I think I've played Mario Kart Wii the most. I played it alot due to challenging the Expert Time Trials to unlock stuff, then played it alot after I had access to the internet back in the day.
Mario kart 64 and Mario Kart 8 are probably runners up here as I Played them alot and had alot of fun.