The federalists favored the constitution as the basis of a new government because they

In the United States, the Federalists favored the Constitution as the basis of a new government because they wanted a strong central government, considering they wanted to change the Articles of Confederation, which left most power to the states. 

To add, the supporters of the proposed Constitution called themselves "Federalists."

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