It's a very common expression. You can hear it in almost every english speaking movie and tv series episode.
And indeed, it's an exclamation of surprise.
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Thank you for answer me this doubt was driving me crazy.
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You've got it correct. It is an exclamation, usually surprise. Like "oh, wow!"