Based on the data of judgment documents related to medical disputes, the paper uses knowledge extraction strategies such as Natural Language Processing (NLP) technologies and statistical methods to analyze the causes, characteristics and rules of medical disputes in Sichuan Province from the perspectives of society, medical institutions and patients, and puts forward suggestions and countermeasures to prevent, control and handle medical disputes, so as to provide the basis for building a harmonious doctor-patient relationship and safe medical environment.