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Non-Interest Revenues - Non-interest Revenues by Business Segment (Details) - USD ($)
$ in Thousands
3 Months Ended 6 Months Ended
Jun. 30, 2019
Jun. 30, 2018
Jun. 30, 2019
Jun. 30, 2018
Disaggregation of Revenue [Line Items]        
Total revenue from contracts with customers $ 11,243 $ 9,106 $ 23,591 $ 22,056
Interchange and card revenue        
Disaggregation of Revenue [Line Items]        
Total revenue from contracts with customers 6,760 6,382 15,565 16,043
Deposit fees        
Disaggregation of Revenue [Line Items]        
Total revenue from contracts with customers 3,348 1,632 5,557 3,724
Customers Bank Business Banking        
Disaggregation of Revenue [Line Items]        
Total revenue from contracts with customers 652 477 1,131 986
BankMobile        
Disaggregation of Revenue [Line Items]        
Total revenue from contracts with customers 10,591 8,629 22,460 21,070
Transferred at Point in Time        
Disaggregation of Revenue [Line Items]        
Total revenue from contracts with customers 10,275 8,199 21,644 20,279
Transferred at Point in Time | Interchange and card revenue        
Disaggregation of Revenue [Line Items]        
Total revenue from contracts with customers 6,760 6,382 15,565 16,043
Transferred at Point in Time | Deposit fees        
Disaggregation of Revenue [Line Items]        
Total revenue from contracts with customers 3,348 1,632 5,557 3,724
Transferred at Point in Time | University fees - card and disbursement fees        
Disaggregation of Revenue [Line Items]        
Total revenue from contracts with customers 167 185 522 512
Transferred at Point in Time | Customers Bank Business Banking        
Disaggregation of Revenue [Line Items]        
Total revenue from contracts with customers 652 477 1,131 986
Transferred at Point in Time | Customers Bank Business Banking | Interchange and card revenue        
Disaggregation of Revenue [Line Items]        
Total revenue from contracts with customers 219 183 398 406
Transferred at Point in Time | Customers Bank Business Banking | Deposit fees        
Disaggregation of Revenue [Line Items]        
Total revenue from contracts with customers 433 294 733 580
Transferred at Point in Time | Customers Bank Business Banking | University fees - card and disbursement fees        
Disaggregation of Revenue [Line Items]        
Total revenue from contracts with customers 0 0 0 0
Transferred at Point in Time | BankMobile        
Disaggregation of Revenue [Line Items]        
Total revenue from contracts with customers 9,623 7,722 20,513 19,293
Transferred at Point in Time | BankMobile | Interchange and card revenue        
Disaggregation of Revenue [Line Items]        
Total revenue from contracts with customers 6,541 6,199 15,167 15,637
Transferred at Point in Time | BankMobile | Deposit fees        
Disaggregation of Revenue [Line Items]        
Total revenue from contracts with customers 2,915 1,338 4,824 3,144
Transferred at Point in Time | BankMobile | University fees - card and disbursement fees        
Disaggregation of Revenue [Line Items]        
Total revenue from contracts with customers 167 185 522 512
Transferred over Time        
Disaggregation of Revenue [Line Items]        
Total revenue from contracts with customers 968 907 1,947 1,777
Transferred over Time | University fees - subscription revenue        
Disaggregation of Revenue [Line Items]        
Total revenue from contracts with customers 968 907 1,947 1,777
Transferred over Time | Customers Bank Business Banking        
Disaggregation of Revenue [Line Items]        
Total revenue from contracts with customers 0 0 0 0
Transferred over Time | Customers Bank Business Banking | University fees - subscription revenue        
Disaggregation of Revenue [Line Items]        
Total revenue from contracts with customers 0 0 0 0
Transferred over Time | BankMobile        
Disaggregation of Revenue [Line Items]        
Total revenue from contracts with customers 968 907 1,947 1,777
Transferred over Time | BankMobile | University fees - subscription revenue        
Disaggregation of Revenue [Line Items]        
Total revenue from contracts with customers $ 968 $ 907 $ 1,947 $ 1,777