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100% agreement. In many cases it becomes "visually" obvious though since the globally important columns "stand out" since they have bolder colors in most cases. I saw that now quite often and I am thinking about putting this into an algorithm right now...
But you can also use any of the "Weighting" operators to calculate global importance BTW.
Just my 2 cents,Ingo