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LOANS HELD FOR INVESTMENT, NET - Loan Categories (Details) - USD ($)
$ in Thousands
Mar. 31, 2023
Dec. 31, 2022
Mar. 31, 2022
Dec. 31, 2021
Loans held for investment, net:        
Total Loans $ 10,731,845 $ 10,566,831    
Principal balances outstanding 3,325      
Allowance for loan losses (78,335) (83,507)    
Total loans held for investment, net $ 10,653,510 10,483,324    
Small Business Administration ("SBA") Paycheck Protection Program ("PPP")        
Loans held for investment, net:        
Loan and leases carry guarantee rate 100.00%      
Total real estate loans        
Loans held for investment, net:        
Total Loans $ 9,649,743 9,487,440    
Allowance for loan losses (40,618) (43,381) $ (44,992) $ (47,771)
One-to-four family residential and cooperative/condominium apartment        
Loans held for investment, net:        
Total Loans 799,321 773,321    
Principal balances outstanding 2,850      
Allowance for loan losses (6,012) (5,969) (4,528) (5,932)
Multifamily residential and residential mixed-use        
Loans held for investment, net:        
Total Loans 4,118,439 4,026,826    
Allowance for loan losses (7,613) (8,360) (7,061) (7,816)
Commercial real estate ("CRE")        
Loans held for investment, net:        
Total Loans 4,510,968 4,457,630    
Allowance for loan losses (24,478) (27,329) (28,645) (29,166)
Acquisition, development, and construction        
Loans held for investment, net:        
Total Loans 221,015 229,663    
Allowance for loan losses (2,515) (1,723) (4,758) (4,857)
Commercial and Industrial ("C&I") Loans        
Loans held for investment, net:        
Total Loans 1,074,930 1,071,712    
Principal balances outstanding 475      
Allowance for loan losses (37,477) (39,853) (34,263) (35,331)
Commercial and Industrial ("C&I") Loans | Small Business Administration ("SBA") Paycheck Protection Program ("PPP")        
Loans held for investment, net:        
Total Loans 2,100 5,800    
Other Loans        
Loans held for investment, net:        
Total Loans 7,172 7,679    
Allowance for loan losses $ (240) $ (273) $ (360) $ (751)