Movement data was collected at a riding stable over the course of 7 days. The dataset comprises data from 18 individual horses with more than 1.2 million 2-second data samples, of which 93303 samples are labeled. Data from 11 subjects was labeled but for 6 subjects the data was labeled more extensively for 6 activities.