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Loans and Leases - Composition of Loan and Lease Portfolio (Details) - USD ($)
$ in Thousands
Dec. 31, 2020
Dec. 31, 2019
Dec. 31, 2018
Accounts, Notes, Loans and Financing Receivable [Line Items]      
Non-Covered Loans [1] $ 42,821,790 $ 41,844,019  
Non-Covered Loans, Percentage [1] 100.00% 100.00%  
Net deferred loan origination costs $ 61,808 $ 50,136  
Allowance for loan and lease losses (194,043) (147,638) $ (159,820)
Total loans and leases held for investment, net 42,689,555 41,746,517  
Loans held for sale [2] 117,136    
Total loans and leases, net 42,806,691 41,746,517  
Multi-Family      
Accounts, Notes, Loans and Financing Receivable [Line Items]      
Non-Covered Loans $ 32,236,385 $ 31,158,672  
Non-Covered Loans, Percentage 75.28% 74.46%  
Commercial Real Estate      
Accounts, Notes, Loans and Financing Receivable [Line Items]      
Non-Covered Loans $ 6,835,763 $ 7,081,910  
Non-Covered Loans, Percentage 15.96% 16.93%  
One-to-Four Family      
Accounts, Notes, Loans and Financing Receivable [Line Items]      
Non-Covered Loans $ 235,989 $ 380,361  
Non-Covered Loans, Percentage 0.55% 0.91%  
Acquisition, Development, and Construction      
Accounts, Notes, Loans and Financing Receivable [Line Items]      
Non-Covered Loans $ 89,790 $ 200,596  
Non-Covered Loans, Percentage 0.21% 0.48%  
Mortgage Receivable      
Accounts, Notes, Loans and Financing Receivable [Line Items]      
Non-Covered Loans [1] $ 39,397,927 $ 38,821,539  
Non-Covered Loans, Percentage [1] 92.00% 92.78%  
Allowance for loan and lease losses $ (176,538) $ (122,694) $ (130,983)
Commercial and Industrial      
Accounts, Notes, Loans and Financing Receivable [Line Items]      
Non-Covered Loans [3],[4] $ 3,417,343 $ 3,014,378  
Non-Covered Loans, Percentage [3] 7.98% 7.20%  
Commercial and Industrial | Other Loans      
Accounts, Notes, Loans and Financing Receivable [Line Items]      
Non-Covered Loans $ 1,682,519 $ 1,742,380  
Non-Covered Loans, Percentage 3.93% 4.16%  
Lease Financing, Unearned Income      
Accounts, Notes, Loans and Financing Receivable [Line Items]      
Non-Covered Loans $ 1,734,824 $ 1,271,998  
Non-Covered Loans, Percentage 4.05% 3.04%  
Other      
Accounts, Notes, Loans and Financing Receivable [Line Items]      
Non-Covered Loans $ 6,520 $ 8,102  
Non-Covered Loans, Percentage 0.02% 0.02%  
Total Other Loans      
Accounts, Notes, Loans and Financing Receivable [Line Items]      
Non-Covered Loans $ 3,423,863 $ 3,022,480  
Total Other Loans | Other Loans      
Accounts, Notes, Loans and Financing Receivable [Line Items]      
Non-Covered Loans $ 3,423,863 $ 3,022,480  
Non-Covered Loans, Percentage 8.00% 7.22%  
[1] Excludes accrued interest receivable of $219.1 million and $116.9 million at December 31, 2020 and December 31, 2019, respectively, which is included in other assets in the Consolidated Statements of Condition.
[2] Includes deferred loan origination fees of $1.7 million.
[3]

Includes specialty finance loans and leases of $3.0 billion and $2.6 billion, respectively, at December 31, 2020 and December 31, 2019, and other C&I loans of $393.3 million and $420.1 million, respectively, at December 31, 2020 and December 31, 2019.
[4] Includes lease financing receivables, all of which were classified as Pass.