I'm guessing that the private one isn't visible to contestants or the public until the contest is over (hence "private"). The published dataset gives contestan

I'm guessing that the private one isn't visible to contestants or the public until the contest is over (hence "private"). The published dataset gives contestants an idea of how good they are, but prevents gaming the system by overfitting, because the contest is actually scored with the second unknown dataset.