XML 24 R14.htm IDEA: XBRL DOCUMENT v3.21.1
Loans and Allowance for credit Losses
12 Months Ended
Dec. 31, 2020
Receivables [Abstract]  
Loans and allowance for credit losses Loans and allowance for credit losses:
Loans outstanding at December 31, 2020 and 2019, by class of financing receivable are as follows:
 December 31,December 31,
 2020 2019 
Commercial and industrial (1)
$1,346,122 $1,034,036 
Construction1,222,220 551,101 
Residential real estate:
1-to-4 family mortgage1,089,270 710,454 
Residential line of credit408,211 221,530 
Multi-family mortgage175,676 69,429 
Commercial real estate:
Owner occupied924,841 630,270 
Non-owner occupied1,598,979 920,744 
Consumer and other317,640 272,078 
Gross loans7,082,959 4,409,642 
Less: Allowance for credit losses(170,389)(31,139)
Net loans$6,912,570 $4,378,503 
(1)Includes $212,645 of loans originated as part of the PPP at December 31, 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. 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 December 31, 2020 and December 31, 2019, $1,248,857 and $412,966, respectively, of qualifying residential mortgage loans (including loans held for sale) and $1,532,749 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 December 31, 2020 and December 31, 2019, $2,463,281 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 December 31, 2020, total accrued interest receivable on loans was $38,316.
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. 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 year ended December 31, 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. See Note 2, "Mergers and acquisitions" for additional details related to PCD loans acquired during the year ended December 31, 2020.
The following provides the changes in the allowance for credit losses by class of financing receivable for the years ended December 31, 2020, 2019, and 2018:
 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
Year Ended December 31, 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 losses13,830 40,807 6,408 5,649 5,506 (1,739)17,789 6,356 94,606 
Recoveries of loans
previously charged-off
1,712 205 122 125 — 83 — 756 3,003 
Loans charged off(11,735)(18)(403)(22)— (304)(711)(2,112)(15,305)
Initial allowance on loans
purchased with
deteriorated credit quality
754 5,606 1,640 572 784 659 15,442 43 25,500 
Ending balance -
December 31, 2020
$14,748 $58,477 $19,220 $10,534 $7,174 $4,849 $44,147 $11,240 $170,389 
 
 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
Year Ended December 31, 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 losses2,251 454 (175)112 (22)869 484 3,080 7,053 
Recoveries of loans
previously charged-off
136 11 79 138 — 108 — 634 1,106 
Loans charged off(2,930)— (220)(309)— — (12)(2,481)(5,952)
Ending balance -
December 31, 2019
$4,805 $10,194 $3,112 $752 $544 $4,109 $4,621 $3,002 $31,139 

Commercial and industrialConstruction1-to-4 family residential mortgageResidential line of creditMulti-family residential mortgageCommercial real estate owner occupiedCommercial real estate non-owner occupiedConsumer and OtherTotal
Year Ended December 31, 2018
Beginning balance -
   December 31, 2017
$4,461 $7,135 $3,197 $944 $434 $3,558 $2,817 $1,495 $24,041 
Provision for loan losses1,395 1,459 547 (275)132 (478)1,281 1,337 5,398 
Recoveries of loans
   previously charged-off
390 1,164 171 178 — 143 51 550 2,647 
Loans charged off(898)(29)(138)(36)— (91)— (1,613)(2,805)
Adjustments for transfers
to loans HFS
— — (349)— — — — — (349)
Ending balance -
   December 31, 2018
$5,348 $9,729 $3,428 $811 $566 $3,132 $4,149 $1,769 $28,932 
The following tables provides the amount of the allowance for credit losses by class of financing receivable disaggregated by measurement methodology as of December 31, 2020, 2019 and 2018:

 December 31, 2020
 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 credit loss$373 $95 $— $$— $30 $1,531 $$2,039 
Collectively evaluated for
credit loss
13,493 54,065 17,206 10,031 6,326 4,062 33,706 10,516 149,405 
Purchased credit
deteriorated
882 4,317 2,014 494 848 757 8,910 723 18,945 
Ending balance -
December 31, 2020
$14,748 $58,477 $19,220 $10,534 $7,174 $4,849 $44,147 $11,240 $170,389 
 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 
 December 31, 2018
 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$$— $$— $— $53 $205 $— $268 
Collectively evaluated for
impairment
5,247 9,677 3,205 811 566 3,066 3,628 1,583 27,783 
Acquired with deteriorated
credit quality
98 52 216 — — 13 316 186 881 
Ending balance -
December 31, 2018
$5,348 $9,729 $3,428 $811 $566 $3,132 $4,149 $1,769 $28,932 
The following table provides the amount of loans by class of financing receivable disaggregated by measurement methodology as of December 31, 2020, 2019, and 2018:

 December 31, 2020
 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 credit loss$15,578 $4,851 $848 $412 $— $7,846 $8,631 $39 $38,205 
Collectively evaluated for
credit loss
1,270,058 1,140,634 987,142 387,250 156,447 813,151 1,272,203 302,983 6,329,868 
Purchased credit
deteriorated
60,486 76,735 101,280 20,549 19,229 103,844 318,145 14,618 714,886 
Ending balance -
December 31, 2020
$1,346,122 $1,222,220 $1,089,270 $408,211 $175,676 $924,841 $1,598,979 $317,640 $7,082,959 
 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 
 December 31, 2018
 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
$1,847 $1,221 $987 $245 $— $2,608 $6,735 $73 $13,716 
Collectively evaluated
for impairment
863,788 549,075 535,451 190,235 75,457 484,900 677,247 208,643 3,584,796 
Acquired with deteriorated
credit quality
1,448 5,755 19,377 — — 6,016 16,266 20,137 68,999 
Ending balance -
December 31, 2018
$867,083 $556,051 $555,815 $190,480 $75,457 $493,524 $700,248 $228,853 $3,667,511 

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 that 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 December 31, 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.
As of December 31,
Term Loans
Amortized Cost Basis by Origination Year
20202019201820172016PriorRevolving Loans Amortized Cost BasisTotal
Commercial and industrial
Pass$335,519 $183,905 $64,897 $56,598 $30,641 $40,964 $525,885 $1,238,409 
Watch3,786 2,555 6,213 3,764 7,847 4,301 39,901 68,367 
Substandard2,467 2,688 11,227 4,403 6,582 1,277 10,502 39,146 
Doubtful34 — — 22 — — 144 200 
Total341,806 189,148 82,337 64,787 45,070 46,542 576,432 1,346,122 
Construction
Pass460,232 387,759 78,319 40,777 40,386 59,344 112,004 1,178,821 
Watch1,952 4,169 10,368 13,386 1,250 3,559 — 34,684 
Substandard573 1,755 3,178 129 — 3,068 — 8,703 
Doubtful— — — 12 — — — 12 
Total462,757 393,683 91,865 54,304 41,636 65,971 112,004 1,222,220 
Residential real estate:
1-to-4 family mortgage
Pass282,747 176,374 159,036 147,816 107,911 152,027 — 1,025,911 
Watch1,783 2,166 6,672 10,668 4,004 13,889 — 39,182 
Substandard448 1,422 3,787 5,473 3,418 9,043 — 23,591 
Doubtful— 19 — 204 357 — 586 
Total284,978 179,968 169,514 163,957 115,537 175,316 — 1,089,270 
Residential line of credit
Pass— — — — — — 396,348 396,348 
Watch— — — — — — 6,511 6,511 
Substandard— — — — — — 4,756 4,756 
Doubtful— — — — — — 596 596 
Total— — — — — — 408,211 408,211 
Multi-family mortgage
Pass29,006 13,446 11,843 46,561 28,330 35,339 11,094 175,619 
Watch— — — — — — — — 
Substandard— — — — — 57.00 — 57 
Doubtful— — — — — — — — 
Total29,006 13,446 11,843 46,561 28,330 35,396 11,094 175,676 
20202019201820172016PriorRevolving Loans Amortized Cost BasisTotal
Commercial real estate:
Owner occupied
Pass133,046 174,965 95,182 89,214 76,539 208,013 51,264 828,223 
Watch8,825 5,891 6,646 21,618 6,101 18,561 2,417 70,059 
Substandard44 1,785 2,423 6,074 274 11,226 4,733 26,559 
Doubtful— — — — — — — — 
Total141,915 182,641 104,251 116,906 82,914 237,800 58,414 924,841 
Non-owner occupied
Pass166,962 222,238 324,848 193,496 264,820 237,933 37,787 1,448,084 
Watch— 8,704 24,464 27,653 25,550 42,696 1,033 130,100 
Substandard— 2,210 1,502 — — 17,083 — 20,795 
Doubtful— — — — — — — — 
Total166,962 233,152 350,814 221,149 290,370 297,712 38,820 1,598,979 
Consumer and other loans
Pass89,625 52,725 39,420 26,172 40,980 31,063 14,816 294,801 
Watch281 911 1,893 1,497 3,049 7,974 12 15,617 
Substandard96 131 867 881 779 2,044 668 5,466 
Doubtful55 434 567 280 156 264 — 1,756 
Total90,057 54,201 42,747 28,830 44,964 41,345 15,496 317,640 
Total
Pass1,497,137 1,211,412 773,545 600,634 589,607 764,683 1,149,198 6,586,216 
Watch16,627 24,396 56,256 78,586 47,801 90,980 49,874 364,520 
Substandard3,628 9,991 22,984 16,960 11,053 43,798 20,659 129,073 
Doubtful89 440 586 314 360 621 740 3,150 
Total$1,517,481 $1,246,239 $853,371 $696,494 $648,821 $900,082 $1,220,471 $7,082,959 
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 December 31, 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 December 31, 2020 nonperforming disclosures.
The following table represents an analysis of the aging by class of financing receivable as of December 31, 2020:
December 31, 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$3,297 $330 $16,005 $1,326,490 $1,346,122 
Construction7,607 573 4,053 1,209,987 1,222,220 
Residential real estate:
1-to-4 family mortgage7,058 10,470 5,923 1,065,819 1,089,270 
Residential line of credit3,551 239 1,757 402,664 408,211 
Multi-family mortgage— 57 — 175,619 175,676 
Commercial real estate:
Owner occupied98 — 7,948 916,795 924,841 
Non-owner occupied915 — 12,471 1,585,593 1,598,979 
Consumer and other4,469 2,027 2,603 308,541 317,640 
Total$26,995 $13,696 $50,760 $6,991,508 $7,082,959 

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 or for the year ended December 31, 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
 Year to date Interest Income
Commercial and industrial$5,586 $13,960 $2,045 $383 $325 
Construction1,254 3,061 992 131 69 
Residential real estate:
1-to-4 family mortgage4,585 3,048 2,875 84 22 
Residential line of credit489 854 903 31 72 
Commercial real estate:
Owner occupied2,285 7,172 776 63 89 
Non-owner occupied9,460 4,566 7,905 1,711 215 
Consumer and other1,623 — 2,603 147 24 
Total$25,282 $32,661 $18,099 $2,550 $816 
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 
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 years ended December 31, 2019, and 2018 on impaired loans, segregated by class, were as follows:
December 31,
20192018
Average recorded investment Interest income recognized (cash basis) Average recorded investmentInterest income recognized (cash basis)
With a related allowance recorded:
Commercial and industrial$3,349 $474 $335 $121 
Residential real estate:
1-to-4 family mortgage205 13 170 
Commercial real estate:
Owner occupied658 27 702 43 
Non-owner occupied6,196 109 2,915 
Consumer and other— — — — 
Total$10,568 $624 $4,122 $175 
With no related allowance recorded:
Commercial and industrial$2,088 $201 $1,377 $70 
Construction1,641 167 1,255 74 
Residential real estate:
1-to-4 family mortgage963 68 955 74 
Residential line of credit252 123 15 
Commercial real estate:
Owner occupied2,143 133 1,862 148 
Non-owner occupied1,049 — 1,313 
Consumer and other61 49 
Total$8,197 $575 $7,423 $418 
Total impaired loans$18,765 $1,199 $11,545 $593 
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 and 2018, the carrying value of PCI loans accounted for under ASC 310-30 "Loans and Debt Securities Acquired with Deteriorated Credit Quality" was $57,152 and $68,999. The following table presents changes in the value of the accretable yield for PCI loans for the periods indicated.
Year Ended December 31,
 2019 2018
Balance at the beginning of period$(16,587)$(17,682)
Additions through business combinations(1,167)— 
Principal reductions and other reclassifications from nonaccretable difference61 (4,047)
Accretion7,003 9,010 
Changes in expected cash flows(360)(3,868)
Balance at end of period$(11,050)$(16,587)
Included in the ending balance of the accretable yield on PCI loans at December 31, 2019 and 2018, was a purchase accounting liquidity discount of $292 and $2,436, respectively. There was also a purchase accounting nonaccretable credit discount of $3,537 and $4,355 related to the PCI loan portfolio at December 31, 2019 and 2018, and an accretable credit and liquidity discount on non-PCI loans of $8,964 and $3,924 as of December 31, 2019 and $7,527 and $2,197, respectively, as of December 31, 2018.
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 $7,003 and $9,010 was recognized on PCI loans during the years ended December 31, 2019 and 2018, 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 $8,556 and $7,608 for the years ended December 31, 2019 and 2018, respectively
As of December 31, 2020 and December 31, 2019, the Company has a recorded investment in TDRs of $15,988 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 $310 and $360 of specific reserves for those loans at December 31, 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, $8,279 and $5,201 were classified as non-accrual loans as of December 31, 2020 and December 31, 2019, respectively.
The following tables present the financial effect of TDRs recorded during the periods indicated.
Year Ended December 31, 2020Number of loansPre-modification outstanding recorded investment Post-modification outstanding recorded investment Charge offs and specific reserves
Commercial and industrial$2,257 $2,257 $— 
Commercial real estate:
Owner occupied2,794 2,794 — 
Non-owner occupied3,752 3,752 $— 
Residential real estate:
1-to-4 family mortgage618 618 — 
Residential line of credit95 95 — 
Total18 $9,516 $9,516 $— 
Year Ended December 31, 2019Number of loansPre-modification outstanding recorded investment Post-modification outstanding recorded investment Charge offs and specific reserves
Commercial and industrial$3,204 $3,204 $— 
Construction21,085 1,085 — 
Commercial real estate:
Owner occupied21,494 1,495 — 
Non-owner occupied11,366 1,366 106 
Residential real estate:
1-4 family mortgage2175 175 — 
Residential line of credit2333 333 
Total12$7,657 $7,658 $115 
Year Ended December 31, 2018Number of loansPre-modification outstanding recorded investmentPost-modification outstanding recorded investmentCharge offs and specific reserves
Commercial and industrial2$887 $887 $— 
Commercial real estate:
Owner occupied1143 143 — 
Residential real estate:
1-4 family mortgage1249 249 — 
Consumer and other561 61 — 
Total9$1,340 $1,340 $— 
There were no loans modified as troubled debt restructurings for which there was a payment default within twelve months following the modification during the years ended December 31, 2020, 2019, and 2018. A loan is considered to be in payment default once it is 90 days contractually past due under the modified terms.
In order to determine whether a borrower is experiencing financial difficulty, an evaluation is performed of the probability that the borrower will be in payment default on any of its debt in the foreseeable future without the modification. This
evaluation is performed under the Company’s internal underwriting policy. The terms of certain other loans were modified during the years ended December 31, 2020, 2019 and 2018 that did not meet the definition of a TDR. The modification of these loans usually involve either a modification of the terms of a loan to borrowers who are not experiencing financial difficulties or an insignificant delay in payments.
Collateral Dependent Loans
For loans for which the repayment (based on the Company's assessment) is expected to be provided substantially through the operation or sale of collateral and the borrower is experiencing financial difficulty, the following table presents the loans and the corresponding individually assessed allowance for credit losses by class of financing receivable.
December 31, 2020
Type of Collateral
Real EstateFinancial Assets and Equipment Individually assessed allowance for credit loss
Commercial and industrial$— $1,728 $117 
Construction3,877 — — 
Residential real estate:
1-to-4 family mortgage226 — — 
Residential line of credit1,174 — 
Multi-family mortgage— — — 
Commercial real estate:
Owner occupied3,391 — 30 
Non-owner occupied8,164 — 1,531 
Consumer and other— — — 
Total$16,832 $1,728 $1,687 
Deferrals Program included in 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. Section 541 of the Consolidated Appropriations Act (CAA) extends this relief to the earlier of January 1, 2022 or 60 days after the national emergency termination date. The Interagency Statement was subsequently revised in April 2020 to clarify the interaction of the original guidance with Section 4013 of the CARES Act, as well as setting forth the banking regulators’ views on consumer protection considerations. 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 December 31, 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 December 31, 2020, the Company had a total of $1,399,088 loans previously deferred that were no longer in deferral status.
December 31, 2020
% of Loans
Commercial and industrial$7,118 0.5 %
Construction1,918 0.2 %
Residential real estate:
1-to-4 family mortgage19,201 1.8 %
Residential line of credit204 — %
Multi-family mortgage3,305 1.9 %
Commercial real estate:
Owner occupied19,815 2.1 %
Non-owner occupied139,590 8.7 %
Consumer and other11,366 3.6 %
Total$202,517 2.9 %