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Servicing Assets - Summary of Activity Pertaining to Servicing Rights (Details) - USD ($)
$ in Thousands
12 Months Ended
Dec. 31, 2019
Dec. 31, 2018
Servicing Asset At Fair Value Amount Roll Forward    
Balance at beginning of period $ 47,641 $ 52,298
Additions, net 4,305 16,568
Fair value changes:    
Due to changes in valuation inputs or assumptions (3,127) (7,238)
Decay due to increases in principal paydowns or runoff (13,454) (13,987)
Balance at end of period $ 35,365 $ 47,641