From my understanding and observations when I visited Japan for a couple of weeks, Japanese people don't eat/drink/smoke while walking. Even for outside vendors, they will eat it on a nearby bench or stand and eat it before moving again.
I did see smokers often in the smoking areas. More than I see in NYC.