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Mortgage Servicing Rights - Schedule of Servicing Income and Expense Included in Mortgage Banking Income (Details) - USD ($)
$ in Thousands
12 Months Ended
Dec. 31, 2017
Dec. 31, 2016
Dec. 31, 2015
Servicing income:      
Servicing income $ 13,168 $ 12,063 $ 3,614
Change in fair value of mortgage servicing rights (4,023)    
Change in fair value of derivative hedging instruments 599    
Total servicing income 9,744 12,063 3,614
Servicing expenses:      
Servicing asset amortization   8,321 2,601
Servicing asset impairment   4,678 194
Loss on sale of mortgage servicing rights and related hedges and transaction costs on sale 249 4,447  
Other servicing expenses 4,896 2,325 633
Total servicing expenses 5,145 19,771 3,428
Net servicing income (loss) $ 4,599 $ (7,708) $ 186