Calling a prospect?

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I saw a nice little house in a good area that is on the tax foreclosure list in my county. So the people are literally just weeks away from losing their house. But they only owe about half of what it is currently worth and they have not listed it for sale. Should I just cold called them and asked to buy it? And how do I phrase it delicately? Thanks