It depends on the context. If you use almeriano you will be understood, but if you're writing for a formal audience you should probably use almeriense, because that's the correct demonym according to the DRAE. Or if you want to be obscure, you could use urcitano.
Spanish Wikipedia will normally list the demonym for any place which has a page.
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