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Parent Company Only Condensed Financial Information - Condensed Statements of 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
Condensed Income Statements, Captions [Line Items]                      
Interest income $ 588,735 $ 583,892 $ 585,767 $ 551,014 $ 542,897 $ 513,313 $ 481,301 $ 432,398 $ 2,309,408 $ 1,969,909 $ 1,465,140
Interest expense (55,067) (63,248) (56,364) (38,128) (28,437) (20,091) (14,858) (12,535) (212,807) (75,921) (44,771)
Gains on equity warrant assets, net                 138,078 89,142 54,555
Gains on investment securities, net                 134,670 88,094 64,603
Income tax (expense) benefit (94,061) (105,075) (119,114) (107,435) (105,000) (95,308) (77,287) (73,966) (425,685) (351,561) (355,463)
Net income available to common stockholders $ 262,856 $ 267,281 $ 317,987 $ 288,732 $ 266,264 $ 274,817 $ 237,798 $ 194,961 1,136,856 973,840 490,506
Parent Company                      
Condensed Income Statements, Captions [Line Items]                      
Interest income                 4,473 3,307 2,077
Interest expense                 (31,666) (32,037) (34,932)
Dividend income from bank subsidiary                 733,000 140,000 90,000
Gains on equity warrant assets, net                 138,078 89,142 54,555
Gains on investment securities, net                 45,345 13,546 37,132
Fund management fees and other noninterest income                 21,567 26,388 24,613
General and administrative expenses                 (94,712) (70,976) (63,077)
Income tax (expense) benefit                 (40,218) (14,383) 10,367
Loss before net income of subsidiaries                 775,867 154,987 120,735
Net income available to common stockholders                 1,136,856 973,840 490,506
Parent Company | Bank Subsidiary                      
Condensed Income Statements, Captions [Line Items]                      
Loss before net income of subsidiaries                 1,036,618 933,641 446,769
Equity in undistributed net income of subsidiaries                 303,618 793,641 356,769
Parent Company | Nonbank Subsidiaries                      
Condensed Income Statements, Captions [Line Items]                      
Loss before net income of subsidiaries                 57,371 25,212 13,002
Equity in undistributed net income of subsidiaries                 $ 57,371 $ 25,212 $ 13,002