"Sheesh" is an exclamation that is used to express frustration, exasperation, or disbelief.
An example would be "Sheesh, couldn't you have told me that earlier?" as a reply to someone telling you something that would have been useful to know some time ago but not anymore.
It is a euphemism for the harsher alternative "Jesus Christ".
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