Those few major cities make up a sizeable portion of the population though, you can't just remove them from the data and call it a day. Perhaps the solution is

Those few major cities make up a sizeable portion of the population though, you can't just remove them from the data and call it a day. Perhaps the solution is splitting it into a "high density inflation index" and "low density inflation index".