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Investment Securities - Analysis of the Contractual Maturities of Investment Securities (Details) - USD ($)
$ in Thousands
Dec. 31, 2021
Dec. 31, 2020
Dec. 31, 2019
Available-for-sale Securities, Debt Maturities, Single Maturity Date, Amortized Cost Basis Rolling Maturity[Abstract]      
Due in One Year or Less $ 972    
Due After One Year Through Five Years 214,558    
Due After Five Years Through Ten Years 347,391    
Due After Ten Years 13,130    
Amortized Cost, Total 576,051    
Available-for-sale Securities, Debt Maturities, Single Maturity Date, Rolling Maturities [Abstract]      
Available-for-Sale: Amortized Cost 4,320,884 $ 3,721,636 $ 2,607,636
Due in One Year or Less 978    
Due After One Year Through Five Years 215,275    
Due After Five Years Through Ten Years 345,996    
Due After Ten Years 13,305    
Fair Value, Total 575,554    
Available-for-Sale: Fair Value 4,276,056 3,791,689 2,619,003
Held-to-maturity Securities, Debt Maturities, Single Maturity Date, Amortized Cost Basis, Rolling Maturities (Abstract]      
Due After One Year Through Five Years 16,537    
Due After Five Years Through Ten Years 123,996    
Due After Ten Years 11,278    
Amortized Cost, Total 151,811    
Held-to-Maturity Securities, Debt Maturities, Single Maturity Date, Fair Value, Rolling Maturities [Abstract]      
Due After One Year Through Five Years 16,391    
Due After Five Years Through Ten Years 123,862    
Due After Ten Years 11,029    
Fair Value, Total 151,282    
Held-to-Maturity: Amortized Cost 4,694,780    
Held-to-Maturity: Fair Value 4,646,619 3,348,693 3,062,882
Debt Securities Issued by Government Agencies      
Available-for-sale Securities, Debt Maturities, Single Maturity Date, Rolling Maturities [Abstract]      
Available-for-sale Securities: Amortized Cost 133,898    
Available-for-sale Securities, Debt Securities Issued by Government Agencies and Mortgage-Backed Securities: Fair Value 135,244    
Residential - Government Agencies      
Available-for-sale Securities, Debt Maturities, Single Maturity Date, Rolling Maturities [Abstract]      
Available-for-sale Securities: Amortized Cost 1,327,990    
Available-for-Sale: Amortized Cost 1,327,990 1,561,603 1,164,466
Available-for-sale Securities, Debt Securities Issued by Government Agencies and Mortgage-Backed Securities: Fair Value 1,319,042    
Available-for-Sale: Fair Value 1,319,042 1,594,815 1,172,826
Held-to-Maturity Securities, Debt Maturities, Single Maturity Date, Fair Value, Rolling Maturities [Abstract]      
Held-to-Maturity: Mortgage-Backed Securities: Amortized Cost 1,774,394    
Held-to-Maturity: Mortgage-Backed Securities: Fair Value 1,755,912    
Held-to-Maturity: Fair Value 1,755,912 948,010 1,075,315
Residential - U.S. Government-Sponsored Enterprises      
Available-for-sale Securities, Debt Maturities, Single Maturity Date, Rolling Maturities [Abstract]      
Available-for-sale Securities: Amortized Cost 2,127,781    
Available-for-Sale: Amortized Cost 2,127,781 1,497,353 584,272
Available-for-sale Securities, Debt Securities Issued by Government Agencies and Mortgage-Backed Securities: Fair Value 2,090,326    
Available-for-Sale: Fair Value 2,090,326 1,518,283 586,761
Held-to-Maturity Securities, Debt Maturities, Single Maturity Date, Fair Value, Rolling Maturities [Abstract]      
Held-to-Maturity: Mortgage-Backed Securities: Amortized Cost 2,286,880    
Held-to-Maturity: Mortgage-Backed Securities: Fair Value 2,269,761    
Held-to-Maturity: Fair Value 2,269,761 2,150,497 1,557,872
Commercial - Government Agencies      
Available-for-sale Securities, Debt Maturities, Single Maturity Date, Rolling Maturities [Abstract]      
Available-for-sale Securities: Amortized Cost 155,164    
Available-for-Sale: Amortized Cost 155,164 243,029 224,372
Available-for-sale Securities, Debt Securities Issued by Government Agencies and Mortgage-Backed Securities: Fair Value 155,890    
Available-for-Sale: Fair Value 155,890 253,839 224,720
Held-to-Maturity Securities, Debt Maturities, Single Maturity Date, Fair Value, Rolling Maturities [Abstract]      
Held-to-Maturity: Mortgage-Backed Securities: Amortized Cost 481,695    
Held-to-Maturity: Mortgage-Backed Securities: Fair Value 469,664    
Held-to-Maturity: Fair Value 469,664 195,900 83,148
Mortgage-Backed Securities      
Available-for-sale Securities, Debt Maturities, Single Maturity Date, Rolling Maturities [Abstract]      
Available-for-sale Securities: Amortized Cost 3,610,935    
Available-for-Sale: Amortized Cost 3,610,935 3,301,985 1,973,110
Available-for-sale Securities, Debt Securities Issued by Government Agencies and Mortgage-Backed Securities: Fair Value 3,565,258    
Available-for-Sale: Fair Value 3,565,258 3,366,937 1,984,307
Held-to-Maturity Securities, Debt Maturities, Single Maturity Date, Fair Value, Rolling Maturities [Abstract]      
Held-to-Maturity: Mortgage-Backed Securities: Amortized Cost 4,542,969    
Held-to-Maturity: Mortgage-Backed Securities: Fair Value 4,495,337    
Held-to-Maturity: Fair Value $ 4,495,337 $ 3,294,407 $ 2,716,335