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Fair Value of Assets and Liabilities - Fair Value Measurements on a Recurring Basis (Details) - USD ($)
$ in Thousands
Sep. 30, 2020
Dec. 31, 2019
Financial Assets    
Debt securities, available-for-sale $ 4,125,548 $ 2,575,252
Recurring Measurements    
Financial Assets    
Loans held for sale, at fair value 147,937 69,194
Total assets measured at fair value on a recurring basis 4,288,634 2,646,298
Total financial liabilities 1,344 236
Interest rate caps | Recurring Measurements    
Financial Assets    
Interest rate caps 182  
Interest rate lock commitment | Recurring Measurements    
Financial Assets    
Interest rate caps 14,967 1,852
TBA hedge    
Financial Assets    
TBA hedge
TBA hedge | Recurring Measurements    
Financial Assets    
TBA hedge 1,344 236
U.S. government and federal agency | Recurring Measurements    
Financial Assets    
Debt securities, available-for-sale 40,140 20,044
U.S. government sponsored enterprises | Recurring Measurements    
Financial Assets    
Debt securities, available-for-sale 9,825 43,677
State and local governments | Recurring Measurements    
Financial Assets    
Debt securities, available-for-sale 1,275,376 702,398
Corporate bonds | Recurring Measurements    
Financial Assets    
Debt securities, available-for-sale 361,024 157,602
Residential mortgage-backed securities | Recurring Measurements    
Financial Assets    
Debt securities, available-for-sale 1,275,858 738,724
Commercial mortgage-backed securities | Recurring Measurements    
Financial Assets    
Debt securities, available-for-sale 1,163,325 912,807
Level 1 | Recurring Measurements    
Financial Assets    
Loans held for sale, at fair value 0 0
Total assets measured at fair value on a recurring basis 0 0
Total financial liabilities 0 0
Level 1 | Interest rate caps | Recurring Measurements    
Financial Assets    
Interest rate caps 0  
Level 1 | Interest rate lock commitment | Recurring Measurements    
Financial Assets    
Interest rate caps 0 0
Level 1 | TBA hedge | Recurring Measurements    
Financial Assets    
TBA hedge 0 0
Level 1 | U.S. government and federal agency | Recurring Measurements    
Financial Assets    
Debt securities, available-for-sale 0 0
Level 1 | U.S. government sponsored enterprises | Recurring Measurements    
Financial Assets    
Debt securities, available-for-sale 0 0
Level 1 | State and local governments | Recurring Measurements    
Financial Assets    
Debt securities, available-for-sale 0 0
Level 1 | Corporate bonds | Recurring Measurements    
Financial Assets    
Debt securities, available-for-sale 0 0
Level 1 | Residential mortgage-backed securities | Recurring Measurements    
Financial Assets    
Debt securities, available-for-sale 0 0
Level 1 | Commercial mortgage-backed securities | Recurring Measurements    
Financial Assets    
Debt securities, available-for-sale 0 0
Level 2 | Recurring Measurements    
Financial Assets    
Loans held for sale, at fair value 147,937 69,194
Total assets measured at fair value on a recurring basis 4,288,634 2,646,298
Total financial liabilities 1,344 236
Level 2 | Interest rate caps | Recurring Measurements    
Financial Assets    
Interest rate caps 182  
Level 2 | Interest rate lock commitment | Recurring Measurements    
Financial Assets    
Interest rate caps 14,967 1,852
Level 2 | TBA hedge | Recurring Measurements    
Financial Assets    
TBA hedge 1,344 236
Level 2 | U.S. government and federal agency | Recurring Measurements    
Financial Assets    
Debt securities, available-for-sale 40,140 20,044
Level 2 | U.S. government sponsored enterprises | Recurring Measurements    
Financial Assets    
Debt securities, available-for-sale 9,825 43,677
Level 2 | State and local governments | Recurring Measurements    
Financial Assets    
Debt securities, available-for-sale 1,275,376 702,398
Level 2 | Corporate bonds | Recurring Measurements    
Financial Assets    
Debt securities, available-for-sale 361,024 157,602
Level 2 | Residential mortgage-backed securities | Recurring Measurements    
Financial Assets    
Debt securities, available-for-sale 1,275,858 738,724
Level 2 | Commercial mortgage-backed securities | Recurring Measurements    
Financial Assets    
Debt securities, available-for-sale 1,163,325 912,807
Level 3 | Recurring Measurements    
Financial Assets    
Loans held for sale, at fair value 0 0
Total assets measured at fair value on a recurring basis 0 0
Total financial liabilities 0 0
Level 3 | Interest rate caps | Recurring Measurements    
Financial Assets    
Interest rate caps 0  
Level 3 | Interest rate lock commitment | Recurring Measurements    
Financial Assets    
Interest rate caps 0 0
Level 3 | TBA hedge | Recurring Measurements    
Financial Assets    
TBA hedge 0 0
Level 3 | U.S. government and federal agency | Recurring Measurements    
Financial Assets    
Debt securities, available-for-sale 0 0
Level 3 | U.S. government sponsored enterprises | Recurring Measurements    
Financial Assets    
Debt securities, available-for-sale 0 0
Level 3 | State and local governments | Recurring Measurements    
Financial Assets    
Debt securities, available-for-sale 0 0
Level 3 | Corporate bonds | Recurring Measurements    
Financial Assets    
Debt securities, available-for-sale 0 0
Level 3 | Residential mortgage-backed securities | Recurring Measurements    
Financial Assets    
Debt securities, available-for-sale 0 0
Level 3 | Commercial mortgage-backed securities | Recurring Measurements    
Financial Assets    
Debt securities, available-for-sale $ 0 $ 0