Fair Share of Taxes?

This chart from Professor Mark Perry.
1396 US taxpayers collectively paid far more income tax than 70 million Americans who paid the least tax.
And yet the constant drumbeat, "The Rich don't pay their fair share of taxes".
Darn right, it's not a Fair Share.