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Allowance for Loan Losses - Modified Loan Accounts for TDR (Details) - USD ($)
$ in Thousands
3 Months Ended 9 Months Ended
Sep. 30, 2019
Sep. 30, 2018
Sep. 30, 2019
Sep. 30, 2018
Receivables [Abstract]        
Modified Loans $ 115,195 $ 101,117 $ 357,676 $ 301,769
Charge-offs 21,092 11,090 54,173 39,315
Payment- Default $ 29,258 $ 20,595 $ 84,409 $ 68,430