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Selected Quarterly Financial Data (unaudited) - Additional Information (Details) - USD ($)
$ / shares in Units, $ in Thousands
1 Months Ended 3 Months Ended 12 Months Ended
Jun. 30, 2018
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]                        
Net income   $ 15,852 $ 15,342 $ 13,211 $ 12,597 $ 17,121 $ 14,536 $ 2,768 $ 6,768 $ 57,002 $ 41,193 $ 21,695
Basic earnings per common share   $ 0.41 $ 0.40 $ 0.35 $ 0.34 $ 0.47 $ 0.40 $ 0.08 $ 0.22 $ 1.51 $ 1.21 $ 0.39
Net interest income before provision for loan losses   $ 53,914 $ 57,838 $ 54,448 $ 50,085 $ 53,261 $ 52,593 $ 39,056 $ 33,695 $ 216,285 $ 178,605 $ 122,912
Data processing costs                   $ 13,733 $ 18,242 $ 9,539
Contract termination                        
Quarterly Financial Information Disclosure [Line Items]                        
Data processing costs $ 8,100             $ 8,100