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ALLOWANCE FOR LOAN LOSSES
12 Months Ended
Dec. 31, 2020
Receivables [Abstract]  
ALLOWANCE FOR LOAN LOSSES
ALLOWANCE FOR CREDIT LOSSES

Changes in the allowance for credit losses for loans for the years ended December 31, 2020, 2019 and 2018 were as follows, in thousands:
 202020192018
Balance at beginning of year$70,395 $61,963 $55,686 
Impact of the adoption of ASU 2016-13 on January 1, 202012,071 — — 
Adjusted balance at January 1, 202082,466 61,963 55,686 
Allowance for purchased credit deteriorated loans 12,313 — — 
Provision for credit losses65,745 16,657 24,013 
Recoveries on loans previously charged-off3,804 5,365 3,549 
Loans charged-off(32,722)(13,590)(21,285)
Balance at end of year$131,606 $70,395 $61,963 
Changes in the allowance for credit losses for loans by loan category for the years ended December 31, 2020, and December 31, 2019, were as follows, in thousands:
Balance at 12/31/2019Impact of ASU 2016-13 adoption on 1/1/2020Adjusted balance at 1/1/2020Purchased Credit Deteriorated Allowance Charge-offsRecoveriesProvisionBalance at 12/31/2020
Commercial and industrial$34,207 $(272)$33,935 $1,707 $(14,974)$1,277 $16,873 $38,818 
PPP— — — — — — — — 
Owner occupied commercial real estate7,921 (114)7,807 1,205 (13,671)205 24,455 20,001 
Non-owner occupied commercial real estate7,584 (2,617)4,967 6,465 (45)30 9,456 20,873 
Real estate construction8,677 6,335 15,012 603 (105)220 4,350 20,080 
Agricultural and agricultural real estate5,680 (387)5,293 1,848 (1,201)971 218 7,129 
Residential real estate1,504 4,817 6,321 410 (515)108 5,611 11,935 
Consumer4,822 4,309 9,131 75 (2,211)993 4,782 12,770 
Total $70,395 $12,071 $82,466 $12,313 $(32,722)$3,804 $65,745 $131,606 

12/31/2018Charge-offsRecoveriesProvision12/31/2019
Commercial and industrial$29,958 $(7,129)$2,462 $8,916 $34,207 
PPP— — — — — 
Owner occupied commercial real estate6,247 (119)178 1,615 7,921 
Non-owner occupied commercial real estate7,182 (21)201 222 7,584 
Real estate construction6,707 (156)255 1,871 8,677 
Agricultural and agricultural real estate4,916 (2,633)529 2,868 5,680 
Residential real estate1,813 (458)139 10 1,504 
Consumer5,140 (3,074)1,601 1,155 4,822 
Total$61,963 $(13,590)$5,365 $16,657 $70,395 

Changes in the allowance for credit losses on unfunded commitments for the year ended December 31, 2020, were as follows:
Balance at December 31, 2019$248 
Impact of ASU 2016-13 adoption on January 1, 202013,604 
Adjusted balance at January 1, 202013,852 
Provision1,428 
Balance at December 31, 2020$15,280 

Prior to the adoption of ASU 2016-13, the allowance for credit losses on unfunded commitments was considered immaterial.

Management allocates the allowance for credit losses by pools of risk within each loan portfolio. The allocation of the allowance for credit losses by loan portfolio is made for analytical purposes and is not necessarily indicative of the trend of future loan losses in any particular category. The total allowance for credit losses is available to absorb losses from any segment of the loan portfolio.