Abstract: The actual data has not been validated for the effectiveness of the installed rodent control device. In this paper, an improved k-modes algorithm to perform clustering analysis on a rodent repellent device based on actual data is used. A small amount of feedback data from the device with validity labeling is used as the test set to verify the clustering effect of the improved algorithm, and a rodent repellent device is designed.