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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, 2017
Sep. 30, 2017
Jun. 30, 2017
Mar. 31, 2017
Dec. 31, 2016
Sep. 30, 2016
Jun. 30, 2016
Mar. 31, 2016
Dec. 31, 2015
Sep. 30, 2015
Jun. 30, 2015
Mar. 31, 2015
Dec. 31, 2017
Dec. 31, 2016
Dec. 31, 2015
Selected Quarterly Financial Information [Abstract]                              
Interest income $ 169,162 $ 164,944 $ 155,133 $ 142,896 $ 144,416 $ 103,562 $ 82,937 $ 79,464 $ 80,629 $ 78,851 $ 69,679 $ 62,630 $ 632,135 $ 410,379 $ 291,789
Interest expense 23,257 21,316 17,185 12,799 11,969 6,753 5,442 5,134 5,153 5,234 3,944 3,450 74,557 29,298 17,781
Net interest income 145,905 143,628 137,948 130,097 132,447 96,809 77,495 74,330 75,476 73,617 65,735 59,180 557,578 381,081 274,008
Provision for loan losses 7,522 5,499 6,229 4,050 6,272 4,103 3,000 1,500 2,000 1,500 1,500 1,500 23,300 14,875 6,500
Noninterest income 32,319 32,122 41,568 38,010 54,264 27,770 20,897 19,419 20,052 20,215 20,674 19,275 144,019 122,350 80,216
Operating expenses 100,022 119,539 98,237 104,196 114,302 106,144 59,085 58,887 57,824 58,265 56,785 51,020 421,994 338,418 223,894
Income before income taxes 70,680 50,712 75,050 59,861 66,137 14,332 36,307 33,362 35,704 34,067 28,124 25,935 256,303 150,138 123,830
Income tax expense 61,234 10,253 23,036 12,257 18,969 2,848 10,532 9,757 10,200 9,600 9,100 8,100 106,780 42,106 37,000
Net income $ 9,446 $ 40,459 $ 52,014 $ 47,604 $ 47,168 $ 11,484 $ 25,775 $ 23,605 $ 25,504 $ 24,467 $ 19,024 $ 17,835 $ 149,523 $ 108,032 $ 86,830
Basic earnings per common share (usd per share) $ 0.13 $ 0.57 $ 0.73 $ 0.67 $ 0.67 $ 0.23 $ 0.67 $ 0.61 $ 0.67 $ 0.64 $ 0.54 $ 0.54 $ 2.11 $ 2.21 $ 2.41
Diluted earnings per common share (usd per share) 0.13 0.56 0.73 0.67 $ 0.66 0.23 0.67 0.60 0.66 0.64 0.54 0.54 2.08 2.17 2.39
Cash dividends declared per share (in dollars per share) $ 0.27 $ 0.28 $ 0.27 $ 0.27   $ 0.27 $ 0.26 $ 0.26 $ 0.26 $ 0.26 $ 0.24 $ 0.24 $ 1.10 $ 1.06 $ 1.0