Obtaining the data needed: https://archive.ics.uci.edu/dataset/231/pamap2+physical+activity+monitoring
The PAMAP2 Physical Activity Monitoring contains data of 18 different physical activities (such as walking, cycling, playing soccer, etc.), performed by 9 subjects wearing 3 inertial measurement units and a heart rate monitor. This dataset is being used for activity recognition and intensity estimation, while developing and applying algorithms of data processing. Each of the subjects follows a protocol, containing 12 different activities. Furthermore, a list of optional activities to perform was also suggested to the subjects. The list contains a wide range of everyday, household and sport activities. The different activities were performed by some of the subjects such as lying, sitting, standing, ironing, vacuuming, ascending stairs, descending stairs, normal walking, nordic walking, cycling, running, rope jumping, watching TV, computer work, car driving, folding laundry, house cleaning, playing soccer.