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Loans Receivable and Allowance for Credit Losses - Composition of Loans Held-for-Investment (Details) - USD ($)
$ in Thousands
Dec. 31, 2022
Dec. 31, 2021
Dec. 31, 2020
Dec. 31, 2019
LOANS RECEIVABLE AND ALLOWANCE FOR LOAN LOSSES        
Total $ 48,202,430 $ 41,693,781    
Allowance for loan losses (595,645) (541,579) $ (619,983) $ (358,287)
Loans held for investment, net 47,606,785 41,152,202    
Net deferred loan fees and net unamortized premiums (70,400) (50,700)    
C&I | CARES Act, Paycheck Protection Program        
LOANS RECEIVABLE AND ALLOWANCE FOR LOAN LOSSES        
Total 99,000 534,200    
Commercial Lending        
LOANS RECEIVABLE AND ALLOWANCE FOR LOAN LOSSES        
Total 34,780,453 30,327,746    
Commercial Lending | C&I        
LOANS RECEIVABLE AND ALLOWANCE FOR LOAN LOSSES        
Total 15,711,095 14,150,608    
Allowance for loan losses (371,700) (338,252) (398,040) (238,376)
Commercial Lending | CRE        
LOANS RECEIVABLE AND ALLOWANCE FOR LOAN LOSSES        
Total 13,857,870 12,155,047    
Allowance for loan losses (149,864) (150,940) (163,791) (40,509)
Commercial Lending | Residential loan | Multifamily        
LOANS RECEIVABLE AND ALLOWANCE FOR LOAN LOSSES        
Total 4,573,068 3,675,605    
Allowance for loan losses (23,373) (14,400) (27,573) (22,826)
Commercial Lending | Construction and land        
LOANS RECEIVABLE AND ALLOWANCE FOR LOAN LOSSES        
Total 638,420 346,486    
Allowance for loan losses (9,109) (15,468) (10,239) (19,404)
Commercial Lending | Total CRE        
LOANS RECEIVABLE AND ALLOWANCE FOR LOAN LOSSES        
Total 19,069,358 16,177,138    
Consumer Lending        
LOANS RECEIVABLE AND ALLOWANCE FOR LOAN LOSSES        
Total 13,421,977 11,366,035    
Consumer Lending | Residential loan | Single-family        
LOANS RECEIVABLE AND ALLOWANCE FOR LOAN LOSSES        
Total 11,223,027 9,093,702    
Allowance for loan losses (35,564) (17,160) (15,520) (28,527)
Consumer Lending | HELOCs        
LOANS RECEIVABLE AND ALLOWANCE FOR LOAN LOSSES        
Total 2,122,655 2,144,821    
Allowance for loan losses (4,475) (3,435) (2,690) (5,265)
Consumer Lending | Total residential mortgage        
LOANS RECEIVABLE AND ALLOWANCE FOR LOAN LOSSES        
Total 13,345,682 11,238,523    
Consumer Lending | Other consumer        
LOANS RECEIVABLE AND ALLOWANCE FOR LOAN LOSSES        
Total 76,295 127,512    
Allowance for loan losses $ (1,560) $ (1,924) $ (2,130) $ (3,380)