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Segment reporting - Schedule of Segment Financial Information (Details) - USD ($)
3 Months Ended 9 Months Ended
Sep. 30, 2019
Sep. 30, 2018
Sep. 30, 2019
Sep. 30, 2018
Dec. 31, 2018
Segment Reporting Information [Line Items]          
Net interest income $ 58,305,000 $ 52,755,000 $ 168,344,000 $ 152,701,000  
Provision for loan losses 1,831,000 1,818,000 4,103,000 3,198,000  
Mortgage banking income 34,284,000 29,350,000 85,512,000 87,856,000  
Change in fair value of mortgage servicing rights (5,091,000) (2,701,000) (10,772,000) (6,192,000)  
Other noninterest income 8,952,000 7,706,000 25,423,000 21,729,000  
Depreciation and amortization 1,380,000 1,013,000 3,830,000 3,251,000  
Amortization of intangibles 1,197,000 777,000 3,180,000 2,432,000  
Other noninterest mortgage banking expense 23,648,000 25,087,000 65,698,000 74,055,000  
Other noninterest expense 36,710,000 30,336,000 109,447,000 89,984,000  
Income before income taxes 31,684,000 28,079,000 82,249,000 83,174,000  
Income tax expense 7,718,000 6,702,000 20,007,000 19,978,000  
Net income 23,966,000 21,377,000 62,242,000 63,196,000  
Total assets 6,088,895,000 5,058,167,000 6,088,895,000 5,058,167,000 $ 5,136,764,000
Goodwill 168,486,000 137,190,000 168,486,000 137,190,000 $ 137,190,000
Merger costs 295,000 0 4,699,000 1,193,000  
Impairment of goodwill     100,000 0  
Banking Segment          
Segment Reporting Information [Line Items]          
Net interest income 58,350,000 52,733,000 168,322,000 153,173,000  
Provision for loan losses 1,831,000 1,818,000 4,103,000 3,198,000  
Mortgage banking income 10,693,000 7,417,000 20,530,000 20,419,000  
Change in fair value of mortgage servicing rights 0 0 0 0  
Other noninterest income 8,952,000 7,706,000 25,423,000 21,729,000  
Depreciation and amortization 1,255,000 896,000 3,431,000 2,864,000  
Amortization of intangibles 1,197,000 777,000 3,180,000 2,432,000  
Other noninterest mortgage banking expense 8,087,000 6,383,000 15,090,000 17,129,000  
Other noninterest expense 36,598,000 30,336,000 107,452,000 89,984,000  
Income before income taxes 29,027,000 27,646,000 81,019,000 79,714,000  
Total assets 5,730,492,000 4,637,097,000 5,730,492,000 4,637,097,000  
Goodwill 168,486,000 137,090,000 168,486,000 137,090,000  
Merger costs 295,000   4,699,000    
Offering cost       671,000  
Mortgage Segment          
Segment Reporting Information [Line Items]          
Net interest income (45,000) 22,000 22,000 (472,000)  
Provision for loan losses 0 0 0 0  
Mortgage banking income 23,591,000 21,933,000 64,982,000 67,437,000  
Change in fair value of mortgage servicing rights (5,091,000) (2,701,000) (10,772,000) (6,192,000)  
Other noninterest income 0 0 0 0  
Depreciation and amortization 125,000 117,000 399,000 387,000  
Amortization of intangibles 0 0 0 0  
Other noninterest mortgage banking expense 15,561,000 18,704,000 50,608,000 56,926,000  
Other noninterest expense 112,000 0 1,995,000 0  
Income before income taxes 2,657,000 433,000 1,230,000 3,460,000  
Total assets 358,403,000 421,070,000 358,403,000 421,070,000  
Goodwill $ 0 $ 100,000 0 $ 100,000  
Impairment of goodwill     $ 100,000