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What does” take away the punch bowl just as the party gets going” mean in Macroeconomic terms?

In this quote by William McChesney Martin, “The Federal Reserve’s job is to take away the punch bowl just as the party gets going”, what is the punch bowl in Macroeconomic terms and what does take away the punch bowl just as the part gets going mean in Macroeconomic terms?