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Derivative Financial Instruments - Summary of Fair Value of Derivative Financial Instruments (Details) - USD ($)
$ in Thousands
Dec. 31, 2021
Dec. 31, 2020
Designated as Hedging Instrument    
Derivative [Line Items]    
Assets $ 18,211 $ 17,202
Liabilities 16,912 1,988
Designated as Hedging Instrument | Cash flow hedges | Interest rate collars and floors on loan pools    
Derivative [Line Items]    
Notional 600,000 400,000
Assets 459 6,636
Liabilities 2,173 0
Designated as Hedging Instrument | Cash flow hedges | Interest rate swaps on borrowings    
Derivative [Line Items]    
Notional 150,000 325,000
Assets 4,316 628
Liabilities 0 1,816
Designated as Hedging Instrument | Fair value hedges | Interest rate swaps on borrowings    
Derivative [Line Items]    
Notional 377,500 379,000
Assets 2,475 8,793
Liabilities 96 0
Designated as Hedging Instrument | Fair value hedges | Interest rate swaps on investment securities    
Derivative [Line Items]    
Notional 909,957 347,516
Assets 10,961 1,145
Liabilities 14,643 172
Not Designated as Hedging Instrument    
Derivative [Line Items]    
Assets 56,015 122,999
Liabilities 24,960 16,199
Not Designated as Hedging Instrument | Interest rate lock commitments    
Derivative [Line Items]    
Notional 90,731 224,719
Assets 2,352 9,375
Liabilities 0 0
Not Designated as Hedging Instrument | Forward mortgage loan contracts    
Derivative [Line Items]    
Notional 126,107 261,027
Assets 242 0
Liabilities 0 2,335
Not Designated as Hedging Instrument | Customer interest rate swaps    
Derivative [Line Items]    
Notional 2,433,177 2,008,149
Assets 52,439 113,300
Liabilities 11,658 133
Not Designated as Hedging Instrument | Counterparty interest rate swaps    
Derivative [Line Items]    
Notional 2,433,177 2,008,149
Assets 583 0
Liabilities 12,956 13,543
Interest rate contracts net adjustment 28,900 100,400
Not Designated as Hedging Instrument | Customer foreign currency forward contracts    
Derivative [Line Items]    
Notional 10,292 9,990
Assets 399 324
Liabilities 0 0
Not Designated as Hedging Instrument | Counterparty foreign currency forward contracts    
Derivative [Line Items]    
Notional 10,205 9,854
Assets 0 0
Liabilities $ 346 $ 188