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Servicing Assets and Liabilities - Changes in residential mortgage loans servicing rights (Details) - Residential mortgage servicing rights - USD ($)
$ in Thousands
12 Months Ended
Dec. 31, 2019
Dec. 31, 2018
Dec. 31, 2017
Servicing Asset at Fair Value, Amount [Roll Forward]      
Servicing rights, beginning of period $ 11,877 $ 8,262 $ 4,372
Additions:      
Originated servicing rights capitalized upon sale of loans 5,783 4,587 3,602
Subtractions:      
Disposals (1,098) (537) (328)
Changes in fair value:      
Initial election to carry at fair value on January 1, 2017     698
Due to change in inputs or assumptions used in the valuation (2,997) (435) (82)
Servicing rights, end of period $ 13,565 $ 11,877 $ 8,262