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Fly the coop
Escape Metaphor
Imagine a chicken escaping from a coop; it signifies gaining freedom or leaving restrictions. 
Sneaky Departure
It implies leaving quietly without informing others, often to avoid confrontation. 
Emphasize Frustration
It's often used when someone leaves a place out of frustration or dissatisfaction. 