Posted: August 6th, 2022

Individual Project Week 5: Predictive Analytics

 Please follow the instruction in Data Analytics–AI_Machine Learning Project to work on prediction and classification using machine learning algorithms via Orange software. Submit screenshots of all models in a word document and the completed Orange (2 files – one for FEV target and one for Smoker target) and excel files (childhood-Respiratory-Disease) (include the regression analysis for FEV as a target variable in a sheet in the same file) as an attachment through Assignment Submission. 

Project Week 5 Childhood-Respiratory-Disease.xlsx
Data

Age Height Sex Smoker FEV

11 69 Male Non 2.884

10 64 Male Non 2.328

9 57 Female Non 1.708

14 63 Male Non 3.381

11 58 Female Non 2.17

11 66.5 Male Non 3.47

15 70 Male Non 4.284

8 67.5 Female Non 1.724

7 54.5 Female Non 1.72

12 60.5 Female Non 3.058

10 57 Male Non 1.811

11 64 Male Non 2.524

9 53 Male Non 1.558

9 57 Male Non 1.895

8 61 Female Non 2.336

10 61 Female Non 2.642

6 58 Female Non 1.919

6 56 Female Non 1.415

8 58.5 Female Non 1.987

9 60 Female Non 1.942

6 53 Female Non 1.602

8 54 Male Non 1.735

14 68.5 Male Non 3.741

13 69.5 Male Non 4.336

8 58.5 Female Non 2.193

14 72 Male Non 4.842

12 71 Male Non 4.55

8 60.5 Male Non 2.118

12 63 Female Non 2.841

10 61.5 Female Non 3.166

13 63.5 Female Non 3.816

8 58 Male Non 2.258

10 62 Male Non 2.561

7 53 Male Non 1.932

11 65 Female Non 3.654

5 50 Male Non 1.472

6 53 Female Non 1.878

10 61 Male Non 2.481

11 63 Female Non 2.665

15 71 Male Current 4.506

18 66 Female Non 2.906

9 59 Male Non 2.352

9 61.5 Male Non 2.604

10 66 Male Non 3.203

5 49 Female Non 1.4

13 68 Male Non 3.549

14 66 Female Current 2.236

11 72 Male Non 3.222

10 66 Male Non 3.111

5 52.5 Female Non 1.256

4 48 Female Non 0.839

7 62.5 Male Non 2.578

11 67 Female Non 3.49

13 64 Female Non 3.147

10 60.5 Female Non 2.52

9 65 Female Non 2.988

10 63 Male Non 2.292

3 51.5 Male Non 1.404

12 64 Female Non 2.889

9 60 Male Non 2.348

10 60.5 Male Non 2.246

10 62 Male Non 1.937

5 52 Male Non 1.755

8 60 Female Non 2.98

19 72 Male Non 5.102

10 60 Male Non 2.646

11 64.5 Male Non 2.957

19 66 Female Current 3.519

11 67 Male Non 4.007

16 68 Male Current 3.688

9 60 Female Non 2.1

5 49 Female Non 1.282

11 61.5 Female Non 2.386

17 70 Male Non 4.429

9 65.5 Male Non 3

10 66 Male Non 3.251

8 60 Female Non 2.673

7 57.5 Female Non 2.093

5 52 Female Non 1.612

11 60 Female Non 2.762

11 64 Female Non 3.011

8 59 Female Non 2.175

13 68.5 Male Non 4.305

13 67 Male Non 3.906

9 59 Male Non 2.725

15 67.5 Male Non 4.279

11 67 Male Non 3.583

11 66 Female Non 3.236

8 55 Male Non 2.071

14 62.5 Male Non 3.436

11 61 Male Non 3.058

8 57 Male Non 1.547

8 57 Male Non 2.004

9 60 Female Non 3.135

10 62 Male Non 3.007

8 59 Male Non 2.42

10 66.5 Male Non 3.489

10 60 Female Non 2.864

5 51 Male Non 1.776

14 64 Female Current 3.428

13 62 Female Non 2.819

8 57 Female Non 1.931

5 50 Female Non 1.343

10 58 Female Non 2.25

9 57 Female Non 2.076

14 68.5 Male Non 4.683

7 54 Male Non 1.624

8 52.5 Female Non 1.344

10 61.5 Male Non 2.352

6 55 Male Non 1.65

11 64.5 Male Non 3.108

15 70 Male Non 4.5

13 67 Male Non 3.994

12 68.5 Male Non 4.393

13 61 Female Current 3.208

8 60.5 Male Non 2.732

5 54.5 Male Non 2.017

10 65 Male Non 2.592

13 70 Male Non 3.193

9 61.5 Female Non 2.797

11 60 Male Current 1.694

14 72 Male Current 3.957

11 59 Female Non 2.346

13 69 Male Current 4.789

9 62 Male Non 3.556

8 54.5 Male Non 1.703

6 54 Male Non 1.634

9 57 Male Non 2.57

11 67.5 Male Non 3.515

11 65.5 Female Non 2.754

9 62.5 Female Non 3.016

7 60 Female Non 2.419

4 50 Female Non 1.569

10 65.5 Male Non 2.72

8 57.5 Female Non 1.698

8 60 Male Non 2.123

11 64.5 Male Non 2.463

8 60 Female Non 2.481

6 51 Female Non 1.481

4 49 Female Non 1.577

11 62 Female Non 2.633

8 59 Male Non 1.94

6 57.5 Male Non 1.747

9 58 Male Non 2.069

7 55.5 Female Non 1.631

10 65.5 Female Non 3.048

11 67.5 Male Non 3.111

13 68 Female Non 3.745

5 52 Female Non 1.536

9 60.5 Female Non 2.56

8 57 Male Non 1.962

8 58 Female Non 2.531

12 63.5 Female Current 2.384

10 58.5 Male Non 2.094

15 64 Female Non 2.635

9 60 Male Non 2.715

9 59 Male Non 2.457

10 65.5 Female Non 3.183

9 59.5 Male Non 2.09

7 56 Male Non 1.789

5 53 Male Non 1.858

14 65 Female Current 3.074

15 66 Female Current 2.679

11 70.5 Male Non 3.977

10 63 Male Non 3.354

5 51 Male Non 1.452

9 69 Male Non 3.842

6 53 Female Non 1.719

11 63.5 Female Non 3.411

7 57 Female Non 2.111

6 53 Female Non 1.695

8 63 Male Non 2.211

10 66 Female Current 2.387

8 54.5 Male Non 1.794

7 58 Female Non 1.917

11 63 Female Non 3.171

13 67.5 Male Non 3.887

13 61.5 Female Non 2.646

10 60 Female Non 2.504

11 64.5 Male Non 3.587

11 68.5 Male Non 3.845

12 64.5 Male Non 2.971

10 61 Female Non 2.891

8 63 Female Non 2.144

7 52 Male Non 1.253

10 57 Female Non 1.823

11 62.5 Male Non 2.417

10 58 Female Non 2.175

11 62.5 Female Non 2.735

14 72.5 Male Non 4.273

13 65.5 Male Non 2.976

9 61.5 Male Non 2.659

5 52.5 Male Non 1.58

9 62 Male Non 2.126

12 69.5 Female Current 3.835

11 66.5 Male Non 4.065

11 59 Female Non 2.318

15 62 Female Current 2.198

9 61.5 Female Non 3.029

9 64.5 Male Non 2.964

7 57.5 Male Non 1.611

11 68 Male Non 3.596

19 65.5 Female Current 3.345

14 67 Female Non 3.395

12 63 Female Non 2.751

10 64.5 Female Non 2.673

8 60 Female Non 2.215

8 60 Female Non 2.388

18 64.5 Female Non 3.082

16 66.5 Female Non 3.387

12 62 Female Non 2.556

9 61 Male Non 2.196

9 58 Male Non 1.751

11 62 Female Non 2.542

10 66 Male Non 2.608

9 61.5 Male Non 2.165

7 55 Male Non 1.682

11 62 Female Non 2.354

8 55 Male Non 1.523

13 62.5 Female Current 2.599

10 57 Female Non 1.458

8 52 Female Non 1.292

7 54 Male Non 1.649

9 63 Male Non 2.588

4 47 Male Non 0.796

10 68.5 Male Non 3.795

9 60.5 Female Non 2.574

6 56 Male Non 1.979

11 59 Female Non 2.491

13 61.5 Female Non 3.06

8 58.5 Male Non 2.354

10 65 Male Non 2.545

17 67 Male Current 3.082

11 66.5 Male Non 2.993

16 63 Female Current 2.903

15 64 Female Current 3.004

10 65 Female Non 3.305

13 68 Male Current 4.756

11 67 Female Non 3.774

10 64.5 Male Non 2.855

11 70 Male Non 2.988

6 55 Male Non 1.718

7 58.5 Female Non 1.742

7 51 Female Non 1.603

11 60 Male Non 2.498

14 64 Female Non 3.169

8 59.5 Female Non 2.639

7 54 Female Non 1.829

11 62.5 Male Non 2.887

13 61 Female Non 2.704

11 64 Female Non 3.515

15 69 Male Non 5.793

7 58 Male Non 2.084

7 58 Male Non 2.22

11 65.5 Male Non 3.425

10 61 Female Non 2.287

13 65.4 Female Non 2.434

10 63.5 Female Non 2.365

13 67.5 Female Current 3.086

7 52.5 Female Non 1.473

10 66 Male Non 2.696

8 60.5 Female Non 2.341

7 54.5 Female Non 1.698

5 46.5 Female Non 1.196

8 56.5 Female Non 1.872

7 55 Male Non 2.219

9 57 Male Non 2.42

7 54.5 Female Non 1.827

7 54 Female Non 1.461

6 53 Male Non 1.338

8 57 Male Non 2.09

8 59 Female Non 1.697

8 55 Male Non 1.562

9 55.5 Female Non 2.04

12 62 Female Non 2.868

10 61.5 Female Non 2.813

7 51.5 Female Non 1.609

8 61 Female Non 2.458

15 71 Male Non 3.985

14 69 Male Current 4.309

9 63.5 Male Non 2.65

12 66 Female Non 3.255

10 66 Female Current 3.413

11 69 Male Non 4.593

18 68 Male Non 4.22

17 70.5 Male Non 4.724

8 57.5 Male Non 1.429

14 71 Male Non 4.111

12 60.5 Male Non 1.916

10 58 Male Non 1.858

8 53 Male Non 1.675

10 63 Female Current 2.975

9 56.5 Female Non 1.947

10 69 Male Non 3.35

8 54 Male Non 2.069

10 59.5 Male Non 2.901

6 52 Male Non 1.572

12 64 Male Non 2.241

13 74 Male Non 4.225

6 53 Male Non 1.348

8 61.5 Female Non 2.288

11 64.5 Female Non 3.223

12 70 Male Non 5.224

9 58.5 Male Non 1.773

5 52 Female Non 0.791

7 58 Male Non 1.905

11 67 Male Non 4.073

12 64.5 Male Non 4.08

9 61 Female Non 2.463

6 51 Male Non 1.431

11 65 Female Non 2.606

15 67 Male Non 3.731

9 62 Female Non 2.631

9 64.5 Male Non 3.114

11 62.5 Female Current 3.169

17 69 Male Current 3.406

12 68 Male Non 4.411

9 58.5 Male Non 2.135

6 52.5 Male Non 1.527

12 68.5 Male Non 3.791

8 58 Female Non 2.293

9 66 Female Non 3.042

8 63.5 Male Non 2.927

13 67.5 Male Non 3.089

11 60 Male Non 2.465

12 68 Male Current 3.343

10 65 Male Non 3.2

12 64 Male Non 2.913

8 64 Female Non 2.665

13 73 Male Non 4.877

17 62 Female Non 3.5

16 67.5 Female Non 3.674

9 58.5 Male Non 2.301

10 59 Female Non 2.358

12 70.5 Male Non 3.279

17 73 Male Non 5.633

15 64 Female Current 3.122

10 66 Male Non 2.581

12 61.5 Female Non 2.347

9 64 Male Non 2.46

10 67 Female Non 2.691

11 62.5 Female Non 2.827

9 60.5 Female Non 2.592

7 55 Female Non 1.75

10 52.5 Male Non 1.873

8 53 Male Non 1.759

6 48 Male Non 1.536

9 58.5 Female Non 2.259

9 64.5 Female Non 2.048

12 72 Male Current 3.751

15 68.5 Female Current 3.33

14 71 Female Non 2.538

9 60.5 Male Non 2.571

7 56 Male Non 2.046

8 58.5 Female Non 1.78

5 54 Female Non 1.552

8 58 Female Non 1.953

9 64.5 Male Non 2.893

10 65.5 Male Non 2.758

10 60 Female Non 3.05

6 50.5 Male Non 1.713

9 60 Female Non 2.851

6 51.5 Male Non 1.624

8 59 Male Non 2.631

5 53 Male Non 1.819

7 53 Male Non 1.658

12 60 Female Non 3.079

10 60.5 Male Non 2.201

16 62 Female Current 2.608

7 53.5 Male Non 2.158

4 52 Male Non 1.789

10 59 Male Non 1.858

9 64 Female Non 3.004

13 68 Female Current 2.216

8 63 Male Non 2.503

12 62 Female Non 3.403

12 64.5 Female Non 3.501

9 58 Female Non 1.933

11 63 Female Non 2.578

13 66 Female Current 3.078

9 58.5 Female Non 2.091

9 59.5 Female Non 2.316

5 51 Female Non 1.704

12 67 Female Current 3.186

9 57.5 Female Non 1.606

10 57 Male Non 1.665

7 47 Male Non 1.165

11 63 Female Non 2.081

11 62 Female Non 2.974

13 65 Female Current 3.297

12 68.5 Male Non 4.073

13 69 Male Non 4.448

6 55.5 Female Non 2.102

9 57 Female Non 2.32

9 61 Male Non 2.23

16 73.5 Male Non 3.645

13 71 Male Non 3.984

9 55.5 Male Non 1.716

10 58 Female Non 2.25

12 63.5 Female Non 2.752

7 53.5 Male Non 1.79

5 50 Female Non 1.146

12 66.5 Male Current 2.304

8 61.5 Female Non 2.187

14 67 Male Non 3.68

9 61.5 Male Non 2.717

7 55 Male Non 1.796

11 64 Female Current 3.102

9 58 Male Current 1.953

8 56.5 Female Non 1.335

9 57 Male Non 2.119

10 61 Female Non 2.862

6 52 Male Non 1.666

6 52.5 Male Non 1.826

13 67 Female Current 2.677

11 67.5 Female Non 3.023

8 62.5 Female Non 2.709

9 65 Male Non 2.871

5 50 Female Non 1.092

11 68 Female Non 3.681

13 66.5 Female Non 3.255

12 67 Male Non 3.692

6 57.5 Male Non 2.262

6 56.5 Male Non 2.104

10 60.5 Female Non 2.356

10 70 Male Non 4.591

12 63.5 Female Non 3.082

9 57.5 Female Non 2.166

13 65 Female Current 3.297

11 63 Female Non 3.258

7 54 Female Non 1.69

15 66.5 Male Current 3.799

9 59.5 Male Non 2.973

8 59.5 Female Non 2.145

5 58 Male Non 1.971

7 57 Female Non 2.095

10 61 Male Non 2.216

11 65.5 Male Non 3.247

11 67.5 Male Non 4.324

6 55 Female Non 1.697

9 60 Female Non 2.455

18 67 Male Current 4.086

11 61 Female Non 2.362

15 63 Female Non 2.887

7 56.5 Male Non 1.92

9 60 Male Non 2.164

16 69.5 Male Current 4.07

9 59 Female Non 2.13

11 63 Female Non 2.563

11 63.5 Male Non 3.206

8 63 Female Non 2.993

14 70 Male Non 3.585

12 71.5 Male Non 4.72

9 59 Female Non 2.529

13 65.5 Female Non 3.331

7 53 Female Non 1.726

13 74 Male Non 5.083

9 61.5 Female Non 2.442

4 48 Female Non 1.102

9 63 Female Non 2.056

5 55.5 Male Non 1.808

8 64.5 Female Non 2.305

10 68 Male Current 3.498

9 59 Female Non 1.969

12 61 Female Non 2.417

8 58.5 Female Non 1.556

10 61 Male Non 2.364

10 61 Male Non 2.341

3 46 Female Non 1.072

12 61.5 Female Current 2.759

11 67 Female Current 2.953

9 62 Male Non 2.042

8 53 Female Non 1.512

12 63 Male Non 3.231

6 49.5 Male Non 1.423

9 68 Male Non 3.681

11 67.5 Male Non 3.078

8 59.5 Male Non 1.991

11 70.5 Male Non 3.369

12 70.5 Male Non 3.529

8 55.5 Male Non 1.897

12 62 Female Non 2.866

14 62 Female Non 2.891

11 61.5 Female Non 3.022

17 70 Male Non 3.96

16 66 Male Non 4.299

10 62 Male Non 3.127

11 60.5 Female Non 2.866

12 62.5 Female Non 2.605

7 55 Female Non 1.37

6 51.5 Female Non 1.338

8 56 Male Non 2.016

13 63 Female Non 3.056

9 63 Female Non 2.639

4 48 Female Non 1.389

12 63 Female Non 2.569

7 56.5 Male Non 1.612

11 62 Female Non 2.501

8 59 Female Non 2.135

11 65.5 Male Non 3.32

8 60.5 Male Non 2.681

9 65 Female Non 3.223

11 65 Male Non 2.123

14 70 Male Non 3.78

16 66 Female Non 2.981

11 66 Male Non 3.847

13 63 Female Current 3.785

12 68 Male Non 3.924

10 59 Male Non 2.132

12 68.5 Male Non 2.752

15 63 Female Current 2.264

13 63 Female Non 2.449

10 63 Male Non 3.456

6 55 Female Non 1.796

8 55 Male Non 2.01

10 66 Female Non 3.073

6 51 Female Non 1.523

8 52.5 Male Non 1.744

9 64 Female Non 2.485

10 62 Female Non 2.688

10 68 Male Non 3.329

14 72.5 Male Non 4.271

18 70.5 Male Current 4.404

12 64 Male Non 3.53

8 59 Female Non 2.335

11 65.5 Male Non 2.928

7 53.5 Female Non 1.415

9 60.5 Male Non 2.076

11 61.5 Female Non 2.689

8 59.5 Male Non 2.435

12 57 Male Non 2.332

14 64 Female Non 2.934

7 56.5 Female Non 1.728

9 63 Female Non 2.85

8 56.5 Female Non 1.844

14 66 Male Current 2.276

15 60 Female Current 2.278

9 61.5 Female Non 1.754

6 52 Female Non 1.343

10 64.5 Male Non 3.11

8 57 Male Non 2.303

11 67 Male Non 2.894

9 63.5 Male Non 2.246

11 72 Male Current 4.637

10 65 Female Non 2.435

10 63 Female Non 2.838

8 63 Female Non 2.476

9 65 Male Non 3.239

16 72 Male Non 4.504

12 62 Female Non 3.035

12 71 Male Non 4.831

9 61.5 Male Non 2.457

8 62 Female Non 2.382

7 55 Female Non 1.64

5 51 Female Non 1.589

7 54 Male Non 2.056

11 61 Male Non 2.812

8 57 Male Non 2.226

12 65.5 Female Non 2.714

10 62 Female Non 3.086

12 65.5 Female Non 3.519

9 56 Female Non 1.886

13 70.5 Male Non 4.232

10 62 Male Non 2.77

9 61.5 Male Non 2.833

17 70 Male Non 5.638

16 72 Male Current 4.872

12 65.5 Female Non 3.341

10 65 Male Non 3.09

6 53 Male Non 1.715

8 59 Male Non 2.631

13 61 Male Non 2.531

7 56 Male Non 2.55

12 69.5 Male Non 2.822

9 59 Female Non 1.912

7 52.5 Female Non 1.877

7 52.5 Female Non 1.935

5 50 Female Non 1.539

9 59.5 Male Non 2.803

10 65 Female Current 3.038

12 65.5 Male Non 2.935

9 64 Male Non 2.923

16 67 Male Current 4.27

15 68 Male Current 3.727

10 63.5 Female Non 2.568

8 61 Female Non 2.358

11 60.5 Male Non 2.387

12 65 Male Non 2.499

8 57.5 Male Non 2.094

11 67 Male Non 4.13

18 60 Female Non 2.853

9 60 Male Non 1.855

6 55 Female Non 1.535

7 56 Male Non 2.135

5 51 Male Non 1.93

9 59.5 Female Non 2.182

5 50.5 Male Non 1.359

12 63.5 Female Non 3.001

7 57.5 Female Non 2.002

10 59.5 Female Non 3.132

13 63.5 Female Non 3.577

12 61 Female Non 3.222

11 66 Male Non 3.28

6 54 Male Non 1.699

8 57 Male Non 2.5

7 58 Female Non 2.366

11 64 Male Non 2.659

16 63 Female Current 2.795

8 60 Female Non 2.069

4 49 Female Non 1.418

8 57 Female Non 2.333

5 52 Male Non 1.514

11 62 Female Non 2.822

11 60.5 Female Non 2.14

8 52 Female Non 1.758

12 71 Male Non 4.203

7 59.5 Male Non 2.535

15 66.5 Female Non 3.211

14 64.5 Female Non 2.997

11 61 Female Current 3.12

11 62.5 Female Non 2.562

7 58 Female Non 2.564

9 64 Female Non 2.487

9 57 Female Non 1.591

8 53 Male Non 1.624

12 64.5 Female Non 3.082

9 62 Male Non 2.798

6 53 Male Non 1.691

8 56.5 Female Non 1.999

14 68 Male Non 3.806

11 68.5 Male Current 3.339

13 62 Female Current 3.152

9 57 Male Non 1.869

4 48 Male Non 1.004

11 60 Female Non 2.458

6 49.5 Male Non 1.427

7 51 Male Non 1.826

9 59.5 Female Non 2.688

8 56 Male Non 1.657

10 59.5 Male Non 2.391

13 61 Female Non 3.141

12 63 Female Non 2.579

11 67.5 Female Current 3.104

13 69 Male Current 4.045

6 54 Female Non 1.672

8 57.5 Female Non 2.015

14 68 Male Current 4.763

10 58 Male Non 2.1

7 55.5 Female Non 2.371

5 50 Male Non 2.115

8 60 Female Non 2.328

11 65 Female Current 3.069

7 57 Female Non 1.495

11 69 Male Non 2.785

Description_Data_Dictionary

ToBePredicted_Test Data FEV

Age Height Sex Smoker

11 69 Male Non

10 64 Male Non

9 57 Female Non

14 63 Male Non

ToBePredicted_Test Data Smoker

Age Height Sex FEV

11 69 Male 2.884

10 64 Male 2.328

9 57 Female 1.708

14 63 Male 3.381

FEV (forced expiratory volume) is an index of pulmonary function that measures the volume of air expelled after one second of constant effort. The data contains determinations of FEV on 654 children ages 6-22 who were seen in the Childhood Respiratory Desease Study in 1980 in East Boston, Massachusetts. The data are part of a larger study to follow the change in pulmonary function over time in children.

ID

ID number

Age

years

FEV

litres

Height

inches

Sex

Male or Female

Smoker

Non = nonsmoker, Current = current smoker

Source

Tager, I. B., Weiss, S. T., Rosner, B., and Speizer, F. E. (1979). Effect of parental cigarette smoking on pulmonary function in children. American Journal of Epidemiology, 110, 15-26.

Project Week 5 Data AnalyticsAI_Machine Learning Project

Lecture Notes INFS 6340 Week 5– Data Analytics

Dr. Murad Moqbel 1

Data Analytics – AI/Machine Learning
✓ Step 1: Define/understand purpose – predict or classify? Step 2: Obtain data (may involve random sampling)

✓ Step 3: Explore, clean, pre-process data

a. Check for missing values – Coronary Heart Disease

i. One way is to use Pivot Table – highlight age Onset and Age Range => insert menu tab => PivotTable =>

ok => drag AgeRange to rows => Drag AgeOnset twice to Values (right click and put one as minimum and

the other as maximum). Notice Blank category – see data dictionary for where it belongs to.

ii. Control A to highlight all data set => control F => find next

b. Replace/impute or delete missing values (make sure to consult with data dictionary) =>Freeze top row

c. Transform text values into numbers depending on the software you use, you will need to (i.e., MS Excel for Data

Analysis)

i. If statement is one option

ii. VLookUp or HLookUp for replacing text with numbers

1. Let’s use HLookUp for the easy one to save time such as high, medium, low.

2. Let’s use VLookUp for present vs absent (find and replace is practical here); age level, and weight

level

iii. find and replace

d. Preprocess data using Orange Data Mining Software

i. Start the orange software => close the welcome window

ii. Drag the file widget into the canvas => double click it and browse for the Heart Disease Excel file

iii. Drag the data table widget and drop it in canvas => connect file to data table => double click data table

to see content

e. Step 2: run descriptive analytics

i. Run correlation using MS Excel Data Analysis Add-in to reduce the number of variables that we want to

use to predict/classify patients with Coronary Heart Disease

ii. Create a link from file widget to a blank space and drop it and select scatter plot or distribution or any

other descriptive analytics to explore the data

iii. Remove all widgets except for file

iv. Double-click on the file widget and double-click the word feature in the cross point of role column and

coronary heart row => dropdown => select “Target” to make the target variable

✓ Step 4: Reduce the data; if supervised DM, partition it

a. Insert “Rank” widget into canvas => connect “file” widget to it. Double-click rank and see ReliefF top 5 selection

variables. If you decided to use only these top five, then you will need to go to “File” and skip the variables you do

not want to include in the model.

Lecture Notes INFS 3390 Week 6 – Data Analytics

Dr. Murad Moqbel

2

✓ Step 5&6&7: Specify task (classification, clustering, etc.); Choose the techniques – e.g., Tree or logistic regression for

classification; Linear Regression and Tree for prediction; Iterative implementation and “tuning”

a. Right-click in the canvas and type “Tree” => connect it to file

b. Right-click in canvas and type “Tree Viewer” and connect to “Tree”

c. Double click the tree viewer to see the tree => reduce the depth to 5 levels to see the whole tree

d. Save the image so that you can see the full tree

✓ Step 5: Assess results – compare models

a. Delete all widgets except for the original “File”, “Tree”, and “Logistic Regression”

b. Add the following widgets to the canvas: “Random Forest”, “Neural Network”, and “kNN” to test them as well.

c. Right-click and search for “Test & Score” widget => Connect “Tree” and “Logistic Regression”, “Random Forest”,

“Neural Network”, and “kNN” to it => double click “Test & Score” to see the scoring results. Cross validation

matrix divides the dataset into 10 subsets, 9 subsets for training the model and one subset for testing the model.

d. We look at the classification accuracy “CA” to compare the models’ performances.

✓ Step 7: Deploy best model – Testing the model with real data

a. Create a new file in canvas to read the new data to be predicted – worksheet named “ToBePredictedData”

b. Right-click and search for “Predictions” widget => connect it with the new file

c. Connect the “Tree” widget with the “Predictions” widget => double click the predictions widget to see the

prediction results

d. Right-click and search for “Logistic Regression” widget => connect it with the original (training data) file => connect

the “Logistic Regression” with “Prediction” => double-click “predictions” to compare results. The correct prediction

is supposed to be 1=1, 2=0, 3=1, 4=0. Which model has better prediction results? Decision Tree or Logistic

Regression?

Exercise: Clean the childhood-Respiratory-Disease data set and run models to predict FEV (compare Orange with MS Excel linear

regression model) and another model to classify Smoking. Test your models with the new data – “ToBePredicted_Test Data FEV” and
“ToBePredicted_Test Data Smoker” sheet.

Project Week 5 Employee data Regression example.xlsx
Employee data

Female age educ prevexp jobtime minority sibs salary

1 31 16 0 90 0 10 38,550

1 25 12 0 69 0 5 27,900

1 26 12 0 93 0 3 26,400

1 26 12 0 89 0 4 26,250

1 26 12 0 92 0 4 25,950

1 26 12 0 81 0 2 24,900

1 29 15 0 93 0 3 24,150

1 25 12 0 80 0 3 23,400

1 25 12 0 81 0 11 23,100

1 27 12 0 93 1 2 22,950

1 24 12 0 69 0 5 22,800

1 25 12 0 81 0 7 22,650

1 28 12 0 98 0 2 21,900

1 27 15 0 82 0 5 21,900

1 23 12 0 65 0 9 21,750

1 24 12 0 69 0 8 21,600

1 25 12 0 77 0 9 21,300

1 24 12 0 69 0 4 20,850

1 24 12 0 69 0 7 20,400

1 24 12 0 66 0 13 20,400

1 25 12 0 80 0 11 18,150

1 52 8 0 81 1 10 17,100

1 56 8 0 92 0 16 16,200

1 59 12 0 82 0 16 16,200

1 24 12 2 74 0 4 26,100

1 24 12 2 68 0 9 22,800

1 24 12 2 69 0 3 22,650

1 24 12 2 69 0 6 20,700

0 29 16 3 81 0 3 40,200

1 31 16 3 80 0 1 34,500

1 45 12 3 90 0 3 33,300

1 29 15 3 94 0 4 26,400

1 24 12 3 69 1 5 21,300

1 26 12 4 81 0 3 40,800

1 25 12 4 77 0 2 34,500

1 26 12 4 80 0 3 28,500

1 30 16 4 82 0 2 23,250

1 29 15 5 75 0 4 37,050

1 25 12 5 81 0 5 27,750

1 25 12 5 81 0 1 27,300

0 32 15 5 94 0 5 26,850

1 25 12 5 79 0 2 24,750

1 26 12 5 93 0 3 24,300

1 24 12 5 69 0 3 22,950

1 25 8 5 81 0 0 22,500

1 25 12 5 80 0 9 22,350

1 26 12 5 92 1 6 22,050

1 25 12 5 80 0 13 19,650

0 36 20 6 89 0 5 59,375

0 29 15 6 67 0 3 35,250

1 29 15 6 78 0 5 32,550

1 26 12 6 92 0 4 28,500

1 26 12 6 93 0 4 27,600

1 26 8 6 92 0 9 24,000

1 41 12 6 76 0 5 22,050

0 32 19 7 93 0 0 78,125

1 29 16 7 90 0 1 37,800

0 26 12 7 78 1 11 31,500

1 38 15 7 76 0 3 25,500

1 25 15 7 69 0 2 24,150

1 25 12 7 73 0 2 22,200

1 26 12 7 83 1 11 19,200

0 33 19 8 92 0 4 68,750

1 32 16 8 93 0 8 34,800

1 27 8 8 93 1 7 25,050

1 25 12 8 79 0 3 24,450

1 26 12 8 80 0 1 24,300

1 25 12 8 80 0 13 19,950

0 31 17 9 83 0 9 67,500

0 30 19 9 68 0 5 61,250

1 25 8 9 81 0 2 27,450

0 25 12 9 81 1 5 25,500

1 25 12 9 81 0 9 22,050

1 26 12 9 83 1 7 20,400

1 25 12 9 63 0 10 17,000

0 32 19 10 92 0 3 72,500

0 26 15 10 65 0 4 31,650

1 26 12 10 93 0 7 22,950

1 28 16 11 71 0 2 58,125

1 30 16 11 93 0 11 54,000

1 28 16 11 68 0 2 43,500

1 29 12 11 82 0 8 33,900

1 27 15 11 93 0 3 29,250

1 30 12 11 87 1 7 27,750

1 27 12 11 87 1 3 26,550

1 25 12 11 81 0 8 25,500

1 26 12 11 81 0 13 19,650

0 30 16 12 79 0 2 83,750

0 29 16 12 79 0 1 56,500

0 28 15 12 76 0 11 43,410

1 31 16 12 71 0 3 36,600

0 25 12 12 77 1 1 27,750

1 25 12 12 69 0 9 24,450

0 32 19 13 81 0 2 75,000

0 31 16 13 84 0 6 58,750

1 25 12 13 81 0 5 23,100

0 27 15 14 96 0 4 31,050

1 32 16 15 73 0 4 56,750

0 27 15 15 70 0 2 29,400

0 26 14 15 71 0 3 28,050

0 32 15 16 90 0 6 30,300

1 25 12 16 83 0 3 24,000

0 29 17 17 68 0 3 60,000

1 31 16 17 97 0 6 38,850

1 24 8 17 69 0 10 29,100

0 29 19 18 65 0 3 90,625

0 33 17 18 96 0 1 81,250

0 28 15 18 91 0 5 31,650

1 28 12 18 72 0 3 28,800

1 27 12 18 87 0 2 26,700

1 25 12 18 81 0 4 26,700

0 29 12 18 76 1 4 26,700

1 25 12 18 80 0 7 23,400

0 28 16 19 65 0 2 70,000

1 32 16 19 86 0 5 46,875

0 30 16 19 65 0 8 43,650

1 32 16 19 85 0 2 35,700

1 28 15 19 81 0 4 28,200

0 31 16 20 86 0 2 52,650

0 29 16 20 78 0 3 40,350

1 27 16 20 64 0 3 32,850

0 25 15 20 65 0 2 28,500

1 25 12 20 69 0 12 23,850

0 31 19 21 68 0 1 36,000

1 33 16 22 93 0 0 51,000

0 32 16 22 93 0 1 48,000

0 30 16 22 77 0 3 44,875

1 29 15 22 90 0 6 32,550

0 32 15 22 89 0 2 31,500

1 28 12 22 76 0 3 29,160

1 26 15 22 73 0 9 22,950

0 38 19 23 91 0 2 91,250

1 61 15 23 96 1 11 19,200

0 29 12 24 97 0 12 40,800

1 28 15 24 86 0 2 33,300

1 29 15 24 86 0 12 29,400

0 29 15 24 78 0 8 25,050

1 25 12 24 65 0 11 22,500

0 25 8 24 80 0 2 21,300

1 26 12 24 92 0 13 20,100

0 28 15 25 86 0 1 30,900

0 26 12 25 78 0 6 26,700

0 30 17 26 78 0 2 65,000

0 29 19 26 65 0 5 61,875

1 30 16 26 75 0 1 33,000

1 26 12 26 66 0 3 29,700

0 28 8 26 98 1 10 28,350

1 29 12 26 88 0 7 22,350

0 32 19 27 64 0 3 47,550

0 32 15 27 93 0 1 41,100

0 30 18 29 80 0 2 68,125

0 29 12 29 85 1 9 25,200

0 30 18 30 79 0 3 66,875

1 26 12 30 72 0 4 29,400

0 33 17 32 93 0 2 55,000

1 28 15 32 88 0 2 35,550

1 28 12 32 73 0 1 27,900

0 28 15 32 64 1 5 26,400

0 31 12 32 82 0 4 25,350

1 28 12 32 75 1 2 24,450

0 30 15 33 84 0 1 37,500

0 30 15 34 82 0 2 80,000

0 34 16 34 93 0 8 56,550

1 27 12 34 88 0 6 28,500

0 34 15 34 98 1 1 27,750

0 31 19 35 78 0 5 68,125

0 30 16 35 93 0 4 46,000

1 61 8 35 84 0 5 29,100

1 28 16 36 64 0 3 55,750

0 31 16 36 93 0 3 45,250

0 36 16 36 98 0 10 40,200

0 27 15 36 67 0 3 37,800

0 33 15 36 94 1 2 28,050

1 38 12 36 84 1 8 26,400

0 30 8 36 94 1 6 22,500

0 29 12 37 86 1 7 25,500

0 35 17 38 89 0 3 68,750

0 28 15 38 79 0 4 40,200

0 30 12 38 88 1 2 26,700

0 30 12 38 86 1 4 26,550

0 30 15 38 77 0 5 26,250

0 28 15 41 77 0 2 30,750

0 28 12 41 70 0 6 27,450

1 28 12 41 84 1 7 24,750

0 30 8 41 93 0 9 21,900

0 32 15 42 92 0 5 25,950

0 31 15 43 96 0 11 32,550

1 56 8 43 74 0 15 15,900

0 34 16 44 91 0 4 60,625

0 33 15 44 81 0 1 50,550

1 44 12 44 92 0 1 24,600

0 33 19 45 78 0 3 73,500

0 30 16 45 74 0 7 47,250

0 28 15 46 63 0 2 39,150

0 34 16 46 96 1 12 36,000

0 29 15 46 67 0 4 31,200

0 30 12 46 95 0 3 23,250

0 31 18 47 91 0 4 78,250

0 31 15 47 83 0 8 39,600

0 27 12 47 66 0 3 33,540

1 28 15 47 67 0 3 31,350

0 31 14 47 79 1 4 27,900

1 28 12 47 78 0 8 24,600

0 31 16 48 93 0 2 53,125

0 32 15 48 97 0 7 46,000

0 32 12 48 94 0 2 35,550

1 30 12 48 90 0 3 31,650

0 30 15 48 70 0 3 29,850

0 28 15 48 72 0 2 28,350

0 30 12 48 78 0 3 26,850

1 54 12 48 97 0 3 26,250

1 52 8 48 82 0 8 22,350

0 32 15 49 83 0 4 54,900

0 32 15 49 96 1 1 31,350

0 30 12 49 91 1 4 30,450

1 50 15 49 72 0 2 23,550

0 35 18 50 66 0 2 86,250

0 31 8 50 95 0 4 29,250

0 30 12 50 83 0 4 29,100

1 49 15 51 78 1 5 25,800

1 31 15 51 82 0 4 25,650

1 31 8 52 96 0 7 31,350

0 34 15 52 77 1 8 27,750

0 31 15 52 81 0 4 26,550

1 33 12 52 96 1 2 23,550

0 29 15 53 84 0 2 38,850

0 31 14 53 78 0 9 25,950

0 35 19 54 65 0 1 75,000

0 31 15 54 87 1 5 35,250

0 33 15 54 96 0 2 31,200

1 58 15 54 90 0 11 18,750

0 38 16 55 66 0 3 34,950

0 29 15 55 68 0 1 30,300

0 31 15 55 79 0 3 27,750

1 31 12 55 90 0 2 25,200

0 40 18 56 94 0 3 73,750

0 30 12 56 66 0 1 30,750

0 31 15 56 87 1 8 26,700

0 28 15 56 70 0 5 25,350

1 53 12 56 72 0 13 19,950

1 30 15 57 64 0 6 25,200

0 30 15 58 67 1 1 31,950

0 34 16 59 94 0 4 60,000

0 31 14 59 91 0 8 39,900

1 34 12 59 85 1 9 24,000

0 33 16 60 86 0 2 45,625

0 33 14 60 90 0 3 37,800

0 33 16 61 76 0 3 48,750

1 35 15 61 88 1 7 26,550

0 31 19 62 81 0 2 55,500

0 31 15 63 77 0 3 34,500

1 43 12 63 77 0 6 22,500

0 29 15 64 83 1 0 38,400

0 30 15 64 66 0 1 32,400

0 33 15 64 92 0 1 31,650

1 31 12 64 77 0 0 25,650

0 32 12 66 97 0 5 27,300

0 33 17 67 70 1 4 78,500

0 36 15 67 98 0 7 32,100

0 35 19 68 91 0 2 97,000

0 33 15 68 96 0 2 42,000

0 30 15 68 67 0 0 29,400

1 33 12 68 72 1 4 24,750

0 36 16 69 83 0 3 51,250

0 34 15 69 83 0 7 33,150

1 32 12 69 85 0 5 28,500

0 30 12 69 64 1 2 26,250

0 38 16 70 97 0 1 103,750

0 31 15 70 68 1 1 31,950

1 51 8 70 79 0 4 20,850

0 34 15 72 84 0 7 39,300

0 31 12 72 73 0 5 35,700

0 30 15 72 82 0 4 30,150

1 62 12 72 86 0 11 18,150

1 56 12 72 85 0 11 17,100

0 29 19 74 69 0 6 65,000

0 36 18 74 75 0 7 62,500

0 37 19 75 67 0 1 70,000

0 32 12 75 87 0 1 27,600

1 29 15 75 97 1 4 24,000

1 60 8 75 83 0 13 19,800

1 59 8 76 76 0 7 16,800

0 31 15 78 94 0 1 33,900

0 31 15 78 67 0 2 27,150

1 31 16 79 65 0 6 34,410

1 41 15 79 86 1 4 29,850

0 30 15 80 66 0 3 40,350

0 29 12 80 66 0 2 30,270

0 35 19 81 69 0 3 66,875

1 33 16 81 81 0 4 54,375

1 53 12 82 70 0 5 21,000

0 30 12 83 96 0 1 36,150

0 33 15 83 72 0 5 25,950

1 34 12 83 91 0 4 25,200

0 31 15 84 66 1 0 28,050

0 33 15 85 90 0 2 33,450

0 31 12 85 82 0 4 29,850

0 33 15 86 66 1 1 49,000

0 35 15 87 89 0 2 27,000

0 34 15 90 95 0 7 35,100

1 56 12 90 76 0 3 22,500

1 63 8 90 88 0 13 20,100

0 35 15 91 83 0 1 27,300

0 36 15 93 94 0 0 34,800

0 31 12 94 79 0 2 33,900

0 40 19 96 96 0 3 60,375

1 46 8 96 66 0 1 24,150

0 52 8 97 67 1 2 26,250

1 47 12 97 82 0 2 24,000

0 38 19 99 67 1 3 66,250

1 29 16 100 79 0 12 43,000

1 33 12 100 66 0 9 24,450

1 55 12 101 85 1 2 27,450

0 35 12 102 94 1 0 30,900

1 56 8 102 70 0 9 19,650

0 32 12 103 97 0 4 42,300

0 34 16 105 78 1 5 26,550

0 32 12 106 64 0 12 33,900

1 55 12 107 88 0 2 24,450

0 43 15 108 83 1 4 28,950

1 64 12 108 91 0 3 21,000

0 35 14 110 69 0 1 30,150

0 40 12 113 96 1 3 29,100

0 38 15 114 98 0 3 36,000

1 48 15 115 98 0 1 27,900

1 47 12 116 72 1 11 17,400

1 46 12 117 74 1 7 24,450

0 40 19 120 96 0 1 110,625

0 42 16 120 67 1 2 33,300

0 34 12 120 94 0 5 27,000

0 35 12 120 70 1 2 24,000

1 41 12 121 69 1 3 24,300

1 45 15 122 66 0 6 23,850

1 43 16 123 87 1 2 25,050

1 61 12 124 97 1 7 16,950

0 42 18 125 75 0 5 55,000

0 40 16 126 87 0 1 42,300

1 38 12 127 70 1 6 20,850

0 36 16 128 66 1 0 100,000

0 40 19 129 65 0 6 55,000

0 35 12 130 92 0 6 24,150

1 55 12 132 73 0 2 37,650

0 35 15 132 75 0 6 27,300

0 36 15 133 78 0 0 40,050

1 50 12 133 69 1 11 19,650

0 44 20 134 85 0 3 69,250

1 45 15 137 98 1 1 35,100

0 39 15 138 98 0 4 45,000

0 40 16 138 72 1 1 35,700

1 56 12 139 63 0 9 21,450

1 44 16 143 98 0 0 30,300

0 40 12 143 87 0 4 25,800

0 42 15 144 98 0 8 57,000

0 38 8 144 92 1 2 30,000

0 36 8 144 76 1 3 29,550

0 40 18 149 78 0 1 51,450

0 45 16 149 82 0 8 34,620

0 41 16 150 73 0 1 103,500

0 43 16 150 86 0 3 66,000

0 39 12 150 83 0 4 29,340

0 42 15 151 91 1 4 28,350

1 48 12 154 73 1 7 20,550

0 39 12 155 73 1 6 31,200

0 33 8 155 68 1 4 30,300

0 42 19 156 81 0 1 70,875

1 52 12 156 86 0 3 21,900

1 60 8 159 73 0 8 21,150

1 54 12 163 87 0 9 20,850

1 61 12 163 66 1 16 16,350

1 53 15 165 95 0 9 22,350

0 41 17 168 92 1 2 40,200

1 51 12 169 72 1 2 26,100

0 56 8 171 85 0 13 26,250

1 52 15 171 97 1 7 21,150

0 38 12 173 90 1 5 27,450

1 50 8 173 65 0 4 21,600

0 60 8 174 69 0 7 28,500

0 45 19 175 96 0 1 92,000

0 41 12 175 89 0 1 27,300

0 39 15 176 78 0 4 38,700

0 45 12 180 84 1 13 19,650

1 63 12 180 68 0 12 16,200

1 52 12 181 67 0 8 20,850

0 43 18 182 88 1 3 43,950

1 62 8 184 72 0 11 17,700

1 47 8 190 98 0 11 21,900

0 43 15 191 90 1 4 24,300

1 61 15 192 93 0 7 33,900

0 48 17 192 70 1 4 27,000

1 47 12 193 93 1 5 24,750

1 46 8 194 72 1 2 21,450

1 58 12 196 67 0 1 22,200

1 46 12 198 64 0 8 23,400

0 51 19 199 96 0 0 135,000

0 43 19 199 80 0 3 61,875

1 62 12 205 90 0 2 31,500

0 46 17 207 93 0 2 82,500

1 60 12 208 84 0 6 34,500

0 44 12 209 90 1 4 30,750

1 52 12 209 78 0 2 23,400

0 41 12 210 65 0 4 28,800

1 48 16 214 84 1 4 23,100

0 45 15 216 83 1 6 30,600

0 45 12 216 70 0 1 22,500

0 46 19 221 80 0 4 52,125

1 56 12 228 95 0 6 30,000

1 50 12 228 73 0 6 23,100

1 65 8 228 66 0 6 21,600

1 51 12 228 85 1 11 18,450

1 48 12 229 90 1 13 19,650

1 56 15 231 84 1 2 27,150

1 44 12 240 84 0 5 36,000

0 47 12 240 94 0 3 30,750

0 46 12 240 91 1 2 30,750

1 60 15 241 65 0 10 20,700

1 48 12 244 98 0 3 24,000

0 49 8 246 79 1 0 34,500

0 47 12 252 88 0 0 30,900

0 50 16 258 83 0 4 66,750

0 47 15 261 79 0 17 28,650

0 57 21 264 88 0 7 65,000

0 49 16 264 77 0 1 50,000

0 61 8 264 66 0 4 26,250

1 59 15 265 82 0 2 27,750

1 52 12 271 72 1 7 16,950

0 49 12 272 74 1 3 59,400

0 58 12 272 80 1 3 22,350

0 56 12 281 78 1 6 35,250

1 51 8 281 74 0 9 23,700

0 51 12 284 83 0 2 33,750

1 52 16 285 89 0 2 41,550

1 63 12 288 84 0 12 16,500

0 49 8 302 83 1 4 30,750

0 48 8 305 67 1 13 30,000

0 56 12 307 95 0 7 30,750

0 53 12 314 91 1 1 30,750

0 54 12 315 97 1 2 21,750

0 53 12 317 77 0 2 30,750

1 60 8 318 74 0 4 21,750

1 57 8 319 72 0 12 16,950

0 55 8 320 78 1 3 22,350

0 55 12 324 88 0 9 22,200

0 64 15 338 65 0 5 24,450

1 52 8 344 68 0 3 25,200

0 64 12 348 69 0 1 30,000

0 58 15 359 88 1 12 23,700

0 64 12 367 86 1 5 26,700

0 60 15 371 82 1 7 22,500

0 59 15 372 70 0 2 21,300

1 56 17 375 73 0 4 29,100

0 64 8 380 84 0 4 30,750

1 65 12 381 98 0 5 21,450

0 57 12 385 76 0 5 22,050

0 60 12 387 78 0 2 35,250

1 58 8 390 81 0 11 17,400

0 64 8 408 74 0 1 31,950

1 63 8 412 88 0 7 16,650

0 64 8 429 78 0 1 30,750

0 61 8 432 92 1 1 30,750

0 59 8 438 85 0 1 31,950

0 38 12 444 94 0 9 25,050

0 65 8 451 81 0 5 30,750

0 62 12 460 80 0 7 30,600

0 62 8 476 78 0 9 24,000

ToBePredicted

Female age educ prevexp jobtime minority sibs

0 32 15 49 83 0 4

1 33 16 81 81 0 4

1 30 16 11 93 0 11

0 31 16 48 93 0 2

Project Week 5 Heart Disease.xlsx
HeartDisease

BloodPressureLvL SystolicBloodP TobaccoIntakeLvL TobaccoIntake_kg CholesterolLvL LDLChilesterol Adiposity FamilyHistory StressLvlA StressA ObesityLvL BMI_Obesity AlcoholIntakeLvL AlcoholCons AgeRange AgeOnset CoronaryHeart

high 160 high 12 medium 5.73 23.11 Present medium 49 overweight 25.3 high 97.2 middle aged 52 Present

low 118 low 0.08 medium 3.48 32.28 Present medium 52 overweight 29.14 medium 3.81 middle aged 46 Absent

medium 134 high 13.6 medium 3.5 27.78 Present high 60 overweight 25.99 high 57.34 middle aged 49 Present

medium 132 high 6.2 high 6.47 36.21 Present high 62 clinically obese 30.77 medium 14.14 middle aged 45 Absent

medium 142 medium 4.05 medium 3.38 16.2 Absent medium 59 Healthy 20.81 medium 2.62 middle aged 38 Absent

low 114 low 0 medium 3.83 19.4 Present medium 49 Healthy 24.86 medium 2.49 middle aged 29 Absent

medium 132 low 0 high 5.8 30.96 Present high 69 clinically obese 30.11 low 0 middle aged 53 Present

medium 134 high 14.1 medium 4.44 22.39 Present high 65 Healthy 23.09 low 0 middle aged 40 Present

low 112 high 9.65 low 2.29 17.2 Present medium 54 Healthy 23.53 medium 0.68 middle aged 53 Absent

low 117 medium 1.53 low 2.44 28.95 Present low 35 overweight 25.89 high 30.03 middle aged 46 Absent

low 120 high 7.5 high 15.33 22 Absent high 60 overweight 25.31 high 34.49 middle aged 49 Absent

medium 146 high 10.5 high 8.29 35.36 Present high 78 clinically obese 32.73 medium 13.89 middle aged 53 Present

medium 132 high 7.9 low 2.85 26.5 Present medium 51 overweight 26.16 high 25.71 middle aged 44 Absent

high 150 low 0.3 high 6.38 33.99 Present high 62 Healthy 24.64 low 0 middle aged 50 Absent

medium 142 high 18.2 medium 4.34 24.38 Absent high 61 overweight 26.19 low 0 middle aged 50 Absent

low 124 medium 4 high 12.42 31.29 Present medium 54 Healthy 23.23 medium 2.06 middle aged 42 Present

low 118 high 6 high 9.65 33.91 Absent high 60 clinically obese 38.8 low 0 middle aged 48 Absent

medium 136 medium 2.52 medium 3.95 25.63 Absent medium 51 Healthy 21.86 low 0 middle aged 45 Present

high 158 medium 1.02 high 6.33 23.88 Absent high 66 Healthy 22.13 high 24.99 middle aged 46 Present

medium 126 high 8.75 high 6.53 34.02 Absent medium 49 clinically obese 30.25 low 0 middle aged 41 Present

high 148 high 5.5 high 7.1 25.31 Absent medium 56 overweight 29.84 medium 3.6 middle aged 48 Absent

low 122 medium 4.26 medium 4.44 13.04 Absent medium 57 Healthy 19.49 high 48.99 middle aged 28 Present

medium 140 medium 3.9 high 7.32 25.05 Absent medium 47 overweight 27.36 high 36.77 middle aged 32 Absent

low 110 medium 4.64 medium 4.55 30.46 Absent medium 48 clinically obese 30.9 medium 15.22 middle aged 46 Absent

medium 130 low 0 low 2.82 19.63 Present high 70 Healthy 24.86 low 0 middle aged 29 Absent

low 118 low 0.28 high 5.8 33.7 Present high 60 clinically obese 30.98 low 0 middle aged 41 Present

medium 144 low 0.04 medium 3.38 23.61 Absent low 30 Healthy 23.75 medium 4.66 middle aged 30 Absent

medium 130 medium 2.61 low 2.72 22.99 Present medium 51 overweight 26.29 medium 13.37 middle aged 51 Present

medium 128 medium 4.65 medium 3.31 22.74 Absent high 62 Healthy 22.95 low 0.51 middle aged 48 Absent

low 116 medium 1.91 high 7.56 26.45 Present medium 52 clinically obese 30.01 medium 3.6 middle aged 33 Present

medium 126 medium 3.8 medium 3.88 31.79 Absent medium 57 clinically obese 30.53 low 0 middle aged 30 Absent

low 122 low 0 medium 5.75 30.9 Present medium 46 overweight 29.01 medium 4.11 middle aged 42 Absent

medium 134 medium 2.5 medium 3.66 30.9 Absent medium 52 overweight 27.19 medium 23.66 middle aged 49 Absent

high 152 medium 0.9 high 9.12 30.23 Absent medium 56 overweight 28.64 low 0.37 middle aged 42 Present

medium 134 high 8.08 low 1.55 17.5 Present medium 56 Healthy 22.65 high 66.65 middle aged 31 Present

high 156 medium 3 low 1.82 27.55 Absent high 60 Healthy 23.91 high 54 middle aged 53 Absent

high 152 high 5.99 high 7.99 32.48 Absent low 45 overweight 26.57 high 100.32 middle aged 48 Absent

low 118 low 0 low 2.99 16.17 Absent medium 49 Healthy 23.83 medium 3.22 middle aged 28 Absent

medium 126 medium 5.1 low 2.96 26.5 Absent medium 55 overweight 25.52 medium 12.34 middle aged 38 Present

medium 142 low 0.28 low 1.8 21.03 Absent medium 57 Healthy 23.65 medium 2.93 middle aged 33 Absent

medium 138 medium 1.15 medium 5.09 27.87 Present high 61 overweight 25.65 medium 2.34 middle aged 44 Absent

medium 140 low 0.45 medium 4.3 24.33 Absent low 41 overweight 27.23 medium 10.08 middle aged 38 Absent

medium 136 high 7.36 low 2.19 28.11 Present high 61 overweight 25 high 61.71 middle aged 54 Absent

low 124 medium 4.82 low 3.24 21.1 Present medium 48 overweight 28.49 medium 8.42 middle aged 30 Absent

low 112 low 0.41 low 1.88 10.29 Absent low 39 Healthy 22.08 medium 20.98 middle aged 27 Absent

low 118 medium 4.46 high 7.27 29.13 Present medium 48 overweight 29.01 medium 11.11 middle aged 33 Absent

low 122 low 0 medium 3.37 16.1 Absent high 67 Healthy 21.06 low 0 middle aged 32 Present

medium 130 medium 1.72 low 2.66 10.38 Absent high 68 underweight 17.81 medium 11.1 middle aged 26 Absent

medium 130 high 5.6 medium 3.37 24.8 Absent medium 58 overweight 25.76 high 43.2 middle aged 36 Absent

medium 128 low 0.4 high 6.17 26.35 Absent high 64 overweight 27.86 medium 11.11 middle aged 34 Absent

medium 136 low 0 medium 4.12 17.42 Absent medium 52 Healthy 21.66 medium 12.86 middle aged 40 Absent

low 108 low 0.4 high 5.91 22.92 Present medium 57 overweight 25.72 high 72 middle aged 39 Absent

low 114 medium 3 high 7.04 22.64 Present medium 55 Healthy 22.59 low 0 middle aged 45 Present

medium 140 high 8.14 medium 4.93 42.49 Absent medium 53 clinically obese 45.72 medium 6.43 middle aged 53 Present

medium 130 medium 0.56 medium 3.3 30.86 Absent medium 49 overweight 27.52 high 33.33 middle aged 45 Absent

medium 126 high 10.5 medium 4.49 17.33 Absent high 67 Healthy 19.37 low 0 middle aged 49 Present

medium 140 low 0 medium 5.08 27.33 Present low 41 overweight 27.83 medium 1.25 middle aged 38 Absent

medium 126 medium 0.9 medium 5.64 17.78 Present medium 55 Healthy 21.94 low 0 middle aged 41 Absent

medium 143 low 0.46 low 2.4 22.87 Absent high 62 overweight 29.17 medium 15.43 middle aged 29 Absent

low 118 medium 4 medium 3.95 18.96 Absent medium 54 overweight 25.15 medium 8.33 middle aged 49 Present

medium 138 medium 2.16 medium 4.9 24.83 Present low 39 overweight 26.06 high 28.29 middle aged 29 Absent

medium 136 low 0 medium 5 27.58 Present medium 49 overweight 27.59 medium 1.47 middle aged 39 Absent

low 122 medium 3.2 high 11.32 35.36 Present medium 55 overweight 27.07 low 0 middle aged 51 Present

high 164 high 12 medium 3.91 19.59 Absent medium 51 Healthy 23.44 medium 19.75 middle aged 39 Absent

medium 136 high 8 high 7.85 23.81 Present medium 51 Healthy 22.69 medium 2.78 middle aged 50 Absent

high 166 low 0.07 medium 4.03 29.29 Absent medium 53 overweight 28.37 low 0 middle aged 27 Absent

low 118 low 0 medium 4.34 30.12 Present medium 52 clinically obese 32.18 medium 3.91 middle aged 46 Absent

medium 128 low 0.42 medium 4.6 26.68 Absent low 41 clinically obese 30.97 medium 10.33 middle aged 31 Absent

low 118 medium 1.5 medium 5.38 25.84 Absent high 64 overweight 28.63 medium 3.89 middle aged 29 Absent

high 170 high 7.6 medium 5.5 37.83 Present low 42 clinically obese 37.41 medium 6.17 middle aged 54 Present

low 118 medium 1 medium 5.76 22.1 Absent high 62 Healthy 23.48 medium 7.71 middle aged 42 Absent

high 168 high 9 high 8.53 24.48 Present high 69 overweight 26.18 medium 4.63 middle aged 54 Present

medium 134 medium 2 medium 3.66 14.69 Absent medium 52 Healthy 21.03 medium 2.06 middle aged 37 Absent

medium 128 low 0 high 10.58 31.81 Present medium 46 overweight 28.41 medium 14.66 middle aged 48 Absent

medium 140 medium 4.5 medium 4.59 18.01 Absent high 63 Healthy 21.91 medium 22.09 middle aged 32 Present

high 154 medium 0.7 high 5.91 25 Absent low 13 Healthy 20.6 low 0 middle aged 42 Absent

medium 130 low 0 medium 3.92 25.55 Absent high 68 overweight 28.02 medium 0.68 middle aged 27 Absent

low 120 medium 1.4 high 6.25 20.47 Absent high 60 overweight 25.85 medium 8.51 middle aged 28 Absent

low 120 low 0 medium 5.01 26.13 Absent high 64 overweight 26.21 medium 12.24 middle aged 33 Absent

high 153 high 7.8 medium 3.96 25.73 Absent medium 54 overweight 25.91 high 27.03 middle aged 45 Absent

high 148 medium 4.04 medium 3.99 20.69 Absent high 60 overweight 27.78 medium 1.75 middle aged 28 Absent

medium 136 medium 3.96 low 2.76 30.28 Present medium 50 clinically obese 34.42 medium 18.51 middle aged 38 Absent

medium 134 medium 1.5 medium 3.73 21.53 Absent low 41 Healthy 24.7 medium 11.11 middle aged 30 Present

medium 142 high 7.44 medium 5.52 33.97 Absent medium 47 overweight 29.29 high 24.27 middle aged 54 Absent

medium 134 high 6 medium 3.3 28.45 Absent high 65 overweight 26.09 high 58.11 middle aged 40 Absent

low 122 medium 4.18 high 9.05 29.27 Present low 44 Healthy 24.05 medium 19.34 middle aged 52 Present

low 116 medium 2.7 medium 3.69 13.52 Absent medium 55 Healthy 21.13 medium 18.51 middle aged 32 Absent

medium 128 low 0.5 medium 3.7 12.81 Present high 66 Healthy 21.25 medium 22.73 middle aged 28 Absent

low 124 low 0 medium 3.95 36.35 Present medium 59 clinically obese 32.83 medium 9.59 middle aged 54 Absent

high 160 high 14 high 5.9 37.12 Absent medium 58 clinically obese 33.87 medium 3.52 middle aged 54 Present

medium 128 medium 2.8 medium 5.53 14.29 Absent high 64 overweight 24.97 low 0.51 middle aged 38 Absent

low 109 medium 1.2 high 6.14 29.26 Absent medium 47 Healthy 24.72 medium 10.46 middle aged 40 Absent

medium 144 low 0 medium 3.84 18.72 Absent medium 56 Healthy 22.1 medium 4.8 middle aged 40 Absent

low 118 medium 1.05 low 3.16 12.98 Present medium 46 Healthy 22.09 medium 16.35 middle aged 31 Absent

medium 136 medium 3.46 high 6.38 32.25 Present low 43 overweight 28.73 medium 3.13 middle aged 43 Present

medium 136 medium 1.5 high 6.06 26.54 Absent medium 54 overweight 29.38 medium 14.5 middle aged 33 Present

medium 128 high 6.6 medium 3.58 20.71 Absent medium 55 Healthy 24.15 low 0 middle aged 52 Absent

low 124 medium 3.04 medium 4.8 19.52 Present high 60 Healthy 21.78 high 147.19 middle aged 41 Present

high 174 high 9.45 medium 5.13 35.54 Absent medium 55 clinically obese 30.71 high 59.79 middle aged 53 Absent

low 122 low 0 low 3.05 23.51 Absent medium 46 overweight 25.81 low 0 middle aged 38 Absent

medium 144 high 6.75 medium 5.45 29.81 Absent medium 53 overweight 25.62 high 26.23 middle aged 43 Present

medium 126 medium 1.8 high 6.22 19.71 Absent high 65 Healthy 24.81 medium 0.69 middle aged 31 Absent

medium 132 high 7 low 3.2 23.26 Absent high 77 Healthy 23.64 medium 23.14 middle aged 49 Absent

high 160 medium 1.52 high 8.12 29.3 Present medium 54 overweight 25.87 medium 12.86 middle aged 43 Present

high 162 medium 5.3 high 7.95 33.58 Present medium 58 clinically obese 36.06 medium 8.23 middle aged 48 Absent

high 194 medium 2.55 high 6.89 33.88 Present high 69 overweight 29.33 low 0 middle aged 41 Absent

low 118 medium 0.75 low 2.58 20.25 Absent medium 59 Healthy 24.46 low 0 middle aged 32 Absent

low 124 low 0 medium 4.79 34.71 Absent medium 49 overweight 26.09 medium 9.26 middle aged 47 Absent

medium 132 medium 2 low 2.7 21.57 Present medium 50 overweight 27.95 medium 9.26 middle aged 37 Absent

high 152 low 0 high 6.06 41.05 Present medium 51 clinically obese 40.34 low 0 middle aged 51 Absent

high 156 medium 4 low 2.05 19.48 Present medium 50 Healthy 21.48 high 27.77 middle aged 39 Present

low 116 high 8 high 6.73 28.81 Present low 41 overweight 26.74 high 40.94 middle aged 48 Present

low 122 medium 4.4 low 3.18 11.59 Present medium 59 Healthy 21.94 low 0 middle aged 33 Present

medium 129 medium 2.15 medium 5.17 27.57 Absent medium 52 overweight 25.42 medium 2.06 middle aged 39 Absent

medium 142 low 0 medium 3.72 25.68 Absent medium 48 Healthy 24.37 medium 5.25 middle aged 40 Present

medium 128 medium 0.7 medium 4.9 37.42 Present high 72 clinically obese 35.94 medium 3.09 middle aged 49 Present

low 102 low 0.4 medium 3.41 17.22 Present medium 56 Healthy 23.59 medium 2.06 middle aged 39 Present

high 162 medium 2.92 medium 3.63 31.33 Absent high 62 clinically obese 31.59 medium 18.51 middle aged 42 Absent

high 160 medium 3 high 9.19 26.47 Present low 39 overweight 28.25 medium 14.4 middle aged 54 Present

high 148 low 0 medium 4.66 24.39 Absent medium 50 overweight 25.26 medium 4.03 middle aged 27 Absent

medium 136 medium 3.15 medium 4.37 20.22 Present medium 59 overweight 25.12 high 47.16 middle aged 31 Present

medium 134 medium 2.75 medium 5.51 26.17 Absent medium 57 overweight 29.87 medium 8.33 middle aged 33 Absent

high 152 medium 3 medium 4.64 31.29 Absent low 41 overweight 29.34 medium 4.53 middle aged 40 Absent

low 122 medium 1 high 5.88 34.81 Present high 69 clinically obese 31.27 medium 15.94 middle aged 40 Present

low 116 medium 3 low 3.05 30.31 Absent low 41 Healthy 23.63 medium 0.86 middle aged 44 Absent

medium 132 low 0 low 0.98 21.39 Absent high 62 overweight 26.75 low 0 middle aged 53 Absent

high 180 medium 0.52 medium 4.23 16.38 Absent medium 55 Healthy 22.56 medium 14.77 middle aged 45 Present

low 124 medium 0.81 high 6.16 11.61 Absent low 35 Healthy 21.47 medium 10.49 middle aged 26 Absent

high 164 low 0.5 high 6.95 39.64 Present medium 47 clinically obese 41.76 medium 3.81 middle aged 46 Present

medium 136 high 7.5 high 7.39 28.04 Present medium 50 overweight 25.01 low 0 middle aged 45 Present

medium 143 medium 5.04 medium 4.86 23.59 Absent medium 58 Healthy 24.69 medium 18.72 middle aged 42 Absent

low 112 medium 4.46 high 7.18 26.25 Present high 69 overweight 27.29 low 0 middle aged 32 Present

medium 134 high 10 medium 3.79 34.72 Absent low 42 overweight 28.33 high 28.8 middle aged 52 Present

high 188 low 0 medium 5.47 32.44 Present high 71 overweight 28.99 medium 7.41 middle aged 50 Present

low 122 low 0 medium 3.76 24.59 Absent medium 56 Healthy 24.36 low 0 middle aged 30 Absent

medium 138 low 0 low 3.24 27.68 Absent high 60 overweight 25.7 high 88.66 middle aged 29 Absent

medium 130 high 18 medium 4.13 27.43 Absent medium 54 overweight 27.44 low 0 middle aged 51 Present

low 122 low 0 medium 5.49 19.56 Absent medium 57 Healthy 23.12 medium 14.02 middle aged 27 Absent

medium 140 medium 5.2 medium 3.58 29.26 Absent high 70 overweight 27.29 medium 20.17 middle aged 45 Present

medium 128 high 6 medium 4.37 22.98 Present medium 50 overweight 26.01 low 0 middle aged 47 Absent

high 190 medium 4.18 medium 5.05 24.83 Absent low 45 overweight 26.09 high 82.85 middle aged 41 Absent

high 158 high 6.17 high 8.12 30.75 Absent medium 46 overweight 27.84 high 92.62 middle aged 48 Absent

medium 146 high 7.5 high 7.21 25.93 Present medium 55 Healthy 22.51 low 0.51 middle aged 42 Absent

high 161 high 9 medium 4.65 15.16 Present medium 58 Healthy 23.76 high 43.2 middle aged 46 Absent

high 164 high 13.02 high 6.26 29.38 Present medium 47 Healthy 22.75 high 37.03 middle aged 54 Present

medium 146 medium 5.08 high 7.03 27.41 Present high 63 clinically obese 36.46 high 24.48 middle aged 37 Present

medium 142 medium 4.48 medium 3.57 19.75 Present medium 51 Healthy 23.54 medium 3.29 middle aged 49 Absent

high 154 medium 1.8 high 7.13 34.04 Present medium 52 clinically obese 35.51 high 39.36 middle aged 44 Absent

medium 136 medium 5 medium 4.19 23.99 Present high 68 overweight 27.8 high 25.86 middle aged 35 Absent

medium 132 high 9.9 medium 4.63 27.86 Present medium 46 Healthy 23.39 low 0.51 middle aged 52 Present

medium 136 high 6.8 high 7.84 30.74 Present medium 58 overweight 26.2 medium 23.66 middle aged 45 Present

medium 136 medium 2.2 medium 4.16 38.02 Absent high 65 clinically obese 37.24 medium 4.11 middle aged 41 Present

high 154 medium 4.2 medium 5.59 25.02 Absent medium 58 overweight 25.02 medium 1.54 middle aged 43 Absent

low 124 medium 4.25 high 8.22 30.77 Absent medium 56 overweight 25.8 low 0 middle aged 43 Absent

low 106 medium 1.08 medium 4.37 26.08 Absent high 67 Healthy 24.07 medium 17.74 middle aged 28 Present

medium 146 medium 3.6 medium 3.51 22.67 Absent medium 51 Healthy 22.29 high 43.71 middle aged 42 Absent

high 206 low 0 medium 4.17 33.23 Absent high 69 overweight 27.36 medium 6.17 middle aged 50 Present

medium 134 medium 3 low 3.17 17.91 Absent low 35 overweight 26.37 medium 15.12 middle aged 27 Absent

high 148 high 15 medium 4.98 36.94 Present high 72 clinically obese 31.83 high 66.27 middle aged 41 Present

low 112 medium 0.6 medium 5.28 25.71 Absent medium 55 overweight 27.02 high 27.77 middle aged 38 Present

high 150 low 0.18 medium 4.14 14.4 Absent medium 53 Healthy 23.43 medium 7.71 middle aged 44 Absent

medium 134 low 0 medium 5.63 29.12 Absent high 68 clinically obese 32.33 medium 2.02 middle aged 34 Absent

medium 142 low 0 medium 4.19 18.04 Absent medium 56 Healthy 23.65 medium 20.78 middle aged 42 Present

medium 132 high 12 medium 4.51 21.93 Absent high 61 overweight 26.07 high 64.8 middle aged 46 Present

high 166 medium 4.1 medium 4 34.3 Present low 32 overweight 29.51 medium 8.23 middle aged 53 Absent

medium 138 low 0 medium 3.96 24.7 Present medium 53 Healthy 23.8 low 0 middle aged 45 Absent

medium 138 medium 2.27 high 6.41 29.07 Absent medium 58 clinically obese 30.22 medium 2.93 middle aged 32 Present

high 170 low 0 low 3.12 37.15 Absent medium 47 clinically obese 35.42 low 0 middle aged 53 Absent

medium 136 medium 1.2 low 2.78 7.12 Absent medium 52 Healthy 22.51 medium 3.41 middle aged 27 Absent

medium 128 low 0 low 3.22 26.55 Present low 39 overweight 26.59 medium 16.71 middle aged 49 Absent

high 150 high 14.4 medium 5.04 26.52 Present high 60 overweight 28.84 low 0 middle aged 45 Absent

medium 142 medium 2.4 low 2.55 23.89 Absent medium 54 overweight 26.09 high 59.14 middle aged 37 Absent

medium 130 low 0.05 low 2.44 28.25 Present high 67 clinically obese 30.86 high 40.32 middle aged 34 Absent

low 114 high 9.6 low 2.51 29.18 Absent medium 49 overweight 25.67 high 40.63 middle aged 46 Absent

high 174 low 0 low 3.27 35.4 Absent medium 58 clinically obese 37.71 high 24.95 middle aged 44 Absent

high 190 medium 5.15 high 6.03 36.59 Absent low 42 clinically obese 30.31 high 72 middle aged 50 Absent

low 124 low 0 low 2.28 24.86 Present medium 50 Healthy 22.24 medium 8.26 middle aged 38 Absent

low 114 medium 1.2 medium 3.98 14.9 Absent medium 49 Healthy 23.79 high 25.82 middle aged 26 Absent

medium 142 medium 3.72 medium 4.24 32.57 Absent medium 52 overweight 24.98 medium 7.61 middle aged 51 Absent

medium 146 medium 4.36 medium 4.31 18.44 Present medium 47 Healthy 24.72 medium 10.8 middle aged 38 Absent

high 156 low 0 medium 3.47 21.1 Absent high 73 overweight 28.4 low 0 middle aged 36 Present

low 106 high 5.6 low 3.2 12.3 Absent medium 49 Healthy 20.29 low 0 middle aged 39 Absent

medium 126 medium 3.1 low 2.01 32.97 Present medium 56 overweight 28.63 high 26.74 middle aged 45 Absent

medium 134 high 6.4 high 8.49 37.25 Present medium 56 overweight 28.94 medium 10.49 middle aged 51 Present

high 162 high 6.94 medium 4.55 33.36 Present medium 52 overweight 27.09 high 32.06 middle aged 43 Absent

high 148 low 0 medium 5.32 26.71 Present medium 52 clinically obese 32.21 high 32.78 middle aged 27 Absent

low 124 medium 4.2 low 2.94 27.59 Absent medium 50 clinically obese 30.31 high 85.06 middle aged 30 Absent

low 118 medium 1.62 high 9.01 21.7 Absent medium 59 overweight 25.89 medium 21.19 middle aged 40 Absent

low 116 medium 4.28 high 7.02 19.99 Present high 68 Healthy 23.31 low 0 middle aged 52 Present

high 162 high 6.3 medium 5.73 22.61 Present medium 46 Healthy 20.43 high 62.54 middle aged 53 Present

medium 138 medium 0.87 low 1.87 15.89 Absent low 44 overweight 26.76 high 42.99 middle aged 31 Absent

medium 137 medium 1.2 low 3.14 23.87 Absent high 66 Healthy 24.13 high 45 middle aged 37 Absent

high 198 medium 0.52 high 11.89 27.68 Present medium 48 overweight 28.4 high 78.99 middle aged 26 Present

high 154 medium 4.5 medium 4.75 23.52 Present low 43 overweight 25.76 low 0 middle aged 53 Present

medium 130 low 0.08 medium 5.59 25.42 Present medium 50 overweight 24.98 medium 6.27 middle aged 43 Present

low 120 high 10.5 low 2.7 29.87 Present medium 54 Healthy 24.5 medium 16.46 middle aged 49 Absent

medium 136 medium 3.99 low 2.58 16.38 Present medium 53 Healthy 22.41 high 27.67 middle aged 36 Absent

low 122 medium 1.7 medium 5.28 32.23 Present medium 51 Healthy 24.08 low 0 middle aged 54 Absent

medium 136 high 6.6 high 6.08 32.74 Absent high 64 clinically obese 33.28 medium 2.72 middle aged 49 Absent

medium 132 medium 4.05 medium 5.15 26.51 Present low 31 overweight 26.67 medium 16.3 middle aged 50 Absent

high 152 medium 1.68 medium 3.58 25.43 Absent medium 50 overweight 27.03 low 0 middle aged 32 Absent

low 124 low 0.4 medium 3.67 25.76 Absent low 43 overweight 28.08 medium 20.57 middle aged 34 Absent

medium 140 medium 4.2 low 2.91 28.83 Present low 43 Healthy 24.7 high 47.52 middle aged 48 Absent

high 156 medium 3.02 medium 5.35 25.72 Present medium 53 overweight 25.22 high 28.11 middle aged 52 Present

medium 132 medium 0.72 medium 4.37 19.54 Absent medium 48 overweight 26.11 high 49.37 middle aged 28 Absent

medium 134 low 0.12 medium 3.4 21.18 Present low 33 overweight 26.27 medium 14.21 middle aged 30 Absent

medium 126 medium 3.4 medium 4.87 15.16 Present high 65 Healthy 22.01 medium 11.11 middle aged 38 Absent

high 148 low 0.5 high 5.97 32.88 Absent medium 54 overweight 29.27 medium 6.43 middle aged 42 Absent

medium 132 high 6 high 5.97 25.73 Present high 66 Healthy 24.18 high 145.29 middle aged 41 Absent

medium 128 medium 1.6 medium 5.41 29.3 Absent high 68 overweight 29.38 high 23.97 middle aged 32 Absent

medium 140 low 0 low 2.4 27.89 Present high 70 clinically obese 30.74 high 144 middle aged 29 Absent

medium 126 low 0 medium 5.29 27.64 Absent low 25 overweight 27.62 medium 2.06 middle aged 45 Absent

low 114 medium 3.6 medium 4.16 22.58 Absent high 60 Healthy 24.49 high 65.31 middle aged 31 Absent

low 118 medium 1.25 medium 4.69 31.58 Present medium 52 overweight 27.16 medium 4.11 middle aged 53 Absent

medium 126 medium 0.96 medium 4.99 29.74 Absent high 66 clinically obese 33.35 high 58.32 middle aged 38 Absent

low 112 medium 1.44 low 2.71 22.92 Absent medium 59 Healthy 24.81 low 0 middle aged 52 Absent

medium 140 high 8 medium 4.42 33.15 Present medium 47 clinically obese 32.77 high 66.86 middle aged 44 Absent

medium 140 medium 1.68 high 11.41 29.54 Present high 74 clinically obese 30.75 medium 2.06 middle aged 38 Present

medium 128 medium 2.6 medium 4.94 21.36 Absent high 61 Healthy 21.3 low 0 middle aged 31 Absent

medium 126 high 19.6 high 6.03 34.99 Absent medium 49 overweight 26.99 high 55.89 middle aged 44 Absent

high 160 medium 4.2 high 6.76 37.99 Present high 61 clinically obese 32.91 medium 3.09 middle aged 54 Present

high 148 medium 4.5 high 10.49 33.27 Absent medium 50 overweight 25.92 medium 2.06 middle aged 53 Present

medium 146 low 0 medium 4.92 18.53 Absent medium 57 Healthy 24.2 high 34.97 middle aged 26 Absent

high 164 high 5.6 low 3.17 30.98 Present low 44 overweight 25.99 high 43.2 middle aged 53 Present

medium 130 medium 0.54 medium 3.63 22.03 Present high 69 Healthy 24.34 medium 12.86 middle aged 39 Present

high 154 medium 2.4 medium 5.63 42.17 Present medium 59 clinically obese 35.07 medium 12.86 middle aged 50 Present

medium 134 high 12.5 low 2.73 39.35 Absent medium 48 clinically obese 35.58 low 0 middle aged 48 Absent

medium 142 low 0 medium 3.54 16.64 Absent medium 58 overweight 25.97 medium 8.36 middle aged 27 Absent

high 218 high 11.2 low 2.77 30.79 Absent low 38 Healthy 24.86 high 90.93 middle aged 48 Present

medium 126 low 0 medium 3.57 26.01 Absent high 61 overweight 26.3 medium 7.97 middle aged 47 Absent

medium 134 high 6.1 medium 4.77 26.08 Absent medium 47 Healthy 23.82 medium 1.03 middle aged 49 Absent

medium 132 low 0 medium 4.17 36.57 Absent medium 57 clinically obese 30.61 medium 18 middle aged 49 Absent

low 116 medium 2.38 medium 5.67 29.01 Present medium 54 overweight 27.26 medium 15.77 middle aged 51 Absent

low 112 medium 4.2 medium 3.58 27.14 Absent medium 52 overweight 26.83 medium 2.06 middle aged 40 Absent

medium 146 high 6.4 medium 5.62 33.05 Present medium 57 clinically obese 31.03 medium 0.74 middle aged 46 Absent

medium 134 medium 1.1 medium 3.54 20.41 Present medium 58 Healthy 24.54 high 39.91 middle aged 39 Present

high 176 low 0 low 3.14 31.04 Present low 45 clinically obese 30.18 medium 4.63 middle aged 45 Absent

medium 132 medium 2.8 medium 4.79 20.47 Present medium 50 Healthy 22.15 medium 11.73 middle aged 48 Absent

medium 126 low 0 medium 4.55 29.18 Absent medium 48 overweight 24.94 high 36 middle aged 41 Absent

low 120 high 5.5 medium 3.51 23.23 Absent medium 46 Healthy 22.4 high 90.31 middle aged 43 Absent

medium 142 medium 2.2 medium 3.29 22.7 Absent low 44 Healthy 23.66 medium 5.66 middle aged 42 Present

medium 132 low 0 medium 3.3 21.61 Absent low 42 overweight 24.92 high 32.61 middle aged 33 Absent

medium 142 medium 1.32 high 7.63 29.98 Present medium 57 clinically obese 31.16 high 72.93 middle aged 33 Absent

medium 146 medium 1.16 low 2.28 34.53 Absent medium 50 overweight 28.71 high 45 middle aged 49 Absent

medium 132 high 7.2 medium 3.65 17.16 Present medium 56 Healthy 23.25 low 0 middle aged 34 Absent

low 120 low 0 medium 3.57 23.22 Absent medium 58 overweight 27.2 low 0 middle aged 32 Absent

medium 130 medium 1.22 medium 3.3 13.65 Absent medium 50 Healthy 21.4 medium 3.81 middle aged 31 Absent

medium 130 medium 4 low 2.4 17.42 Absent high 60 Healthy 22.05 low 0 middle aged 40 Absent

low 110 low 0 high 7.14 28.28 Absent medium 57 overweight 29 low 0 middle aged 32 Absent

high 166 high 6 high 8.8 37.89 Absent low 39 overweight 28.7 high 43.2 middle aged 52 Absent

medium 134 medium 0.57 medium 4.75 23.07 Absent high 67 overweight 26.33 low 0 middle aged 37 Absent

medium 142 medium 3 medium 3.69 25.1 Absent high 60 clinically obese 30.08 high 38.88 middle aged 27 Absent

medium 142 low 0 medium 4.32 25.22 Absent medium 47 overweight 28.92 medium 6.53 middle aged 34 Present

medium 144 medium 4 medium 5.03 25.78 Present medium 57 overweight 27.55 high 90 middle aged 48 Present

high 154 high 5.53 low 3.2 28.81 Present high 61 overweight 26.15 high 42.79 middle aged 42 Absent

low 124 medium 1.6 high 7.22 39.68 Present low 36 clinically obese 31.5 low 0 middle aged 51 Present

medium 146 medium 0.64 medium 4.82 28.02 Absent high 60 overweight 28.11 medium 8.23 middle aged 39 Present

medium 128 medium 2.24 low 2.83 26.48 Absent medium 48 Healthy 23.96 high 47.42 middle aged 27 Present

high 182 medium 4.2 medium 4.41 32.1 Absent medium 52 overweight 28.61 medium 18.72 middle aged 52 Present

low 118 medium 5.4 high 11.61 30.79 Absent high 64 overweight 27.35 high 23.97 middle aged 40 Absent

medium 132 low 0 medium 4.82 33.41 Present high 62 underweight 14.7 low 0 middle aged 46 Present

medium 144 low 0.01 medium 4.41 28.61 Absent medium 55 overweight 28.87 medium 2.06 old 63 Present

high 170 high 7.5 high 6.41 38.03 Present medium 51 clinically obese 31.99 high 24.26 old 58 Present

low 114 medium 4.08 medium 4.59 14.6 Present high 62 Healthy 23.11 medium 6.72 old 58 Present

high 206 high 6 low 2.95 32.27 Absent high 72 overweight 26.81 high 56.06 old 60 Present

high 158 medium 2.6 high 7.46 34.07 Present high 61 overweight 29.3 high 53.28 old 62 Present

low 124 high 14 high 6.23 35.96 Present low 45 clinically obese 30.09 low 0 old 59 Present

medium 138 medium 0.6 medium 3.81 28.66 Absent medium 54 overweight 28.7 medium 1.46 old 58 Absent

medium 145 high 9.1 medium 5.24 27.55 Absent medium 59 Healthy 20.96 medium 21.6 old 61 Present

medium 144 medium 4.09 medium 5.55 31.4 Present high 60 overweight 29.43 medium 5.55 old 56 Absent

medium 146 low 0 high 6.62 25.69 Absent high 60 overweight 28.07 medium 8.23 old 63 Present

low 122 high 6.6 medium 5.58 35.95 Present medium 53 overweight 28.07 medium 12.55 old 59 Present

medium 136 high 11.2 high 5.81 31.85 Present high 75 overweight 27.68 medium 22.94 old 58 Present

high 162 high 7.4 high 8.55 24.65 Present high 64 overweight 25.71 medium 5.86 old 58 Present

low 121 medium 0.8 medium 5.29 18.95 Present medium 47 Healthy 22.51 low 0 old 61 Absent

high 152 high 10.1 medium 4.71 24.65 Present high 65 overweight 26.21 high 24.53 old 57 Absent

high 168 medium 4.5 high 6.68 28.47 Absent low 43 Healthy 24.25 high 24.38 old 56 Present

high 148 high 12.2 medium 3.79 34.15 Absent medium 57 overweight 26.38 medium 14.4 old 57 Present

low 120 medium 3.7 medium 4.02 39.66 Absent high 61 clinically obese 30.57 low 0 old 64 Present

high 194 medium 1.7 high 6.32 33.67 Absent medium 47 clinically obese 30.16 low 0.19 old 56 Absent

medium 134 medium 3 medium 4.37 23.07 Absent medium 56 Healthy 20.54 medium 9.65 old 62 Absent

high 158 medium 3.6 low 2.97 30.11 Absent high 63 overweight 26.64 high 108 old 64 Absent

low 108 medium 1.5 medium 4.33 24.99 Absent high 66 Healthy 22.29 medium 21.6 old 61 Present

high 174 low 0 high 8.46 35.1 Present low 35 overweight 25.27 low 0 old 61 Present

low 116 high 31.2 low 3.17 14.99 Absent medium 47 Healthy 19.4 high 49.06 old 59 Present

high 150 medium 3.5 high 6.99 25.39 Present medium 50 Healthy 23.35 medium 23.48 old 61 Present

medium 128 medium 2 high 6.13 21.31 Absent high 66 Healthy 22.86 medium 11.83 old 60 Absent

medium 138 medium 4.5 low 2.85 30.11 Absent medium 55 Healthy 24.78 high 24.89 old 56 Present

low 123 high 8.6 high 11.17 35.28 Present high 70 clinically obese 33.14 low 0 old 59 Present

medium 134 high 8.8 high 7.41 26.84 Absent low 35 overweight 29.44 high 29.52 old 60 Present

high 152 high 12.18 medium 4.04 37.83 Present high 63 clinically obese 34.57 medium 4.17 old 64 Absent

high 158 high 13.5 medium 5.04 30.79 Absent medium 54 Healthy 24.79 medium 21.5 old 62 Absent

medium 132 medium 2 low 3.08 35.39 Absent low 45 clinically obese 31.44 high 79.82 old 58 Present

medium 130 medium 4.5 high 5.86 37.43 Absent high 61 clinically obese 31.21 high 32.3 old 58 Absent

low 124 high 15.5 medium 5.05 24.06 Absent medium 46 Healthy 23.22 low 0 old 61 Present

high 208 high 27.4 low 3.12 26.63 Absent high 66 overweight 27.45 high 33.07 old 62 Present

high 160 low 0 low 2.42 34.46 Absent medium 48 overweight 29.83 medium 1.03 old 61 Absent

medium 128 low 0 low 2.51 29.35 Present medium 53 Healthy 22.05 medium 1.37 old 62 Absent

low 122 medium 4 medium 5.24 27.89 Present low 45 overweight 26.52 low 0 old 61 Present

low 108 high 15 medium 4.91 34.65 Absent low 41 overweight 27.96 medium 14.4 old 56 Absent

high 166 low 0 medium 4.31 34.27 Absent low 45 clinically obese 30.14 medium 13.27 old 56 Absent

high 170 medium 4.2 medium 4.67 35.45 Present medium 50 overweight 27.14 medium 7.92 old 60 Present

high 150 high 20 high 6.4 35.04 Absent medium 53 overweight 28.88 medium 8.33 old 63 Absent

medium 134 medium 4.8 high 6.58 29.89 Present medium 55 Healthy 24.73 medium 23.66 old 63 Absent

medium 126 low 0 high 5.98 29.06 Present medium 56 overweight 25.39 medium 11.52 old 64 Present

medium 128 medium 0.73 medium 3.97 23.52 Absent medium 54 Healthy 23.81 medium 19.2 old 64 Absent

low 122 medium 3.2 medium 3.59 22.49 Present low 45 overweight 24.96 high 36.17 old 58 Absent

low 124 medium 4 high 6.65 30.84 Present medium 54 overweight 28.4 high 33.51 old 60 Absent

medium 136 high 5.8 high 5.9 27.55 Absent high 65 overweight 25.71 medium 14.4 old 59 Absent

medium 136 high 8.8 medium 4.26 32.03 Present medium 52 clinically obese 31.44 high 34.35 old 60 Absent

medium 134 low 0.05 high 8.03 27.95 Absent medium 48 overweight 26.88 low 0 old 60 Absent

high 160 high 7.77 high 8.07 34.8 Absent high 64 clinically obese 31.15 low 0 old 62 Present

high 208 high 7.4 high 7.41 32.03 Absent medium 50 overweight 27.62 medium 7.85 old 57 Absent

medium 144 medium 2.4 high 8.13 35.61 Absent medium 46 overweight 27.38 medium 13.37 old 60 Absent

medium 132 high 7.28 medium 3.52 12.33 Absent high 60 Healthy 19.48 medium 2.06 old 56 Absent

medium 138 medium 2 medium 5.11 31.4 Present medium 49 overweight 27.25 medium 2.06 old 64 Present

low 110 medium 2.35 medium 3.36 26.72 Present medium 54 overweight 26.08 high 109.8 old 58 Present

medium 136 high 13.2 high 7.18 35.95 Absent medium 48 overweight 29.19 low 0 old 62 Absent

medium 130 medium 1.75 medium 5.46 34.34 Absent medium 53 overweight 29.42 low 0 old 58 Present

medium 126 high 5.5 medium 3.78 34.15 Absent medium 55 overweight 28.85 medium 3.18 old 61 Absent

high 176 high 5.76 medium 4.89 26.1 Present medium 46 overweight 27.3 medium 19.44 old 57 Absent

medium 126 medium 4.6 high 7.4 31.99 Present medium 57 overweight 28.67 low 0.37 old 60 Present

medium 128 low 0 low 2.63 23.88 Absent low 45 Healthy 21.59 medium 6.54 old 57 Absent

medium 136 low 0.4 medium 3.91 21.1 Present high 63 Healthy 22.3 low 0 old 56 Present

high 158 medium 4 medium 4.18 28.61 Present low 42 overweight 25.11 low 0 old 60 Absent

high 160 medium 0.6 high 6.94 30.53 Absent low 36 overweight 25.68 medium 1.42 old 64 Absent

low 124 high 6 medium 5.21 33.02 Present high 64 overweight 29.37 medium 7.61 old 58 Present

high 166 medium 3 medium 3.82 26.75 Absent low 45 Healthy 20.86 low 0 old 63 Present

medium 138 high 12 medium 5.13 28.34 Absent medium 59 Healthy 24.49 high 32.81 old 58 Present

low 124 medium 1.04 low 2.84 16.42 Present medium 46 Healthy 20.17 low 0 old 61 Absent

medium 134 high 12 medium 4.96 29.79 Absent medium 53 Healthy 24.86 medium 8.23 old 57 Absent

medium 136 high 8.8 medium 4.69 36.07 Present low 38 overweight 26.56 medium 2.78 old 63 Present

high 174 medium 2.02 high 6.57 31.9 Present medium 50 overweight 28.75 medium 11.83 old 64 Present

high 170 medium 2.6 high 7.22 28.69 Present high 71 overweight 27.87 high 37.65 old 56 Present

medium 128 low 0 high 8.41 28.82 Present high 60 overweight 26.86 low 0 old 59 Present

medium 132 high 8.4 medium 3.57 13.68 Absent low 42 Healthy 18.75 medium 15.43 old 59 Present

high 174 medium 3.5 medium 5.26 21.97 Present low 36 Healthy 22.04 medium 8.33 old 59 Present

high 162 medium 1.5 low 2.46 19.39 Present medium 49 Healthy 24.32 low 0 old 59 Present

high 154 medium 1.4 low 1.72 18.86 Absent medium 58 Healthy 22.67 high 43.2 old 59 Absent

high 168 high 11.4 medium 5.08 26.66 Present medium 56 overweight 27.04 medium 2.61 old 59 Present

high 154 low 0 medium 4.81 28.11 Present medium 56 overweight 25.67 high 75.77 old 59 Absent

high 166 high 6 low 3.02 29.3 Absent low 35 Healthy 24.38 high 38.06 old 61 Absent

medium 140 high 8.6 medium 3.9 32.16 Present medium 52 overweight 28.51 medium 11.11 old 64 Present

medium 132 low 0 high 6.63 29.58 Present low 37 overweight 29.41 medium 2.57 old 62 Absent

high 152 high 19.45 medium 4.22 29.81 Absent low 28 Healthy 23.95 low 0 old 59 Present

medium 146 medium 1.35 high 6.39 34.21 Absent medium 51 overweight 26.43 low 0 old 59 Present

medium 130 high 7.28 medium 3.56 23.29 Present low 20 overweight 26.8 high 51.87 old 58 Present

medium 138 high 6 high 7.24 37.05 Absent low 38 overweight 28.69 low 0 old 59 Absent

medium 128 medium 5.4 low 2.36 12.98 Absent medium 51 underweight 18.36 medium 6.69 old 61 Absent

high 162 high 5.6 medium 4.24 22.53 Absent low 29 Healthy 22.91 medium 5.66 old 60 Absent

high 176 medium 1.2 high 8.28 36.16 Present low 42 overweight 27.81 medium 11.6 old 58 Present

medium 134 high 11.79 medium 4.01 26.57 Present low 38 Healthy 21.79 high 38.88 old 61 Present

medium 134 medium 0.9 low 3.18 23.66 Present medium 52 Healthy 23.26 high 27.36 old 58 Present

medium 132 high 12.3 high 5.96 32.79 Present medium 57 clinically obese 30.12 medium 21.5 old 62 Present

high 166 medium 0.6 low 2.42 34.03 Present medium 53 overweight 26.96 high 54 old 60 Absent

high 148 high 8.2 high 7.75 34.46 Present medium 46 overweight 26.53 medium 6.04 old 64 Present

medium 128 medium 5.16 medium 4.9 31.35 Present medium 57 overweight 26.42 low 0 old 64 Absent

high 154 medium 4.5 medium 4.68 39.97 Absent high 61 clinically obese 33.17 medium 1.54 old 64 Present

medium 144 low 0 medium 4.17 29.63 Present medium 52 Healthy 21.83 low 0 old 59 Absent

high 178 medium 0.95 medium 4.75 21.06 Absent medium 49 Healthy 23.74 high 24.69 old 61 Absent

high 180 medium 3.57 medium 3.57 36.1 Absent low 36 overweight 26.7 medium 19.95 old 64 Absent

high 162 high 7 high 7.67 34.34 Present low 33 clinically obese 30.77 low 0 old 62 Absent

high 178 high 5.5 medium 3.79 23.92 Present low 45 Healthy 21.26 medium 6.17 old 62 Present

high 208 medium 5.04 medium 5.19 20.71 Present medium 52 overweight 25.12 high 24.27 old 58 Present

high 160 medium 1.15 high 10.19 39.71 Absent low 31 clinically obese 31.65 medium 20.52 old 57 Absent

high 180 high 25.01 medium 3.7 38.11 Present medium 57 clinically obese 30.54 low 0 old 61 Present

high 200 high 19.2 medium 4.43 40.6 Present medium 55 clinically obese 32.04 high 36 old 60 Present

high 178 high 20 high 9.78 33.55 Absent low 37 overweight 27.29 medium 2.88 old 62 Present

high 166 medium 0.8 medium 5.63 36.21 Absent medium 50 clinically obese 34.72 high 28.8 old 60 Absent

high 216 medium 0.92 low 2.66 19.85 Present medium 49 Healthy 20.58 low 0.51 old 63 Present

high 158 high 16 medium 5.56 29.35 Absent low 36 overweight 25.92 high 58.32 old 60 Absent

high 174 low 0 medium 3.86 21.73 Absent low 42 Healthy 23.37 low 0 old 63 Absent

high 176 high 6 medium 3.98 17.2 Present medium 52 Healthy 21.07 medium 4.11 old 61 Present

high 170 low 0.4 medium 4.11 42.06 Present medium 56 clinically obese 33.1 medium 2.06 old 57 Absent

high 214 low 0.4 high 5.98 31.72 Absent high 64 overweight 28.45 low 0 old 58 Absent

low 118 low 0 low 1.88 10.05 Absent medium 59 Healthy 21.57 low 0 young 17 Absent

medium 132 low 0 low 1.87 17.21 Absent medium 49 Healthy 23.63 medium 0.97 young 15 Absent

low 106 medium 1.61 low 1.74 12.32 Absent high 74 Healthy 20.92 medium 13.37 young 20 Present

low 120 low 0 low 1.07 16.02 Absent medium 47 Healthy 22.15 low 0 young 15 Absent

low 114 low 0 low 2.99 9.74 Absent medium 54 clinically obese 46.58 low 0 young 17 Absent

low 114 low 0 low 1.94 11.02 Absent medium 54 Healthy 20.17 high 38.98 young 16 Absent

low 103 low 0.03 medium 4.21 18.96 Absent medium 48 Healthy 22.94 medium 2.62 young 18 Absent

medium 130 low 0 low 1.82 10.45 Absent medium 57 Healthy 22.07 medium 2.06 young 17 Absent

low 118 low 0 medium 3.67 12.13 Absent medium 51 Healthy 19.15 medium 0.6 young 15 Absent

medium 126 low 0.09 medium 5.03 13.27 Present medium 50 underweight 17.75 medium 4.63 young 20 Absent

medium 128 low 0 low 2.43 13.15 Present high 63 Healthy 20.75 low 0 young 17 Absent

low 116 medium 1.03 low 2.83 10.85 Absent low 45 Healthy 21.59 medium 1.75 young 21 Absent

low 124 low 0 low 3.04 17.33 Absent medium 49 Healthy 22.04 low 0 young 18 Absent

low 114 low 0 high 8.01 21.64 Absent high 66 overweight 25.51 medium 2.49 young 16 Absent

low 120 low 0 medium 3.68 12.24 Absent medium 51 Healthy 20.52 low 0.51 young 20 Absent

medium 130 medium 2.78 medium 4.89 9.39 Present high 63 Healthy 19.3 medium 17.47 young 25 Present

low 122 low 0.28 medium 4.19 19.97 Absent high 61 overweight 25.63 low 0 young 24 Absent

low 108 low 0 low 2.74 11.17 Absent medium 53 Healthy 22.61 medium 0.95 young 20 Absent

medium 127 low 0 low 2.81 15.7 Absent low 42 Healthy 22.03 medium 1.03 young 17 Absent

medium 138 low 0 low 2.68 17.04 Absent low 42 Healthy 22.16 low 0 young 16 Absent

high 148 low 0 medium 3.84 17.26 Absent high 70 Healthy 20 low 0 young 21 Absent

low 122 low 0 low 3.08 16.3 Absent low 43 Healthy 22.13 low 0 young 16 Absent

medium 126 medium 0.54 medium 4.39 21.13 Present low 45 overweight 25.99 low 0 young 25 Absent

low 120 low 0 low 2.42 16.66 Absent medium 46 Healthy 20.16 low 0 young 17 Absent

medium 128 low 0.04 high 8.22 28.17 Absent high 65 overweight 26.24 medium 11.73 young 24 Absent

medium 130 low 0 medium 4.89 25.98 Absent high 72 clinically obese 30.42 medium 14.71 young 23 Absent

medium 138 low 0.05 low 2.79 10.35 Absent medium 46 Healthy 21.62 low 0 young 18 Absent

medium 138 low 0 low 1.96 11.82 Present medium 54 Healthy 22.01 medium 8.13 young 21 Absent

medium 128 low 0 low 3.09 20.57 Absent medium 54 overweight 25.63 low 0.51 young 17 Absent

low 124 low 0.16 low 2.44 16.67 Absent high 65 Healthy 24.58 high 74.91 young 23 Absent

high 162 low 0 medium 5.09 24.6 Present high 64 overweight 26.71 medium 3.81 young 18 Absent

medium 134 low 0 low 2.4 21.11 Absent medium 57 Healthy 22.45 medium 1.37 young 18 Absent

low 114 low 0 medium 4.97 9.69 Absent low 26 Healthy 22.6 low 0 young 25 Absent

medium 138 low 0 low 3.14 12 Absent medium 54 Healthy 20.28 low 0 young 16 Absent

low 124 low 0 low 3.23 9.64 Absent medium 59 Healthy 22.7 low 0 young 16 Absent

medium 128 low 0 high 6.34 11.87 Absent medium 57 Healthy 23.14 low 0 young 17 Absent

low 118 low 0 low 2.39 12.13 Absent medium 49 underweight 18.46 low 0.26 young 17 Present

low 124 medium 0.61 low 2.69 17.15 Present high 61 Healthy 22.76 medium 11.55 young 20 Absent

low 118 low 0.12 low 1.96 20.31 Absent low 37 Healthy 20.01 medium 2.42 young 18 Absent

low 118 low 0.12 medium 4.16 9.37 Absent medium 57 Healthy 19.61 low 0 young 17 Absent

low 114 low 0.1 medium 3.95 15.89 Present medium 57 Healthy 20.31 medium 17.14 young 16 Absent

medium 136 medium 1.36 low 3.16 14.97 Present medium 56 overweight 24.98 medium 7.3 young 24 Absent

low 114 low 0 low 2.63 9.69 Absent low 45 underweight 17.89 low 0 young 16 Absent

low 118 low 0.12 low 3.26 12.26 Absent medium 55 Healthy 22.65 low 0 young 16 Absent

medium 126 low 0.21 medium 3.95 15.11 Absent high 61 Healthy 22.17 medium 2.42 young 17 Absent

medium 134 low 0 medium 3.69 13.92 Absent low 43 overweight 27.66 low 0 young 19 Absent

medium 134 low 0.02 low 2.8 18.84 Absent low 45 Healthy 24.82 low 0 young 17 Absent

low 123 low 0.05 medium 4.61 13.69 Absent medium 51 Healthy 23.23 medium 2.78 young 16 Absent

low 112 low 0 low 1.71 15.96 Absent low 42 Healthy 22.03 medium 3.5 young 16 Absent

low 101 low 0.48 high 7.26 13 Absent medium 50 Healthy 19.82 medium 5.19 young 16 Absent

medium 132 low 0.1 low 3.28 10.73 Absent high 73 Healthy 20.42 low 0 young 17 Absent

medium 136 low 0 low 2.28 18.14 Absent medium 55 Healthy 22.59 low 0 young 17 Absent

medium 128 low 0 low 2.98 12.59 Absent high 65 Healthy 20.74 medium 2.06 young 19 Absent

high 154 low 0.31 low 2.33 16.48 Absent low 33 Healthy 24 medium 11.83 young 17 Absent

medium 134 low 0 low 2.43 22.24 Absent medium 52 overweight 26.49 high 41.66 young 24 Absent

high 150 low 0 medium 4.99 27.73 Absent medium 57 clinically obese 30.92 medium 8.33 young 24 Absent

low 120 low 0 low 3.1 26.97 Absent low 41 Healthy 24.8 low 0 young 16 Absent

low 118 low 0 medium 3.89 15.96 Absent high 65 Healthy 20.18 low 0 young 16 Absent

low 108 low 0 low 1.43 26.26 Absent low 42 Healthy 19.38 low 0 young 16 Absent

medium 136 low 0 medium 4 19.06 Absent low 40 Healthy 21.94 medium 2.06 young 16 Absent

low 120 low 0 low 2.46 13.39 Absent medium 47 Healthy 22.01 low 0.51 young 18 Absent

medium 132 low 0 medium 3.55 8.66 Present high 61 underweight 18.5 medium 3.87 young 16 Absent

medium 136 low 0 low 1.77 20.37 Absent low 45 Healthy 21.51 medium 2.06 young 16 Absent

medium 138 low 0 low 1.86 18.35 Present medium 59 overweight 25.38 medium 6.51 young 17 Absent

medium 138 low 0.06 medium 4.15 20.66 Absent medium 49 Healthy 22.59 medium 2.49 young 16 Absent

low 120 low 0 medium 3.98 13.19 Present medium 47 Healthy 21.89 low 0 young 16 Absent

medium 136 medium 2.8 low 2.53 9.28 Present high 61 Healthy 20.7 medium 4.55 young 25 Absent

medium 130 low 0 low 1.88 12.51 Present medium 52 Healthy 20.28 low 0 young 17 Absent

low 124 medium 1.8 medium 3.74 16.64 Present low 42 Healthy 22.26 medium 10.49 young 20 Absent

medium 136 medium 1.81 medium 3.31 6.74 Absent high 63 Healthy 19.57 high 24.94 young 24 Absent

low 120 low 0 low 2.77 13.35 Absent high 67 Healthy 23.37 medium 1.03 young 18 Absent

medium 134 low 0 high 5.9 30.84 Absent medium 49 overweight 29.16 low 0 55 Absent

medium 140 medium 0.6 medium 5.56 33.39 Present medium 58 overweight 27.19 low 0 55 Present

high 148 medium 4.8 high 6.09 36.55 Present high 63 overweight 25.44 medium 0.88 55 Present

low 122 medium 0.72 medium 4.04 32.38 Absent low 34 overweight 28.34 low 0 55 Absent

high 148 high 6 high 6.49 26.47 Absent medium 48 Healthy 24.7 low 0 55 Absent

medium 138 high 8.8 low 3.12 22.41 Present high 63 Healthy 23.33 high 120.03 55 Present

low 110 high 12.16 medium 4.99 28.56 Absent low 44 overweight 27.14 medium 21.6 55 Present

medium 144 medium 0.76 high 10.53 35.66 Absent high 63 clinically obese 34.35 low 0 55 Present

medium 130 low 0 medium 4.16 39.43 Present medium 46 clinically obese 30.01 low 0 55 Present

low 108 medium 0.8 low 2.47 17.53 Absent medium 47 Healthy 22.18 low 0 55 Present

medium 136 medium 1.7 medium 3.53 20.13 Absent medium 56 Healthy 19.44 medium 14.4 55 Absent

medium 144 low 0.4 medium 4.64 30.09 Absent low 30 overweight 27.39 medium 0.74 55 Absent

medium 126 high 8.75 high 6.06 32.72 Present low 33 overweight 27 high 62.43 55 Present

high 164 high 8.2 high 14.16 36.85 Absent medium 52 overweight 28.5 medium 17.02 55 Present

high 150 high 13.8 medium 5.1 29.45 Present medium 52 overweight 27.92 high 77.76 55 Present

low 108 medium 3 low 1.59 15.23 Absent low 40 Healthy 20.09 high 26.64 55 Absent

ToBePredictedData

AgeRange TobaccoIntakeLvL AlcoholIntakeLvL CholesterolLvL ObesityLvL

2 3 3 2 3

2 1 2 2 3

2 3 3 2 3

2 3 2 3 4

Data_Dictionary

Variable Variable Description Scale high medium low

BloodPressureLvL Blood Pressure Level high, medium, low
3 2 1

SystolicBloodP Systolic Blood Pressure Continuous

TobaccoIntakeLvL Tobacco Intake Level high, medium, low

TobaccoIntake_kg Tobacco Intake (kg) (Cumulative Intake) Continuous clinically obese 4

CholesterolLvL Cholesterol Level high, medium, low
overweight 3

LDLChilesterol LDL Cholesterol (Low Density Lipoprotein) Continuous Healthy 2

Adiposity Adiposity (Level of Fat tissues) Continuous underweight 1

FamilyHistory Family History Present, Absent

StressLvlA Stress Level Type A high, medium, low

StressA Stress Type-A behavior Continuous old 3

ObesityLvL Obesity Level clinically obese(30.0 or higher), overweight(25.0 to 29.9), Healthy(18.5 to 24.9),underweight <18.5 middle aged 2 BMI_Obesity Obesity (Body Mass Index (BMI)) Continuous young 1 AlcoholIntakeLvL Alcohol Intake Level high, medium, low AlcoholCons Alcohol Consumption Continuous AgeRange Age Range Old(>55), Middle Age(>25), Young(<26) Present 1 AgeOnset Age Disease (Disease Onset Age) Continuous Absent 0 CoronaryHeart Coronary Heart Disease Present, Absent

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