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Business Segment Reporting - Schedule of Depreciation and Amortization by Segment (Details) - USD ($)
$ in Thousands
12 Months Ended
Dec. 31, 2019
Dec. 31, 2018
Dec. 31, 2017
Segment Reporting Information [Line Items]      
Depreciation expense $ 31,911 $ 27,202 $ 26,886
Amortization of mortgage servicing rights     51,788
Amortization of debt discount 1,342 1,183 1,114
Amortization of debt issuance costs 3,170 2,921 2,738
Servicing      
Segment Reporting Information [Line Items]      
Depreciation expense 1,925 4,601 5,797
Amortization of mortgage servicing rights     51,515
Amortization of debt discount 0 0 0
Amortization of debt issuance costs 71 0 0
Lending      
Segment Reporting Information [Line Items]      
Depreciation expense 93 103 194
Amortization of mortgage servicing rights     273
Amortization of debt discount 0 0 0
Amortization of debt issuance costs 0 0 0
Corporate Items and Other      
Segment Reporting Information [Line Items]      
Depreciation expense 29,893 22,498 20,895
Amortization of mortgage servicing rights     0
Amortization of debt discount 1,342 1,183 1,114
Amortization of debt issuance costs $ 3,099 $ 2,921 $ 2,738