Thanks. Just to give credit where it's due, this characterization of the scientific method as being about seeking explanations of data is not my idea, it's due to Karl Popper. The best accessible exposition of Popper's position IMHO is by David Deutsch in The Fabric of Reality, chapter 7. Well worth a read.