What does the phrase preaching to the choir mean?

"preaching to the choir" means, basically, that you're scolding the wrong person, or informing someone of a fact that they are already well aware of. ie: the preacher is telling a group of people who are already well-versed in their religion, about its consequences and/or virtues.