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Business Segments (Details)
$ in Thousands
 3 Months Ended 12 Months Ended
Dec. 31, 2020
USD ($)
Sep. 30, 2020
USD ($)
Jun. 30, 2020
USD ($)
Mar. 31, 2020
USD ($)
Dec. 31, 2019
USD ($)
Sep. 30, 2019
USD ($)
Jun. 30, 2019
USD ($)
Mar. 31, 2019
USD ($)
Dec. 31, 2020
USD ($)
Segment
Dec. 31, 2019
USD ($)
Dec. 31, 2018
USD ($)
Segment Reporting Information [Line Items]                      
Number of reportable segments (segment) | Segment                 2    
Effective income tax rate                 24.65% 22.32% 21.26%
Interest income $ 153,093 $ 139,650 $ 125,218 $ 125,343 $ 123,995 $ 126,718 $ 111,950 $ 101,075 $ 543,304 $ 463,739 $ 417,951
Interest 30,147 32,211 33,236 44,022 46,402 50,983 47,271 41,771 139,616 186,429 160,074
Net interest income 122,946 107,439 91,982 81,321 77,593 75,735 64,679 59,304 403,688 277,310 257,877
Provision for credit losses on loans and leases (2,913) 12,955 20,946 31,786 9,689 4,426 5,346 4,767 62,774 24,227 5,642
Non-interest income 23,775 33,793 22,236 21,930 25,813 23,369 12,036 19,718 101,734 80,938 58,998
Non-interest expenses 71,164 65,561 63,506 66,459 58,740 59,592 59,582 53,984 266,690 231,901 220,179
Income before income tax expense 78,470 62,716 29,766 5,006 34,977 35,086 11,787 20,271 175,958 102,120 91,054
Income tax expense 22,225 12,201 7,048 1,906 7,451 8,020 2,491 4,831 43,380 22,793 19,359
Net income 56,245 50,515 22,718 3,100 27,526 27,066 9,296 15,440 132,578 79,327 71,695
Preferred stock dividends 3,414 3,430 3,581 3,615 3,615 3,615 3,615 3,615 14,041 14,459 14,459
Net income available to common shareholders 52,831 $ 47,085 $ 19,137 $ (515) 23,911 $ 23,451 $ 5,681 $ 11,825 118,537 64,868 57,236
Goodwill and other intangibles 14,298       15,195       14,298 15,195 16,499
Total assets 18,439,248       11,520,717       18,439,248 11,520,717 9,833,425
Total deposits 11,309,929       8,648,936       11,309,929 8,648,936 7,142,236
Total non-deposit Liabilities 6,012,233       1,818,986       $ 6,012,233 $ 1,818,986 $ 1,734,373
BankMobile                      
Segment Reporting Information [Line Items]                      
Effective income tax rate                 24.18% 22.55% 24.56%
Operating Segments | Customers Bank Business Banking                      
Segment Reporting Information [Line Items]                      
Interest income                 $ 490,028 $ 422,094 $ 400,948
Interest                 137,480 185,513 159,674
Net interest income                 352,548 236,581 241,274
Provision for credit losses on loans and leases                 51,708 10,091 2,928
Non-interest income                 57,834 35,268 17,499
Non-interest expenses                 187,153 153,333 146,946
Income before income tax expense                 171,521 108,425 108,899
Income tax expense                 42,307 24,215 23,742
Net income                 129,214 84,210 85,157
Preferred stock dividends                 14,041 14,459 14,459
Net income available to common shareholders                 115,173 69,751 70,698
Goodwill and other intangibles 3,629       3,629       3,629 3,629 3,629
Total assets 17,821,665       10,990,550       17,821,665 10,990,550 9,688,146
Total deposits 10,350,028       8,247,836       10,350,028 8,247,836 6,766,378
Total non-deposit Liabilities 5,982,010       1,789,329       5,982,010 1,789,329 1,719,225
Operating Segments | BankMobile                      
Segment Reporting Information [Line Items]                      
Interest income                 53,276 41,645 17,003
Interest                 2,136 916 400
Net interest income                 51,140 40,729 16,603
Provision for credit losses on loans and leases                 11,066 14,136 2,714
Non-interest income                 43,900 45,670 41,499
Non-interest expenses                 79,537 78,568 73,233
Income before income tax expense                 4,437 (6,305) (17,845)
Income tax expense                 1,073 (1,422) (4,383)
Net income                 3,364 (4,883) (13,462)
Preferred stock dividends                 0 0 0
Net income available to common shareholders                 3,364 (4,883) (13,462)
Goodwill and other intangibles 10,669       11,566       10,669 11,566 12,870
Total assets 617,583       530,167       617,583 530,167 145,279
Total deposits 959,901       401,100       959,901 401,100 375,858
Total non-deposit Liabilities $ 30,223       $ 29,657       30,223 29,657 15,148
Segment Reconciling Items                      
Segment Reporting Information [Line Items]                      
Interest income                 $ 9,300 $ 8,800 $ 15,700