Nick_Tarleton comments on Occam's Razor - Less Wrong
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In science you do not get two theories
You're right - there are an infinite number of theories consistent with any set of observations. Any set. All observed facts are technically consistent with the prediction that gravity will reverse in one hour, but nobody believes that because of... Occam's Razor!