Scientists then find a way of testing this hypothesis – in this case, getting a lot of different sorts of gas and heating them. But ‘testing’ doesn't mean finding evidence to support the hypothesis; it means trying to prove that the hypothesis can survive attempts to falsify it. Ideally the scientists will look for a gas that doesn't fit the hypothesis. Remember that in the case of the swans it only took one black swan to undermine the generalization that all swans are white. Similarly, it would only take one gas that failed to expand when heated to undermine the hypothesis that ‘All gases
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