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Deposits - Narrative (Details) - USD ($)
$ in Thousands
3 Months Ended 9 Months Ended
Sep. 30, 2019
Sep. 30, 2018
Sep. 30, 2019
Sep. 30, 2018
Dec. 31, 2018
Banking and Thrift [Abstract]          
Aggregate amount of certificates of deposit exceeding threshold amount $ 1,000,000   $ 1,000,000   $ 885,300
Interest expense on deposits $ 16,055 $ 10,420 $ 44,984 $ 27,713