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Variable Interest Entities - Summary of Variable Interest Entities (Details) - USD ($)
$ in Thousands
Dec. 31, 2021
Dec. 31, 2020
Variable Interest Entity [Line Items]    
Investment securities available-for-sale, at fair value $ 4,273,864 $ 3,931,115
Accrued expenses and other liabilities 203,962 243,207
Other assets 260,204 292,861
Assets 21,094,429 19,736,544
Liabilities 18,208,118 16,989,895
Variable Interest Entity, Not Primary Beneficiary    
Variable Interest Entity [Line Items]    
Maximum Loss 200,769 223,509
Assets 167,097 190,686
Liabilities 17,567 18,526
Variable Interest Entity, Not Primary Beneficiary | Multifamily Loan Securitization    
Variable Interest Entity [Line Items]    
Investment securities available-for-sale, at fair value 81,103 100,927
Accrued expenses and other liabilities 338 448
Variable Interest Entity, Not Primary Beneficiary | Multifamily Loan Securitization, Asset    
Variable Interest Entity [Line Items]    
Maximum Loss 81,103 100,927
Variable Interest Entity, Not Primary Beneficiary | Multifamily Loan Securitization, Liability    
Variable Interest Entity [Line Items]    
Maximum Loss 50,901 50,901
Variable Interest Entity, Not Primary Beneficiary | Affordable Housing Partnership    
Variable Interest Entity [Line Items]    
Accrued expenses and other liabilities 17,229 18,078
Other assets 85,994 89,759
Variable Interest Entity, Not Primary Beneficiary | Affordable Housing Partnership, Asset    
Variable Interest Entity [Line Items]    
Maximum Loss 68,765 71,681
Variable Interest Entity, Not Primary Beneficiary | Affordable Housing Partnership, Liability    
Variable Interest Entity [Line Items]    
Maximum Loss $ 0 $ 0