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Investment Securities - Expected Maturities of Held-to-Maturity Securities (Details) - USD ($)
$ in Thousands
Dec. 31, 2017
Sep. 30, 2017
Amortized cost    
Amortized cost $ 239,618 $ 132,939
Fair value    
Fair value 236,125 131,822
U.S. government and agency obligations    
Amortized cost    
More than five years to ten years 8,402  
Amortized cost 8,402 3,407
Fair value    
More than five years to ten years 8,344  
Fair value 8,344 3,400
Mortgage-backed securities and collateralized mortgage obligations    
Amortized cost    
Amortized cost 231,216 129,532
Fair value    
Fair value $ 227,781 $ 128,422