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LOANS AND LEASES, NET - Summary of Loans (Details) - USD ($)
$ in Thousands
Jun. 30, 2019
Sep. 30, 2018
Aug. 01, 2018
Jun. 30, 2018
Accounts, Notes, Loans and Financing Receivable [Line Items]        
Total loans receivable $ 3,625,963 $ 2,944,989    
Allowance for loan and lease losses (43,505) (13,040)    
Net deferred loan origination fees 5,068 (250)    
Total loans and leases, net 3,587,526 2,931,699    
Interest rate mark discounts       $ 700
Financing Receivable | Asset based lending        
Accounts, Notes, Loans and Financing Receivable [Line Items]        
Total loans receivable 615,309 477,917    
Financing Receivable | Factoring        
Accounts, Notes, Loans and Financing Receivable [Line Items]        
Total loans receivable 320,344 284,221    
Financing Receivable | Lease financing        
Accounts, Notes, Loans and Financing Receivable [Line Items]        
Total loans receivable 341,957 265,315    
Financing Receivable | Insurance premium finance        
Accounts, Notes, Loans and Financing Receivable [Line Items]        
Total loans receivable 358,772 337,877    
Financing Receivable | SBA/USDA        
Accounts, Notes, Loans and Financing Receivable [Line Items]        
Total loans receivable 99,791 59,374    
Financing Receivable | Other commercial finance        
Accounts, Notes, Loans and Financing Receivable [Line Items]        
Total loans receivable 99,677 85,145    
Financing Receivable | Commercial finance        
Accounts, Notes, Loans and Financing Receivable [Line Items]        
Total loans receivable 1,835,850 1,509,849    
Financing Receivable | Consumer credit products        
Accounts, Notes, Loans and Financing Receivable [Line Items]        
Total loans receivable 155,539 80,605    
Financing Receivable | Other consumer finance        
Accounts, Notes, Loans and Financing Receivable [Line Items]        
Total loans receivable 164,727 189,756    
Financing Receivable | Consumer finance        
Accounts, Notes, Loans and Financing Receivable [Line Items]        
Total loans receivable 320,266 270,361    
Financing Receivable | Tax services        
Accounts, Notes, Loans and Financing Receivable [Line Items]        
Total loans receivable 24,410 1,073    
Financing Receivable | Warehouse finance        
Accounts, Notes, Loans and Financing Receivable [Line Items]        
Total loans receivable 250,003 65,000    
Financing Receivable | Total National Lending        
Accounts, Notes, Loans and Financing Receivable [Line Items]        
Total loans receivable 2,430,529 1,846,283    
Loans Receivable        
Accounts, Notes, Loans and Financing Receivable [Line Items]        
Total loans receivable 1,195,434 1,098,706    
Loans Receivable | Commercial real estate and operating        
Accounts, Notes, Loans and Financing Receivable [Line Items]        
Total loans receivable 877,412 790,890    
Loans Receivable | Consumer one to four family real estate and other        
Accounts, Notes, Loans and Financing Receivable [Line Items]        
Total loans receivable 256,853 247,318    
Loans Receivable | Agricultural real estate and operating        
Accounts, Notes, Loans and Financing Receivable [Line Items]        
Total loans receivable 61,169 $ 60,498    
Crestmark Bancorp, Inc.        
Accounts, Notes, Loans and Financing Receivable [Line Items]        
Receivables acquired 402,400      
Acquired loans and leases from Crestmark acquisition     $ 1,060,000  
Credit discounts $ (6,800)   (12,300)  
Interest rate mark discounts     $ (6,000) $ (3,200)