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Loans and Allowance for Loan and Lease Losses - Schedule of Changes in Accretable Yield for the PCI Loans (Details) - USD ($)
$ in Thousands
12 Months Ended
Dec. 31, 2017
Dec. 31, 2016
Dec. 31, 2015
Certain Loans Acquired in Transfer Not Accounted for as Debt Securities, Accretable Yield Movement Schedule [Roll Forward]      
Accretable yield, beginning balance $ 4,261 $ 2,594 $ 4,977
Additions 371 4,124  
Accretion (3,442) (3,092) (4,023)
Reclassification from nonaccretable to accretable yield 2,108 646 1,805
Disposals (505) (11) (165)
Accretable yield, ending balance $ 2,793 $ 4,261 $ 2,594