Covariance is a measure of linear co-movement between variables. Independence implies zero covariance, but the converse is not necessarily true (because variables can be dependent in a non-linear way).
Here is David's XLS: http://trtl.bz/2B9nqdO
Here is David's XLS: http://trtl.bz/2B9nqdO