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Loans
3 Months Ended
Mar. 31, 2017
Receivables [Abstract]  
Loans
Loans
Loan portfolio segments are defined as the level at which an entity develops and documents a systematic methodology to determine its allowance. The Corporation has two loan portfolio segments (commercial loans and consumer loans) that it uses in determining the allowance. Both quantitative and qualitative factors are used by management at the loan portfolio segment level in determining the adequacy of the allowance for the Corporation. Classes of loans are a disaggregation of an entity’s loan portfolio segments. Classes of loans are defined as a group of loans which share similar initial measurement attributes, risk characteristics, and methods for monitoring and assessing credit risk. The Corporation has six classes of loans, which are set forth below.
Commercial — Loans and lines of credit to varying types of businesses, including municipalities, school districts and nonprofit organizations, for the purpose of supporting working capital, operational needs and term financing of equipment. Repayment of such loans is generally provided through operating cash flows of the business. Commercial loans are predominately secured by equipment, inventory, accounts receivable, personal guarantees of the owner and other sources of repayment, although the Corporation may also secure commercial loans with real estate.
Commercial real estate — Loans secured by real estate occupied by the borrower for ongoing operations, non-owner occupied real estate leased to one or more tenants and vacant land that has been acquired for investment or future land development.
Real estate construction and land development — Real estate construction loans represent secured loans for the construction of business properties. Real estate construction loans often convert to a commercial real estate loan at the completion of the construction period. Land development loans represent secured development loans made to borrowers for the purpose of infrastructure improvements to vacant land to create finished marketable residential and commercial lots/land. Most land development loans are originated with the intention that the loans will be paid through the sale of developed lots/land by the developers within twelve months of the completion date. Land development loans at March 31, 2017 and December 31, 2016 were primarily comprised of loans to develop residential properties.
Residential mortgage — Loans secured by one- to four-family residential properties, generally with fixed interest rates for periods of fifteen years or less. The loan-to-value ratio at the time of origination is generally 80% or less. Residential mortgage loans with a loan-to-value ratio of more than 80% generally require private mortgage insurance.
Consumer installment — Loans to consumers primarily for the purpose of acquiring automobiles, recreational vehicles and personal watercraft and comprised primarily of indirect loans purchased from dealers. These loans consist of relatively small amounts that are spread across many individual borrowers.
Home equity — Loans and lines of credit whereby consumers utilize equity in their personal residence, generally through a second mortgage, as collateral to secure the loan.
Commercial, commercial real estate, and real estate construction and land development loans are referred to as the Corporation’s commercial loan portfolio, while residential mortgage, consumer installment and home equity loans are referred to as the Corporation’s consumer loan portfolio. A summary of the Corporation's loans follows:
(Dollars in thousands)
 
Originated
 
Acquired(1)
 
Total Loans
 
March 31, 2017
 
 
 
 
 
 
 
Commercial loan portfolio:
 
 
 
 
 
 
 
Commercial
 
$
1,989,609

 
$
1,263,999

 
$
3,253,608

 
Commercial real estate
 
2,114,540

 
1,983,231

 
4,097,771

 
Real estate construction and land development
 
327,740

 
126,071

 
453,811

 
Subtotal
 
4,431,889

 
3,373,301

 
7,805,190

 
Consumer loan portfolio:
 
 
 
 
 
 
 
Residential mortgage
 
1,594,376

 
1,539,089

 
3,133,465

 
Consumer installment
 
1,342,063

 
138,994

 
1,481,057

 
Home equity
 
591,441

 
262,239

 
853,680

 
Subtotal
 
3,527,880

 
1,940,322

 
5,468,202

 
Total loans
 
$
7,959,769

 
$
5,313,623

 
$
13,273,392

(2 
) 
December 31, 2016
 
 
 
 
 
 
 
Commercial loan portfolio:
 
 
 
 
 
 
 
Commercial
 
$
1,901,526

 
$
1,315,774

 
$
3,217,300

 
Commercial real estate
 
1,921,799

 
2,051,341

 
3,973,140

 
Real estate construction and land development
 
281,724

 
122,048

 
403,772

 
Subtotal
 
4,105,049

 
3,489,163

 
7,594,212

 
Consumer loan portfolio:
 
 
 
 
 
 
 
Residential mortgage
 
1,475,342

 
1,611,132

 
3,086,474

 
Consumer installment
 
1,282,588

 
151,296

 
1,433,884

 
Home equity
 
595,422

 
280,787

 
876,209

 
Subtotal
 
3,353,352

 
2,043,215

 
5,396,567

 
Total loans
 
$
7,458,401

 
$
5,532,378

 
$
12,990,779

(2 
) 
(1) Acquired loans are accounted for under ASC 310-30.
(2) Reported net of deferred costs totaling $15.0 million and $14.8 million at March 31, 2017 and December 31, 2016, respectively.
    
The Corporation acquired loans at fair value as of the acquisition date, which includes loan acquired in the acquisitions of Talmer, Lake Michigan Financial Corporation ("Lake Michigan"), Monarch Community Bancorp, Inc. ("Monarch"), Northwestern Bancorp, Inc. ("Northwestern") and O.A.K. Financial Corporation ("OAK"). Acquired loans are accounted for under ASC 310-30 which recognizes the expected shortfall of expected future cash flows, as compared to the contractual amount due, as nonaccretable discount. Any excess of the net present value of expected future cash flows over the acquisition date fair value is recognized as the accretable discount, or accretable yield. The accretable discount is recognized over the expected remaining life of the acquired loans on a pool basis.

Activity for the accretable yield, which includes contractually due interest for acquired loans that have been renewed or extended since the date of acquisition and continue to be accounted for in loan pools in accordance with ASC 310-30, follows:

(Dollars in thousands)
 
Talmer
 
Lake Michigan
 
Monarch
 
North-western
 
OAK
 
Total
Three Months Ended March 31, 2017
 
 
 
 
Balance at beginning of period
 
$
798,210

 
$
121,416

 
$
27,182

 
$
69,847

 
$
23,316

 
$
1,039,971

Additions (reductions)(1)
 

 
(939
)
 
54

 
(1,058
)
 
1,428

 
(515
)
Accretion recognized in interest income
 
(44,571
)
 
(7,266
)
 
(1,181
)
 
(3,892
)
 
(3,277
)
 
(60,187
)
Reclassification from nonaccretable difference
 
21,139

 

 

 

 

 
21,139

Balance at end of period
 
$
774,778

 
$
113,211

 
$
26,055

 
$
64,897

 
$
21,467

 
$
1,000,408

 
 
 
 
 
 
 
 
 
 
 
 
 
Three Months Ended March 31, 2016
 
 
 
 
 
 
 
 
 
 
 
 
Balance at beginning of period
 
$

 
$
152,999

 
$
34,558

 
$
82,623

 
$
28,077

 
$
298,257

Additions (reductions) (1)
 

 
(6,071
)
 
128

 
(2,254
)
 
1,516

 
(6,681
)
Accretion recognized in interest income
 

 
(8,953
)
 
(1,451
)
 
(4,001
)
 
(2,557
)
 
(16,962
)
Balance at end of period
 
$

 
$
137,975

 
$
33,235

 
$
76,368

 
$
27,036

 
$
274,614

(1) Represents additions of estimated contractual interest expected to be collected from acquired loans being renewed or extended, less reductions in contractual interest resulting from the early payoff of acquired loans.
As part of its ongoing assessment of the acquired loan portfolios, management has determined that the overall credit quality of the Talmer acquired loan portfolios has improved, which has resulted in an improvement in expected cash flows of certain loan pools in these acquired loan portfolios. Accordingly, management reclassified $21.1 million during the three months ended March 31, 2017 from the nonaccretable difference to the accretable yield for each of these acquired loan portfolios, which will increase amounts recognized into interest income over the estimated remaining lives of the loan pools within these portfolios.
Credit Quality Monitoring
The Corporation maintains loan policies and credit underwriting standards as part of the process of managing credit risk. These standards include making loans generally only within the Corporation’s market areas. The Corporation’s lending markets generally consist of communities throughout Michigan and additional communities located within Northeast Ohio and Northern Indiana.
The Corporation, through Chemical Bank, has a commercial loan portfolio approval process involving underwriting and individual and group loan approval authorities to consider credit quality and loss exposure at loan origination. The loans in the Corporation’s commercial loan portfolio are risk rated at origination based on the grading system set forth below. The approval authority of relationship managers is established based on experience levels, with credit decisions greater than $2.0 million requiring group loan authority approval, except for six executive and senior officers who have varying loan limits exceeding $2.0 million and up to $3.5 million. With respect to the group loan authorities, Chemical Bank has various regional loan committees that meet weekly to consider loans ranging in amounts of $2.0 million to $5.0 million, and a senior loan committee, consisting of certain executive and senior officers, that meets weekly to consider loans ranging in amounts from $5.0 million to $10.0 million, depending on risk rating and credit action required. A directors’ loan committee of Chemical Bank, consisting of eight independent members of the board of directors of Chemical Bank, the chief executive officer of Chemical Bank and the chief credit officer of Chemical Bank, meets bi-weekly to consider loans in amounts over $10.0 million, and certain loans under $10.0 million depending on a loan’s risk rating and credit action required. Loans over $25.0 million require the approval of the board of directors of Chemical Bank.
The majority of the Corporation’s consumer loan portfolio is comprised of secured loans that are relatively small. The Corporation’s consumer loan portfolio has a centralized approval process which utilizes standardized underwriting criteria. The ongoing measurement of credit quality of the consumer loan portfolio is largely done on an exception basis. If payments are made on schedule, as agreed, then no further monitoring is performed. However, if delinquency occurs, the delinquent loans are turned over to the Corporation’s collection department for resolution, resulting in repossession or foreclosure if payments are not brought current. Credit quality for the entire consumer loan portfolio is measured by the periodic delinquency rate, nonaccrual amounts and actual losses incurred.
Loans in the commercial loan portfolio tend to be larger and more complex than those in the consumer loan portfolio, and therefore, are subject to more intensive monitoring. All loans in the commercial loan portfolio have an assigned relationship manager, and most borrowers provide periodic financial and operating information that allows the relationship managers to stay abreast of credit quality during the life of the loans. The risk ratings of loans in the commercial loan portfolio are reassessed at least annually, with loans below an acceptable risk rating reassessed more frequently and reviewed by various loan committees within the Corporation at least quarterly.
The Corporation maintains a centralized independent loan review function that monitors the approval process and ongoing asset quality of the loan portfolio, including the accuracy of loan grades. The Corporation also maintains an independent appraisal review function that participates in the review of all appraisals obtained by the Corporation for loans in the commercial loan portfolio. 
Credit Quality Indicators
Commercial Loan Portfolio
Risk categories for the Corporation's commercial loan portfolio establish the credit quality of a borrower by measuring liquidity, debt capacity, coverage and payment behavior as shown in the borrower's financial statements. The risk categories also measure the quality of the borrower's management and the repayment support offered by any guarantors. Risk categories for the Corporation's commercial loan portfolio are described as follows:
Pass: Includes all loans without weaknesses or potential weaknesses identified in the categories of special mention, substandard or doubtful.
Special Mention: Loans with potential credit weakness or credit deficiency, which, if not corrected, pose an unwarranted financial risk that could weaken the loan by adversely impacting the future repayment ability of the borrower.
Substandard: Loans with a well-defined weakness, or weaknesses, such as loans to borrowers who may be experiencing losses from operations or inadequate liquidity of a degree and duration that jeopardizes the orderly repayment of the loan. Substandard loans also are distinguished by the distinct possibility of loss in the future if these weaknesses are not corrected.

Doubtful: Loans with all the characteristics of a loan classified as Substandard, with the added characteristic that credit weaknesses make collection in full highly questionable and improbable.
    
The following schedule presents the recorded investment of loans in the commercial loan portfolio by credit risk categories at March 31, 2017 and December 31, 2016:
(Dollars in thousands)
 
Pass
 
Special Mention
 
Substandard
 
Doubtful
 
Total
March 31, 2017
 
 
 
 
 
 
 
 
 
 
Originated Portfolio:
 
 
 
 
 
 
 
 
 
 
Commercial
 
$
1,902,773

 
$
34,018

 
$
52,818

 
$

 
$
1,989,609

Commercial real estate
 
2,040,155

 
37,528

 
36,856

 
1

 
2,114,540

Real estate construction and land development
 
326,942

 
719

 
79

 

 
327,740

Subtotal
 
4,269,870

 
72,265

 
89,753

 
1

 
4,431,889

Acquired Portfolio:
 
 
 
 
 
 
 
 
 
 
Commercial
 
1,171,260

 
39,079

 
53,625

 
35

 
1,263,999

Commercial real estate
 
1,841,116

 
52,038

 
89,912

 
165

 
1,983,231

Real estate construction and land development
 
122,593

 
1,887

 
1,591

 

 
126,071

Subtotal
 
3,134,969

 
93,004

 
145,128

 
200

 
3,373,301

Total
 
$
7,404,839

 
$
165,269

 
$
234,881

 
$
201

 
$
7,805,190

December 31, 2016
 
 
 
 
 
 
 
 
 
 
Originated Portfolio:
 
 
 
 
 
 
 
 
 
 
Commercial
 
$
1,803,750

 
$
44,809

 
$
51,898

 
$
1,069

 
$
1,901,526

Commercial real estate
 
1,849,315

 
36,981

 
35,502

 
1

 
1,921,799

Real estate construction and land development
 
280,968

 
157

 
599

 

 
281,724

Subtotal
 
3,934,033

 
81,947

 
87,999

 
1,070

 
4,105,049

Acquired Portfolio:
 
 
 
 
 
 
 
 
 
 
Commercial
 
1,218,848

 
46,643

 
50,283

 

 
1,315,774

Commercial real estate
 
1,897,011

 
61,441

 
92,636

 
253

 
2,051,341

Real estate construction and land development
 
117,505

 
1,982

 
2,561

 

 
122,048

Subtotal
 
3,233,364

 
110,066

 
145,480

 
253

 
3,489,163

Total
 
$
7,167,397

 
$
192,013

 
$
233,479

 
$
1,323

 
$
7,594,212


Consumer Loan Portfolio
The Corporation evaluates the credit quality of loans in the consumer loan portfolio based on the performing or nonperforming status of the loan. Loans in the consumer loan portfolio that are performing in accordance with original contractual terms and are less than 90 days past due and accruing interest are considered to be in a performing status, while those that are in nonaccrual status, contractually past due 90 days or more as to interest or principal payments are considered to be in a nonperforming status. Loans accounted for under ASC 310-30, "acquired loans", that are not performing in accordance with contractual terms are not reported as nonperforming because these loans are recorded in pools at their net realizable value based on the principal and interest the Corporation expects to collect on these loans.     
The following schedule presents the recorded investment of loans in the consumer loan portfolio based on loans in a performing status and loans in a nonperforming status at March 31, 2017 and December 31, 2016:
(Dollars in thousands)
 
Residential Mortgage
 
Consumer
Installment
 
Home Equity
 
Total
Consumer
March 31, 2017
 
 
 
 
 
 
 
 
Originated Loans:
 
 
 
 
 
 
 
 
Performing
 
$
1,587,627

 
$
1,341,308

 
$
588,728

 
$
3,517,663

Nonperforming
 
6,749

 
755

 
2,713

 
10,217

Subtotal
 
1,594,376

 
1,342,063

 
591,441

 
3,527,880

Acquired Loans
 
1,539,089

 
138,994

 
262,239

 
1,940,322

Total
 
$
3,133,465

 
$
1,481,057

 
$
853,680

 
$
5,468,202

December 31, 2016
 
 
 
 
 
 
 
 
Originated Loans:
 
 
 
 
 
 
 
 
Performing
 
$
1,468,373

 
$
1,281,709

 
$
592,071

 
$
3,342,153

Nonperforming
 
6,969

 
879

 
3,351

 
11,199

Subtotal
 
1,475,342

 
1,282,588

 
595,422

 
3,353,352

Acquired Loans
 
1,611,132

 
151,296

 
280,787

 
2,043,215

Total
 
$
3,086,474

 
$
1,433,884

 
$
876,209

 
$
5,396,567



Nonperforming Assets and Past Due Loans

Nonperforming assets consist of loans for which the accrual of interest has been discounted, other real estate owned acquired through acquisitions, other real estate owned obtained through foreclosure and other repossessed assets.
Loans are considered past due or delinquent when the contractual principal or interest due in accordance with the terms of the loan agreement or any portion thereof remains unpaid after the due date of the scheduled payments. Loans outside of those accounted for under ASC 310-30 are classified as nonaccrual when, in the opinion of management, collection of principal or interest is doubtful. The accrual of interest is discontinued when a loan is placed in nonaccrual status and any payments received reduce the carrying value of the loan. A loan may be placed back on accrual status if all contractual payments have been received and collection of future principal and interest payments are no longer doubtful. Acquired loans that are not performing in accordance with contractual terms are not reported as nonperforming because these loans are recorded in pools at their net realizable value based on the principal and interest the Corporation expects to collect on these loans.
A summary of nonperforming loans follows:
(Dollars in thousands)
 
March 31,
2017
 
December 31,
2016
Nonperforming assets
 
 
 
 
Nonaccrual loans:
 
 
 
 
Commercial
 
$
16,717

 
$
13,178

Commercial real estate
 
20,828

 
19,877

Real estate construction and land development
 
79

 
80

Residential mortgage
 
6,749

 
6,969

Consumer installment
 
755

 
879

Home equity
 
2,713

 
3,351

Total nonaccrual loans
 
47,841

 
44,334

Other real estate owned and repossessed assets
 
16,395

 
17,187

Total nonperforming assets
 
$
64,236

 
$
61,521

Accruing loans contractually past due 90 days or more as to interest or principal payments, excluding acquired loans accounted for under ASC 310-30
 
 
 
 
Commercial
 
1,823

 
11

Commercial real estate
 
700

 
277

Home equity
 
1,169

 
995

Total accruing loans contractually past due 90 days or more as to interest or principal payments, excluding acquired loans accounted for under ASC 310-30
 
$
3,692

 
$
1,283


The Corporation’s nonaccrual loans at March 31, 2017 and December 31, 2016 included $27.9 million and $30.5 million, respectively, of nonaccrual TDRs.
The Corporation had $5.1 million of residential mortgage loans that were in the process of foreclosure at March 31, 2017, compared to $7.3 million at December 31, 2016.
Loan delinquency, excluding acquired loans accounted for under ASC 310-30, was as follows:
(Dollars in thousands)
 
30-59
days
past due
 
60-89
days
past due
 
90 days or more past due
 
Total past due
 
Current
 
Total loans
 
90 days or more past due and still accruing
March 31, 2017
 
 
 
 
 
 
 
 
 
 
 
 
 
 
Originated Portfolio:
 
 
 
 
 
 
 
 
 
 
 
 
 
 
Commercial
 
$
10,603

 
$
9,411

 
$
8,661

 
$
28,675

 
$
1,960,934

 
$
1,989,609

 
$
1,823

Commercial real estate
 
9,712

 
2,625

 
6,016

 
18,353

 
2,096,187

 
2,114,540

 
700

Real estate construction and land development
 
3,495

 
1,770

 

 
5,265

 
322,475

 
327,740

 

Residential mortgage
 
12,918

 
731

 
941

 
14,590

 
1,579,786

 
1,594,376

 

Consumer installment
 
2,805

 
275

 
235

 
3,315

 
1,338,748

 
1,342,063

 

Home equity
 
3,976

 
552

 
1,536

 
6,064

 
585,377

 
591,441

 
1,169

Total
 
$
43,509

 
$
15,364

 
$
17,389

 
$
76,262

 
$
7,883,507

 
$
7,959,769

 
$
3,692

December 31, 2016
 
 
 
 
 
 
 
 
 
 
 
 
 
 
Originated Portfolio:
 
 
 
 
 
 
 
 
 
 
 
 
 
 
Commercial
 
$
10,421

 
$
4,842

 
$
3,641

 
$
18,904

 
$
1,882,622

 
$
1,901,526

 
$
11

Commercial real estate
 
6,551

 
1,589

 
5,165

 
13,305

 
1,908,494

 
1,921,799

 
277

Real estate construction and land development
 
2,721

 
499

 

 
3,220

 
278,504

 
281,724

 

Residential mortgage
 
3,147

 
62

 
1,752

 
4,961

 
1,470,381

 
1,475,342

 

Consumer installment
 
3,991

 
675

 
238

 
4,904

 
1,277,684

 
1,282,588

 

Home equity
 
3,097

 
893

 
2,349

 
6,339

 
589,083

 
595,422

 
995

Total
 
$
29,928

 
$
8,560

 
$
13,145

 
$
51,633

 
$
7,406,768

 
$
7,458,401

 
$
1,283



Impaired Loans

A loan is impaired when, based on current information and events, it is probable that the Corporation will be unable to collect all amounts due according to the contractual terms of the loan agreement. Impaired loans include nonperforming loans and all TDRs. Impaired loans are accounted for at the lower of the present value of expected cash flows or the estimated fair value of the collateral. When the present value of expected cash flows or the fair value of the collateral of an impaired loan not accounted for under ASC 310-30 is less than the amount of unpaid principal outstanding on the loan, the recorded principal balance of the loan is reduced to its carrying value through either a specific allowance for loan loss or a partial charge-off of the loan balance.
The following schedules present impaired loans by classes of loans at March 31, 2017 and December 31, 2016:
(Dollars in thousands)
 
Recorded
Investment
 
Unpaid
Principal
Balance
 
Related
Valuation
Allowance
March 31, 2017
 
 
 
 
 
 
Impaired loans with a valuation allowance:
 
 
 
 
 
 
Commercial
 
$
26,201

 
$
29,804

 
$
2,468

Commercial real estate
 
20,416

 
25,875

 
1,251

Real estate construction and land development
 
164

 
164

 
2

Residential mortgage
 
16,944

 
16,944

 
1,162

Consumer installment
 
799

 
799

 
102

Home equity
 
4,296

 
4,296

 
655

Subtotal
 
68,820

 
77,882

 
5,640

Impaired loans with no related valuation allowance:
 
 
 
 
 
 
Commercial
 
9,028

 
14,910

 

Commercial real estate
 
22,791

 
26,569

 

Real estate construction and land development
 
79

 
79

 

Residential mortgage
 
3,607

 
3,607

 

Consumer installment
 
62

 
62

 

Home equity
 
512

 
512

 

Subtotal
 
36,079

 
45,739

 

Total impaired loans:
 
 
 
 
 
 
Commercial
 
35,229

 
44,714

 
2,468

Commercial real estate
 
43,207

 
52,444

 
1,251

Real estate construction and land development
 
243

 
243

 
2

Residential mortgage
 
20,551

 
20,551

 
1,162

Consumer installment
 
861

 
861

 
102

Home equity
 
4,808

 
4,808

 
655

Total
 
$
104,899

 
$
123,621

 
$
5,640

December 31, 2016
 
 
 
 
 
 
Impaired loans with a valuation allowance:
 
 
 
 
 
 
Commercial
 
$
28,925

 
$
33,209

 
$
3,128

Commercial real estate
 
21,318

 
27,558

 
2,102

Real estate construction and land development
 
177

 
177

 
4

Residential mortgage
 
20,864

 
20,864

 
3,528

Consumer installment
 
879

 
879

 
240

Home equity
 
2,577

 
2,577

 
390

Subtotal
 
74,740

 
85,264

 
9,392

Impaired loans with no related valuation allowance:
 
 
 
 
 
 
Commercial
 
7,435

 
11,153

 

Commercial real estate
 
20,588

 
23,535

 

Real estate construction and land development
 
80

 
80

 

Residential mortgage
 
3,252

 
3,252

 

Home equity
 
774

 
774

 

Subtotal
 
32,129

 
38,794

 

Total impaired loans:
 
 
 
 
 
 
Commercial
 
36,360

 
44,362

 
3,128

Commercial real estate
 
41,906

 
51,093

 
2,102

Real estate construction and land development
 
257

 
257

 
4

Residential mortgage
 
24,116

 
24,116

 
3,528

Consumer installment
 
879

 
879

 
240

Home equity
 
3,351

 
3,351

 
390

Total
 
$
106,869

 
$
124,058

 
$
9,392


    
The following schedule presents additional information regarding impaired loans by classes of loans segregated by those requiring a valuation allowance and those not requiring a valuation allowance for the three months ended March 31, 2017 and 2016, and the respective interest income amounts recognized:
 
 
Three Months Ended March 31, 2017
 
Three Months Ended March 31, 2016
(Dollars in thousands)
 
Average
recorded
investment
 
Interest income
recognized
while on
impaired status
 
Average
recorded
investment
 
Interest income
recognized
while on
impaired status
Impaired loans with a valuation allowance:
 
 
 
 
 
 
 
 
Commercial
 
$
25,712

 
$

 
$
10,551

 
$

Commercial real estate
 
20,035

 

 
7,592

 

Real estate construction and land development
 
161

 

 

 

Residential mortgage
 
17,398

 
264

 
20,988

 
333

Consumer installment
 
780

 

 

 

Home equity
 
4,071

 

 

 

Subtotal
 
$
68,157

 
$
264

 
$
39,131

 
$
333

Impaired loans with no related valuation allowance:
 
 
 
 
 
 
 
 
Commercial
 
$
9,297

 
$
255

 
$
31,404

 
$
277

Commercial real estate
 
23,473

 
306

 
45,737

 
380

Real estate construction and land development
 
81

 
2

 
918

 
6

Residential mortgage
 
3,808

 

 
5,149

 

Consumer installment
 
215

 

 
340

 

Home equity
 
880

 

 
2,388

 

Subtotal
 
$
37,754

 
$
563

 
$
85,936

 
$
663

Total impaired loans:
 
 
 
 
 
 
 
 
Commercial
 
$
35,009

 
$
255

 
$
41,955

 
$
277

Commercial real estate
 
43,508

 
306

 
53,329

 
380

Real estate construction and land development
 
242

 
2

 
918

 
6

Residential mortgage
 
21,206

 
264

 
26,137

 
333

Consumer installment
 
995

 

 
340

 

Home equity
 
4,951

 

 
2,388

 

Total
 
$
105,911

 
$
827

 
$
125,067

 
$
996


The difference between an impaired loan’s recorded investment and the unpaid principal balance for originated loans represents a partial charge-off resulting from a confirmed loss due to the value of the collateral securing the loan being below the loan balance and management’s assessment that full collection of the loan balance is not likely.

Impaired loans included $57.1 million and $62.5 million at March 31, 2017 and December 31, 2016, respectively, of accruing TDRs.
Loans Modified Under Troubled Debt Restructurings (TDRs)
The following tables present the recorded investment of loans modified into TDRs during the three months ended March 31, 2017 and 2016 by type of concession granted. In cases where more than one type of concession was granted, the loans were categorized based on the most significant concession.
 
 
Concession type
 
 
 
 
 
 
(Dollars in thousands)
 
Principal
deferral
 
Interest
rate
 
Forbearance
agreement
 
Total
number
of loans
 
Pre-modification recorded investment
 
Post-modification recorded investment
For the three months ended March 31, 2017
 
 
 
 
 
 
 
 
 
Commercial loan portfolio:
 
 
 
 
 
 
 
 
 
 
Commercial
 
$
50

 
$
1,101

 
$
579

 
5

 
$
1,739

 
$
1,730

Commercial real estate
 
447

 
75

 

 
3

 
522

 
522

Subtotal
 
497

 
1,176

 
579

 
8

 
2,261

 
2,252

Consumer loan portfolio:
 
 
 
 
 
 
 
 
 
 
Residential mortgage
 
98

 

 

 
1

 
98

 
98

Consumer installment
 
10

 

 

 
2

 
11

 
10

Home equity
 
111

 

 

 
1

 
165

 
111

Subtotal
 
219

 

 

 
4

 
274

 
219

Total loans
 
$
716

 
$
1,176

 
$
579

 
12

 
$
2,535

 
$
2,471

For the three months ended March 31, 2016
 
 
 
 
 
 
 
 
 
Commercial loan portfolio:
 
 
 
 
 
 
 
 
 
 
Commercial
 
$
3,832

 
$

 
$

 
7

 
$
3,832

 
$
3,832

Commercial real estate
 
987

 

 

 
4

 
987

 
987

Subtotal
 
4,819

 

 

 
11

 
4,819

 
4,819

Consumer loan portfolio:
 
 
 
 
 
 
 
 
 
 
Residential mortgage
 
105

 

 

 
1

 
105

 
105

Consumer installment
 
33

 

 

 
4

 
33

 
33

Home equity
 
29

 
37

 

 
2

 
66

 
66

Subtotal
 
167

 
37

 

 
7

 
204

 
204

Total loans
 
$
4,986

 
$
37

 
$

 
18

 
$
5,023

 
$
5,023

The pre-modification and post-modification recorded investment represents amounts as of the date of loan modification. The difference between the pre-modification and post-modification recorded investment of residential mortgage TDRs represents impairment recognized by the Corporation through the provision for loan losses computed based on a loan's post-modification present value of expected future cash flows discounted at the loan's original effective interest rate.
    






    


The following schedule presents the Corporation's TDRs at March 31, 2017 and December 31, 2016:
(Dollars in thousands)
 
Accruing TDRs
 
Nonaccrual TDRs
 
Total
March 31, 2017
 
 
 
 
 
 
Commercial loan portfolio
 
$
41,055

 
$
23,842

 
$
64,897

Consumer loan portfolio
 
16,003

 
4,100

 
20,103

Total
 
$
57,058

 
$
27,942

 
$
85,000

December 31, 2016
 
 
 
 
 
 
Commercial loan portfolio
 
$
45,388

 
$
25,397

 
$
70,785

Consumer loan portfolio
 
17,147

 
5,134

 
22,281

Total
 
$
62,535

 
$
30,531

 
$
93,066


The following schedule includes TDRs for which there was a payment default during the three months ended March 31, 2017 and 2016, whereby the borrower was past due with respect to principal and/or interest for 90 days or more, and the loan became a TDR during the twelve-month period prior to the default:
 
 
Three Months Ended March 31, 2017
 
Three Months Ended March 31, 2016
(Dollars in thousands)
 
Number of loans
 
Principal balance
 
Number of loans
 
Principal balance
Commercial loan portfolio:
 
 
 
 
 
 
 
 
Commercial
 
3

 
$
620

 

 
$

Commercial real estate
 

 

 
1

 
933

Subtotal - Commercial loan portfolio
 
3

 
620

 
1

 
933

Consumer loan portfolio (residential mortgage)
 
2

 
105

 
1

 

Total
 
5

 
$
725

 
2

 
$
933


At March 31, 2017, commitments to lend additional funds to borrowers whose terms have been modified in TDRs totaled $2.7 million.
Allowance for Loan Losses
The following schedule presents, by loan portfolio segment, the changes in the allowance for the three months ended March 31, 2017 and 2016, and details regarding the balance in the allowance and the recorded investment in loans at March 31, 2017 by impairment evaluation method.
(Dollars in thousands)
 
Commercial
Loan
Portfolio
 
Consumer
Loan
Portfolio
 
Total
Changes in allowance for loan losses for the three months ended March 31, 2017:
Beginning balance
 
$
51,201

 
$
27,067

 
$
78,268

Provision for loan losses
 
4,392

 
(342
)
 
4,050

Charge-offs
 
(2,691
)
 
(2,883
)
 
(5,574
)
Recoveries
 
1,413

 
617

 
2,030

Ending balance
 
$
54,315

 
$
24,459

 
$
78,774

Changes in allowance for loan losses for the three months ended March 31, 2016:
Beginning balance
 
$
47,234

 
$
26,094

 
$
73,328

Provision for loan losses
 
1,000

 
500

 
1,500

Charge-offs
 
(3,896
)
 
(1,562
)
 
(5,458
)
Recoveries
 
330

 
618

 
948

Ending balance
 
$
44,668

 
$
25,650

 
$
70,318

Allowance for loan losses balance at March 31, 2017 attributable to:
Loans individually evaluated for impairment
 
$
3,721

 
$
1,919

 
$
5,640

Loans collectively evaluated for impairment
 
50,594

 
22,540

 
73,134

Loans acquired with deteriorated credit quality
 

 

 

Total
 
$
54,315

 
$
24,459

 
$
78,774

Recorded investment (loan balance) at March 31, 2017:
Loans individually evaluated for impairment
 
$
78,679

 
$
26,220

 
$
104,899

Loans collectively evaluated for impairment
 
4,353,210

 
3,501,660

 
7,854,870

Loans acquired with deteriorated credit quality
 
3,373,301

 
1,940,322

 
5,313,623

Total
 
$
7,805,190

 
$
5,468,202

 
$
13,273,392


The following schedule presents, by loan portfolio segment, details regarding the balance in the allowance and the recorded investment in loans at December 31, 2016 by impairment evaluation method.
(Dollars in thousands)
 
Commercial
Loan
Portfolio
 
Consumer
Loan
Portfolio
 
Total
Allowance for loan losses balance at December 31, 2016 attributable to:
 
 
Loans individually evaluated for impairment
 
$
5,234

 
$
4,158

 
$
9,392

Loans collectively evaluated for impairment
 
45,967

 
22,909

 
68,876

Loans acquired with deteriorated credit quality
 

 

 

Total
 
$
51,201

 
$
27,067

 
$
78,268

Recorded investment (loan balance) at December 31, 2016:
 
 
Loans individually evaluated for impairment
 
$
78,523

 
$
28,346

 
$
106,869

Loans collectively evaluated for impairment
 
4,026,526

 
3,325,006

 
7,351,532

Loans acquired with deteriorated credit quality
 
3,489,163

 
2,043,215

 
5,532,378

Total
 
$
7,594,212

 
$
5,396,567

 
$
12,990,779