Original: In the United Kingdom "yoghurt" and "yogurt" are both current, "yogurt" being more common on product labels, and "yoghourt" is an uncommon alternative.
Simplified: In the United Kingdom "yoghurt" and "yogurt" are both used, but "yoghurt" is more common, and "yoghourt" is also sometimes used.