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I think what you’re talking about makes sense, but it can’t be taken into account in a formula like this.  It’s just possible that there is an advanced civilization around Tau Ceti, only 12 light years away.  They started broadcasting peace messages three hundred of our years ago — until their funding ran out and they stopped, just 12 years before we invented the radio telescope.  So we missed them by that much.