Big data? Let's talk big history: if you could know the prevailing cardinal direction towards which every military advance in all human history has pointed, and then summed them all up, what would be the average? The mode? (And by hemispheres)
I do not really know if I understand your question. Do you mean: Which is the average direction that armies marched? And you think that "south" would be the correct answer?