Client data quality monitoring method and device, equipment and medium

The invention discloses a client data quality monitoring method and device, equipment and a medium, and relates to the field of artificial intelligence. The method can be applied to digital medical treatment, such as data detection of case data, and the quality and integrity of the case data are improved; when data quality inspection is carried out on a client side, by setting two verification modes, namely, a data rule verification mode and a data model verification mode, verification of a data rule form can be completed on the client side, abnormal data can be found through a model verification result output by an unsupervised clustering model, and the accuracy of data quality inspection is improved. Therefore, the abnormal problem of the buried point data can be found at the client, the problem is handled as soon as possible, the problem of data loss caused by re-cleaning the data after the abnormal data is reported to the server is avoided, and the data quality value is improved. 本申请的客户端数据质量监控方法、装置、设备及介质，