The components of 
present their own range of values.
So we resize each of them in a given interval,
before using the Euclidean distance to make the comparison. This method
is sub-optimal according to the
Mahalanobis distance, but it looks sufficient, insofar as the percentage
of correct matches obtained is
very high.