Given two points on the hypersphere, we can draw the plane containing these points and the origin.
DF
r
DP
r
Procrustes Distances is r.
DP = 2 sin ( r/2)
DF = sin r. 
• These are all monotonic in r.  So the same choice of rotation minimizes all three.
• DF is easy to compute, others are easy to compute from DF.