducing the false alarm rate of electricity theft detection and promoting the engineering application of data-driven electricity theft detection. However, it is still a difficult problem to accurately detect the specialty transformer users of non-high loss lines. Based on the characteristic that some users who steal electricity have abnormal power consumption peaks in the practical experien...