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The 2016 Ubicomp Ubiquitous Computing in the Mountains (UbiMount) workshop was held in Heidelberg, Germany on September 12 and 13. An excursion on the second day of the workshop included hiking on trails and rock climbing on the Riesenstein in the Konigstuhl hill of the Odenwald Mountains adjacent to Heidelberg. We recorded accelerometer data and video of hiking and climbing during the excursion. We collected the data and video in order to better understand how to generate labeled events in accelerometer data for us in machine learning of event recognizers for activities done in the mountains.