What is Covariance and Contravariance Anyways?

If you have been following the talk around Google's latest language, Dart, then you might have heard things like "covariant arrays are widely regarded as a mistake" (src). But what is covariance? Why are covariant arrays considered a mistake? Who has covariant arrays? Why?