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I’ll eat my hat
Implied Consequence
The phrase suggests a humorous or hyperbolic consequence for a wrong prediction. 
Unlikely Scenario
The expression is often used when the speaker believes an event is highly improbable. 
Not Literal
It's not meant to be taken literally; it's not a real promise to eat a hat. 