Lots of people just abandon their beaters. You see a lot of these bikes in Toronto. The City routinely posts notes on abandoned bikes locked to short-term parking posts, giving people a week to remove them, and then, if the bike is still there in a week, cut off the lock and haul the bike away. Sure, some bikes are abandoned because something bad happened to the owner. But I think most of the time it's a lot less dramatic.