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Summary of Significant Accounting Policies - Loans Purchased and Allowance for Loan Losses (Details) - USD ($)
$ in Thousands
12 Months Ended
Dec. 31, 2018
Dec. 31, 2017
Loans Purchased    
Purchase of loans receivable held for investment $ 0 $ 24,640
Allowance for Loan Losses    
Length of period over which historical loss experience 5 years  
Single family    
Loans Purchased    
Purchase of loans receivable held for investment   $ 24,600