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Summary of Significant Accounting Policies - Loans Purchased and Allowance for Loan Losses (Details) - USD ($)
$ in Thousands
1 Months Ended 12 Months Ended
Dec. 31, 2017
Dec. 31, 2017
Dec. 31, 2016
Loans Purchased      
Purchase of loans receivable held for investment   $ 24,640 $ 0
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