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Investment Securities - Securities Held-to-Maturity (Details) - USD ($)
$ in Thousands
Mar. 31, 2018
Sep. 30, 2017
Schedule of Held-to-maturity Securities [Line Items]    
Amortized cost $ 254,131 $ 132,939
Gross unrealized gains 530 0
Gross unrealized (losses) (9,184) (1,117)
Fair value 245,477 131,822
U.S. government and agency obligations    
Schedule of Held-to-maturity Securities [Line Items]    
Amortized cost 13,402 3,407
Gross unrealized gains 0 0
Gross unrealized (losses) (243) (7)
Fair value 13,159 3,400
Mortgage-backed securities and collateralized mortgage obligations    
Schedule of Held-to-maturity Securities [Line Items]    
Amortized cost 240,729 129,532
Gross unrealized gains 530 0
Gross unrealized (losses) (8,941) (1,110)
Fair value $ 232,318 $ 128,422