In the universe where your decision makes a difference, so does the decision of that other 49,999,999 people.
If you don't normalize, you're doing something very subtly misleading with the universes of inputs and outcomes.
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If you don't normalize, you're doing something very subtly misleading with the universes of inputs and outcomes.