Individual Project Week 5: Predictive Analytics

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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.pdf

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