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Allowance for Loan Losses (Tables)
12 Months Ended
Dec. 31, 2019
Receivables [Abstract]  
Changes in Allowance for Loan Losses
Changes in the allowance for loan losses for the years ended December 31, 2019, 2018 and 2017 were as follows, in thousands:
 201920182017
Balance at beginning of year$61,963  $55,686  $54,324  
Provision for loan losses16,657  24,013  15,563  
Recoveries on loans previously charged-off5,365  3,549  3,670  
Loans charged-off(13,590) (21,285) (17,871) 
Balance at end of year$70,395  $61,963  $55,686  

Changes in the allowance for loan losses by loan category for the years ended December 31, 2019, and December 31, 2018, were as follows, in thousands:
Commercial
Commercial
Real Estate
Agricultural
Residential
Real Estate
ConsumerTotal
Balance at December 31, 2018$24,505  $25,538  $4,953  $1,785  $5,182  $61,963  
Charge-offs(7,294) (272) (2,656) (407) (2,961) (13,590) 
Recoveries1,743  1,391  536  73  1,622  5,365  
Provision8,790  4,086  2,784  (13) 1,010  16,657  
Balance at December 31, 2019$27,744  $30,743  $5,617  $1,438  $4,853  $70,395  

Commercial  
Commercial
Real Estate
Agricultural  
Residential
Real Estate
Consumer  Total  
Balance at December 31, 2017$18,098  $21,950  $4,258  $2,224  $9,156  $55,686  
Charge-offs(7,916) (1,977) (1,437) (372) (9,583) (21,285) 
Recoveries978  1,047  13  96  1,415  3,549  
Provision13,345  4,518  2,119  (163) 4,194  24,013  
Balance at December 31, 2018$24,505  $25,538  $4,953  $1,785  $5,182  $61,963