The electric power distribution grid is directly oriented to the majority of ordinary users. Traditional operation and maintenance are performed mainly based on experience, which disable rationally evaluate status line predict faults. Based big data, risk evaluated through principal component analysis in this paper, so that a machine learning algorithm carried out calculate value unit. Finally,...