Gender
stringclasses
2 values
Age
float64
14
61
Height
float64
1.45
1.98
Weight
float64
39
173
family_history_with_overweight
stringclasses
2 values
FAVC
stringclasses
2 values
FCVC
float64
1
3
NCP
float64
1
4
CAEC
stringclasses
4 values
SMOKE
stringclasses
2 values
CH2O
float64
1
3
SCC
stringclasses
2 values
FAF
float64
0
3
TUE
float64
0
2
CALC
stringclasses
4 values
MTRANS
stringclasses
5 values
NObeyesdad
stringclasses
7 values
Female
19.911246
1.530248
68.85097
yes
no
2.258795
3.53009
Sometimes
no
1.172186
no
0.678943
1
no
Public_Transportation
Overweight_Level_II
Male
17
1.62
69
yes
yes
3
1
Always
no
2
yes
1
2
Sometimes
Public_Transportation
Overweight_Level_I
Female
21
1.72
66.5
yes
yes
3
4
Always
no
3
no
0
2
no
Public_Transportation
Normal_Weight
Male
18.274358
1.824655
58.621349
yes
yes
2.14084
4
Sometimes
no
2.931438
no
2
1.164457
no
Automobile
Insufficient_Weight
Female
26
1.624576
110.803117
yes
yes
3
3
Sometimes
no
2.704827
no
0
0.269577
Sometimes
Public_Transportation
Obesity_Type_III
Male
18.068767
1.787787
52
yes
yes
3
3
Sometimes
no
2
no
0.854337
1
Sometimes
Public_Transportation
Insufficient_Weight
Female
21.979769
1.6
66.126964
yes
yes
2.213135
3
Sometimes
no
2.046766
no
2.172546
0
Sometimes
Public_Transportation
Overweight_Level_I
Female
23.501249
1.6
45
no
no
2.591439
3
Frequently
no
2.074048
no
1.679935
0
no
Public_Transportation
Insufficient_Weight
Female
24.023972
1.599697
64.808022
no
yes
2.903545
3
Sometimes
no
1.549931
no
0
0.273882
Sometimes
Public_Transportation
Overweight_Level_I
Female
18
1.45
53
no
yes
2
3
Frequently
no
2
yes
1
2
Frequently
Public_Transportation
Overweight_Level_I
Male
27.991467
1.82559
120.860386
yes
yes
3
3
Sometimes
no
3
no
0.691369
1.415536
Sometimes
Public_Transportation
Obesity_Type_II
Female
25.982113
1.627818
105.428628
yes
yes
3
3
Sometimes
no
1.48075
no
0.098043
0.663492
Sometimes
Public_Transportation
Obesity_Type_III
Female
26
1.65632
111.93301
yes
yes
3
3
Sometimes
no
2.774014
no
0
0.138418
Sometimes
Public_Transportation
Obesity_Type_III
Male
18
1.750097
86.372141
yes
yes
2.907062
3
Sometimes
no
2.740848
no
1.219827
0.037634
Sometimes
Public_Transportation
Overweight_Level_II
Female
22
1.7
66
yes
no
3
3
Always
no
2
yes
2
1
Sometimes
Public_Transportation
Normal_Weight
Male
23.451595
1.670227
75
yes
yes
2
3
Sometimes
no
2
no
0.129163
1.983678
Sometimes
Public_Transportation
Overweight_Level_I
Male
55.24625
1.769269
80.491339
no
yes
2
3
Sometimes
no
2
no
1
0
no
Automobile
Overweight_Level_II
Male
30.976932
1.755333
118.237782
yes
yes
2.938616
3
Sometimes
no
2.06039
no
0.371508
1.333559
Sometimes
Automobile
Obesity_Type_II
Female
18.367481
1.745644
133.665587
yes
yes
3
3
Sometimes
no
2.900857
no
1.508897
0.625371
Sometimes
Public_Transportation
Obesity_Type_III
Female
19.300435
1.739354
49.649613
no
yes
3
3.754599
Sometimes
no
1.692112
no
2
1
Sometimes
Public_Transportation
Insufficient_Weight
Female
43.37634
1.582523
81.919454
yes
yes
2.76632
1.317884
Sometimes
no
1.889341
no
0.990642
0
no
Automobile
Obesity_Type_I
Female
20.801791
1.721476
131.042274
yes
yes
3
3
Sometimes
no
1.837184
no
1.525165
0.926443
Sometimes
Public_Transportation
Obesity_Type_III
Female
18
1.6
51
yes
yes
2
3
Frequently
no
1
no
1
1
Sometimes
Public_Transportation
Normal_Weight
Female
25.289428
1.686033
104.772164
yes
yes
3
3
Sometimes
no
1.299194
no
0.234303
0.946888
Sometimes
Public_Transportation
Obesity_Type_III
Female
23
1.66
60
yes
yes
2
1
Sometimes
no
1
no
1
1
Sometimes
Public_Transportation
Normal_Weight
Male
23.237302
1.761008
97.829344
yes
yes
2
3
Sometimes
no
2.988771
no
2.429923
1.978043
no
Public_Transportation
Obesity_Type_I
Male
25.057878
1.763987
113.069667
yes
yes
1.412566
3
Sometimes
no
2.002495
no
1.592795
0.001867
Sometimes
Public_Transportation
Obesity_Type_II
Male
22.177099
1.741353
96.738014
yes
yes
2
3
Sometimes
no
2.697661
no
2.614909
1.229474
no
Public_Transportation
Obesity_Type_I
Male
22.927011
1.751046
95.285898
yes
yes
2
3
Sometimes
no
2.530301
no
2.89118
1.287117
no
Public_Transportation
Obesity_Type_I
Female
26
1.639524
111.945588
yes
yes
3
3
Sometimes
no
2.739351
no
0
0.064769
Sometimes
Public_Transportation
Obesity_Type_III
Male
19.556729
1.767563
56.307019
yes
yes
2.362918
4
Sometimes
no
2.358172
no
2
0.939819
no
Automobile
Insufficient_Weight
Female
23.469538
1.507106
64.814109
yes
no
2.252472
3.986652
Sometimes
no
2
no
0.934286
0.890626
no
Public_Transportation
Overweight_Level_II
Female
26
1.618573
104.928643
yes
yes
3
3
Sometimes
no
1.698767
no
0
0.54396
Sometimes
Public_Transportation
Obesity_Type_III
Male
23.432227
1.754996
119.087557
yes
yes
1.631144
3
Sometimes
no
2
no
1.593183
0.86374
Sometimes
Public_Transportation
Obesity_Type_II
Male
22.336216
1.785718
105.055686
yes
yes
2.253707
3
Sometimes
no
2.524432
no
0.58216
0.175694
Sometimes
Public_Transportation
Obesity_Type_I
Male
18.729566
1.855433
112.875283
yes
yes
2
2.427137
Sometimes
no
2.574073
no
1
2
Sometimes
Public_Transportation
Obesity_Type_I
Female
22.422674
1.70011
50.173425
yes
yes
2.674431
3
Frequently
no
2.453384
no
1.321624
1.990617
no
Public_Transportation
Insufficient_Weight
Male
21
1.66
62
yes
yes
2
3
Sometimes
yes
2
no
1
1
Frequently
Public_Transportation
Normal_Weight
Female
17.807828
1.518067
55.822119
no
yes
1.773265
2.118153
Sometimes
no
1.075239
yes
0.085388
1.915191
Sometimes
Public_Transportation
Overweight_Level_I
Female
25
1.61
61
no
no
2
3
Sometimes
no
1
no
2
1
Sometimes
Public_Transportation
Normal_Weight
Male
24.362124
1.716677
85.261339
yes
yes
2
2.676148
Sometimes
no
2.083939
no
0.632164
0.993786
Sometimes
Public_Transportation
Overweight_Level_II
Male
22
1.7
66.4
yes
no
2
3
Frequently
no
2
no
0
0
no
Public_Transportation
Normal_Weight
Male
21.963787
1.849601
122.333425
yes
yes
3
2.218285
Sometimes
no
1.340117
no
0.428259
0
Sometimes
Public_Transportation
Obesity_Type_II
Male
27.931432
1.805445
119.484614
yes
yes
2.911312
3
Sometimes
no
2.501808
no
0.94676
0.785701
Sometimes
Automobile
Obesity_Type_II
Male
23
1.77433
90
yes
yes
2.116432
3
Sometimes
no
1.002292
no
0
1.066708
Sometimes
Public_Transportation
Overweight_Level_II
Male
22
1.88
90
yes
yes
2
3
Always
no
1
no
0
1
Sometimes
Automobile
Overweight_Level_I
Female
26
1.633442
111.821817
yes
yes
3
3
Sometimes
no
2.550672
no
0
0.224655
Sometimes
Public_Transportation
Obesity_Type_III
Male
20
1.56
45
no
no
2
3
Sometimes
no
2
no
1
1
Sometimes
Public_Transportation
Normal_Weight
Female
25.722004
1.62847
107.218949
yes
yes
3
3
Sometimes
no
2.48707
no
0.067329
0.455823
Sometimes
Public_Transportation
Obesity_Type_III
Female
22.77789
1.661415
120.748213
yes
yes
3
3
Sometimes
no
1.91039
no
0.217455
0.77582
Sometimes
Public_Transportation
Obesity_Type_III
Male
21
1.714253
75
yes
yes
2
3
Sometimes
no
1.081597
no
1
0
Sometimes
Public_Transportation
Overweight_Level_I
Male
18.381382
1.722547
53.783977
yes
yes
2
3.131032
Sometimes
no
2.072194
no
1.487987
2
Sometimes
Public_Transportation
Insufficient_Weight
Male
21.793724
1.75463
89.068227
yes
yes
2
2.041558
Sometimes
no
2.38725
no
0.813917
0
Sometimes
Public_Transportation
Overweight_Level_II
Female
25.795187
1.669039
104.593929
yes
yes
3
3
Sometimes
no
1.554925
no
0.209586
0.823069
Sometimes
Public_Transportation
Obesity_Type_III
Male
31.783524
1.672959
90
yes
yes
2.949242
1.782109
Sometimes
no
2.210997
no
1.992719
0
Sometimes
Automobile
Obesity_Type_I
Female
26
1.622418
110.676343
yes
yes
3
3
Sometimes
no
2.691584
no
0
0.425473
Sometimes
Public_Transportation
Obesity_Type_III
Male
18
1.844218
109.195529
yes
yes
2
1.548407
Sometimes
no
2.191401
no
1
1.676944
no
Public_Transportation
Obesity_Type_I
Female
22.884722
1.622787
82
yes
yes
1.754401
1
Sometimes
no
2
no
0
0.301909
no
Public_Transportation
Obesity_Type_I
Female
24
1.65
60
yes
no
2
3
Sometimes
no
3
yes
1
0
no
Public_Transportation
Normal_Weight
Female
18.845518
1.753471
80
yes
yes
2
1.391778
Sometimes
no
2.64548
no
2.685087
0.97554
no
Public_Transportation
Overweight_Level_I
Female
18.063582
1.633675
82.459577
yes
yes
2.921576
3
Sometimes
no
1.003636
no
1.000227
0.905596
no
Public_Transportation
Obesity_Type_I
Female
22.875223
1.624367
82
yes
yes
1.826885
1
Sometimes
no
2
no
0
0.459274
no
Public_Transportation
Obesity_Type_I
Female
21.845025
1.613668
68.126955
yes
yes
1.758394
3.981997
Sometimes
no
2.174248
no
0.920476
1.358163
Sometimes
Public_Transportation
Overweight_Level_I
Male
18
1.74
64
yes
yes
3
4
Sometimes
no
1
yes
2
0
Sometimes
Public_Transportation
Normal_Weight
Female
25.919571
1.610488
102.174953
yes
yes
3
3
Sometimes
no
1.032834
no
0.04525
0.922749
Sometimes
Public_Transportation
Obesity_Type_III
Female
21.849705
1.770612
133.963349
yes
yes
3
3
Sometimes
no
2.825629
no
1.399183
0.928972
Sometimes
Public_Transportation
Obesity_Type_III
Female
25.966504
1.63073
104.790549
yes
yes
3
3
Sometimes
no
2.436097
no
0.129178
0.683736
Sometimes
Public_Transportation
Obesity_Type_III
Male
29.681308
1.680058
89.994351
yes
yes
2.104772
2.376374
Sometimes
no
2.218691
no
1.52184
0
Sometimes
Automobile
Obesity_Type_I
Female
21.285965
1.72692
131.335786
yes
yes
3
3
Sometimes
no
1.796267
no
1.728332
0.897924
Sometimes
Public_Transportation
Obesity_Type_III
Female
20.908785
1.700996
126.490236
yes
yes
3
3
Sometimes
no
1.242832
no
0.530925
0.575969
Sometimes
Public_Transportation
Obesity_Type_III
Male
31.484494
1.707613
82.586893
yes
yes
2.795086
3.250467
Sometimes
no
1.367876
no
0.022958
0
no
Automobile
Overweight_Level_II
Male
40.973007
1.749405
109.908779
yes
yes
2.176317
2.986637
Sometimes
no
1.015672
no
0.94141
0
no
Automobile
Obesity_Type_II
Male
17
1.72
62
no
yes
2
3
Always
no
2
no
3
1
no
Public_Transportation
Normal_Weight
Male
23.884212
1.713825
83.952968
yes
yes
2
2.6648
Sometimes
no
1.810738
no
0.80989
1
Sometimes
Public_Transportation
Overweight_Level_II
Male
18
1.74
86
no
no
3
3
Sometimes
no
2
no
3
0
no
Public_Transportation
Overweight_Level_II
Male
29.883021
1.779049
112.438508
yes
yes
2.065752
3
Sometimes
no
2.078297
no
0
0.677354
Sometimes
Automobile
Obesity_Type_II
Male
20.880161
1.674327
80
yes
yes
2
3
Sometimes
no
2
no
1.66639
1.443212
no
Public_Transportation
Overweight_Level_II
Male
27.558801
1.801224
119.050381
yes
yes
2.744994
3
Sometimes
no
2.478838
no
0.684487
0.677909
Sometimes
Public_Transportation
Obesity_Type_II
Female
26
1.631547
111.588625
yes
yes
3
3
Sometimes
no
2.554007
no
0
0.252635
Sometimes
Public_Transportation
Obesity_Type_III
Female
16
1.66
58
no
no
2
1
Sometimes
no
1
no
0
1
no
Walking
Normal_Weight
Female
20
1.6
50
no
yes
2
3
Sometimes
no
1
no
0
1
no
Automobile
Normal_Weight
Female
20.3756
1.787195
151.975864
yes
yes
3
3
Sometimes
no
2.304716
no
0.82666
0.914492
Sometimes
Public_Transportation
Obesity_Type_III
Female
26
1.649178
111.914361
yes
yes
3
3
Sometimes
no
2.884077
no
0
0.096576
Sometimes
Public_Transportation
Obesity_Type_III
Female
23.69484
1.637524
113.90506
yes
yes
3
3
Sometimes
no
2.495961
no
0.189831
0.652289
Sometimes
Public_Transportation
Obesity_Type_III
Male
25.136116
1.76414
113.089716
yes
yes
1.168856
3
Sometimes
no
2.013205
no
1.246223
0.00159
Sometimes
Public_Transportation
Obesity_Type_II
Female
23
1.668649
80.458343
yes
yes
2
2.256119
Sometimes
no
1.142873
no
0.807076
1.611271
no
Public_Transportation
Overweight_Level_II
Male
28.255199
1.816547
120.699119
yes
yes
2.997951
3
Sometimes
no
2.715856
no
0.739881
0.972054
Sometimes
Automobile
Obesity_Type_II
Female
27
1.6
61
no
yes
3
3
Always
no
2
no
0
0
Sometimes
Automobile
Normal_Weight
Female
23.652435
1.562724
80.535698
yes
yes
2
1
Sometimes
no
2
no
0.389717
0
no
Public_Transportation
Obesity_Type_I
Female
30.255744
1.652084
73.575981
yes
yes
2
3
Sometimes
no
1
no
0
0.018877
Sometimes
Automobile
Overweight_Level_I
Male
26.050109
1.773115
115.089316
yes
yes
2.392179
3
Sometimes
no
2.16467
no
1.079934
1.073026
Sometimes
Public_Transportation
Obesity_Type_II
Male
18
1.767058
51.132809
yes
yes
2.708965
3
Sometimes
no
1.873004
no
1.21718
1
Sometimes
Public_Transportation
Insufficient_Weight
Male
20.738469
1.759933
55.003417
yes
yes
2.627031
3.832911
Sometimes
no
2.993448
no
2
1.425903
no
Public_Transportation
Insufficient_Weight
Female
28.583944
1.57856
65.522744
yes
no
2
2.283673
Sometimes
no
1.970622
no
1.863258
1.581703
Sometimes
Public_Transportation
Overweight_Level_II
Male
23
1.791867
90
yes
yes
2.067817
3
Sometimes
no
1.082084
no
0
1.922364
Sometimes
Public_Transportation
Overweight_Level_II
Female
17.767432
1.74379
50
no
yes
1.344854
4
Frequently
no
1
no
2
1
Sometimes
Public_Transportation
Insufficient_Weight
Male
18
1.755823
52.331172
no
yes
2.596364
3
Sometimes
no
2
no
0.281734
1.488372
Sometimes
Public_Transportation
Insufficient_Weight
Male
30.551762
1.784377
102.872505
yes
yes
2.271306
3
Sometimes
no
1.771198
no
2
0.413752
Sometimes
Automobile
Obesity_Type_I
Male
17.282945
1.821514
59.605028
yes
yes
2.613249
3.712183
Sometimes
no
2
no
2.002997
0.174848
no
Automobile
Insufficient_Weight
Female
23
1.61082
82.532994
yes
yes
2.09663
2.879541
Sometimes
no
2.432967
no
1.887012
0
no
Public_Transportation
Obesity_Type_I