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Loans and Leases - Composition of Loan and Lease Portfolio (Details) - USD ($)
$ in Thousands
Mar. 31, 2021
Dec. 31, 2020
Mar. 31, 2020
Dec. 31, 2019
Accounts, Notes, Loans and Financing Receivable [Line Items]        
Non-Covered Loans $ 43,061,670 $ 42,821,790    
Non-Covered Loans, Percentage 100.00% 100.00%    
Net deferred loan origination costs $ 63,469 $ 61,808    
Allowance for credit losses loans and leases (197,758) (194,043) $ (162,244) $ (147,638)
Total loans and leases held for investment, net 42,927,381 42,689,555    
Loans held for sale [1] 141,435 117,136    
Total loans and leases held for investment and held for sale, net 43,068,816 42,806,691    
Multi-Family        
Accounts, Notes, Loans and Financing Receivable [Line Items]        
Non-Covered Loans $ 32,195,256 $ 32,236,385    
Non-Covered Loans, Percentage 74.77% 75.28%    
Commercial Real Estate        
Accounts, Notes, Loans and Financing Receivable [Line Items]        
Non-Covered Loans $ 7,027,236 $ 6,835,763    
Non-Covered Loans, Percentage 16.32% 15.96%    
One-to-Four Family        
Accounts, Notes, Loans and Financing Receivable [Line Items]        
Non-Covered Loans $ 208,108 $ 235,989    
Non-Covered Loans, Percentage 0.48% 0.55%    
Acquisition, Development, and Construction        
Accounts, Notes, Loans and Financing Receivable [Line Items]        
Non-Covered Loans $ 115,947 $ 89,790    
Non-Covered Loans, Percentage 0.27% 0.21%    
Mortgage Receivable        
Accounts, Notes, Loans and Financing Receivable [Line Items]        
Non-Covered Loans [2] $ 39,546,547 $ 39,397,927    
Non-Covered Loans, Percentage [2] 91.84% 92.00%    
Allowance for credit losses loans and leases $ (176,427) $ (176,538) $ (141,314) $ (122,695)
Commercial and Industrial        
Accounts, Notes, Loans and Financing Receivable [Line Items]        
Non-Covered Loans [4] $ 3,509,530 [3] $ 3,417,343 [5]    
Non-Covered Loans, Percentage [4] 8.15% 7.98%    
Commercial and Industrial | Other Loans        
Accounts, Notes, Loans and Financing Receivable [Line Items]        
Non-Covered Loans $ 1,610,550 $ 1,682,519    
Non-Covered Loans, Percentage 3.74% 3.93%    
Lease Financing, Unearned Income        
Accounts, Notes, Loans and Financing Receivable [Line Items]        
Non-Covered Loans $ 1,898,980 $ 1,734,824    
Non-Covered Loans, Percentage 4.41% 4.05%    
Other        
Accounts, Notes, Loans and Financing Receivable [Line Items]        
Non-Covered Loans $ 5,593 $ 6,520    
Non-Covered Loans, Percentage 0.01% 0.02%    
Total Other Loans        
Accounts, Notes, Loans and Financing Receivable [Line Items]        
Non-Covered Loans $ 3,515,123 $ 3,423,863    
Total Other Loans | Other Loans        
Accounts, Notes, Loans and Financing Receivable [Line Items]        
Non-Covered Loans [2] $ 3,515,123 $ 3,423,863    
Non-Covered Loans, Percentage [2] 8.16% 8.00%    
[1] Includes deferred loan origination fees of $3.8 million and $1.7 million at March 31, 2021 and December 31, 2020, respectively
[2] Excludes accrued interest receivable of $219.0 million and $219.1 million at March 31, 2021 and December 31, 2020, respectively, which is included in other assets in the Consolidated Statements of Condition.
[3] Includes lease financing receivables, all of which were classified as Pass.
[4] Includes specialty finance loans and leases of $3.2 billion and $3.0 billion, respectively, at March 31, 2021 and December 31, 2020, and other C&I loans of $350.8 million and $393.3 million, respectively, at March 31, 2021 and December 31, 2020.
[5] Includes lease financing receivables, all of which were classified as Pass.