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Summary of Significant Accounting Policies - Capitalized Software, Research and Development, Premises and Equipment and Income Taxes (Details) - USD ($)
$ in Millions
3 Months Ended 12 Months Ended
Dec. 31, 2017
Dec. 31, 2018
Dec. 31, 2017
Dec. 31, 2016
Research and Development        
Research and development costs   $ 33.9 $ 32.8 $ 31.8
Corporate income tax rate as a percentage 35.00% 21.00% 35.00% 35.00%
Furniture, fixtures and equipment | Minimum        
Premises and equipment        
Estimated useful life   3 years    
Furniture, fixtures and equipment | Maximum        
Premises and equipment        
Estimated useful life   7 years    
Proprietary software        
Premises and equipment        
Estimated useful life   3 years