The paper analyzes methods of data clustering. Cytological images of breast cancer were investigated, and nuclei feature of cytological images were calculated. The authors have developed a generalized algorithm for clustering cytological images, which includes the definition of the main features, the calculation of the number of clusters and the K-means algorithm. Computer experiments were conducted using Python computer vision libraries.