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Go stag
Colloquial Use
The phrase is casual and commonly used in everyday conversation, not in formal writing. 
Event Specific
Mostly used for events where couples are the norm, like dances, weddings, or formal parties. 
Gender Neutral
Although historically male-oriented, it's now used for anyone attending an event alone. 