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Noninterest Income - Summary of Noninterest Income (Details) - USD ($)
$ in Thousands
3 Months Ended 9 Months Ended
Sep. 30, 2019
Sep. 30, 2018
Sep. 30, 2019
Sep. 30, 2018
Other Income and Expenses [Abstract]        
Gains on investment securities, net $ 29,849 $ 32,193 $ 106,575 $ 77,365
Gains on equity warrant assets, net 37,561 34,141 107,213 72,393
Client investment fees 46,679 36,265 136,905 88,592
Foreign exchange fees 40,309 32,656 116,863 100,560
Credit card fees 30,158 24,121 86,431 68,739
Deposit service charges 22,482 19,588 65,496 56,081
Lending related fees 11,707 10,675 36,857 30,938
Letters of credit and standby letters of credit fees 10,842 8,409 31,205 24,938
Investment banking revenue 38,516 0 137,005 0
Commissions 12,275 0 40,812 0
Other 13,631 12,022 42,773 38,671
Total noninterest income $ 294,009 $ 210,070 $ 908,135 $ 558,277