They may - or may not have known. Anyone who voted in the 2004 elections probably was aware. But that does not mean the poll was fairly accurate. Among voters, Clinton has about a 2% edge for total votes. Well within the poll’s margins of error.
Lots of low info voters on the democrat side. There were many who thought impeaching Trump meant removing him from office.