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If this is a real life problem, then you must expect inconsistent data, like A beats B, B beats C, C beats A. You already showed inconsistent amounts of information: A played B and D three times each, but didn't play C at all. I'd make a model describing how likely a team is to beat another team, and find values that agree best with the model. For example ...



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