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Mortgage Servicing Rights - Summary of Retention and Purchase of MSRs (Details) - USD ($)
$ in Thousands
12 Months Ended
Dec. 31, 2017
Dec. 31, 2016
Dec. 31, 2015
Mortgage Servicing Rights [Line Items]      
MSR Fair Value $ 7,387 $ 10,060 $ 64,725
MSRs      
Mortgage Servicing Rights [Line Items]      
MSR Fair Value 8,026 25,362 $ 95,281
Associated Principal 792,371 2,926,572  
MSRs | Jumbo Loans      
Mortgage Servicing Rights [Line Items]      
MSR Fair Value 7,386 6,628  
Associated Principal 686,263 966,705  
MSRs | Jumbo Loans | Securitizations      
Mortgage Servicing Rights [Line Items]      
MSR Fair Value 7,123 6,451  
Associated Principal 654,605 939,861  
MSRs | Jumbo Loans | Loan Sales      
Mortgage Servicing Rights [Line Items]      
MSR Fair Value 263 177  
Associated Principal 31,658 26,844  
MSRs | Conforming Loans      
Mortgage Servicing Rights [Line Items]      
MSR Fair Value 640 18,734  
Associated Principal 106,108 1,959,867  
MSRs | Conforming Loans | Loan Sales      
Mortgage Servicing Rights [Line Items]      
MSR Fair Value 0 3,380  
Associated Principal 0 316,290  
MSRs | Conforming Loans | Loan Purchases      
Mortgage Servicing Rights [Line Items]      
MSR Fair Value 640 15,354  
Associated Principal $ 106,108 $ 1,643,577