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LOANS HELD FOR INVESTMENT, NET - Loan Categories (Details) - USD ($)
$ in Thousands
Mar. 31, 2022
Dec. 31, 2021
Loans held for investment, net:    
Loans held for investment, net of fees and costs $ 9,249,849 $ 9,244,661
Allowance for loan losses (79,615) (83,853)
Total loans held for investment, net $ 9,170,234 9,160,808
Small Business Administration ("SBA") Paycheck Protection Program ("PPP") [Member]    
Loans held for investment, net:    
Loan and leases carry guarantee rate 100.00%  
Total real estate loans    
Loans held for investment, net:    
Loans held for investment, net of fees and costs $ 8,316,633 8,294,204
One-to-four family residential and cooperative/condominium apartment    
Loans held for investment, net:    
Loans held for investment, net of fees and costs 669,099 669,282
Multifamily residential and residential mixed-use    
Loans held for investment, net:    
Loans held for investment, net of fees and costs 3,371,267 3,356,346
Commercial real estate ("CRE")    
Loans held for investment, net:    
Loans held for investment, net of fees and costs 3,946,918 3,945,948
Acquisition, development, and construction    
Loans held for investment, net:    
Loans held for investment, net of fees and costs 329,349 322,628
Commercial and Industrial ("C&I") Loans    
Loans held for investment, net:    
Loans held for investment, net of fees and costs 921,009 933,559
Commercial and Industrial ("C&I") Loans | Small Business Administration ("SBA") Paycheck Protection Program ("PPP") [Member]    
Loans held for investment, net:    
Loans held for investment, net of fees and costs 33,000 66,000
Other Loans    
Loans held for investment, net:    
Loans held for investment, net of fees and costs $ 12,207 $ 16,898