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LOANS AND ALLOWANCE FOR CREDIT LOSSES - Allowance for Credit Losses (Details)
$ in Thousands
 3 Months Ended
Mar. 31, 2022
USD ($)
Mar. 31, 2021
USD ($)
Allowance for credit losses - loans [Roll Forward]    
Balance, beginning of period $ 49,869 $ 60,869
Charge-offs (2,156) (1,966)
Recoveries 1,617 1,585
Steuben acquisition   5,419
Provision 817  
Balance, end of period 50,147 55,069
Liabilities for off-balance-sheet credit exposures [Roll Forward]    
Beginning balance 803 1,489
Charge-offs 0 0
Recoveries 0 0
Steuben acquisition   (300)
Provision 89  
Ending balance 892 1,189
Total allowance for credit losses [Roll Forward]    
Beginning balance 50,672 62,358
Charge-offs (2,156) (1,966)
Recoveries 1,617 1,585
Steuben acquisition   (5,719)
Provision 906  
Ending balance $ 51,039 $ 56,258
Allowance for Credit Losses    
Allowance for credit losses to total loans ratio 0.68  
Basis points lower level   7
Accrued interest and fees receivable $ 18,100  
PCD Loans [Member]    
Allowance for credit losses - loans [Roll Forward]    
Balance, beginning of period 1,974 $ 1,882
Charge-offs 0 0
Recoveries 269 27
Steuben acquisition   87
Provision (487)  
Balance, end of period 1,756 1,996
Commercial Portfolio Segment | Business Lending    
Allowance for credit losses - loans [Roll Forward]    
Balance, beginning of period 21,021 28,190
Charge-offs (116) (51)
Recoveries 70 67
Steuben acquisition   1,164
Provision (967)  
Balance, end of period 20,008 27,042
Residential Portfolio Segment | Consumer Mortgage    
Allowance for credit losses - loans [Roll Forward]    
Balance, beginning of period 10,017 10,672
Charge-offs (40) (100)
Recoveries 9 10
Steuben acquisition   896
Provision 338  
Balance, end of period 10,324 9,686
Consumer Portfolio Segment | Consumer Indirect    
Allowance for credit losses - loans [Roll Forward]    
Balance, beginning of period 11,737 13,696
Charge-offs (1,688) (1,399)
Recoveries 1,000 1,246
Steuben acquisition   2,423
Provision 1,817  
Balance, end of period 12,866 11,120
Consumer Portfolio Segment | Consumer Direct    
Allowance for credit losses - loans [Roll Forward]    
Balance, beginning of period 2,306 3,207
Charge-offs (301) (318)
Recoveries 176 231
Steuben acquisition   438
Provision 544  
Balance, end of period 2,725 2,682
Consumer Portfolio Segment | Home Equity    
Allowance for credit losses - loans [Roll Forward]    
Balance, beginning of period 1,814 2,222
Charge-offs (11) (98)
Recoveries 93 4
Steuben acquisition   585
Provision (428)  
Balance, end of period 1,468 1,543
Unallocated Financing Receivables [Member]    
Allowance for credit losses - loans [Roll Forward]    
Balance, beginning of period 1,000 1,000
Charge-offs 0 0
Recoveries 0 0
Steuben acquisition   0
Provision 0  
Balance, end of period $ 1,000 $ 1,000