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Loans and Allowance for credit Losses
9 Months Ended
Sep. 30, 2020
Receivables [Abstract]  
Loans and allowance for credit losses Loans and allowance for credit losses:
Loans outstanding at September 30, 2020 and December 31, 2019, by class of financing receivable are as follows:
 September 30,December 31,
 2020 2019 
Commercial and industrial (1)
$1,417,671 $1,034,036 
Construction1,190,878 551,101 
Residential real estate:
1-to-4 family mortgage1,140,611 710,454 
Residential line of credit420,318 221,530 
Multi-family mortgage165,937 69,429 
Commercial real estate:
Owner occupied924,987 630,270 
Non-owner occupied1,644,400 920,744 
Consumer and other308,736 272,078 
Gross loans7,213,538 4,409,642 
Less: Allowance for credit losses(183,973)(31,139)
Net loans$7,029,565 $4,378,503 
(1)Includes $310,719 of loans originated as part of the PPP at September 30, 2020, established by the CARES Act, in response to the COVID-19 pandemic. The PPP is administered by the SBA; loans originated as part of the PPP may be forgiven by the SBA under a set of defined rules. An allowance for credit losses of $49 at September 30, 2020, has been calculated for these loans. PPP loans are federally guaranteed as part of the CARES Act, provided PPP loan recipients receive loan forgiveness under the SBA regulations. As such, there is minimal credit risk associated with these loans.
As of September 30, 2020 and December 31, 2019, $1,083,393 and $412,966, respectively, of qualifying residential mortgage loans (including loans held for sale) and $996,582 and $545,540, respectively, of qualifying commercial mortgage loans were pledged to the Federal Home Loan Bank of Cincinnati securing advances against the Bank’s line of credit. Additionally, as of September 30, 2020 and December 31, 2019, $1,378,968 and $1,407,662, respectively, of qualifying loans were pledged to the Federal Reserve Bank under the Borrower-in-Custody program.
The components of amortized cost for loans on the consolidated balance sheet excludes accrued interest receivable as the Company elected to present accrued interest receivable separately on the balance sheet. As of September 30, 2020, total accrued interest receivable on loans was $41,797.
Allowance for Credit Losses
As of January 1, 2020, the Company’s policy for the allowance changed with the adoption of CECL. As permitted, the new guidance was implemented using a modified retrospective approach with the impact of the initial adoption being recorded through retained earnings at January 1, 2020, with no restatement of prior periods. Before January 1, 2020, the Company calculated the allowance on an incurred loss approach. As of January 1, 2020, the Company calculated an expected credit loss using a lifetime loss rate methodology. As a result of the difference in methodology between periods, disclosures presented below may not be comparative in nature.
The Company utilizes probability-weighted forecasts, which consider multiple macroeconomic variables from a third-party vendor that are applicable to the type of loan. The weighting of the economic forecast scenarios, macroeconomic variables, and the reasonable and supportable forecast period at the macroeconomic variable-level were reviewed and approved by the Company's forecast governance committee based on expectations of future economic conditions. Each of the Company's loss rate models incorporate forward-looking macroeconomic projections throughout the reasonable and supportable forecast period and the subsequent historical reversion at the macroeconomic variable input level. In order to estimate the life of a loan, the contractual term of the loan is adjusted for estimated prepayments based on market information and the Company’s prepayment history.
The Company's loss rate models estimate the lifetime loss rate for pools of loans by combining the calculated loss rate based on each variable within the model (including the macroeconomic variables). The lifetime loss rate for the pool is then multiplied by the loan balances to determine the expected credit losses on the pool.
The Company considers the need to qualitatively adjust its modeled quantitative expected credit loss estimate for information not already captured in the model loss estimation process. These qualitative factor adjustments may increase or decrease the Company’s estimate of expected credit losses. The Company reviews the qualitative adjustments so as to validate that information that has already been considered and included in the modeled quantitative loss estimation process is not also included in the qualitative adjustment. The Company considers the qualitative factors that are relevant to the institution as of the reporting date, which may include, but are not limited to: levels of and trends in delinquencies and performance of loans; levels of and trends in write-offs and recoveries collected; trends in volume and terms of loans; effects of any changes in reasonable and supportable economic forecasts; effects of any changes in risk selection and underwriting standards; other changes in lending policies, procedures, and practices; experience, ability, and depth of lending management and expertise; available relevant information sources that contradict the Company’s own forecast; effects of changes in prepayment expectations or other factors affecting assessments of loan contractual terms; industry conditions; and effects of changes in credit concentrations.
The quantitative models require loan data and macroeconomic variables based on the inherent credit risks in each portfolio to more accurately measure the credit risks associated with each. Each of the quantitative models pools loans with similar risk characteristics and collectively assesses the lifetime loss rate for each pool to estimate its expected credit loss.
When a loan no longer shares similar risk characteristics with other loans in any given pool, the loan is individually assessed. The Company has determined the following circumstances in which a loan may require an individual evaluation: collateral dependent loans; loans for which foreclosure is probable; TDRs and reasonably expected TDRs. A loan is deemed collateral dependent when 1) the borrower is experiencing financial difficulty and 2) the repayment is expected to be primarily through sale or operation of the collateral. The allowance for credit losses for collateral dependent loans as well as loans where foreclosure is probable is calculated as the amount for which the loan’s amortized cost basis exceeds fair value. Fair value is determined based on appraisals performed by qualified appraisers and reviewed by qualified personnel. In cases where repayment is to be provided substantially through the sale of collateral, the Company reduces the fair value by the estimated costs to sell. Loans experiencing financial difficulty for which a concession has not yet been provided may be identified as reasonably expected TDRs.
Reasonably expected TDRs use the same methodology as TDRs. In cases where the expected credit loss can only be captured through a discounted cash flow analysis (such as an interest rate modification for a TDR loan), the allowance is measured by the amount which the loan’s amortized cost exceeds the discounted cash flow analysis. The allowance for credit losses on a TDR or a reasonably expected TDR is calculated individually using a discounted cash flow methodology, unless the loan is deemed to be collateral dependent or foreclosure is probable.
The Company’s acquisitions and changes in reasonable and supportable forecasts of macroeconomic variables, primarily due to the impact of the COVID-19 pandemic, resulted in projected credit deterioration requiring the Company to recognize significant increases in the provision for credit losses during the nine months ended September 30, 2020. Specifically, the Company performed additional qualitative evaluations by class of financing receivable in line with the Company's established qualitative framework, weighting the impact of the current economic outlook, status of federal government stimulus programs, and other considerations, in order to identify specific industries or borrowers seeing credit improvement or deterioration specific to the COVID-19 pandemic.
Loans acquired during the period from Franklin increased the allowance for credit losses by $77,653 as of the August 15, 2020 acquisition date and Farmers National increased the allowance for credit losses by $4,494 as of the February 14, 2020 acquisition date. Outside of the impact of Franklin on the provision for credit losses, the remaining loan portfolio benefited from improved economic forecasts, seen for the first time in 2020, reflective of the resumption of more normalized commercial activity within our markets. As such, excluding the increase recorded upon the acquisition of Franklin, we reduced the allowance for credit losses by $7,336 during the three months ended September 30, 2020 based on these improved economic forecasts. See Note 2, "Mergers and acquisitions" for additional details related to PCD loans acquired on February 14, 2020.
The following provides the changes in the allowance for credit losses by class of financing receivable for the three and nine months ended September 30, 2020 and 2019:
 Commercial
and industrial
Construction1-to-4
family
residential
mortgage
Residential
line of credit
Multi-family
residential
mortgage
Commercial
real estate
owner
occupied
Commercial
real estate
non-owner
occupied
Consumer
and other
Total
Three Months Ended September 30, 2020
Beginning balance -
June 30, 2020
$8,878 $35,599 $12,463 $6,811 $4,499 $7,420 $30,444 $7,015 $113,129 
Provision for credit losses(1,520)22,383 4,194 4,053 1,908 (1,276)12,364 3,728 45,834 
Recoveries of loans
previously charged-off
757 51 116 22 — 51 — 175 1,172 
Loans charged off(249)— (8)— — (95)(166)(475)(993)
Initial allowance on loans
purchased with
deteriorated credit quality
743 5,596 1,533 569 784 605 14,998 24,831 
Ending balance -
September 30, 2020
$8,609 $63,629 $18,298 $11,455 $7,191 $6,705 $57,640 $10,446 $183,973 
Nine Months Ended September 30, 2020
Beginning balance -
December 31, 2019
$4,805 $10,194 $3,112 $752 $544 $4,109 $4,621 $3,002 $31,139 
Impact of adopting ASC
326 on non-purchased
credit deteriorated loans
5,300 1,533 7,920 3,461 340 1,879 6,822 3,633 30,888 
Impact of adopting ASC
326 on purchased credit
deteriorated loans
82 150 421 (3)— 162 184 (438)558 
Provision for credit losses(2,354)45,962 5,412 6,633 5,523 132 31,282 5,247 97,837 
Recoveries of loans
previously charged-off
1,652 202 166 61 — 68 — 471 2,620 
Loans charged off(1,630)(18)(373)(21)— (304)(711)(1,512)(4,569)
Initial allowance on loans
purchased with
deteriorated credit quality
754 5,606 1,640 572 784 659 15,442 43 25,500 
Ending balance -
September 30, 2020
$8,609 $63,629 $18,298 $11,455 $7,191 $6,705 $57,640 $10,446 $183,973 
 
 Commercial
and industrial
Construction1-to-4
family
residential
mortgage
Residential
line of credit
Multi-family
residential
mortgage
Commercial
real estate
owner
occupied
Commercial
real estate
non-owner
occupied
Consumer
and other
Total
Three Months Ended September 30, 2019
Beginning balance -
June 30, 2019
$4,923 $9,655 $3,288 $755 $617 $3,512 $4,478 $2,910 $30,138 
Provision for loan losses234 186 18 67 (43)194 461 714 1,831 
Recoveries of loans
previously charged-off
16 25 75 — — 92 212 
Loans charged off(3)— — (170)— — (12)(532)(717)
Ending balance -
September 30, 2019
$5,170 $9,842 $3,331 $727 $574 $3,709 $4,927 $3,184 $31,464 
Nine Months Ended September 30, 2019 
Beginning balance -
December 31, 2018
$5,348 $9,729 $3,428 $811 $566 $3,132 $4,149 $1,769 $28,932 
Provision for loan losses17 105 (77)100 482 790 2,678 4,103 
Recoveries of loans
previously charged-off
66 62 121 — 95 — 435 787 
Loans charged off(261)— (82)(305)— — (12)(1,698)(2,358)
Ending balance -
September 30, 2019
$5,170 $9,842 $3,331 $727 $574 $3,709 $4,927 $3,184 $31,464 
The following disclosures are presented in accordance with GAAP in effect prior to the adoption of CECL. The Company has included these disclosures to address the applicable prior periods presented.

The following table provides the amount of the allowance for credit losses by class of financing receivable for loans individually evaluated for impairment, loans collectively evaluated for impairment and loans acquired with deteriorated credit quality as of December 31, 2019:
 December 31, 2019
 Commercial
and industrial
Construction1-to-4
family
residential
mortgage
Residential
line of credit
Multi-family
residential
mortgage
Commercial
real estate
owner
occupied
Commercial
real estate
non-owner occupied
Consumer
and other
Total
Amount of allowance allocated to:
         
Individually evaluated for impairment$241 $— $$$— $238 $399 $— $895 
Collectively evaluated for
impairment
4,457 10,192 2,940 743 544 3,853 3,909 1,933 28,571 
Acquired with deteriorated
credit quality
107 164 — — 18 313 1,069 1,673 
Ending balance -
December 31, 2019
$4,805 $10,194 $3,112 $752 $544 $4,109 $4,621 $3,002 $31,139 
 
The following table provides the amount of loans by class of financing receivable for loans individually evaluated for impairment, loans collectively evaluated for impairment and loans acquired with deteriorated credit quality as of December 31, 2019:
 
 December 31, 2019
 Commercial
and industrial
Construction1-to-4
family
residential
mortgage
Residential
line of credit
Multi-family
residential
mortgage
Commercial
real estate
owner
occupied
Commercial
real estate
non-owner
occupied
Consumer
and other
Total
Loans, net of unearned
income
         
Individually evaluated
for impairment
$9,026 $2,061 $1,347 $579 $— $2,993 $7,755 $49 $23,810 
Collectively evaluated
for impairment
1,023,326 546,156 689,769 220,878 69,429 621,386 902,792 254,944 4,328,680 
Acquired with deteriorated
credit quality
1,684 2,884 19,338 73 — 5,891 10,197 17,085 57,152 
Ending balance -
December 31, 2019
$1,034,036 $551,101 $710,454 $221,530 $69,429 $630,270 $920,744 $272,078 $4,409,642 

Credit Quality
The Company categorizes loans into risk categories based on relevant information about the ability of borrowers to service their debt such as: current financial information, historical payment experience, credit documentation, public information, and current economic trends, among other factors. The Company analyzes loans that share similar risk characteristics collectively. Loans that do not share similar risk characteristics are evaluated individually.
The Company uses the following definitions for risk ratings:
    Pass.        Loans rated Pass include those that are adequately performing and collateralized and which management believes do not have conditions that have occurred or may occur which would result in the loan being downgraded into an inferior category.
    Watch.        Loans rated as Watch include those that management believes have conditions that have occurred, or may occur, which could result in the loan being downgraded to an inferior category. Also included in watch are loans rated as special mention, which have a potential weakness that deserves management’s close attention. If left uncorrected, these potential weaknesses may result in deterioration of the repayment prospects for the loan or of the institution’s credit position at some future date.
    Substandard.    Loans rated as Substandard are inadequately protected by the current net worth and paying capacity of the obligor or of the collateral pledged, if any. Loans so rated have a well-defined weakness or weaknesses
that jeopardize the liquidation of the debt. They are characterized by the distinct possibility that the institution will sustain some loss if the deficiencies are not corrected.
Doubtful.    Loans classified as Doubtful have all the weaknesses inherent in those classified as substandard, with the added characteristic that the weaknesses make collection or liquidation in full, on the basis of currently existing facts, conditions, and values, highly questionable and improbable.
Risk ratings are updated on an ongoing basis and are subject to change by continuous loan monitoring processes.
The following table presents the credit quality of our loan portfolio by year of origination as of September 30, 2020. Revolving loans are presented separately. Management considers the guidance in ASC 310-20 when determining whether a modification, extension, or renewal constitutes a current period origination. Generally, current period renewals of credit are reunderwritten at the point of renewal and considered current period originations for the purposes of the table below.
September 30, 2020
Term Loans
Amortized Cost Basis by Origination Year
20202019201820172016PriorRevolving Loans Amortized Cost BasisTotal
Commercial and industrial
Pass$399,906 $186,100 $69,916 $53,213 $33,976 $45,860 $511,111 $1,300,082 
Watch3,236 3,034 6,283 3,652 11,293 6,245 36,083 69,826 
Substandard3,160 17,022 6,552 686 6,869 13,269 47,564 
Doubtful35 — — — — — 164 199 
Total403,183 192,294 93,221 63,417 45,955 58,974 560,627 1,417,671 
Construction
Pass311,117 448,019 110,473 49,845 41,750 75,570 115,894 1,152,668 
Watch1,282 1,231 9,435 13,822 1,305 3,585 — 30,660 
Substandard— 972 642 132 880 4,919 — 7,545 
Doubtful— — — — — — 
Total312,399 450,222 120,550 63,799 43,935 84,079 115,894 1,190,878 
Residential real estate:
1-to-4 family mortgage
Pass232,248 203,167 188,471 170,725 119,327 168,732 — 1,082,670 
Watch1,257 786 3,318 12,580 4,155 14,506 — 36,602 
Substandard532 1,452 3,274 4,128 2,039 9,120 — 20,545 
Doubtful— 34 — — 270 490 — 794 
Total234,037 205,439 195,063 187,433 125,791 192,848 — 1,140,611 
Residential line of credit
Pass254 — 87 — 208 3,577 405,767 409,893 
Watch— — — — — — 5,205 5,205 
Substandard109 — — — 4,848 4,961 
Doubtful— — — — — — 259 259 
Total363 87 208 3,577 416,079 420,318 
Multi-family mortgage
Pass23,747 15,055 12,629 54,660 11,718 36,812 11,259 165,880 
Watch— — — — — — — — 
Substandard— — — — — 57.00 — 57 
Doubtful— — — — — — — — 
Total23,747 15,055 12,629 54,660 11,718 36,869 11,259 165,937 
20202019201820172016PriorRevolving Loans Amortized Cost BasisTotal
Commercial real estate:
Owner occupied
Pass99,827 181,214 106,212 97,689 81,383 221,365 49,382 837,072 
Watch3,596 4,343 6,843 22,939 7,858 19,233 3,188 68,000 
Substandard428 1,302 3,815 1,457 2,931 8,440 1,542 19,915 
Doubtful— — — — — — — — 
Total103,851 186,859 116,870 122,085 92,172 249,038 54,112 924,987 
Non-owner occupied
Pass108,229 248,852 360,309 218,431 291,626 250,806 43,005 1,521,258 
Watch— 6,181 5,897 26,361 21,775 43,984 45 104,243 
Substandard— 149 12,130 1,166 1,693 3,761 — 18,899 
Doubtful— — — — — — — — 
Total108,229 255,182 378,336 245,958 315,094 298,551 43,050 1,644,400 
Consumer and other loans
Pass65,261 57,677 42,388 28,207 42,014 32,720 18,440 286,707 
Watch159 707 1,714 1,418 3,044 8,352 392 15,786 
Substandard121 68 264 618 463 2,653 407 4,594 
Doubtful— 260 295 544 196 354 — 1,649 
Total65,541 58,712 44,661 30,787 45,717 44,079 19,239 308,736 
Total
Pass1,240,589 1,340,084 890,485 672,770 622,002 835,442 1,154,858 6,756,230 
Watch9,530 16,282 33,490 80,772 49,430 95,905 44,913 330,322 
Substandard1,196 7,104 37,147 14,056 8,692 35,819 20,066 124,080 
Doubtful35 294 295 544 466 849 423 2,906 
Total$1,251,350 $1,363,764 $961,417 $768,142 $680,590 $968,015 $1,220,260 $7,213,538 
The following disclosures are presented in accordance with GAAP in effect prior to the adoption of CECL. The Company has included these disclosures to address the applicable prior periods presented.
The following table shows credit quality indicators by class of financing receivable at December 31, 2019.
December 31, 2019PassWatchSubstandardTotal
Loans, excluding purchased credit impaired loans    
Commercial and industrial$946,247 $66,910 $19,195 $1,032,352 
Construction541,201 4,790 2,226 548,217 
Residential real estate:
1-to-4 family mortgage666,177 11,380 13,559 691,116 
Residential line of credit218,086 1,343 2,028 221,457 
Multi-family mortgage69,366 63 — 69,429 
Commercial real estate:
Owner occupied576,737 30,379 17,263 624,379 
Non-owner occupied876,670 24,342 9,535 910,547 
Consumer and other248,632 3,304 3,057 254,993 
Total loans, excluding purchased credit impaired loans$4,143,116 $142,511 $66,863 $4,352,490 
Purchased credit impaired loans    
Commercial and industrial$— $1,224 $460 $1,684 
Construction— 2,681 203 2,884 
Residential real estate:
1-to-4 family mortgage— 15,091 4,247 19,338 
Residential line of credit— — 73 73 
Multi-family mortgage— — — — 
Commercial real estate:  
Owner occupied— 4,535 1,356 5,891 
Non-owner occupied— 6,617 3,580 10,197 
Consumer and other— 13,521 3,564 17,085 
Total purchased credit impaired loans— 43,669 13,483 57,152 
Total loans$4,143,116 $186,180 $80,346 $4,409,642 
Nonaccrual and Past Due Loans
Nonperforming loans include loans that are no longer accruing interest (nonaccrual loans) and loans past due ninety or more days and still accruing interest.
The following tables provide information on nonaccrual and past due loans as of September 30, 2020 and December 31, 2019. For December 31, 2019, purchased credit impaired ("PCI") loans are not included in the nonperforming disclosures as these loans are considered to be performing, even though they may be contractually past due. This is because any non-payment of contractual principal or interest was considered in the periodic re-estimation of expected cash flows and was included in the 2019 loan loss provision or future period yield adjustments. Under PCD accounting, management considers changes in the credit quality of the borrower as part of its regular estimation of expected credit losses and does not make the same future yield adjustments as under the PCI accounting. Consequently, PCD loans that are contractually past due or on nonaccrual status, including those formerly accounted for as PCI loans, are included in the September 30, 2020 nonperforming disclosures.
The following table represents an analysis of the aging by class of financing receivable as of September 30, 2020:
September 30, 202030-89 days
past due
90 days or 
more and accruing
interest
Non-accrual
loans
Loans current
on payments
and accruing
interest
Total
Commercial and industrial$1,581 $11 $6,579 $1,409,500 $1,417,671 
Construction4,346 196 2,018 1,184,318 1,190,878 
Residential real estate:
1-to-4 family mortgage4,143 7,452 6,752 1,122,264 1,140,611 
Residential line of credit287 216 1,925 417,890 420,318 
Multi-family mortgage— 57 — 165,880 165,937 
Commercial real estate:
Owner occupied1,096 — 2,194 921,697 924,987 
Non-owner occupied114 — 12,358 1,631,928 1,644,400 
Consumer and other3,584 1,132 2,759 301,261 308,736 
Total$15,151 $9,064 $34,585 $7,154,738 $7,213,538 

The following tables provide the amortized cost basis of loans on non-accrual status, as well as any related allowance and interest income, by class of financing receivable as of and for the three and nine months ended September 30, 2020:
September 30, 2020
u End of period amortized cost
Beginning of
period non-accrual
amortized cost
Non-accrual
with no
related
allowance
Non-accrual
with
related
allowance
Related
allowance
Commercial and industrial$5,586 $913 $5,666 $936 
Construction1,254 980 1,038 145 
Residential real estate:
1-to-4 family mortgage4,585 4,247 2,505 62 
Residential line of credit489 — 1,925 74 
Commercial real estate:
Owner occupied2,285 1,469 725 66 
Non-owner occupied9,460 5,475 6,883 1,568 
Consumer and other1,623 88 2,671 165 
Total$25,282 $13,172 $21,413 $3,016 
Interest Income
September 30, 2020Three Months EndedNine Months Ended
Commercial and industrial$287 $304 
Construction42 48 
Residential real estate:
1-to-4 family mortgage15 21 
Residential line of credit72 72 
Commercial real estate:
Owner occupied32 75 
Non-owner occupied76 185 
Consumer and other— 24 
Total$524 $729 
The following disclosures are presented in accordance with GAAP in effect prior to the adoption of CECL. The Company has included these disclosures to address the applicable prior periods presented.

The following table provides the period-end amounts of loans that are past due, loans not accruing interest and loans current on payments accruing interest by category at December 31, 2019:
 
December 31, 201930-89 days
past due
90 days or 
more and accruing
interest
Non-accrual
loans
Purchased Credit
Impaired loans
Loans current on payments and accruing interest Total
Commercial and industrial$1,918 $291 $5,587 $1,684 $1,024,556 $1,034,036 
Construction1,021 42 1,087 2,884 546,067 551,101 
Residential real estate:
1-to-4 family mortgage10,738 3,965 3,332 19,338 673,081 710,454 
Residential line of credit658 412 416 73 219,971 221,530 
Multi-family mortgage63 — — — 69,366 69,429 
Commercial real estate:
Owner occupied1,375 — 1,793 5,891 621,211 630,270 
Non-owner occupied327 — 7,880 10,197 902,340 920,744 
Consumer and other2,377 833 967 17,085 250,816 272,078 
Total$18,477 $5,543 $21,062 $57,152 $4,307,408 $4,409,642 

Impaired Loans

The following disclosures are presented in accordance with GAAP in effect prior to the adoption of CECL. The Company has included these disclosures to address the applicable prior periods presented.
Impaired loans recognized in conformity with ASC 310 at December 31, 2019 segregated by class, were as follows:
December 31, 2019Recorded
investment
Unpaid
principal
Related
allowance
With a related allowance recorded:
Commercial and industrial$6,080 $8,350 $241 
Residential real estate:
1-to-4 family mortgage264 324 
Residential line of credit320 320 
Commercial real estate:
Owner occupied756 1,140 238 
Non-owner occupied6,706 6,747 399 
Consumer and other— — — 
Total$14,126 $16,881 $895 
With no related allowance recorded:
Commercial and industrial$2,946 $3,074 $— 
Construction2,061 2,499 — 
Residential real estate:
1-to-4 family mortgage1,083 1,449 — 
Residential line of credit259 280 — 
Commercial real estate:
Owner occupied2,237 2,627 — 
Non-owner occupied1,049 1,781 — 
Consumer and other49 49 — 
Total$9,684 $11,759 $— 
Total impaired loans$23,810 $28,640 $895 
Average recorded investment and interest income on a cash basis recognized during the three and nine months ended September 30, 2019 on impaired loans, segregated by class, were as follows:
Three Months EndedNine Months Ended
September 30, 2019Average recorded investment Interest income recognized (cash basis) Average recorded investment Interest income recognized (cash basis)
With a related allowance recorded:
Commercial and industrial$3,109 $51 $1,850 $156 
Residential real estate:
1-to-4 family mortgage265 205 13 
Commercial real estate:
Owner occupied184 371 10 
Non-owner occupied6,143 56 6,241 90 
Consumer and other447 — 198 19 
Total$10,148 $113 $8,865 $288 
With no related allowance recorded:
Commercial and industrial$766 $11 $991 $36 
Construction1,639 90 1,641 142 
Residential real estate:
1-to-4 family mortgage835 24 962 50 
Residential line of credit427 — 245 
Commercial real estate:
Owner occupied2,045 41 2,171 103 
Non-owner occupied1,050 — 1,050 — 
Consumer and other66 69 
Total$6,828 $168 $7,129 $338 
Total impaired loans$16,976 $281 $15,994 $626 
Purchased Credit Impaired Loans
The following disclosures are presented in accordance with GAAP in effect prior to the adoption of CECL. The Company has included these disclosures to address the applicable prior periods presented.
As of December 31, 2019, the carrying value of PCI loans accounted for under ASC 310-30 "Loans and Debt Securities Acquired with Deteriorated Credit Quality" was $57,152. The following table presents changes in the value of the accretable yield for PCI loans for the periods indicated.
Three Months Ended September 30,Nine Months Ended September 30,
 2019 2019 
Balance at the beginning of period$(14,862)$(16,587)
Additions through business combinations— (1,167)
Principal reductions and other reclassifications from nonaccretable difference(150)100 
Accretion1,583 5,471 
Changes in expected cash flows110 (1,136)
Balance at end of period$(13,319)$(13,319)
Included in the ending balance of the accretable yield on PCI loans at December 31, 2019, was a purchase accounting liquidity discount of $292. There was also a purchase accounting nonaccretable credit discount of $3,537 related to the PCI loan portfolio at December 31, 2019, and an accretable credit and liquidity discount on non-PCI loans of $8,964 and $3,924, respectively, as of December 31, 2019.
Interest revenue, through accretion of the difference between the recorded investment of the loans and the expected cash flows, was recognized on all PCI loans. Accretion of interest income amounting to $1,583 and $5,471 was recognized on PCI loans during the three and nine months ended September 30, 2019, respectively. This included both the contractual interest income recognized and the purchase accounting contribution through accretion of the liquidity discount for changes in estimated cash flows. The total purchase accounting contribution through accretion excluding contractual interest collected for all purchased loans was $2,102 and $6,030 for the three and nine months ended September 30, 2019, respectively.
Restructured Loans
As of September 30, 2020 and December 31, 2019, the Company has a recorded investment in TDRs of $16,681 and $12,206, respectively. The modifications included extensions of the maturity date and/or a stated rate of interest to one lower than the current market rate to borrowers experiencing financial difficulty. The Company has calculated $854 and $360 of specific reserves for those loans at September 30, 2020 and December 31, 2019, respectively. There were no commitments to lend any additional amounts to these customers for either period end. Of these loans, $12,243 and $5,201 were classified as non-accrual loans as of September 30, 2020 and December 31, 2019, respectively.
The following tables present the financial effect of TDRs recorded during the periods indicated.

Three Months Ended September 30, 2020Number of loansPre-modification outstanding recorded investment Post-modification outstanding recorded investment Charge offs and specific reserves
Commercial and industrial2$420 $420 $— 
Total2$420 $420 $— 
Three Months Ended September 30, 2019Number of loansPre-modification outstanding recorded investmentPost-modification outstanding recorded investmentCharge offs and specific reserves
Commercial and industrial$16 $16 $— 
Construction1,070 1,070 
Commercial real estate:
Owner occupied927 927 — 
Non-owner occupied1,366 1,366 106 
Residential real estate:
1-to-4 family mortgage128 128 — 
Total$3,507 $3,507 $106 
Nine Months Ended September 30, 2020Number of loansPre-modification outstanding recorded investment Post-modification outstanding recorded investment Charge offs and specific reserves
Commercial and industrial$1,573 $1,573 $— 
Commercial real estate:
Owner occupied788 788 — 
Non-owner occupied3,752 3,752 $— 
Residential real estate:
1-to-4 family mortgage77 77 — 
Total$6,190 $6,190 $— 
Nine Months Ended September 30, 2019Number of loansPre-modification outstanding recorded investment Post-modification outstanding recorded investment Charge offs and specific reserves
Commercial and industrial3$3,204 $3,204 $— 
Construction11,070 1,070 — 
Commercial real estate:
Owner occupied1927 927 — 
Non-owner occupied11,366 1,366 106 
Residential real estate:
1-4 family mortgage1128 128 — 
Total7$6,695 $6,695 $106 
There were no loans modified as troubled debt restructurings for which there was a payment default within twelve months following the modification during the three or nine months ended September 30, 2020 and 2019. A loan is considered to be in payment default once it is 90 days contractually past due under the modified terms.
In order to determine whether a borrower is experiencing financial difficulty, an evaluation is performed of the probability that the borrower will be in payment default on any of its debt in the foreseeable future without the modification. This evaluation is performed under the Company’s internal underwriting policy. The terms of certain other loans were modified during the three and nine months ended September 30, 2020 and 2019 that did not meet the definition of a TDR. The modification of these loans usually involve either a modification of the terms of a loan to borrowers who are not experiencing financial difficulties or an insignificant delay in payments.
Collateral Dependent Loans
For loans for which the repayment (based on the Company's assessment) is expected to be provided substantially through the operation or sale of collateral and the borrower is experiencing financial difficulty, the following table presents the loans and the corresponding individually assessed allowance for credit losses by class of financing receivable.
September 30, 2020
Type of Collateral
Real EstateFinancial Assets and Equipment Individually assessed allowance for credit loss
Commercial and industrial$— $4,697 $668 
Construction1,817 — — 
Residential real estate:
1-to-4 family mortgage190 — — 
Residential line of credit1,195 — 
Multi-family mortgage— — — 
Commercial real estate:
Owner occupied928 — 34 
Non-owner occupied8,181 — 1,544 
Consumer and other333 — 36 
Total$12,644 $4,697 $2,291 
Deferrals Program as part of COVID-19 Relief
On March 22, 2020, an Interagency Statement was issued by banking regulators encouraging financial institutions to work prudently with borrowers who are or may be unable to meet their contractual payment obligations due to the effects of COVID-19. Additionally, Section 4013 of the CARES Act further provides that a qualified loan modification is exempt by law from classification as a TDR as defined by GAAP, from the period beginning March 1, 2020 until the earlier of December 31, 2020 or the date that is 60 days after the date on which the national emergency concerning the COVID-19 outbreak terminates. The following table outlines the Company's recorded investment and percentage of loans held for investment by class of financing receivable for Company executed deferrals that remain on deferral at September 30, 2020, in connection with Company COVID-19 relief programs. These deferrals typically ranged from sixty to ninety days per deferral and were not considered TDRs under the interagency regulatory guidance or the CARES Act issued in March 2020. As of September 30, 2020, the Company had a total of $1,181,232 loans previously deferred that returned to normal payment status.
September 30, 2020
% of Loans
Commercial and industrial$25,641 1.8 %
Construction35,920 3.0 %
Residential real estate:
1-to-4 family mortgage43,281 3.8 %
Residential line of credit9,226 2.2 %
Multi-family mortgage19,005 11.5 %
Commercial real estate:
Owner occupied60,614 6.6 %
Non-owner occupied270,552 16.5 %
Consumer and other593 0.2 %
Total$464,832 6.4 %