This paper addresses the methodological issue of what data can safely be disregarded in the quest for a good analysis of a given semantic phenomenon. I argue that as there is no objective measure for this, making the temptation to adjust the terrain to the map hard to resist, it is strongly advisable to make use of text corpora in formal semantic research. I illustrate this argument by considering in some detail the recent history of research on Free Choice items.