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The Democrats had a Senate majority, from 2009 to 2015.
The elephant in the judicial room is the 17th Amendment. No matter the party in power in the Senate, few state-appointed senators would consent to wild-eyed, social justice, Anti-10th Amendment lawyers to the federal bench.