Our publicly released dataset consists of exoskeleton sensor data and ground truth labels of human motion encompassing a wide range of different cyclic and noncyclic activities. This rich, 28 task dataset ranges from structured cyclic tasks such as level ground walking, stairs, and ramps, to unstructured noncyclic tasks such as lunges, medicine ball toss, lateral cutting, tug of war, and jumping.