What's Wrong With Induction?

There is currently an obsession with induction. Induction being the idea that you can predict the future from the past. Science is not about cataloguing a history of events and presuming they're going to occur again in the future. science is an explanatory framework. It's an error correcting mechanism. So getting back to good explanations, where do these explanations come from?