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Business Segments (Details) - USD ($)
$ in Thousands
 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]          
Interest income $ 126,718 $ 110,045 $ 339,745 $ 314,649  
Interest expense 50,983 46,044 140,027 118,295  
Net interest income 75,735 64,001 199,718 196,354  
Provision for loan and lease losses 4,426 2,924 14,539 4,257  
Total non-interest income 23,369 2,084 55,125 39,120  
Non-interest expense 59,592 57,104 173,160 163,134  
Income before income tax expense 35,086 6,057 67,144 68,083  
Income tax expense (benefit) 8,020 28 15,343 14,250  
Net income (loss) 27,066 6,029 51,801 53,833  
Preferred stock dividends 3,615 3,615 10,844 10,844  
Net income (loss) available to common shareholders 23,451 2,414 40,957 42,989  
Goodwill and other intangibles 15,521   15,521   $ 16,499
Total assets 11,723,790   11,723,790   9,833,425
Total deposits 8,925,685   8,925,685   $ 7,142,236
Operating Segments          
Segment Reporting Information [Line Items]          
Interest income 126,718 110,045 339,745 314,649  
Interest expense 50,983 46,044 140,027 118,295  
Net interest income 75,735 64,001 199,718 196,354  
Provision for loan and lease losses 4,426 2,924 14,539 4,257  
Total non-interest income 23,369 2,084 55,125 39,120  
Non-interest expense 59,592 57,104 173,160 163,134  
Income before income tax expense 35,086 6,057 67,144 68,083  
Income tax expense (benefit) 8,020 28 15,343 14,250  
Net income (loss) 27,066 6,029 51,801 53,833  
Preferred stock dividends 3,615 3,615 10,844 10,844  
Net income (loss) available to common shareholders 23,451 2,414 40,957 42,989  
Goodwill and other intangibles 15,521 16,825 15,521 16,825  
Total assets 11,723,790 10,617,104 11,723,790 10,617,104  
Total deposits 8,925,685 8,513,714 8,925,685 8,513,714  
Total non-deposit liabilities 1,778,955 1,148,578 1,778,955 1,148,578  
Operating Segments | Customers Bank Business Banking          
Segment Reporting Information [Line Items]          
Interest income 113,995 106,156 309,882 302,820  
Interest expense 50,734 45,982 139,402 118,081  
Net interest income 63,261 60,174 170,480 184,739  
Provision for loan and lease losses 2,475 2,502 3,245 3,128  
Total non-interest income 11,757 (7,756) 20,304 8,147  
Non-interest expense 38,347 36,115 111,840 108,168  
Income before income tax expense 34,196 13,801 75,699 81,590  
Income tax expense (benefit) 7,814 1,930 17,324 17,567  
Net income (loss) 26,382 11,871 58,375 64,023  
Preferred stock dividends 3,615 3,615 10,844 10,844  
Net income (loss) available to common shareholders 22,767 8,256 47,531 53,179  
Goodwill and other intangibles 3,629 3,629 3,629 3,629  
Total assets 11,131,914 10,542,175 11,131,914 10,542,175  
Total deposits 8,260,080 7,781,225 8,260,080 7,781,225  
Total non-deposit liabilities 1,747,846 1,134,251 1,747,846 1,134,251  
Operating Segments | BankMobile          
Segment Reporting Information [Line Items]          
Interest income 12,723 3,889 29,863 11,829  
Interest expense 249 62 625 214  
Net interest income 12,474 3,827 29,238 11,615  
Provision for loan and lease losses 1,951 422 11,294 1,129  
Total non-interest income 11,612 9,840 34,821 30,973  
Non-interest expense 21,245 20,989 61,320 54,966  
Income before income tax expense 890 (7,744) (8,555) (13,507)  
Income tax expense (benefit) 206 (1,902) (1,981) (3,317)  
Net income (loss) 684 (5,842) (6,574) (10,190)  
Preferred stock dividends 0 0 0 0  
Net income (loss) available to common shareholders 684 (5,842) (6,574) (10,190)  
Goodwill and other intangibles 11,892 13,196 11,892 13,196  
Total assets 591,876 74,929 591,876 74,929  
Total deposits 665,605 732,489 665,605 732,489  
Total non-deposit liabilities 31,109 14,327 31,109 14,327  
Segment Reconciling Items | BankMobile          
Segment Reporting Information [Line Items]          
Interest income $ 300 $ 3,900 $ 8,100 $ 11,800