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Do a moonlight/midnight flit
Sudden Departure
This phrase implies leaving with urgency and often by night to avoid detection. 
Secretive Action
The action is done in secrecy, without informing anyone, especially those expecting payment. 
Avoiding Debt
The phrase often refers to escaping financial obligations such as unpaid rent or bills. 