What’s the best selling album in the United States? Vampire Weekend’s Contra. Not Lady Gaga or Ke$ha or any other crazy hip-hop electro sensation, but Columbia’s own. They sold 124,000 copies in the first week. And they aren’t even on a major label! Word.