I think a correlation matrix would have been a more suitable general representation for identifying interesting voting characteristics between countries. Then t

I think a correlation matrix would have been a more suitable general representation for identifying interesting voting characteristics between countries. Then this analysis (and any others you want to do) just drops right out of a dot product.