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Mortgage Servicing Rights - Information of MSRs (Details) - USD ($)
$ in Thousands
12 Months Ended
Dec. 31, 2019
Dec. 31, 2018
Dec. 31, 2017
Transfers and Servicing [Abstract]      
Unpaid principal balance $ 4,871,155 $ 4,635,712 $ 4,012,519
Weighted-average prepayment speed (CPR) 11.48% 7.95% 8.04%
Estimated impact of a 10% increase $ (2,469) $ (1,264) $ (1,592)
Estimated impact of a 20% increase $ (4,774) $ (2,569) $ (3,095)
Discount rate 9.69% 9.45% 9.69%
Estimated impact of a 100bp increase $ (2,027) $ (2,657) $ (2,027)
Estimated impact of a 200bp increase $ (3,908) $ (5,103) $ (3,896)
Weighted-average coupon interest rate 4.04% 4.04% 3.89%
Weighted-average servicing fee (basis points) 0.292% 0.2747% 0.2636%
Weighted-average remaining maturity (in years) 6 years 4 months 6 days 8 years 10 days 7 years 11 months 23 days