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Investment Securities - Expected Maturities of Held-to-Maturity Securities (Details) - USD ($)
$ in Thousands
Mar. 31, 2018
Sep. 30, 2017
Amortized cost    
Amortized cost $ 254,131 $ 132,939
Fair value    
Fair value 245,477 131,822
U.S. government and agency obligations    
Amortized cost    
More than five years to ten years 13,402  
Amortized cost 13,402 3,407
Fair value    
More than five years to ten years 13,159  
Fair value 13,159 3,400
Mortgage-backed securities and collateralized mortgage obligations    
Amortized cost    
Amortized cost 240,729 129,532
Fair value    
Fair value $ 232,318 $ 128,422