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Loans and Allowance for credit Losses
3 Months Ended
Mar. 31, 2020
Receivables [Abstract]  
Loans and allowance for credit losses
Loans and allowance for credit losses:
Loans outstanding at March 31, 2020 and December 31, 2019, by class of financing receivable are as follows:
 
 
March 31,

 
December 31,

 
 
2020

 
2019

Commercial and industrial
 
$
1,020,484

 
$
1,034,036

Construction
 
599,479

 
551,101

Residential real estate:
 
 
 
 
1-to-4 family mortgage
 
743,336

 
710,454

Residential line of credit
 
246,527

 
221,530

Multi-family mortgage
 
94,638

 
69,429

Commercial real estate:
 
 
 
 
Owner occupied
 
686,543

 
630,270

Non-owner occupied
 
910,822

 
920,744

Consumer and other
 
266,209

 
272,078

Gross loans
 
4,568,038

 
4,409,642

Less: Allowance for credit losses
 
(89,141
)
 
(31,139
)
Net loans
 
$
4,478,897

 
$
4,378,503



As of March 31, 2020 and December 31, 2019, $422,916 and $412,966, respectively, of qualifying residential mortgage loans (including loans held for sale) and $571,358 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. As of March 31, 2020 and December 31, 2019, $1,460,435 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 since the Company elected to present accrued interest receivable separately on the balance sheet. As of March 31, 2020, total accrued interest receivable on loans was $16,019.
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 calculates 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; troubled debt restructurings (“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 changes in reasonable and supportable forecasts of macroeconomic variables, primarily due to the impact of the COVID-19 pandemic, along with projected deterioration required the Company to recognize a significant increase in provision for credit losses during the first quarter of 2020. Specifically, deterioration in the U.S. economy and labor markets including rising unemployment and forecast deterioration in the housing market data impacted the Company’s financial assets. Additionally, the acquisition of loans from Farmers National increased the allowance for credit losses by $4,494 during the quarter. 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 months ended March 31, 2020 and 2019:
 
 
Commercial
and industrial

 
Construction

 
1-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 March 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 losses
 
1,829

 
10,954

 
1,664

 
1,985

 
1,444

 
3,038

 
5,935

 
1,115

 
27,964

Recoveries of loans
previously charged-off
 
88

 

 
24

 
15

 

 
14

 

 
193

 
334

Loans charged off
 
(1,234
)
 

 
(242
)
 

 

 
(209
)
 

 
(726
)
 
(2,411
)
Initial allowance on
   loans purchased with
   deteriorated credit quality
 
11

 
11

 
107

 
3

 

 
54

 
443

 
40

 
669

Ending balance -
March 31, 2020
 
$
10,881

 
$
22,842

 
$
13,006

 
$
6,213

 
$
2,328

 
$
9,047

 
$
18,005

 
$
6,819

 
$
89,141

 
 
 
Commercial
and industrial

 
Construction

 
1-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 March 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 credit losses
 
333

 
28

 
(65
)
 
(73
)
 
(27
)
 
(121
)
 
434

 
882

 
1,391

Recoveries of loans
previously charged-off
 
12

 
1

 
13

 
25

 

 
87

 

 
224

 
362

Loans charged off
 
(179
)
 

 
(81
)
 
(32
)
 

 

 

 
(579
)
 
(871
)
Ending balance -
March 31, 2019
 
$
5,514

 
$
9,758

 
$
3,295

 
$
731

 
$
539

 
$
3,098

 
$
4,583

 
$
2,296

 
$
29,814


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

 
Construction

 
1-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

 
$

 
$
8

 
$
9

 
$

 
$
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

 
2

 
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

 
Construction

 
1-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


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 March 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 March 31, 2020
 
 
 
Term Loans
 
 
 
 
 
 
Amortized Cost Basis by Origination Year
 
 
 
 
 
 
2020
 
2019
 
2018
 
2017
 
2016
 
Prior
 
Revolving Loans Amortized Cost Basis
 
Total
Commercial and industrial
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
Pass
 
$
29,008

 
$
178,014

 
$
82,142

 
$
46,942

 
$
38,723

 
$
34,087

 
$
502,092

 
$
911,008

Watch
 

 
10,643

 
29,243

 
6,647

 
5,766

 
4,691

 
32,191

 
89,181

Substandard
 

 
2,385

 
4,649

 
1,474

 
1,386

 
3,765

 
6,636

 
20,295

Doubtful
 

 

 

 

 

 

 

 

Total
 
29,008

 
191,042

 
116,034

 
55,063

 
45,875

 
42,543

 
540,919

 
1,020,484

 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
Construction
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
Pass
 
22,601

 
180,870

 
103,731

 
59,843

 
33,080

 
81,213

 
98,582

 
579,920

Watch
 

 
529

 
825

 
10,099

 
769

 
2,877

 

 
15,099

Substandard
 

 
854

 

 
34

 

 
3,241

 
212

 
4,341

Doubtful
 

 
101

 

 

 
18

 

 

 
119

Total
 
22,601

 
182,354

 
104,556

 
69,976

 
33,867

 
87,331

 
98,794

 
599,479

 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
Residential real estate:
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1-to-4 family mortgage
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
Pass
 
46,111

 
183,701

 
149,607

 
97,244

 
68,876

 
156,697

 

 
702,236

Watch
 
325

 
3,425

 
1,195

 
2,286

 
3,921

 
13,358

 

 
24,510

Substandard
 

 
978

 
1,584

 
3,848

 
1,636

 
8,020

 

 
16,066

Doubtful
 

 

 

 
16

 
68

 
440

 

 
524

Total
 
46,436

 
188,104

 
152,386

 
103,394

 
74,501

 
178,515

 

 
743,336

 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
Residential line of credit
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
Pass
 
88

 
586

 
426

 
333

 
608

 
4,404

 
236,775

 
243,220

Watch
 

 

 

 
14

 

 

 
858

 
872

Substandard
 

 

 

 

 

 
79

 
1,836

 
1,915

Doubtful
 

 

 

 

 

 

 
520

 
520

Total
 
88

 
586

 
426

 
347

 
608

 
4,483

 
239,989

 
246,527

 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
Multi-family mortgage
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
Pass
 
18,706

 
13,848

 
6,819

 
23,602

 
2,972

 
28,629

 

 
94,576

Watch
 

 

 

 

 

 
62

 

 
62

Substandard
 

 

 

 

 

 

 

 

Doubtful
 

 

 

 

 

 

 

 

Total
 
18,706

 
13,848

 
6,819

 
23,602

 
2,972

 
28,691

 

 
94,638

 
 
2020
 
2019
 
2018
 
2017
 
2016
 
Prior
 
Revolving Loans Amortized Cost Basis
 
Total
Commercial real estate
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
Owner occupied
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
Pass
 
23,592

 
143,780

 
86,554

 
74,223

 
68,452

 
169,360

 
59,507

 
625,468

Watch
 

 
2,930

 
1,530

 
23,001

 
3,915

 
15,473

 
3,263

 
50,112

Substandard
 

 
1,804

 
321

 
982

 
60

 
6,555

 
1,241

 
10,963

Doubtful
 

 

 

 

 

 

 

 

Total
 
23,592

 
148,514

 
88,405

 
98,206

 
72,427

 
191,388

 
64,011

 
686,543

 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
Non-owner occupied
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
Pass
 
27,593

 
144,200

 
192,928

 
131,450

 
178,873

 
182,983

 
24,904

 
882,931

Watch
 

 

 
1,716

 
312

 
214

 
11,705

 
133

 
14,080

Substandard
 

 
32

 
208

 

 
385

 
13,186

 

 
13,811

Doubtful
 

 

 

 

 

 

 

 

Total
 
27,593

 
144,232

 
194,852

 
131,762

 
179,472

 
207,874

 
25,037

 
910,822

 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
Consumer and other loans
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
Pass
 
13,197

 
65,905

 
49,483

 
31,174

 
44,369

 
32,513

 
7,591

 
244,232

Watch
 

 
551

 
1,034

 
1,611

 
3,321

 
9,062

 
588

 
16,167

Substandard
 
20

 
79

 
592

 
691

 
650

 
2,036

 
352

 
4,420

Doubtful
 

 
146

 
373

 
421

 
104

 
346

 

 
1,390

Total
 
13,217

 
66,681

 
51,482

 
33,897

 
48,444

 
43,957

 
8,531

 
266,209

 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
Total Loans
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
Pass
 
180,896

 
910,904

 
671,690

 
464,811

 
435,953

 
689,886

 
929,451

 
4,283,591

Watch
 
325

 
18,078

 
35,543

 
43,970

 
17,906

 
57,228

 
37,033

 
210,083

Substandard
 
20

 
6,132

 
7,354

 
7,029

 
4,117

 
36,882

 
10,277

 
71,811

Doubtful
 

 
247

 
373

 
437

 
190

 
786

 
520

 
2,553

Total
 
$
181,241

 
$
935,361

 
$
714,960

 
$
516,247

 
$
458,166

 
$
784,782

 
$
977,281

 
$
4,568,038

 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 



The following table shows credit quality indicators by class of financing receivable at December 31, 2019.
December 31, 2019
 
Pass

 
Watch

 
Substandard

 
Total

Loans, excluding purchased credit impaired loans
 
 
 
 
 
 
 
 
Commercial and industrial
 
$
946,247

 
$
66,910

 
$
19,195

 
$
1,032,352

Construction
 
541,201

 
4,790

 
2,226

 
548,217

Residential real estate:
 
 
 
 
 
 
 
 
1-to-4 family mortgage
 
666,177

 
11,380

 
13,559

 
691,116

Residential line of credit
 
218,086

 
1,343

 
2,028

 
221,457

Multi-family mortgage
 
69,366

 
63

 

 
69,429

Commercial real estate:
 
 
 
 
 
 
 
 
Owner occupied
 
576,737

 
30,379

 
17,263

 
624,379

Non-owner occupied
 
876,670

 
24,342

 
9,535

 
910,547

Consumer and other
 
248,632

 
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 March 31, 2020 and December 31, 2019. Purchased credit impaired ("PCI") loans have historically not been 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 March 31, 2020 nonperforming disclosures.
The following table represents an analysis of the aging by class of financing receivable as of March 31, 2020:
March 31, 2020
 
30-89 days
past due

 
90 days or more
and accruing
interest

 
Non-accrual
loans

 
Loans current
on payments
and accruing
interest

 
Total

Commercial and industrial
 
$
5,015

 
$
728

 
$
3,584

 
$
1,011,157

 
$
1,020,484

Construction
 
6,770

 
183

 
1,439

 
591,087

 
599,479

Residential real estate:
 
 
 
 
 
 
 
 
 
 
1-to-4 family mortgage
 
9,569

 
3,975

 
5,153

 
724,639

 
743,336

Residential line of credit
 
450

 
652

 
600

 
244,825

 
246,527

Multi-family mortgage
 
415

 

 

 
94,223

 
94,638

Commercial real estate:
 
 
 
 
 
 
 
 
 
 
Owner occupied
 
2,008

 
1

 
1,903

 
682,631

 
686,543

Non-owner occupied
 
2,931

 
32

 
9,735

 
898,124

 
910,822

Consumer and other
 
2,852

 
888

 
2,133

 
260,336

 
266,209

Total
 
$
30,010

 
$
6,459

 
$
24,547

 
$
4,507,022

 
$
4,568,038


The following table provides the amortized cost basis of loans on non-accrual status by class of financing receivable as of March 31, 2020:
March 31, 2020
 
Beginning of period non-accrual amortized cost

 
End of period non-accrual amortized cost

 
Related allowance

 
Non-accrual with no related allowance

 
Interest income on non-accrual loans


 
 
 
 
 
 
 
 
 
 
Commercial and industrial
 
$
5,586

 
$
3,584

 
$
185

 
$
2,496

 
$
152

Construction
 
1,254

 
1,439

 
14

 
1,226

 
27

Residential real estate:
 
 
 
 
 
 
 
 
 
 
1-to-4 family mortgage
 
4,585

 
5,153

 
54

 
176

 
7

Residential line of credit
 
489

 
600

 
6

 
151

 
1

Multi-family mortgage
 

 

 

 

 

Commercial real estate:
 
 
 
 
 
 
 
 
 
 
Owner occupied
 
2,285

 
1,903

 
79

 
1,098

 
21

Non-owner occupied
 
9,460

 
9,735

 
442

 
2,339

 
19

Consumer and other
 
1,623

 
2,133

 
84

 

 

Total
 
$
25,282

 
$
24,547

 
$
864

 
$
7,486

 
$
227


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, 2019
 
30-89 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

Construction
 
1,021

 
42

 
1,087

 
2,884

 
546,067

 
551,101

Residential real estate:
 
 
 
 
 
 
 
 
 
 
 
 
1-to-4 family mortgage
 
10,738

 
3,965

 
3,332

 
19,338

 
673,081

 
710,454

Residential line of credit
 
658

 
412

 
416

 
73

 
219,971

 
221,530

Multi-family mortgage
 
63

 

 

 

 
69,366

 
69,429

Commercial real estate:
 
 
 
 
 
 
 
 
 
 
 
 
Owner occupied
 
1,375

 

 
1,793

 
5,891

 
621,211

 
630,270

Non-owner occupied
 
327

 

 
7,880

 
10,197

 
902,340

 
920,744

Consumer and other
 
2,377

 
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 recognized in conformity with ASC 310 at December 31, 2019 segregated by class, were as follows:
December 31, 2019
 
Recorded
investment

 
Unpaid
principal

 
Related
allowance

With a related allowance recorded:
 
 
 
 
 
 
Commercial and industrial
 
$
6,080

 
$
8,350

 
$
241

Construction
 

 

 

Residential real estate:
 
 
 
 
 
 
1-to-4 family mortgage
 
264

 
324

 
8

Residential line of credit
 
320

 
320

 
9

Multi-family mortgage
 

 

 

Commercial real estate:
 
 
 
 
 
 
Owner occupied
 
756

 
1,140

 
238

Non-owner occupied
 
6,706

 
6,747

 
399

Consumer and other
 

 

 

Total
 
$
14,126

 
$
16,881

 
$
895

With no related allowance recorded:
 
 
 
 
 
 
Commercial and industrial
 
$
2,946

 
$
3,074

 
$

Construction
 
2,061

 
2,499

 

Residential real estate:
 
 
 
 
 
 
1-to-4 family mortgage
 
1,083

 
1,449

 

Residential line of credit
 
259

 
280

 

Multi-family mortgage
 

 

 

Commercial real estate:
 
 
 
 
 
 
Owner occupied
 
2,237

 
2,627

 

Non-owner occupied
 
1,049

 
1,781

 

Consumer and other
 
49

 
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 months ended March 31, 2019 on impaired loans, segregated by class, were as follows:
Three months ended March 31, 2019
 
Average recorded investment

 
Interest income recognized (cash basis)

With a related allowance recorded:
 
 
 
 
Commercial and industrial
 
$
1,902

 
$
38

Construction
 

 

Residential real estate:
 
 
 
 
1-to-4 family mortgage
 
275

 
2

Residential line of credit
 

 

Multi-family mortgage
 

 

Commercial real estate:
 
 
 
 
Owner occupied
 
375

 
2

Non-owner occupied
 
5,668

 

Consumer and other
 

 

Total
 
$
8,220

 
$
42

With no related allowance recorded:
 
 
 
 
Commercial and industrial
 
1,044

 
14

Construction
 
1,221

 
48

Residential real estate:
 
 
 
 
1-to-4 family mortgage
 
656

 
8

Residential line of credit
 
425

 
2

Multi-family mortgage
 

 

Commercial real estate:
 
 
 
 
Owner occupied
 
1,957

 
28

Non-owner occupied
 
1,049

 

Consumer and other
 
72

 
2

Total
 
$
6,424

 
$
102

Total impaired loans
 
$
14,644

 
$
144


Purchased Credit Impaired Loans
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 March 31,

 
 
2019

Balance at the beginning of period
 
$
(16,587
)
Principal reductions and other reclassifications from nonaccretable difference
 
220

Accretion
 
2,183

Changes in expected cash flows
 
(630
)
Balance at end of period
 
$
(14,814
)

Included in the ending balance of the accretable yield on PCI loans at December 31, 2019, is a purchase accounting liquidity discount of $292. There is 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, is being recognized on all PCI loans. Accretion of interest income amounting to $2,183 was recognized on PCI loans during the three months ended March 31, 2019. This includes 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 $1,831 for the three months ended March 31, 2019.
Troubled Debt Restructuring (TDRs)
As of March 31, 2020 and December 31, 2019, the Company has a recorded investment in troubled debt restructurings of $11,566 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 $143 and $360 of specific reserves for those loans at March 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, $4,893 and $5,201 were classified as non-accrual loans as of March 31, 2020 and December 31, 2019, respectively.
The following tables present the financial effect of TDRs recorded during the periods indicated.
Three Months Ended March 31, 2020
 
Number of loans

 
Pre-modification outstanding recorded investment

 
Post-modification outstanding recorded investment

 
Charge offs and specific reserves

Residential real estate:
 
 
 
 
 
 
 
 
1-to-4 family mortgage
 
1

 
$
64

 
$
64

 
$

Total
 
1

 
$
64

 
$
64

 
$

Three Months Ended March 31, 2019
 
Number of loans
 
Pre-modification outstanding recorded investment

 
Post-modification outstanding recorded investment

 
Charge offs and specific reserves

Commercial and industrial
 
2
 
$
3,188

 
$
3,188

 
$

Total
 
2
 
$
3,188

 
$
3,188

 
$

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 months ended March 31, 2020 and 2019. A loan is considered to be in payment default once it is 90 days contractually past due under the modified terms.
The terms of certain other loans were modified during the years ended March 31, 2020 and 2019 that did not meet the definition of a troubled debt restructuring. 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. During the three months ended March 31, 2020, the Company executed deferrals on loans with principal balances totaling $35,461 in connection with the COVID-19 relief provided by the CARES Act. These deferrals typically ranged from sixty to ninety days and were not considered troubled debt restructurings under the interagency regulatory guidance or the CARES Act issued in March 2020.
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.
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.
 
 
March 31, 2020
 
 
 
Type of Collateral
 
 
 
 
Real Estate
 
Land
 
Farmland
 
Equipment
 
Individually assessed allowance for credit loss

Commercial and industrial
 
$

 
$

 
$

 
$
36

 
$

Construction
 

 
1,024

 

 

 

Residential real estate:
 
 
 
 
 
 
 
 
 
 
1-to-4 family mortgage
 
125

 

 

 

 

Residential line of credit
 
320

 

 

 

 
9

Multi-family mortgage
 

 

 

 

 

Commercial real estate:
 
 
 
 
 
 
 
 
 
 
Owner occupied
 
744

 

 

 

 
41

Non-owner occupied
 
2,391

 

 

 

 
81

Consumer and other
 

 

 
332

 

 

Total
 
$
3,580

 
$
1,024

 
$
332

 
$
36

 
$
131