I then append a new collection onto factors - generated by the map function on the factors list - applying the code to generate the symmetrical (the matching factor above the square root) list.

However, this map of London seems to indicate that geography is a major factor in fan loyalty.

In fact the "Heat Map" and the "Things That Matter" techniques are approaches to understanding the Exploration Factor.