leaving guangzhou airport during a 16 hour stopover

I arrive in GZ airport on the 31 of july on a 16 hour stop over, can anyone tell me is it possible for me to leave the airport to visit the city and return later for my connecting flight, would i need a visa and where can i get a visa? Thanks.