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Fair Value of Financial Instruments - Fair Value Estimates (Details) - USD ($)
$ in Thousands
Sep. 30, 2019
Dec. 31, 2018
Assets:    
Investments held-to-maturity $ 41,302 $ 44,672
Investment securities available-for-sale 1,256,655 1,103,222
Accrued interest receivable 38,603 37,837
Level 1    
Assets:    
Cash and cash equivalents 427,715 203,406
Investments held-to-maturity 0 0
Investment securities available-for-sale 0 0
Loans held for sale 0 0
Loans held for investment, net 0 0
Derivative asset 0 0
Accrued interest receivable 38,603 37,837
Liabilities:    
Deposit accounts 7,515,400 7,247,673
FHLB advances 0 0
Other borrowings   0
Subordinated debentures 0 0
Derivative liability 0 0
Accrued interest payable 6,537 3,255
Level 1 | Interest-bearing time deposits with financial institutions    
Assets:    
Cash and cash equivalents 2,711 6,143
Level 2    
Assets:    
Cash and cash equivalents 0 0
Investments held-to-maturity 41,302 44,672
Investment securities available-for-sale 1,256,655 1,103,222
Loans held for sale 7,637 6,072
Loans held for investment, net 0 0
Derivative asset 2,853 1,681
Accrued interest receivable 0 0
Liabilities:    
Deposit accounts 1,345,436 1,403,524
FHLB advances 604,980 666,864
Other borrowings   75
Subordinated debentures 237,624 115,613
Derivative liability 2,853 1,681
Accrued interest payable 0 0
Level 2 | Interest-bearing time deposits with financial institutions    
Assets:    
Cash and cash equivalents 0 0
Level 3    
Assets:    
Cash and cash equivalents 0 0
Investments held-to-maturity 0 0
Investment securities available-for-sale 0 0
Loans held for sale 0 0
Loans held for investment, net 8,758,265 8,697,594
Derivative asset 0 0
Accrued interest receivable 0 0
Liabilities:    
Deposit accounts 0 0
FHLB advances 0 0
Other borrowings   0
Subordinated debentures 0 0
Derivative liability 0 0
Accrued interest payable 0 0
Level 3 | Interest-bearing time deposits with financial institutions    
Assets:    
Cash and cash equivalents 0 0
Carrying Amount    
Assets:    
Cash and cash equivalents 427,715 203,406
Investments held-to-maturity 40,433 45,210
Investment securities available-for-sale 1,256,655 1,103,222
Loans held for sale 7,092 5,719
Loans held for investment, net 8,757,476 8,836,818
Derivative asset 2,853 1,929
Accrued interest receivable 38,603 37,837
Liabilities:    
Deposit accounts 8,859,288 8,658,351
FHLB advances 604,558 667,606
Other borrowings   75
Subordinated debentures 217,825 110,313
Derivative liability 2,853 1,929
Accrued interest payable 6,537 3,255
Carrying Amount | Interest-bearing time deposits with financial institutions    
Assets:    
Cash and cash equivalents 2,711 6,143
Estimated Fair Value    
Assets:    
Cash and cash equivalents 427,715 203,406
Investments held-to-maturity 41,302 44,672
Investment securities available-for-sale 1,256,655 1,103,222
Loans held for sale 7,637 6,072
Loans held for investment, net 8,758,265 8,697,594
Derivative asset 2,853 1,681
Accrued interest receivable 38,603 37,837
Liabilities:    
Deposit accounts 8,860,836 8,651,197
FHLB advances 604,980 666,864
Other borrowings   75
Subordinated debentures 237,624 115,613
Derivative liability 2,853 1,681
Accrued interest payable 6,537 3,255
Estimated Fair Value | Interest-bearing time deposits with financial institutions    
Assets:    
Cash and cash equivalents $ 2,711 $ 6,143