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Quarterly Financial Information (Unaudited) (Details) - USD ($)
$ / shares in Units, $ 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
Quarterly Financial Information Disclosure [Abstract]                      
Interest income $ 162,954 $ 161,496 $ 165,128 $ 155,515 $ 146,453 $ 142,615 $ 135,670 $ 119,546 $ 645,093 $ 544,284 $ 400,532
Interest expense 113,584 121,384 122,074 114,916 104,237 97,557 91,737 76,317 471,958 369,848 242,885
Net interest income 49,370 40,112 43,054 40,599 42,216 45,058 43,933 43,229 173,135 174,436 157,647
(Provision for)/release of loan losses (2,430) (760) (578) 264 (146) (99) (424) 431 (3,504) (238) (1,708)
Net interest income after (provision for)/release of loan losses 46,940 39,352 42,476 40,863 42,070 44,959 43,509 43,660 169,631 174,198 155,939
Guarantee and commitment fees 3,401 3,349 3,403 3,513 3,506 3,490 3,481 3,499 13,666 13,976 14,114
Gains/(losses) on financial derivatives 4,089 (7,360) 8,913 (360) (2,999) 628 2,534 (3,850)      
Gains on trading assets 172 49 61 44 57 (3) 11 16 326 81 (24)
(Losses)/gains on sale of available-for-sale investment securities (236) 0 0 0         (236) 0 89
(Losses)/gains on sale of real estate owned         0 (41) 34 0 0 (7) 1,748
Other income 526 530 355 493 118 365 320 574 1,904 1,377 832
Non-interest income 7,952 (3,432) 12,732 3,690 682 4,439 6,380 239 20,942 11,740 17,512
Non-interest expense 13,651 13,458 12,052 12,761 13,703 11,650 12,921 11,642 51,922 49,916 42,765
Income before income taxes 41,241 22,462 43,156 31,792 29,049 37,748 36,968 32,257 138,651 136,022 130,686
Income tax expense 8,743 4,629 9,111 6,622 6,193 7,979 7,332 6,438 29,105 27,942 46,369
Net income 32,498 17,833 34,045 25,170 22,856 29,769 29,636 25,819 109,546 108,080 84,482
Preferred stock dividends (3,432) (3,427) (3,785) (3,296) (3,296) (3,295) (3,296) (3,295) (13,940) (13,182) (13,182)
Loss on retirement of preferred stock 0 0 (1,956) 0         (1,956) 0 0
Net income attributable to common stockholders $ 29,066 $ 14,406 $ 28,304 $ 21,874 $ 19,560 $ 26,474 $ 26,340 $ 22,524 $ 93,650 $ 94,898 $ 71,300
Basic earnings per common share (in dollars per share) $ 2.72 $ 1.34 $ 2.65 $ 2.05 $ 1.84 $ 2.48 $ 2.47 $ 2.12 $ 8.76 $ 8.91 $ 6.73
Diluted earnings per common share (in dollars per share) $ 2.70 $ 1.33 $ 2.63 $ 2.03 $ 1.82 $ 2.46 $ 2.45 $ 2.10 $ 8.69 $ 8.83 $ 6.60