If something in total costs more it is probably using more total energy.
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Retail cost?
Retail is less accurate but it doesn't matter much as long as you compare apples to apples. In California the high retail cost of electricity is mostly government taxes and fees but it still does reflect the huge carbon footprint, not as much the energy production but the wasteful government spending of those taxes on importing illegals and employing Democrats.