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This approach seems best to me, rather than dealing with free form text and then trying to parse and cleanse that.

> trying to parse and cleanse that

But why would you? If you need to send something to the address you can just print the exact user input on the shipping label.

You might wabt to run some analytics on your data based on city, general area, etc. Also simplifies fraud detection.