ing, eating, writing, typing on a laptop, drinkingcoffee, and giving a talk. This is done in five differentsensors combinations from both devices.•We explore the impact of smartphone and smartwatchsensor fusion on recognition performance with respectto three different sampling rates and three differentwindow sizes.•We make our dataset publicly available in order tomake our work reproducible