I believe that this is OK to do, but I'm not 100% sure. Would be best to run it by a statistician before you publish! (And fine to do this for the Final Project).
By the way, I think you mean "append" and not "merge". Append is when you add additional observations (rows) to a dataset; merge is when you add additional variables/columns.