Cars are very common in Japan. Why would you think otherwise. Urban dwellers oftentimes can live without a car and simply use public transportation, but once one starts a family it gets harder to live without one.
Are people still associating a couple train lines in Tokyo during rush hour with the entire Japanese train system.
Oftentimes it looks just like this.