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Selected Quarterly Financial Data (unaudited) - Schedule of Selected Quarterly Financial Data (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 [Line Items]                      
Interest and dividend income $ 65,915 $ 71,029 $ 66,760 $ 61,110 $ 62,895 $ 61,073 $ 44,841 $ 38,142 $ 264,814 $ 206,951 $ 136,803
Interest expense 12,001 13,191 12,312 11,025 9,634 8,480 5,785 4,447 48,529 28,346 13,891
Net interest income 53,914 57,838 54,448 50,085 53,261 52,593 39,056 33,695 216,285 178,605 122,912
PROVISION FOR LOAN AND LEASE LOSSES 4,387 5,931 6,391 3,999 3,882 5,842 3,956 5,115 20,708 18,795 12,653
Net interest income after provision for loan and lease losses 49,527 51,907 48,057 46,086 49,379 46,751 35,100 28,580 195,577 159,810 110,259
Non-interest income                 55,493 50,526 49,030
Non-interest expense                 173,775 154,896 118,495
INCOME BEFORE PROVISION FOR INCOME TAXES 20,349 21,265 18,286 17,395 23,581 19,938 3,832 8,089 77,295 55,440 40,794
Provision (benefit) for income taxes 4,497 5,923 5,075 4,798 6,460 5,402 1,064 1,321 20,293 14,247 19,099
NET INCOME 15,852 15,342 13,211 12,597 17,121 14,536 2,768 6,768 57,002 41,193 21,695
Dividends on preferred shares 196 196 195 196 196 196 198 193 783 783 11,277
INCOME AVAILABLE TO COMMON STOCKHOLDERS $ 15,656 $ 15,146 $ 13,016 $ 12,401 $ 16,925 $ 14,340 $ 2,570 $ 6,575 $ 56,219 $ 40,410 $ 10,418
Basic $ 0.41 $ 0.40 $ 0.35 $ 0.34 $ 0.47 $ 0.40 $ 0.08 $ 0.22 $ 1.51 $ 1.21 $ 0.39
Diluted $ 0.41 $ 0.39 $ 0.34 $ 0.34 $ 0.46 $ 0.39 $ 0.08 $ 0.22 $ 1.48 $ 1.18 $ 0.38
ASU 2014-09 | Balance without Adoption of ASC 606                      
Quarterly Financial Information Disclosure [Line Items]                      
Non-interest income $ 14,516 $ 14,806 $ 14,183 $ 11,988 $ 14,290 $ 10,902 $ 14,211 $ 11,123      
Non-interest expense $ 43,694 $ 45,448 $ 43,954 $ 40,679 $ 40,088 $ 37,715 $ 45,479 $ 31,614