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Loans
12 Months Ended
Dec. 31, 2016
Receivables [Abstract]  
Loans
Loans
Loans at December 31 are summarized below.

 
2016
 
2015
 
($ in Thousands)
Commercial and industrial
$
6,489,014

 
$
6,190,683

Commercial real estate — owner occupied
897,724

 
918,212

Commercial and business lending
7,386,738

 
7,108,895

Commercial real estate — investor
3,574,732

 
3,234,266

Real estate construction
1,432,497

 
1,162,145

Commercial real estate lending
5,007,229

 
4,396,411

Total commercial
12,393,967

 
11,505,306

Residential mortgage
6,332,327

 
5,783,267

Home equity
934,443

 
1,005,802

Other consumer
393,979

 
419,968

Total consumer
7,660,749

 
7,209,037

Total loans
$
20,054,716

 
$
18,714,343


The Corporation has granted loans to their directors, executive officers, or their related interests. These loans were made on substantially the same terms, including rates and collateral, as those prevailing at the time for comparable transactions with other unrelated customers, and do not involve more than a normal risk of collection. These loans to related parties are summarized below.
 
2016
 
($ in Thousands)
Balance at beginning of year
$
36,597

New loans
10,677

Repayments
(11,089
)
Change due to status of executive officers and directors
(8,596
)
Balance at end of year
$
27,589




The following table presents commercial and consumer loans by credit quality indicator at December 31, 2016.
 
Pass
 
Special Mention
 
Potential Problem
 
Nonaccrual
 
Total
 
($ in Thousands)
Commercial and industrial
$
5,937,119

 
$
141,328

 
$
227,196

 
$
183,371

 
$
6,489,014

Commercial real estate - owner occupied
805,871

 
17,785

 
64,524

 
9,544

 
897,724

Commercial and business lending
6,742,990

 
159,113

 
291,720

 
192,915

 
7,386,738

Commercial real estate - investor
3,491,217

 
14,236

 
51,228

 
18,051

 
3,574,732

Real estate construction
1,429,083

 
105

 
2,465

 
844

 
1,432,497

Commercial real estate lending
4,920,300

 
14,341

 
53,693

 
18,895

 
5,007,229

Total commercial
11,663,290

 
173,454

 
345,413

 
211,810

 
12,393,967

Residential mortgage
6,275,162

 
1,314

 
5,615

 
50,236

 
6,332,327

Home equity
919,740

 
1,588

 
114

 
13,001

 
934,443

Other consumer
393,161

 
562

 

 
256

 
393,979

Total consumer
7,588,063

 
3,464

 
5,729

 
63,493

 
7,660,749

Total loans
$
19,251,353

 
$
176,918

 
$
351,142

 
$
275,303

 
$
20,054,716

The following table presents commercial and consumer loans by credit quality indicator at December 31, 2015. 
 
Pass
 
Special Mention
 
Potential Problem
 
Nonaccrual
 
Total
 
($ in Thousands)
Commercial and industrial
$
5,522,809

 
$
341,169

 
$
233,130

 
$
93,575

 
$
6,190,683

Commercial real estate - owner occupied
835,572

 
38,885

 
35,706

 
8,049

 
918,212

Commercial and business lending
6,358,381

 
380,054

 
268,836

 
101,624

 
7,108,895

Commercial real estate - investor
3,153,703

 
45,976

 
25,944

 
8,643

 
3,234,266

Real estate construction
1,157,034

 
252

 
3,919

 
940

 
1,162,145

Commercial real estate lending
4,310,737

 
46,228

 
29,863

 
9,583

 
4,396,411

Total commercial
10,669,118

 
426,282

 
298,699

 
111,207

 
11,505,306

Residential mortgage
5,727,437

 
1,552

 
2,796

 
51,482

 
5,783,267

Home equity
988,574

 
1,762

 
222

 
15,244

 
1,005,802

Other consumer
419,087

 
556

 

 
325

 
419,968

Total consumer
7,135,098

 
3,870

 
3,018

 
67,051

 
7,209,037

Total loans
$
17,804,216

 
$
430,152

 
$
301,717

 
$
178,258

 
$
18,714,343


Factors that are important to managing overall credit quality are sound loan underwriting and administration, systematic monitoring of existing loans and commitments, effective loan review on an ongoing basis, early identification of potential problems, and appropriate allowance for loan losses, allowance for unfunded commitments, nonaccrual, and charge off policies. See Note 1 for the Corporation's accounting policy for loans.
For commercial loans, management has determined the pass credit quality indicator to include credits that exhibit acceptable financial statements, cash flow, and leverage. If any risk exists, it is mitigated by the loan structure, collateral, monitoring, or control. For consumer loans, performing loans include credits that are performing in accordance with the original contractual terms. Loans are considered past due if the required principal and interest payments have not been received as of the date such payments were due. Special mention credits have potential weaknesses that deserve management’s attention. If left uncorrected, these potential weaknesses may result in deterioration of the repayment prospects for the credit. Potential problem loans are considered inadequately protected by the current net worth and paying capacity of the obligor or the collateral pledged. These loans generally have a well-defined weakness, or weaknesses, that may jeopardize liquidation of the debt and are characterized by the distinct possibility that the Corporation will sustain some loss if the deficiencies are not corrected. Lastly, management considers a loan to be impaired when it is probable that the Corporation will be unable to collect all amounts due according to the original contractual terms of the note agreement, including both principal and interest. Management has determined that commercial and consumer loan relationships that have nonaccrual status or have had their terms restructured in a troubled debt restructuring meet this impaired loan definition. Commercial loans classified as special mention, potential problem, and nonaccrual loans are reviewed at a minimum on a quarterly basis, while pass rated credits are reviewed on an annual basis or more frequently if the loan renewal is less than one year or if otherwise warranted.
The following table presents loans by past due status at December 31, 2016.
 
Current
 
30-59 Days
Past Due
 
60-89 Days
Past Due
 
90 Days or More
Past Due (a)
 
Nonaccrual (b)
 
Total
 
($ in Thousands)
Commercial and industrial
$
6,303,994

 
$
965

 
$
448

 
$
236

 
$
183,371

 
$
6,489,014

Commercial real estate - owner occupied
886,796

 
968

 
416

 

 
9,544

 
897,724

Commercial and business lending
7,190,790

 
1,933

 
864

 
236

 
192,915

 
7,386,738

Commercial real estate - investor
3,555,750

 
431

 
500

 

 
18,051

 
3,574,732

Real estate construction
1,431,284

 
264

 
105

 

 
844

 
1,432,497

Commercial real estate lending
4,987,034

 
695

 
605

 

 
18,895

 
5,007,229

Total commercial
12,177,824

 
2,628

 
1,469

 
236

 
211,810

 
12,393,967

Residential mortgage
6,273,949

 
7,298

 
844

 

 
50,236

 
6,332,327

Home equity
915,593

 
4,265

 
1,584

 

 
13,001

 
934,443

Other consumer
389,157

 
2,471

 
718

 
1,377

 
256

 
393,979

Total consumer
7,578,699

 
14,034

 
3,146

 
1,377

 
63,493

 
7,660,749

Total loans
$
19,756,523

 
$
16,662

 
$
4,615

 
$
1,613

 
$
275,303

 
$
20,054,716

(a)
The recorded investment in loans past due 90 days or more and still accruing totaled $2 million at December 31, 2016 (the same as the reported balances for the accruing loans noted above).
(b)
Of the total nonaccrual loans, $224 million or 81% were current with respect to payment at December 31, 2016.
The following table presents loans by past due status at December 31, 2015.
 
Current
 
30-59 Days
Past Due
 
60-89 Days
Past Due
 
90 Days or More
Past Due (a)
 
Nonaccrual (b)
 
Total
 
($ in Thousands)
Commercial and industrial
$
6,095,848

 
$
602

 
$
409

 
$
249

 
$
93,575

 
$
6,190,683

Commercial real estate - owner occupied
903,021

 
7,142

 

 

 
8,049

 
918,212

Commercial and business lending
6,998,869

 
7,744

 
409

 
249

 
101,624

 
7,108,895

Commercial real estate - investor
3,225,332

 
291

 

 

 
8,643

 
3,234,266

Real estate construction
1,160,909

 
270

 
26

 

 
940

 
1,162,145

Commercial real estate lending
4,386,241

 
561

 
26

 

 
9,583

 
4,396,411

Total commercial
11,385,110

 
8,305

 
435

 
249

 
111,207

 
11,505,306

Residential mortgage
5,726,855

 
4,491

 
439

 

 
51,482

 
5,783,267

Home equity
982,639

 
6,190

 
1,729

 

 
15,244

 
1,005,802

Other consumer
416,374

 
1,195

 
675

 
1,399

 
325

 
419,968

Total consumer
7,125,868

 
11,876

 
2,843

 
1,399

 
67,051

 
7,209,037

Total loans
$
18,510,978

 
$
20,181

 
$
3,278

 
$
1,648

 
$
178,258

 
$
18,714,343

(a)
The recorded investment in loans past due 90 days or more and still accruing totaled $2 million at December 31, 2015 (the same as the reported balances for the accruing loans noted above).
(b)
Of the total nonaccrual loans, $124 million or 69% were current with respect to payment at December 31, 2015.
The following table presents impaired loans at December 31, 2016.
 
Recorded
Investment
 
Unpaid
Principal
Balance
 
Related
Allowance
 
Average
Recorded
Investment
 
Interest
Income
Recognized
 
($ in Thousands)
Loans with a related allowance
 
 
 
 
 
 
 
 
 
Commercial and industrial
$
101,770

 
$
107,813

 
$
21,617

 
$
111,211

 
$
2,512

Commercial real estate — owner occupied
6,595

 
8,641

 
295

 
7,111

 
274

Commercial and business lending
108,365

 
116,454

 
21,912

 
118,322

 
2,786

Commercial real estate — investor
27,196

 
27,677

 
3,541

 
31,142

 
2,124

Real estate construction
1,203

 
1,566

 
441

 
1,321

 
67

Commercial real estate lending
28,399

 
29,243

 
3,982

 
32,463

 
2,191

Total commercial
136,764

 
145,697

 
25,894

 
150,785

 
4,977

Residential mortgage
62,362

 
67,090

 
11,091

 
63,825

 
2,263

Home equity
20,651

 
22,805

 
9,312

 
21,825

 
1,114

Other consumer
1,235

 
1,284

 
186

 
1,294

 
29

Total consumer
84,248

 
91,179

 
20,589

 
86,944

 
3,406

Total loans
$
221,012

 
$
236,876

 
$
46,483

 
$
237,729

 
$
8,383

Loans with no related allowance
 
 
 
 
 
 
 
 
 
Commercial and industrial
$
113,485

 
$
134,863

 
$

 
$
117,980

 
$
1,519

Commercial real estate — owner occupied
8,439

 
9,266

 

 
8,759

 
138

Commercial and business lending
121,924

 
144,129

 

 
126,739

 
1,657

Commercial real estate — investor
6,144

 
6,478

 

 
7,092

 

Real estate construction

 

 

 

 

Commercial real estate lending
6,144

 
6,478

 

 
7,092

 

Total commercial
128,068

 
150,607

 

 
133,831

 
1,657

Residential mortgage
5,974

 
6,998

 

 
6,610

 
184

Home equity
106

 
107

 

 
107

 
4

Other consumer

 

 

 

 

Total consumer
6,080

 
7,105

 

 
6,717

 
188

Total loans
$
134,148

 
$
157,712

 
$

 
$
140,548

 
$
1,845

Total
 
 
 
 
 
 
 
 
 
Commercial and industrial
$
215,255

 
$
242,676

 
$
21,617

 
$
229,191

 
$
4,031

Commercial real estate — owner occupied
15,034

 
17,907

 
295

 
15,870

 
412

Commercial and business lending
230,289

 
260,583

 
21,912

 
245,061

 
4,443

Commercial real estate — investor
33,340

 
34,155

 
3,541

 
38,234

 
2,124

Real estate construction
1,203

 
1,566

 
441

 
1,321

 
67

Commercial real estate lending
34,543

 
35,721

 
3,982

 
39,555

 
2,191

Total commercial
264,832

 
296,304

 
25,894

 
284,616

 
6,634

Residential mortgage
68,336

 
74,088

 
11,091

 
70,435

 
2,447

Home equity
20,757

 
22,912

 
9,312

 
21,932

 
1,118

Other consumer
1,235

 
1,284

 
186

 
1,294

 
29

Total consumer
90,328

 
98,284

 
20,589

 
93,661

 
3,594

Total impaired loans(a)
$
355,160

 
$
394,588

 
$
46,483

 
$
378,277

 
$
10,228

(a)
The net recorded investment (defined as recorded investment, net of the related allowance) of the impaired loans represented 78% of the unpaid principal balance at December 31, 2016.
The following table presents impaired loans at December 31, 2015. 
 
Recorded
Investment
 
Unpaid
Principal
Balance
 
Related
Allowance
 
Average
Recorded
Investment
 
Interest
Income
Recognized
 
($ in Thousands)
Loans with a related allowance
 
 
 
 
 
 
 
 
 
Commercial and industrial
$
57,785

 
$
59,409

 
$
8,162

 
$
46,833

 
$
855

Commercial real estate — owner occupied
9,705

 
9,804

 
448

 
10,087

 
412

Commercial and business lending
67,490

 
69,213

 
8,610

 
56,920

 
1,267

Commercial real estate — investor
27,822

 
29,444

 
1,831

 
28,278

 
1,914

Real estate construction
1,450

 
2,154

 
453

 
1,667

 
66

Commercial real estate lending
29,272

 
31,598

 
2,284

 
29,945

 
1,980

Total commercial
96,762

 
100,811

 
10,894

 
86,865

 
3,247

Residential mortgage
66,590

 
71,084

 
12,462

 
68,183

 
2,374

Home equity
21,769

 
23,989

 
10,118

 
22,624

 
1,147

Other consumer
1,154

 
1,225

 
195

 
1,199

 
30

Total consumer
89,513

 
96,298

 
22,775

 
92,006

 
3,551

Total loans
$
186,275

 
$
197,109

 
$
33,669

 
$
178,871

 
$
6,798

Loans with no related allowance
 
 
 
 
 
 
 
 
 
Commercial and industrial
$
65,083

 
$
72,259

 
$

 
$
79,573

 
$
1,657

Commercial real estate — owner occupied
6,221

 
6,648

 

 
6,534

 
15

Commercial and business lending
71,304

 
78,907

 

 
86,107

 
1,672

Commercial real estate — investor
2,736

 
2,840

 

 
2,763

 
90

Real estate construction

 

 

 

 

Commercial real estate lending
2,736

 
2,840

 

 
2,763

 
90

Total commercial
74,040

 
81,747

 

 
88,870

 
1,762

Residential mortgage
4,762

 
5,033

 

 
4,726

 
126

Home equity
544

 
544

 

 
544

 
30

Other consumer

 

 

 

 

Total consumer
5,306

 
5,577

 

 
5,270

 
156

Total loans
$
79,346

 
$
87,324

 
$

 
$
94,140

 
$
1,918

Total
 
 
 
 
 
 
 
 
 
Commercial and industrial
$
122,868

 
$
131,668

 
$
8,162

 
$
126,406

 
$
2,512

Commercial real estate — owner occupied
15,926

 
16,452

 
448

 
16,621

 
427

Commercial and business lending
138,794

 
148,120

 
8,610

 
143,027

 
2,939

Commercial real estate — investor
30,558

 
32,284

 
1,831

 
31,041

 
2,004

Real estate construction
1,450

 
2,154

 
453

 
1,667

 
66

Commercial real estate lending
32,008

 
34,438

 
2,284

 
32,708

 
2,070

Total commercial
170,802

 
182,558

 
10,894

 
175,735

 
5,009

Residential mortgage
71,352

 
76,117

 
12,462

 
72,909

 
2,500

Home equity
22,313

 
24,533

 
10,118

 
23,168

 
1,177

Other consumer
1,154

 
1,225

 
195

 
1,199

 
30

Total consumer
94,819

 
101,875

 
22,775

 
97,276

 
3,707

Total impaired loans(a)
$
265,621

 
$
284,433

 
$
33,669

 
$
273,011

 
$
8,716

(a)
The net recorded investment (defined as recorded investment, net of the related allowance) of the impaired loans represented 82% of the unpaid principal balance at December 31, 2015.
Troubled Debt Restructurings (“Restructured Loans”):
Loans are considered restructured loans if concessions have been granted to borrowers that are experiencing financial difficulty. See Note 1 for the Corporation's accounting policy for troubled debt restructurings. As of December 31, 2016 there was approximately $7 million of commitments to lend additional funds to borrowers with restructured loans. The following table presents nonaccrual and performing restructured loans by loan portfolio.
 
December 31, 2016
December 31, 2015
December 31, 2014
 
Performing
Restructured
Loans
Nonaccrual
Restructured
Loans(a)
Performing
Restructured
Loans
Nonaccrual
Restructured
Loans(a)
Performing
Restructured
Loans
Nonaccrual
Restructured
Loans(a)
 
($ in Thousands)
Commercial and industrial
$
31,884

$
1,276

$
29,293

$
1,714

$
33,892

$
3,260

Commercial real estate — owner occupied
5,490

2,220

7,877

2,703

10,454

5,656

Commercial real estate — investor
15,289

924

21,915

3,936

23,127

15,216

Real estate construction
359

150

510

177

727

2,438

Residential mortgage
18,100

21,906

19,870

24,592

20,833

26,049

Home equity
7,756

2,877

7,069

4,522

8,209

4,838

Other consumer
979

32

829

40

974

199

   Total restructured loans
$
79,857

$
29,385

$
87,363

$
37,684

$
98,216

$
57,656

(a)
Nonaccrual restructured loans have been included within nonaccrual loans.
The following table provides the number of loans modified in a troubled debt restructuring by loan portfolio during the years ended December 31, 2016, 2015 and 2014, respectively, and the recorded investment and unpaid principal balance as of December 31, 2016, 2015 and 2014.
 
Year Ended December 31, 2016
Year Ended December 31, 2015
Year Ended December 31, 2014
 
Number
of
Loans
Recorded
Investment(a)
Unpaid
Principal
Balance(b)
Number
of
Loans
Recorded
Investment(a)
Unpaid
Principal
Balance(b)
Number
of
Loans
Recorded
Investment
(a)
Unpaid
Principal
Balance
(b)
 
($ in Thousands)
Commercial and industrial
8

$
1,509

$
1,526

12

$
2,219

$
2,900

15

$
7,681

$
7,711

Commercial real estate — owner occupied
1

116

122

5

3,694

3,901

4

1,465

1,625

Commercial real estate — investor



5

21,573

21,640

6

6,097

6,521

Real estate construction
1

65

91

4

78

79

2

15

15

Residential mortgage
63

5,535

5,792

97

10,464

10,996

163

19,675

20,454

Home equity
57

2,030

2,084

88

3,103

3,249

117

3,913

4,308

Other consumer
1

15

16




2

24

26

   Total
131

$
9,270

$
9,631

211

$
41,131

$
42,765

309

$
38,870

$
40,660

(a)
Represents post-modification outstanding recorded investment.
(b)
Represents pre-modification outstanding recorded investment.
Restructured loan modifications may include payment schedule modifications, interest rate concessions, maturity date extensions, modification of note structure (A/B Note), non-reaffirmed Chapter 7 bankruptcies, principal reduction, or some combination of these concessions. For the year ended December 31, 2016, restructured loan modifications of commercial and industrial, commercial real estate, and real estate construction loans primarily included maturity date extensions, interest rate concessions, payment schedule modifications, or a combination of these concessions. Restructured loan modifications of home equity and residential mortgage loans primarily included maturity date extensions, interest rate concessions, non-reaffirmed Chapter 7 bankruptcies, or a combination of these concessions for the year ended December 31, 2016.

The following table provides the number of loans modified in a troubled debt restructuring during the previous twelve months which subsequently defaulted during the year ended December 31, 2016, 2015 and 2014, respectively, as well as the recorded investment in these restructured loans as of December 31, 2016, 2015 and 2014, respectively.
 
Year Ended December 31, 2016
Year Ended December 31, 2015
Year Ended December 31, 2014
 
Number of
Loans
Recorded
Investment
Number of
Loans
Recorded
Investment
Number of
Loans
Recorded
Investment
 
($ in Thousands)
Commercial and industrial

$

2

$
197

1

$
52

Commercial real estate — owner occupied




3

785

Commercial real estate — investor




13

6,200

Real estate construction




1

160

Residential mortgage
44

4,102

61

6,815

80

10,032

Home equity
23

457

28

1,220

54

1,802

Other consumer
1

15



3

34

   Total
68

$
4,574

91

$
8,232

155

$
19,065


All loans modified in a troubled debt restructuring are evaluated for impairment. The nature and extent of the impairment of restructured loans, including those which have experienced a subsequent payment default, is considered in the determination of an appropriate level of the allowance for loan losses.
Allowance for Credit Losses:
The allowance for credit losses is comprised of the allowance for loan losses and the allowance for unfunded commitments. The level of the allowance for loan losses represents management’s estimate of an amount appropriate to provide for probable credit losses in the loan portfolio at the balance sheet date. See Note 1 for the Corporation's accounting policy on the allowance for loan losses.
A summary of the changes in the allowance for loan losses by portfolio segment for the year ended December 31, 2016, was as follows.
$ in Thousands
Commercial
and
industrial
Commercial
real estate
- owner
occupied
Commercial
real estate
- investor
Real estate
construction
Residential
mortgage
Home
equity
Other
consumer
Total
December 31, 2015
$
129,959

$
18,680

$
43,018

$
25,266

$
28,261

$
23,555

$
5,525

$
274,264

Charge offs
(71,016
)
(512
)
(1,504
)
(558
)
(4,332
)
(4,686
)
(3,831
)
(86,439
)
Recoveries
14,543

74

1,624

203

755

3,491

820

21,510

Net charge offs
(56,473
)
(438
)
120

(355
)
(3,577
)
(1,195
)
(3,011
)
(64,929
)
Provision for loan losses
66,640

(4,208
)
2,147

2,021

2,362

(1,996
)
2,034

69,000

December 31, 2016
$
140,126

$
14,034

$
45,285

$
26,932

$
27,046

$
20,364

$
4,548

$
278,335

Allowance for loan losses:
 
 
 
 
 
 
 
 
Individually evaluated for impairment
$
20,836

$

$
3,117

$

$
147

$
3

$

$
24,103

Collectively evaluated for impairment
119,290

14,034

42,168

26,932

26,899

20,361

4,548

254,232

Total allowance for loan losses
$
140,126

$
14,034

$
45,285

$
26,932

$
27,046

$
20,364

$
4,548

$
278,335

Loans:
 
 
 
 
 
 
 
 
Individually evaluated for impairment
$
180,965

$
8,439

$
17,322

$

$
7,033

$
650

$

$
214,409

Collectively evaluated for impairment
6,308,049

889,285

3,557,410

1,432,497

6,325,294

933,793

393,979

19,840,307

Total loans
$
6,489,014

$
897,724

$
3,574,732

$
1,432,497

$
6,332,327

$
934,443

$
393,979

$
20,054,716


For comparison purposes, a summary of the changes in the allowance for loan losses by portfolio segment for the year ended December 31, 2015, was as follows.
$ in Thousands
Commercial
and
industrial
Commercial
real estate
- owner
occupied
Commercial
real estate
- investor
Real estate
construction
Residential
mortgage
Home
equity
Other
consumer
Total
December 31, 2014
$
117,635

$
16,510

$
46,333

$
20,999

$
31,926

$
26,464

$
6,435

$
266,302

Charge offs
(27,687
)
(2,645
)
(4,645
)
(750
)
(5,636
)
(7,048
)
(3,869
)
(52,280
)
Recoveries
9,821

921

4,157

2,268

1,077

3,233

765

22,242

Net charge offs
(17,866
)
(1,724
)
(488
)
1,518

(4,559
)
(3,815
)
(3,104
)
(30,038
)
Provision for loan losses
30,190

3,894

(2,827
)
2,749

894

906

2,194

38,000

December 31, 2015
$
129,959

$
18,680

$
43,018

$
25,266

$
28,261

$
23,555

$
5,525

$
274,264

Allowance for loan losses:
 
 
 
 
 
 
 
 
Individually evaluated for impairment
$
7,522

$

$
229

$

$
166

$
46

$

$
7,963

Collectively evaluated for impairment
122,437

18,680

42,789

25,266

28,095

23,509

5,525

266,301

Total allowance for loan losses
$
129,959

$
18,680

$
43,018

$
25,266

$
28,261

$
23,555

$
5,525

$
274,264

Loans:
 
 
 
 
 
 
 
 
Individually evaluated for impairment
$
91,569

$
6,221

$
5,460

$

$
6,956

$
1,281

$

$
111,487

Collectively evaluated for impairment
6,099,114

911,991

3,228,806

1,162,145

5,776,311

1,004,521

419,968

18,602,856

Total loans
$
6,190,683

$
918,212

$
3,234,266

$
1,162,145

$
5,783,267

$
1,005,802

$
419,968

$
18,714,343


The allowance for unfunded commitments is maintained at a level believed by management to be sufficient to absorb estimated probable losses related to unfunded credit facilities (including unfunded loan commitments and letters of credit) and is included in accrued expenses and other liabilities on the consolidated balance sheets. See Note 16 for additional information on the allowance for unfunded commitments and see Note 1 for the Corporation's accounting policy for allowance for unfunded commitments. A summary of the changes in the allowance for unfunded commitments was as follows.
 
Years Ended December 31,
 
2016
 
2015
 
2014
 
($ in Thousands)
Allowance for Unfunded Commitments:
 
 
 
 
 
Balance at beginning of period
$
24,400

 
$
24,900

 
$
21,900

Provision for unfunded commitments
1,000

 
(500
)
 
3,000

Balance at end of period
$
25,400

 
$
24,400

 
$
24,900