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Mortgage Banking - Additional Information (Details)
$ in Millions
12 Months Ended
Dec. 31, 2017
USD ($)
CPR
Dec. 31, 2016
USD ($)
CPR
Dec. 31, 2015
USD ($)
Schedule of changes in the reserve for mortgage loan [Abstract]      
Assumed average prepayment speed | CPR 9.14 7.94  
Average discount rate (in hundredths) 10.28% 10.32%  
Annual servicing fee $ 21.4 $ 20.4 $ 19.3
Servicing fee income percentage of outstanding balance of underlying loans (in hundredths) 0.33%    
Mortgage servicing rights [Abstract]      
Residential mortgage loans sold $ 1,179.0 1,384.0 1,246.0
Gains on sales of residential mortgage loans, before tax $ 18.9 $ 20.5 $ 18.0
Period of putback response 60 days