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Borrowings - Maturities of Outstanding Advances Under Repurchase Agreements (Details)
$ in Thousands
12 Months Ended
Dec. 31, 2018
USD ($)
Mortgage loans sold under agreement to repurchase  
Unpaid principal balance $ 1,935,200
Weighted-average maturity (in months) 2 months 27 days
Within 30 days  
Mortgage loans sold under agreement to repurchase  
Unpaid principal balance $ 397,374
Over 30 to 90 days  
Mortgage loans sold under agreement to repurchase  
Unpaid principal balance 1,397,080
Over 90 to 180 days  
Mortgage loans sold under agreement to repurchase  
Unpaid principal balance 746
Over one to two years  
Mortgage loans sold under agreement to repurchase  
Unpaid principal balance $ 140,000