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Noninterest Income - Summary of Noninterest Income (Details) - USD ($)
$ in Thousands
3 Months Ended 12 Months Ended
Dec. 31, 2019
Sep. 30, 2019
Jun. 30, 2019
Mar. 31, 2019
Dec. 31, 2018
Sep. 30, 2018
Jun. 30, 2018
Mar. 31, 2018
Dec. 31, 2019
Dec. 31, 2018
Dec. 31, 2017
Revenue from Contract with Customer [Abstract]                      
Gains on investment securities, net                 $ 134,670 $ 88,094 $ 64,603
Gains on equity warrant assets, net                 138,078 89,142 54,555
Client investment fees                 182,068 130,360 56,136
Foreign exchange fees                 159,262 138,812 115,760
Credit card fees                 118,719 94,072 76,543
Deposit service charges                 89,200 76,097 58,715
Lending related fees                 49,920 41,949 43,265
Letters of credit and standby letters of credit fees                 42,669 34,600 28,544
Investment banking revenue                 195,177 0 0
Commissions                 56,346 0 0
Other                 55,370 51,858 59,110
Noninterest income $ 313,344 $ 294,009 $ 333,750 $ 280,376 $ 186,707 $ 210,070 $ 192,689 $ 155,518 $ 1,221,479 $ 744,984 $ 557,231