Table 3 Summary of the statistical quality and predictability criteria for the QSPR models of logH50 in nitro compounds, obtained for splits 1–4 using TF0, TF1, TF2, and TF3.

From: Construction of reliable QSPR models for predicting the impact sensitivity of nitroenergetic compounds using correlation weights of the fragments of molecular structures

Split

Target function

Set

n

R2

CCC

IIC

CII

Q2

Q2F1

Q2F2

Q2F3

RMSE

MAE

F

\(\overline{{r_{m}^{2} }}\)

\(\Delta r_{m}^{2}\)

Y-Test

5-fold

R*m2(test)

Split 1

TF0

ActivTRN

105

0.9921

0.9960

0.9055

0.9945

0.9918

   

0.034

0.026

12,898

   

0.9918

 

Pass TRN

110

0.9901

0.9920

0.7236

0.9942

0.9897

   

0.054

0.045

10,761

   

0.9897

 

Calib

101

0.3614

0.5947

0.5636

0.7618

0.3229

0.0685

0.0677

-0.1082

0.426

0.322

56

0.2203

0.0761

 

0.3229

0.1822

Valid

88

0.5779

0.7407

0.5732

0.7795

0.5535

   

0.3524

0.2483

118

0.4342

0.2259

0.0078

0.5424

0.3213

TF1

ActivTRN

105

0.8507

0.9193

0.7474

0.9121

0.8444

   

0.149

0.115

587

   

0.8457

 

Pass TRN

110

0.8507

0.9147

0.7658

0.9250

0.8449

   

0.164

0.133

615

   

0.7336

 

Calib

101

0.6982

0.8199

0.8356

0.8357

0.6860

0.6980

0.6977

0.6406

0.243

0.197

229

0.5595

0.2504

 

0.6835

0.6847

Valid

88

0.7667

0.8747

0.8637

0.8662

0.7538

   

0.2147

0.1721

283

0.6741

0.0416

0.0094

0.7538

0.6949

TF2

ActivTRN

105

0.9692

0.9844

0.9298

0.9791

0.9681

   

0.067

0.051

3240

   

0.9681

 

Pass TRN

110

0.9692

0.9836

0.9138

0.9808

0.9679

   

0.076

0.060

3394

   

0.8529

 

Calib

101

0.7444

0.8599

0.5654

0.9168

0.7331

0.7242

0.7239

0.6718

0.232

0.194

288

0.6448

0.0555

 

0.7305

0.6725

Valid

88

0.6967

0.8293

0.8141

0.8212

0.6829

   

0.2655

0.1970

198

0.5838

0.1007

0.0090

0.6757

0.5335

TF3

ActivTRN

105

0.8192

0.9006

0.8228

0.8922

0.8126

   

0.163

0.123

467

   

0.8130

 

Pass TRN

110

0.8193

0.8923

0.8925

0.9071

0.8125

   

0.182

0.143

490

   

0.7018

 

Calib

101

0.7701

0.8457

0.8776

0.8741

0.7612

0.7564

0.7562

0.7102

0.218

0.172

332

0.5596

0.2394

 

0.7586

0.6794

Valid

88

0.7623

0.8661

0.7215

0.8644

0.7527

   

0.2135

0.1701

 

0.6634

0.1767

0.0097

0.7510

0.7518

Split2

TF0

ActivTRN

111

0.9899

0.9949

0.7580

0.9941

0.9895

   

0.041

0.032

10,680

   

0.9896

 

Pass TRN

104

0.9902

0.9714

0.6690

0.9942

0.9897

   

0.113

0.091

10,302

   

0.8694

 

Calib

100

0.2591

0.4508

0.4601

0.7265

0.1675

-1.0478

-1.0504

-1.2440

0.628

0.394

34

0.1102

0.2518

 

0.1331

-0.0156

Valid

89

0.5762

0.7224

0.7497

0.7702

0.5575

   

0.3611

0.2700

118

0.3921

0.3234

0.0152

0.5457

0.2305

TF1

ActivTRN

111

0.8018

0.8900

0.8483

0.8840

0.7954

   

0.183

0.141

441

   

0.7937

 

Pass TRN

104

0.8013

0.8780

0.5606

0.8983

0.7934

   

0.207

0.164

411

   

0.6785

 

Calib

100

0.7580

0.8511

0.8706

0.8679

0.7479

0.7461

0.7458

0.7218

0.221

0.175

307

0.2305

0.2212

 

0.7479

0.7147

Valid

89

0.7727

0.8787

0.7103

0.8732

0.7630

   

0.2023

0.1639

296

0.7147

0.0403

0.0155

0.7601

0.6600

TF2

ActivTRN

111

0.9458

0.9722

0.9213

0.9661

0.9438

   

0.096

0.073

1903

   

0.9442

 

Pass TRN

104

0.9459

0.9516

0.6410

0.9691

0.9432

   

0.143

0.111

1782

   

0.8221

 

Calib

100

0.7939

0.8849

0.6053

0.9393

0.7833

0.7858

0.7855

0.7653

0.203

0.176

377

0.7063

0.1522

 

0.7833

0.7824

Valid

89

0.7068

0.8159

0.5520

0.8496

0.6937

   

0.2795

0.2231

210

0.5339

0.2581

0.0166

0.6888

0.4048

TF3

ActivTRN

111

0.8039

0.8913

0.8193

0.8891

0.7976

   

0.182

0.141

447

   

0.7961

 

Pass TRN

104

0.8032

0.8854

0.6979

0.8911

0.7966

   

0.196

0.156

418

   

0.6734

 

Calib

100

0.8102

0.8781

0.9001

0.9071

0.8015

0.7890

0.7977

0.7786

0.197

0.159

418

0.6292

0.1967

 

0.7991

0.7275

Valid

89

0.7821

0.8815

0.6529

0.8766

0.7715

   

0.1935

0.1493

312

0.6937

0.0393

0.0151

0.7665

0.7464

Split3

TF0

ActivTRN

110

0.9915

0.9958

0.9957

0.9942

0.9913

   

0.040

0.028

12,663

   

0.9913

 

Pass TRN

105

0.9915

0.9864

0.6483

0.9952

0.9911

   

0.071

0.060

11,981

   

0.8031

 

Calib

98

0.4573

0.6547

0.6454

0.7954

0.4366

0.0984

0.0917

0.2148

0.377

0.302

81

0.3000

0.2332

 

0.4234

0.1834

Valid

91

0.4863

0.6898

0.4790

0.7535

0.4629

   

0.3677

0.2793

 

0.3397

0.1404

0.0104

0.4454

0.2695

TF1

ActivTRN

110

0.8536

0.9210

0.7700

0.9093

0.8487

   

0.167

0.127

630

   

0.8487

 

Pass TRN

105

0.8835

0.9397

0.8901

0.9281

0.8792

   

0.142

0.112

781

   

0.6904

 

Calib

98

0.6899

0.8277

0.8306

0.8314

0.6781

0.6708

0.6683

0.7133

0.228

0.171

214

0.5749

0.0779

 

0.6732

0.6139

Valid

91

0.6912

0.8162

0.5709

0.8351

0.6774

   

0.2464

0.1985

199

0.5675

0.2426

0.0130

0.6693

0.6888

TF2

ActivTRN

110

0.9645

0.9819

0.8805

0.9780

0.9631

   

0.082

0.063

2931

   

0.9634

 

Pass TRN

105

0.9693

0.9845

0.8824

0.9802

0.9679

   

0.072

0.055

3251

   

0.7799

 

Calib

98

0.8109

0.8976

0.6421

0.9414

0.8018

0.7976

0.7961

0.8238

0.179

0.151

412

0.7320

0.0408

 

0.7996

0.7524

Valid

91

0.6636

0.8094

0.7931

0.8006

0.6495

   

0.2589

0.1938

176

0.5414

0.1246

0.0133

0.6442

0.6037

TF3

ActivTRN

110

0.8574

0.9232

0.8004

0.9199

0.8524

   

0.165

0.132

649

   

0.8518

 

Pass TRN

105

0.8649

0.9291

0.8743

0.9139

0.8600

   

0.153

0.121

659

   

0.6709

 

Calib

98

0.7563

0.8680

0.8696

0.8828

0.7462

0.7435

0.7416

0.7767

0.201

0.157

298

0.6597

0.0544

 

0.7426

0.6869

Valid

91

0.7451

0.8540

0.8623

0.8677

0.7337

   

0.2204

0.1781

260

0.6368

0.2134

0.0134

0.7266

0.7435

Split4

TF0

ActivTRN

107

0.9842

0.9920

0.9737

0.9902

0.9835

   

0.052

0.040

6539

   

0.9835

 

Pass TRN

106

0.9845

0.9818

0.8919

0.9903

0.9839

   

0.076

0.061

6596

   

0.9840

 

Calib

100

0.5265

0.6987

0.7057

0.7789

0.5056

0.1887

0.1814

0.1663

0.384

0.286

109

0.3688

0.2910

 

0.3039

0.2233

Valid

91

0.4388

0.6479

0.4743

0.7723

0.4163

   

0.3708

0.3044

70

0.2893

0.1454

0.0119

0.3968

0.2166

TF1

ActivTRN

107

0.7813

0.8772

0.7754

0.8800

0.7732

   

0. 195

0.151

375

   

0.7700

 

Pass TRN

106

0.7873

0.8520

0.8232

0.8766

0.7803

   

0.206

0.167

385

   

0.7784

 

Calib

100

0.7306

0.8483

0.8547

0.8660

0.7197

0.7197

0.7172

0.7120

0.226

0.176

266

0.6240

0.1432

 

0.5285

0.6957

Valid

91

0.6688

0.8033

0.6458

08534

0.6535

   

0.2372

0.1935

180

0.5412

0.2139

0.0105

0.6500

0.6482

TF2

ActivTRN

107

0.9550

0.9770

0.9591

0.9716

0.9533

   

0.089

0.072

2226

   

0.9532

 

Pass TRN

106

0.9549

0.9654

0.9655

0.9680

0.9535

   

0.104

0.083

2201

   

0.9535

 

Calib

100

0.7442

0.8467

0.6165

0.9382

0.5417

0.6392

0.6359

0.6292

0.256

0.207

285

0.6105

0.2198

 

0.5417

0.5006

Valid

91

0.5476

0.7280

0.5929

0.7899

0.5288

   

0.3181

0.2516

108

0.4054

0.1331

0.0117

0.5188

0.3388

TF3

ActivTRN

107

0.8049

0.8919

0.7870

0.8975

0.7973

   

0.184

0.145

433

   

0.7948

 

Pass TRN

106

0.8086

0.8809

0.8193

0.8921

0.8023

   

0.191

0.155

439

   

0.8009

 

Calib

100

0.7474

0.8619

0.8645

0.7362

0.7362

0.7303

0.7279

0.7229

0.221

0.175

290

0.6487

0.0534

 

0.5434

0.6754

Valid

91

0.7170

0.8386

0.8040

0.8677

0.7042

   

0.219

0.1774

226

0.6048

0.1690

0.0107

0.7025

0.6893