The FAW have decided the punishment was wrong and Purse has had his innocence proved.
He is now available to Dave Jones for selecton against Crystal Palace on Saturday.
This was the 2nd time referee Lee Probert has red carded Purse. The first incident was at Ninian Park on Boxing Day 2005. On that occasion the FAW rejected City's appeal.