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Business Segments (Details)
$ in Thousands
 3 Months Ended 6 Months Ended 12 Months Ended
Dec. 31, 2018
USD ($)
Sep. 30, 2018
USD ($)
Jun. 30, 2018
USD ($)
Mar. 31, 2018
USD ($)
Dec. 31, 2017
USD ($)
Sep. 30, 2017
USD ($)
Jun. 30, 2017
USD ($)
Mar. 31, 2017
USD ($)
Dec. 31, 2016
USD ($)
Segment
Jun. 30, 2016
Segment
Dec. 31, 2018
USD ($)
Segment
Dec. 31, 2017
USD ($)
Dec. 31, 2016
USD ($)
Segment Reporting Information [Line Items]                          
Number of reportable segments (segment) | Segment                 2 1 2    
Effective income tax rate                     21.26% 36.36% 36.83%
Interest income $ 103,303 $ 110,045 $ 107,639 $ 96,964 $ 97,619 $ 98,285 $ 93,852 $ 83,094     $ 417,951 $ 372,850 $ 322,539
Interest 41,779 46,044 40,317 31,933 29,319 30,266 25,246 20,676     160,074 105,507 73,042
Net interest income 61,524 64,001 67,322 65,031 68,300 68,019 68,606 62,418     257,877 267,343 249,497
Provision for loan losses 1,385 2,924 (784) 2,117 831 2,352 535 3,050     5,642 6,768 3,041
Non-interest income (1) 19,877 2,084 16,127 20,910 19,740 18,026 18,391 22,754     58,998 78,910 56,370
Non-interest expenses 57,045 57,104 53,750 52,280 54,788 61,040 50,413 49,366     220,179 215,606 178,231
Income before income taxes 22,971 6,057 30,483 31,544 32,421 22,653 36,049 32,756          
Income tax expense 5,109 28 6,820 7,402 10,806 14,899 12,327 7,009     19,359 45,042 45,893
Net income 17,862 6,029 23,663 24,142 21,615 7,754 23,722 25,747     71,695 78,837 78,702
Preferred stock dividends 3,615 3,615 3,615 3,615 3,615 3,615 3,615 3,615     14,459 14,459 9,515
Net income available to common shareholders 14,247 $ 2,414 $ 20,048 $ 20,527 18,000 $ 4,139 $ 20,107 $ 22,132     57,236 64,378 69,187
Goodwill and other intangibles 16,499       16,295           16,499 16,295  
Total assets 9,833,425       9,839,555           9,833,425 9,839,555  
Total deposits 7,142,236       6,800,142           7,142,236 6,800,142  
Consolidated                          
Segment Reporting Information [Line Items]                          
Interest income                     417,951 372,850 322,539
Interest                     160,074 105,507 73,042
Net interest income                     257,877 267,343 249,497
Provision for loan losses                     5,642 6,768 3,041
Non-interest income (1)                     58,998 78,910 56,370
Non-interest expenses                     220,179 215,606 178,231
Income before income taxes                     91,054 123,879 124,595
Income tax expense                     19,359 45,042 45,893
Net income                     71,695 78,837 78,702
Preferred stock dividends                     14,459 14,459 9,515
Net income available to common shareholders                     57,236 64,378 69,187
Goodwill and other intangibles 16,499       16,295       $ 17,621   16,499 16,295 17,621
Total assets 9,833,425       9,839,555       9,382,736   9,833,425 9,839,555 9,382,736
Total deposits 7,142,236       6,800,142       7,303,775   7,142,236 6,800,142 7,303,775
Total non-deposit liabilities 1,734,373       2,118,449       1,223,089   $ 1,734,373 $ 2,118,449 $ 1,223,089
Operating Segments | Customers Bank Business Banking                          
Segment Reporting Information [Line Items]                          
Effective income tax rate                     24.56% 37.67% 38.00%
Interest income                     $ 400,948 $ 359,931 $ 315,643
Interest                     159,674 105,438 73,004
Net interest income                     241,274 254,493 242,639
Provision for loan losses                     2,928 5,638 2,246
Non-interest income (1)                     17,499 24,788 23,165
Non-interest expenses                     146,946 128,604 130,394
Income before income taxes                     108,899 145,039 133,164
Income tax expense                     23,742 53,013 49,149
Net income                     85,157 92,026 84,015
Preferred stock dividends                     14,459 14,459 9,515
Net income available to common shareholders                     70,698 77,567 74,500
Goodwill and other intangibles 3,629       3,630       3,639   3,629 3,630 3,639
Total assets 9,688,146       9,769,996       9,303,465   9,688,146 9,769,996 9,303,465
Total deposits 6,766,378       6,400,310       6,846,980   6,766,378 6,400,310 6,846,980
Total non-deposit liabilities 1,719,225       2,106,919       1,195,087   1,719,225 2,106,919 1,195,087
Operating Segments | BankMobile                          
Segment Reporting Information [Line Items]                          
Interest income                     17,003 12,919 6,896
Interest                     400 69 38
Net interest income                     16,603 12,850 6,858
Provision for loan losses                     2,714 1,130 795
Non-interest income (1)                     41,499 54,122 33,205
Non-interest expenses                     73,233 87,002 47,837
Income before income taxes                     (17,845) (21,160) (8,569)
Income tax expense                     (4,383) (7,971) (3,256)
Net income                     (13,462) (13,189) (5,313)
Preferred stock dividends                     0 0 0
Net income available to common shareholders                     (13,462) (13,189) (5,313)
Goodwill and other intangibles 12,870       12,665       13,982   12,870 12,665 13,982
Total assets 145,279       69,559       79,271   145,279 69,559 79,271
Total deposits 375,858       399,832       456,795   375,858 399,832 456,795
Total non-deposit liabilities $ 15,148       $ 11,530       $ 28,002   15,148 11,530 28,002
Segment Reconciling Items                          
Segment Reporting Information [Line Items]                          
Interest income                     $ 15,700 $ 12,900 $ 6,900