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A Go player makes a weak move that loses her the game. A company’s hiring policy appears to show gender biases. A person crashes their car. Our immediate question in each case is why? Our social norms, laws and fundamental ethical principles rely on the assumption that decisions and actions have explanations, that give insight into their context, causes and consequences.