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Derivative Financial Instruments - Summary of Derivative Activity and Related Impact on Consolidated Statements of Income (Details) - USD ($)
$ in Thousands
12 Months Ended
Dec. 31, 2019
Dec. 31, 2018
Dec. 31, 2017
Interest rate risks | Derivatives designated as hedging instruments      
Derivative Instruments, Gain (Loss) [Line Items]      
Unrealized gains (losses) on derivatives $ (5,358) $ 0 $ 1,046
Interest rate risks | Derivatives designated as hedging instruments | Interest income—loans      
Derivative Instruments, Gain (Loss) [Line Items]      
Unrealized gains (losses) on derivatives (5,358) 0 0
Interest rate risks | Derivatives designated as hedging instruments | Interest expense—borrowings      
Derivative Instruments, Gain (Loss) [Line Items]      
Unrealized gains (losses) on derivatives 0 0 1,053
Interest rate risks | Derivatives designated as hedging instruments | Other noninterest income      
Derivative Instruments, Gain (Loss) [Line Items]      
Unrealized gains (losses) on derivatives 0 0 (7)
Foreign exchange forward and option contracts | Derivatives not designated as hedging instruments      
Derivative Instruments, Gain (Loss) [Line Items]      
Unrealized gains (losses) on derivatives (409) (321) 875
Foreign exchange forward and option contracts | Derivatives not designated as hedging instruments | Revaluations of internal foreign currency instruments, net | Other noninterest income      
Derivative Instruments, Gain (Loss) [Line Items]      
Unrealized gains (losses) on derivatives 1,444 (373) 33,161
Foreign exchange forward and option contracts | Derivatives not designated as hedging instruments | Foreign exchange forward contracts, net | Other noninterest income      
Derivative Instruments, Gain (Loss) [Line Items]      
Unrealized gains (losses) on derivatives (1,853) 52 (32,286)
Other derivative instruments | Derivatives not designated as hedging instruments      
Derivative Instruments, Gain (Loss) [Line Items]      
Unrealized gains (losses) on derivatives 754 987 913
Other derivative instruments | Derivatives not designated as hedging instruments | Other noninterest income      
Derivative Instruments, Gain (Loss) [Line Items]      
Unrealized gains (losses) on derivatives (1,190) (179) (564)
Other derivative instruments | Derivatives not designated as hedging instruments | Revaluations of internal foreign currency instruments, net | Other noninterest income      
Derivative Instruments, Gain (Loss) [Line Items]      
Unrealized gains (losses) on derivatives (15,146) 4,998 10,882
Other derivative instruments | Derivatives not designated as hedging instruments | Foreign exchange forward contracts, net | Other noninterest income      
Derivative Instruments, Gain (Loss) [Line Items]      
Unrealized gains (losses) on derivatives 15,900 (4,011) (9,969)
Equity warrant assets      
Derivative Instruments, Gain (Loss) [Line Items]      
Unrealized gains (losses) on derivatives (2,240) 24,417 11,862
Equity warrant assets | Derivatives not designated as hedging instruments | Gains on equity warrant assets, net      
Derivative Instruments, Gain (Loss) [Line Items]      
Unrealized gains (losses) on derivatives $ 138,078 $ 89,142 $ 54,555