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Loan Servicing, Mortgage Origination, and Loans Held for Sale - Mandatory cash forwards (Details) - USD ($)
$ in Thousands
12 Months Ended
Dec. 31, 2019
Dec. 31, 2018
Mortgage loan securitizations, mandatory cash forwards, and whole loan sales    
Loan sales $ 812,300 $ 645,700
Loan securitizations and loan sales $ 660,600 $ 498,700
Percentage of loan securitizations and loan sales 81.30% 77.20%
Loans held for sale $ 59,363 $ 22,925
Residential mortgage loans awaiting sale in secondary market | Minimum    
Mortgage loan securitizations, mandatory cash forwards, and whole loan sales    
Loans held for sale, settlement period 15 days  
Residential mortgage loans awaiting sale in secondary market | Maximum    
Mortgage loan securitizations, mandatory cash forwards, and whole loan sales    
Loans held for sale, settlement period 45 days