Gray or Grey?

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The words are supposedly interchangeable, but in the US we spell the word gray with an a when everyone else spells gray with an e.

I believe that the word gray should be spelled with the letter a not the letter e. the only time that you should spell gray with the letter e is when it is someone's name.