Whilst there exist several public training datasets for use in metric loss networks, there is none in the area of bolts or other mechanical fixings. We prepared a novel dataset of over 1,100 images depicting a bolted apparatus from different angles, and with varying degrees of bolt rotation. The images were taken in laboratory conditions, with carefully measured variations. As far as we know, no other such dataset exists.