This dataset contains a total of 160 vibration time-frequency maps and 160 corresponding label. The original signals were collected from 1.5 MW fans by a DAQ system with a sampling frequency of 16384 Hz in April 2021. There are four health states in the dataset, and each of them contains 4 gearboxes.