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Loans and Allowance for Credit Losses (Tables)
12 Months Ended
Dec. 31, 2022
Receivables [Abstract]  
Schedule of Composition of Loan Portfolio by Loan Class
The following table illustrates the composition of the Corporation’s loan portfolio by loan class for the periods indicated:
December 31, 2022December 31, 2021
Commercial and industrial loans$3,437,126 $2,714,565 
Agricultural land, production and other loans to farmers241,793 246,442 
Real estate loans:
Construction835,582 523,066 
Commercial real estate, non-owner occupied2,407,475 2,135,459 
Commercial real estate, owner occupied1,246,528 986,720 
Residential2,096,655 1,159,127 
Home equity630,632 523,754 
Individuals' loans for household and other personal expenditures175,211 146,092 
Public finance and other commercial loans932,892 806,636 
Loans$12,003,894 $9,241,861 
Schedule of Credit Quality of Loan Portfolio by Loan Class
The following tables summarize the risk grading of the Corporation’s loan portfolio by loan class and by year of origination for the years indicated. Consumer loans are not risk graded. For the purposes of this disclosure, the consumer loans are classified in the following manner: loans that are less than 30 days past due are Pass, loans 30-89 days past due are Special Mention and loans greater than 89 days past due are Substandard. The entire balance of a loan is considered delinquent if the minimum payment contractually required to be made is not received by the specified due date. Loans that evidenced deterioration of credit quality since origination and it was probable, at acquisition, that all contractually required payments would not be collected are included in the applicable categories below. Commercial and industrial loan balances as of December 31, 2022 include PPP loans with an origination year of 2021 and 2020 of $4.6 million and $102,000, respectively. Commercial and industrial loan balances as of December 31, 2021 include PPP loans with an origination year of 2021 and 2020 of $100.3 million and $6.3 million, respectively.


December 31, 2022
Term Loans (amortized cost basis by origination year)
20222021202020192018PriorRevolving loans amortized cost basisRevolving loans converted to termTotal
Commercial and industrial loans
Pass$1,064,687 $531,504 $141,985 $114,999 $43,136 $45,310 $1,302,562 $5,048 $3,249,231 
Special Mention2,164 18,005 11,900 5,727 1,012 2,181 27,702 150 68,841 
Substandard27,512 26,571 5,531 10,606 4,674 567 43,450 143 119,054 
Total Commercial and industrial loans1,094,363 576,080 159,416 131,332 48,822 48,058 1,373,714 5,341 3,437,126 
Agricultural land, production and other loans to farmers
Pass44,446 36,299 35,791 15,296 3,752 28,910 73,402 — 237,896 
Special Mention286 784 — — 281 632 — — 1,983 
Substandard178 — 490 — 94 1,152 — — 1,914 
Total Agricultural land, production and other loans to farmers44,910 37,083 36,281 15,296 4,127 30,694 73,402 — 241,793 
Real estate loans:
Construction
Pass366,414 301,986 117,541 11,428 857 3,224 17,167 — 818,617 
Special Mention16,922 — — — — — — — 16,922 
Substandard31 — — — — 12 — — 43 
Total Construction383,367 301,986 117,541 11,428 857 3,236 17,167 — 835,582 
Commercial real estate, non-owner occupied
Pass560,146 603,254 550,605 168,701 116,859 190,264 31,196 3,803 2,224,828 
Special Mention49,439 4,026 38,268 18,785 11,546 17,992 — — 140,056 
Substandard21,123 8,128 8,026 — 4,442 872 — — 42,591 
Total Commercial real estate, non-owner occupied630,708 615,408 596,899 187,486 132,847 209,128 31,196 3,803 2,407,475 
Commercial real estate, owner occupied
Pass260,725 316,665 330,441 114,015 63,816 81,286 33,123 3,378 1,203,449 
Special Mention7,744 6,125 2,245 3,481 1,210 2,984 1,328 — 25,117 
Substandard3,124 1,214 2,376 1,608 2,920 6,720 — — 17,962 
Total Commercial real estate, owner occupied271,593 324,004 335,062 119,104 67,946 90,990 34,451 3,378 1,246,528 
Residential
Pass758,161 489,301 401,353 114,420 77,768 229,812 5,365 46 2,076,226 
Special Mention2,839 2,924 1,972 513 396 2,588 34 — 11,266 
Substandard1,399 1,824 1,811 805 1,468 1,741 60 55 9,163 
Total Residential762,399 494,049 405,136 115,738 79,632 234,141 5,459 101 2,096,655 
Home equity
Pass40,768 75,670 14,621 1,572 1,348 3,325 486,924 281 624,509 
Special Mention— — — — 115 3,698 — 3,821 
Substandard— 79 — — 65 60 2,098 — 2,302 
Total Home Equity40,768 75,749 14,621 1,572 1,528 3,393 492,720 281 630,632 
Individuals' loans for household and other personal expenditures
Pass67,883 43,639 13,025 5,389 5,830 3,775 35,091 — 174,632 
Special Mention178 134 77 33 28 17 16 — 483 
Substandard— — 84 — — 96 
Total Individuals' loans for household and other personal expenditures68,062 43,773 13,105 5,422 5,942 3,800 35,107 — 175,211 
Public finance and other commercial loans
Pass187,125 212,702 165,019 98,687 43,760 204,719 20,880 — 932,892 
Total Public finance and other commercial loans187,125 212,702 165,019 98,687 43,760 204,719 20,880 — 932,892 
Loans$3,483,295 $2,680,834 $1,843,080 $686,065 $385,461 $828,159 $2,084,096 $12,904 $12,003,894 
December 31, 2021
Term Loans (amortized cost basis by origination year)
20212020201920182017PriorRevolving loans amortized cost basisRevolving loans converted to termTotal
Commercial and industrial loans
Pass$1,019,757 $362,372 $144,520 $65,165 $21,575 $30,420 $990,335 $— $2,634,144 
Special Mention10,559 11,088 190 730 1,930 1,825 15,026 — 41,348 
Substandard2,811 2,127 7,432 2,932 431 747 22,593 — 39,073 
Total Commercial and industrial loans1,033,127 375,587 152,142 68,827 23,936 32,992 1,027,954 — 2,714,565 
Agricultural land, production and other loans to farmers
Pass50,251 45,164 22,195 7,689 6,153 36,074 74,871 — 242,397 
Special Mention— 1,543 — — — 252 264 — 2,059 
Substandard524 506 108 371 — 27 450 — 1,986 
Total Agricultural land, production and other loans to farmers50,775 47,213 22,303 8,060 6,153 36,353 75,585 — 246,442 
Real estate loans:
Construction
Pass215,167 200,169 63,589 979 1,762 2,453 17,201 — 501,320 
Special Mention20,737 270 — — — 46 — — 21,053 
Substandard— 693 — — — — — — 693 
Total Construction235,904 201,132 63,589 979 1,762 2,499 17,201 — 523,066 
Commercial real estate, non-owner occupied
Pass589,296 688,406 227,332 111,971 103,400 126,837 26,779 — 1,874,021 
Special Mention68,279 149,480 — — — 1,723 — — 219,482 
Substandard19,314 14,912 178 1,118 6,156 278 — — 41,956 
Total Commercial real estate, non-owner occupied676,889 852,798 227,510 113,089 109,556 128,838 26,779 — 2,135,459 
Commercial real estate, owner occupied
Pass299,186 392,383 92,338 43,252 46,044 48,571 33,998 — 955,772 
Special Mention5,665 5,953 738 1,532 902 1,301 149 — 16,240 
Substandard7,025 5,763 — 53 113 1,754 — — 14,708 
Total Commercial real estate, owner occupied311,876 404,099 93,076 44,837 47,059 51,626 34,147 — 986,720 
Residential
Pass349,726 353,691 103,028 69,745 55,240 210,669 2,955 73 1,145,127 
Special Mention1,034 1,394 1,456 306 172 2,106 — — 6,468 
Substandard1,004 1,575 335 1,248 108 3,257 — 7,532 
Total Residential351,764 356,660 104,819 71,299 55,520 216,032 2,955 78 1,159,127 
Home equity
Pass63,845 17,556 1,977 2,127 1,250 3,432 427,437 194 517,818 
Special Mention— 85 48 — — 24 3,451 — 3,608 
Substandard520 — — 91 70 1,639 — 2,328 
Total Home Equity64,365 17,641 2,025 2,135 1,341 3,526 432,527 194 523,754 
Individuals' loans for household and other personal expenditures
Pass67,749 23,452 11,893 11,197 2,008 4,928 24,406 — 145,633 
Special Mention79 85 50 33 20 58 134 — 459 
Total Individuals' loans for household and other personal expenditures67,828 23,537 11,943 11,230 2,028 4,986 24,540 — 146,092 
Public finance and other commercial loans
Pass231,319 178,316 100,679 39,098 105,964 128,942 22,318 — 806,636 
Total Public finance and other commercial loans231,319 178,316 100,679 39,098 105,964 128,942 22,318 — 806,636 
Loans$3,023,847 $2,456,983 $778,086 $359,554 $353,319 $605,794 $1,664,006 $272 $9,241,861 
The following tables present the amortized cost basis of collateral dependent loans by loan class and their respective collateral type, which are individually evaluated to determine expected credit losses, for December 31, 2022 and 2021. The increase in collateral dependent loans of $38.8 million between 2022 and 2021, which is mostly in the commercial and industrial loan class, is primarily related to loans from the acquisition of Level One.
December 31, 2022
Commercial Real EstateResidential Real EstateOtherTotalAllowance on Collateral Dependent Loans
Commercial and industrial loans$— $— $42,101 $42,101 $8,367 
Real estate loans:
Construction— 10 — 10 
Commercial real estate, non-owner occupied26,534 — — 26,534 2,064 
Commercial real estate, owner occupied6,986 — — 6,986 776 
Residential— 2,382 — 2,382 260 
Home equity— 289 — 289 44 
Loans$33,520 $2,681 $42,101 $78,302 $11,512 

December 31, 2021
Commercial Real EstateResidential Real EstateOtherTotalAllowance on Collateral Dependent Loans
Commercial and industrial loans$— $— $8,075 $8,075 $2,672 
Agricultural land, production and other loans to farmers524 — 251 775 — 
Real estate loans:
Construction— 685 — 685 82 
Commercial real estate, non-owner occupied23,652 — — 23,652 5,510 
Commercial real estate, owner occupied1,044 — — 1,044 — 
Residential— 4,906 — 4,906 305 
Home equity— 394 — 394 64 
Loans$25,220 $5,985 $8,326 $39,531 $8,633 
Schedule of Past Due Aging of Loan Portfolio by Loan Class The tables below show a past due aging of the Corporation’s loan portfolio, by loan class, for the years indicated:
December 31, 2022
Current30-59 Days
Past Due
60-89 Days
Past Due
90 Days or More Past DueTotalLoans > 90 Days or More Past Due
And Accruing
Commercial and industrial loans$3,429,314 $4,904 $434 $2,474 $3,437,126 $1,147 
Agricultural land, production and other loans to farmers241,739 — — 54 241,793 — 
Real estate loans:
Construction832,716 2,436 418 12 835,582 — 
Commercial real estate, non-owner occupied2,395,495 5,946 881 5,153 2,407,475 264 
Commercial real estate, owner occupied1,241,714 4,495 — 319 1,246,528 — 
Residential2,079,959 8,607 2,278 5,811 2,096,655 — 
Home equity624,543 2,206 1,782 2,101 630,632 326 
Individuals' loans for household and other personal expenditures174,629 343 142 97 175,211 — 
Public finance and other commercial loans932,778 114 — — 932,892 — 
Loans$11,952,887 $29,051 $5,935 $16,021 $12,003,894 $1,737 


December 31, 2021
Current30-59 Days
Past Due
60-89 Days
Past Due
90 Days or More Past DueTotalLoans > 90 Days or More Past Due
And Accruing
Commercial and industrial loans$2,708,539 $2,602 $2,437 $987 $2,714,565 $675 
Agricultural land, production and other loans to farmers246,380 36 — 26 246,442 — 
Real estate loans:
Construction522,349 717 — — 523,066 — 
Commercial real estate, non-owner occupied2,124,853 3,327 — 7,279 2,135,459 — 
Commercial real estate, owner occupied985,785 643 — 292 986,720 — 
Residential1,148,294 3,979 4,255 2,599 1,159,127 — 
Home equity518,643 3,327 281 1,503 523,754 288 
Individuals' loans for household and other personal expenditures145,634 375 83 — 146,092 — 
Public finance and other commercial loans806,636 — — — 806,636 — 
Loans$9,207,113 $15,006 $7,056 $12,686 $9,241,861 $963 
Schedule of Non-Accrual Loans by Loan class
The following table summarizes the Corporation’s non-accrual loans by loan class for the periods indicated:

December 31, 2022December 31, 2021
Non-Accrual LoansNon-Accrual Loans with no Allowance for Credit LossesNon-Accrual LoansNon-Accrual Loans with no Allowance for Credit Losses
Commercial and industrial loans$3,292 $481 $7,598 $263 
Agricultural land, production and other loans to farmers54 — 631 524 
Real estate loans:
Construction12 — 685 — 
Commercial real estate, non-owner occupied19,374 28023,029 6,133 
Commercial real estate, owner occupied3,550 2,784 411 — 
Residential13,685 7029,153 2,160 
Home equity2,247 — 1,552 — 
Individuals' loans for household and other personal expenditures110 — — 
Loans$42,324 $4,247 $43,062 $9,080 
Schedule of Troubled Debt Restructuring
The following tables summarize troubled debt restructures in the Corporation's loan portfolio that occurred during the twelve months ended December 31, 2022 and 2021, respectively.

Twelve Months Ended December 31, 2022
Pre- Modification Recorded BalanceTerm ModificationRate ModificationPost - Modification Recorded BalanceNumber of Loans
Commercial and industrial loans$61 $62 $— $62 1
Real estate loans:
Residential53— 56561
Total$114 $62 $56 $118 


Twelve Months Ended December 31, 2021
Pre- Modification Recorded BalanceTerm ModificationRate ModificationCombinationPost - Modification Recorded BalanceNumber of Loans
Commercial and industrial loans$348 $348 $— $— $348 2
Real estate loans:
Construction16— 16 — 161
Commercial real estate, non owner occupied12,922 12,976 12,976 1
Commercial real estate, owner occupied5129— 21 502
Residential691 449 126118693 9
Total$14,028 $13,802 $142 $139 $14,083 15 
The following table summarizes troubled debt restructures that occurred during the twelve months ended December 31, 2021, that subsequently defaulted during the period indicated and remained in default at period end. For purposes of this schedule, a loan is considered in default if it is 30-days or more past due. None of the troubled debt restructures that occurred during the twelve months ended December 31, 2022 resulted in a subsequent default that remained in default at period end.
Twelve Months Ended December 31, 2021
Number of LoansRecorded Balance
Real estate loans:
Residential$475 
Total$475 
Schedule of Purchased Credit Deteriorated Loans The Corporation acquired Level One on April 1, 2022 and performed an evaluation of the loan portfolio in which there were loans that, at acquisition, had more than an insignificant amount of credit quality deterioration. The carrying amount of those loans is shown in the table below:
Level One
Purchase price of loans at acquisition$41,347 
CECL Day 1 PCD ACL 16,599 
Par value of acquired loans at acquisition$57,946 
Schedule of Changes in Allowance for Loan Losses The following tables summarize changes in the allowance for credit losses by loan segment for the twelve months ended December 31, 2022 and 2021:
Twelve Months Ended December 31, 2022
CommercialCommercial Real EstateConstructionConsumer & ResidentialTotal
Allowance for credit losses
Balances, December 31, 2021$69,935 $60,665 $20,206 $44,591 $195,397 
Provision for credit losses16,697 (20,425)6,367 (2,639)— 
CECL Day 1 non-PCD provision for credit losses 2,957 5,539 871 4,588 13,955 
CECL Day 1 PCD ACL12,970 2,981 648 — 16,599 
Recoveries on loans872 1,096 863 1,096 3,927 
Loans charged off(1,215)(3,017)— (2,369)(6,601)
Balances. December 31, 2022$102,216 $46,839 $28,955 $45,267 $223,277 


Twelve Months Ended December 31, 2021
CommercialCommercial Real EstateConstructionConsumerResidentialConsumer & ResidentialTotal
Allowance for credit losses
Balances, December 31, 2020$47,115 $51,070 $— $9,648 $22,815 $— $130,648 
Credit risk reclassifications(10,284)10,284 (9,648)(22,815)32,463 — 
Balances, December 31, 2020 after reclassifications47,115 40,786 10,284 — — 32,463 130,648 
Impact of adopting ASC 32620,024 34,925 8,805 — — 10,301 74,055 
Balances, January 1, 2021 Post-ASC 326 adoption67,139 75,711 19,089 — — 42,764 204,703 
Provision for credit losses7,921 (11,093)1,122 — — 2,050 — 
Recoveries on loans724 580 — — 1,273 2,578 
Loans charged off(5,849)(4,533)(6)— — (1,496)(11,884)
Balances. December 31, 2021$69,935 $60,665 $20,206 $— $— $44,591 $195,397 
Allowance for Loan Losses under prior GAAP ("Incurred Loss Model")

Prior to the adoption of ASU No. 2016-13, Financial Instruments - Credit Losses (Topic 326): Measurement of Credit Losses on Financial Instruments on January 1, 2021, the Corporation maintained an allowance for loan losses in accordance with the incurred loss model as disclosed in the Corporation's 2020 Annual Report on Form 10-K.

The following table summarizes changes in the allowance for loan losses by loan segment for the twelve months ended December 31, 2020:

Twelve Months Ended December 31, 2020
CommercialCommercial
Real Estate
ConsumerResidentialTotal
Allowance for loan losses:
Balances, December 31, 2019$32,902 $28,778 $4,035 $14,569 $80,284 
Provision for losses21,930 22,174 5,996 8,573 58,673 
Recoveries on loans819 431 260 666 2,176 
Loans charged off(8,536)(313)(643)(993)(10,485)
Balances, December 31, 2020$47,115 $51,070 $9,648 $22,815 $130,648 
Schedule of Composition of Impaired Loans by Loan Class
Twelve Months Ended December 31, 2020
Average
Recorded Investment
Interest
Income Recognized
Impaired loans with no related allowance:
Commercial and industrial loans$991 $— 
Real estate Loans:
Commercial real estate, non-owner occupied4,850 145 
Commercial real estate, owner occupied 1,429 — 
Residential840 
Individuals' loans for household and other personal expenditures— 
Total$8,113 $148 
Impaired loans with related allowance:
Commercial and industrial loans$267 $— 
Agricultural land, production and other loans to farmers589 — 
Real estate Loans:
Commercial real estate, non-owner occupied 44,119 — 
Commercial real estate, owner occupied 1,447 — 
Residential2,108 70 
Home equity473 14 
Total$49,003 $84 
Total Impaired Loans$57,116 $232 
Schedule of Financial Instruments with Off-balance Sheet Risk
Financial instruments with off-balance sheet risk were as follows:
December 31, 2022December 31, 2021
Amounts of commitments:
Loan commitments to extend credit$4,950,724 $3,917,215 
Standby letters of credit$40,784 $34,613 
Schedule of Allowance for Credit Losses, Off-balance Sheet
The following table details activity in the allowance for credit losses on off-balance sheet commitments:
20222021
Balance, January 1$20,500 $20,500 
CECL Day 1 unfunded commitments provision for credit losses2,800 — 
Balance, December 31$23,300 $20,500