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Summary of Quarterly Statements of Income (Unaudited) (Details) - USD ($)
$ / shares in Units, $ in Thousands
3 Months Ended 12 Months Ended
Dec. 31, 2018
Sep. 30, 2018
Jun. 30, 2018
Mar. 31, 2018
Dec. 31, 2017
Sep. 30, 2017
Jun. 30, 2017
Mar. 31, 2017
Dec. 31, 2016
Sep. 30, 2016
Jun. 30, 2016
Mar. 31, 2016
Dec. 31, 2018
Dec. 31, 2017
Dec. 31, 2016
Selected Quarterly Financial Information [Abstract]                              
Interest income $ 210,103 $ 198,377 $ 189,582 $ 177,934 $ 169,162 $ 164,944 $ 155,133 $ 142,896 $ 144,416 $ 103,562 $ 82,937 $ 79,464 $ 775,996 $ 632,135 $ 410,379
Interest expense 46,651 38,896 32,045 26,071 23,257 21,316 17,185 12,799 11,969 6,753 5,442 5,134 143,663 74,557 29,298
Net interest income 163,452 159,481 157,537 151,863 145,905 143,628 137,948 130,097 132,447 96,809 77,495 74,330 632,333 557,578 381,081
Provision for loan losses 8,894 6,028 9,572 6,256 7,522 5,499 6,229 4,050 6,272 4,103 3,000 1,500 30,750 23,300 14,875
Noninterest income 32,047 37,917 38,018 40,554 32,319 32,122 41,568 38,010 54,264 27,770 20,897 19,419 148,536 144,019 122,350
Operating expenses 108,366 109,661 104,561 101,610 100,022 119,539 98,237 104,196 114,302 106,144 59,085 58,887 424,198 421,994 338,418
Income before income taxes 78,239 81,709 81,422 84,551 70,680 50,712 75,050 59,861 66,137 14,332 36,307 33,362 325,921 256,303 150,138
Income tax expense 5,200 11,312 12,434 12,955 61,234 10,253 23,036 12,257 18,969 2,848 10,532 9,757 41,901 106,780 42,106
Net income $ 73,039 $ 70,397 $ 68,988 $ 71,596 $ 9,446 $ 40,459 $ 52,014 $ 47,604 $ 47,168 $ 11,484 $ 25,775 $ 23,605 $ 284,020 $ 149,523 $ 108,032
Basic earnings per common share (usd per share) $ 1.02 $ 0.99 $ 0.97 $ 1.01 $ 0.13 $ 0.57 $ 0.73 $ 0.67 $ 0.67 $ 0.23 $ 0.67 $ 0.61 $ 3.98 $ 2.11 $ 2.21
Diluted earnings per common share (usd per share) 1.01 0.98 0.96 0.99 0.13 0.56 0.73 0.67 0.66 0.23 0.67 0.60 3.94 2.08 2.17
Cash dividends declared per share (in dollars per share) $ 0.34 $ 0.34 $ 0.28 $ 0.28 $ 0.28 $ 0.28 $ 0.27 $ 0.27 $ 0.27 $ 0.27 $ 0.26 $ 0.26 $ 1.24 $ 1.10 $ 1.06