It's those Yankees who don't pay their debts. Pennsylvania, New Hampshire, Vermont are all in the top 10!
More seriously, I don't think there is much of a pattern. I think lenders are better served by concentrating on other factors than location, excluding Texas where unsecured loans are virtually worthless.