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The WorkoutSU-10 exercise dataset comprises a collection of sequences of human body movements represented by 3D positions of skeletal joints. The dataset was collected at Sabancı University in Istanbul. The dataset comprises of 1500 sequences in total, collected from 15 people performing 10 different exercises. The motion files contain tracks of 20 joints estimated using the MS Kinect SDK. The body pose is captured at a sample rate of 30Hz.