This human motion dataset captures marker, marker-less, and depth data of 22 rehabilitation based exercise movements from 10 subjects. For each motion category, a single repetition and three repetition recording was captured. Three repetition recordings capture time varied movements, where subjects were asked to perform the movement at a normal, fast, and slow pace of their own intuition (in that order). A total of 1,320 samples were collected across marker, marker-less, and depth data, with over 3 hours of recordings.