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Business Segments (Details) - USD ($)
$ in Thousands
 3 Months Ended 9 Months Ended
Sep. 30, 2020
Sep. 30, 2019
Sep. 30, 2020
Sep. 30, 2019
Dec. 31, 2019
Segment Reporting Information [Line Items]          
Interest income $ 139,650 $ 126,718 $ 390,212 $ 339,745  
Interest expense 32,211 50,983 109,470 140,027  
Net interest income 107,439 75,735 280,742 199,718  
Provision for credit losses on loans and leases 12,955 4,426 65,688 14,539  
Total non-interest income 33,793 23,369 77,959 55,125  
Non-interest expense 65,561 59,592 195,525 173,160  
Income before income tax expense 62,716 35,086 97,488 67,144  
Income tax expense (benefit) 12,201 8,020 21,156 15,343  
Net income (loss) 50,515 27,066 76,332 51,801  
Preferred stock dividends 3,430 3,615 10,626 10,844  
Net income (loss) available to common shareholders 47,085 23,451 65,706 40,957  
Goodwill and other intangibles 14,437   14,437   $ 15,195
Total assets 18,778,727   18,778,727   11,520,717
Total deposits 10,839,077   10,839,077   $ 8,648,936
Operating Segments          
Segment Reporting Information [Line Items]          
Interest income 139,650 126,718 390,212 339,745  
Interest expense 32,211 50,983 109,470 140,027  
Net interest income 107,439 75,735 280,742 199,718  
Provision for credit losses on loans and leases 12,955 4,426 65,688 14,539  
Total non-interest income 33,793 23,369 77,959 55,125  
Non-interest expense 65,561 59,592 195,525 173,160  
Income before income tax expense 62,716 35,086 97,488 67,144  
Income tax expense (benefit) 12,201 8,020 21,156 15,343  
Net income (loss) 50,515 27,066 76,332 51,801  
Preferred stock dividends 3,430 3,615 10,626 10,844  
Net income (loss) available to common shareholders 47,085 23,451 65,706 40,957  
Goodwill and other intangibles 14,437 15,521 14,437 15,521  
Total assets 18,778,727 11,723,790 18,778,727 11,723,790  
Total deposits 10,839,077 8,925,685 10,839,077 8,925,685  
Total non-deposit liabilities 6,888,159 1,778,955 6,888,159 1,778,955  
Operating Segments | Customers Bank Business Banking          
Segment Reporting Information [Line Items]          
Interest income 126,648 113,995 351,819 309,882  
Interest expense 31,718 50,734 108,251 139,402  
Net interest income 94,930 63,261 243,568 170,480  
Provision for credit losses on loans and leases 8,699 2,475 55,620 3,245  
Total non-interest income 21,603 11,757 44,422 20,304  
Non-interest expense 48,926 38,347 137,055 111,840  
Income before income tax expense 58,908 34,196 95,315 75,699  
Income tax expense (benefit) 11,374 7,814 20,708 17,324  
Net income (loss) 47,534 26,382 74,607 58,375  
Preferred stock dividends 3,430 3,615 10,626 10,844  
Net income (loss) available to common shareholders 44,104 22,767 63,981 47,531  
Goodwill and other intangibles 3,629 3,629 3,629 3,629  
Total assets 18,203,784 11,131,914 18,203,784 11,131,914  
Total deposits 9,895,328 8,260,080 9,895,328 8,260,080  
Total non-deposit liabilities 6,853,184 1,747,846 6,853,184 1,747,846  
Operating Segments | BankMobile          
Segment Reporting Information [Line Items]          
Interest income 13,002 12,723 38,393 29,863  
Interest expense 493 249 1,219 625  
Net interest income 12,509 12,474 37,174 29,238  
Provision for credit losses on loans and leases 4,256 1,951 10,068 11,294  
Total non-interest income 12,190 11,612 33,537 34,821  
Non-interest expense 16,635 21,245 58,470 61,320  
Income before income tax expense 3,808 890 2,173 (8,555)  
Income tax expense (benefit) 827 206 448 (1,981)  
Net income (loss) 2,981 684 1,725 (6,574)  
Preferred stock dividends 0 0 0 0  
Net income (loss) available to common shareholders 2,981 684 1,725 (6,574)  
Goodwill and other intangibles 10,808 11,892 10,808 11,892  
Total assets 574,943 591,876 574,943 591,876  
Total deposits 943,749 665,605 943,749 665,605  
Total non-deposit liabilities 34,975 31,109 34,975 31,109  
Segment Reconciling Items | BankMobile          
Segment Reporting Information [Line Items]          
Interest income $ 2,200 $ 300 $ 5,300 $ 8,100