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
21
1.63
60
yes
yes
3
3
Always
yes
2
no
2
0
Sometimes
Public_Transportation
Normal_Weight
Female
20.924956
1.752531
133.618706
yes
yes
3
3
Sometimes
no
2.887659
no
1.480919
0.779641
Sometimes
Public_Transportation
Obesity_Type_III
Female
22.89974
1.661715
82.595793
yes
yes
1.203754
1.355354
Sometimes
no
2.765593
no
0.128342
1.659476
Sometimes
Public_Transportation
Obesity_Type_I
Female
21.837996
1.588046
44.236067
no
no
3
1.69608
Frequently
no
2.550307
no
1.098862
0
no
Public_Transportation
Insufficient_Weight
Male
25.994746
1.811602
106.042142
yes
yes
3
3
Sometimes
no
2.858171
no
1.813318
0.680215
Sometimes
Public_Transportation
Obesity_Type_I
Male
23.327836
1.754439
119.441207
yes
yes
1.893428
3
Sometimes
no
2
no
1.917383
0.93648
Sometimes
Public_Transportation
Obesity_Type_II
Male
32.895637
1.783901
103.771371
yes
yes
2.902469
1.734762
Sometimes
no
2.600238
no
2.113992
0.584755
Sometimes
Automobile
Obesity_Type_I
Male
24.679807
1.7
84.687554
yes
yes
2
3
Sometimes
no
2.020424
no
0
1
Sometimes
Public_Transportation
Overweight_Level_II
Female
26
1.644141
111.942544
yes
yes
3
3
Sometimes
no
2.763005
no
0
0.101867
Sometimes
Public_Transportation
Obesity_Type_III
Female
22.99368
1.741377
54.877111
yes
yes
3
3
Frequently
no
2.009796
no
2
0.071317
no
Public_Transportation
Insufficient_Weight
Male
30.958051
1.906821
128.856677
yes
yes
2.633855
3
Sometimes
no
1.619305
no
1.847802
0.424612
Sometimes
Public_Transportation
Obesity_Type_II
Female
21
1.53
65
yes
no
2
3
Sometimes
no
1
no
0
1
no
Public_Transportation
Overweight_Level_II
Female
26
1.643421
111.939983
yes
yes
3
3
Sometimes
no
2.722276
no
0
0.091711
Sometimes
Public_Transportation
Obesity_Type_III
Male
19
1.8
60
yes
yes
3
1
Always
no
1
yes
0
0
no
Motorbike
Normal_Weight
Male
18
1.86
110
yes
yes
2
1
Sometimes
yes
2
no
1
2
Sometimes
Public_Transportation
Obesity_Type_I
Female
25.951737
1.629442
104.835346
yes
yes
3
3
Sometimes
no
2.225139
no
0.035928
0.565315
Sometimes
Public_Transportation
Obesity_Type_III
Female
24
1.6
45
yes
no
2
3
no
no
2
no
1
0
no
Public_Transportation
Insufficient_Weight
Female
23
1.6
78
yes
yes
2
1
Sometimes
yes
2
no
1
0
Frequently
Public_Transportation
Obesity_Type_I
Male
40.50021
1.748103
108.308112
yes
yes
2.317459
3.734323
Sometimes
no
1
no
1.628637
0
no
Automobile
Obesity_Type_II
Male
18
1.93
86
no
no
3
4
Always
no
2
no
2
0
Sometimes
Walking
Normal_Weight
Male
22.936098
1.702825
93.638318
yes
yes
2
3
Sometimes
no
1.746197
no
0.455216
0.335158
no
Public_Transportation
Obesity_Type_I
Male
33
1.83
113
yes
yes
2
1
Always
no
2
no
1
2
Frequently
Automobile
Obesity_Type_I
Female
26
1.632193
111.886611
yes
yes
3
3
Sometimes
no
2.617988
no
0
0.156187
Sometimes
Public_Transportation
Obesity_Type_III
Male
20
1.831357
89.652557
yes
yes
2.555401
3.292386
Sometimes
no
3
no
2
0.315918
Sometimes
Public_Transportation
Overweight_Level_I
Female
18
1.56
55
no
yes
2
3
Sometimes
no
1
no
0
0
Frequently
Automobile
Normal_Weight
Female
25.96773
1.603404
105.031908
yes
yes
3
3
Sometimes
no
1.919473
no
0.027101
0.546137
Sometimes
Public_Transportation
Obesity_Type_III
Male
31.540751
1.828092
91.495718
yes
yes
2
2.698883
Sometimes
no
2.035104
no
0.598438
0.017016
Sometimes
Automobile
Overweight_Level_II
Male
18
1.7
78
no
yes
1
3
Sometimes
no
2
no
0
1
Sometimes
Public_Transportation
Overweight_Level_II
Male
40.564513
1.748015
109.758736
yes
yes
2.310751
3.220181
Sometimes
no
1.006643
no
1.15804
0
no
Automobile
Obesity_Type_II
Female
22.154854
1.481682
61.373868
yes
no
2
2.983297
Sometimes
no
1.453626
no
0.32896
0.509396
no
Public_Transportation
Overweight_Level_II
Male
29
1.77
83
no
yes
1
4
Frequently
no
3
no
0
1
no
Motorbike
Overweight_Level_I
Male
33.722449
1.712905
103.276087
yes
yes
2.525884
2.040582
Sometimes
no
1
no
1.67036
0.023959
no
Public_Transportation
Obesity_Type_II
Male
24.417552
1.774775
117.398976
yes
yes
2.23372
2.993634
Sometimes
no
2.028368
no
0.863158
0.449886
Sometimes
Public_Transportation
Obesity_Type_II
Male
21.618246
1.679306
75
yes
yes
2
3
Sometimes
no
1.957871
no
0.994592
0.117303
Sometimes
Public_Transportation
Overweight_Level_I
Male
23.572648
1.698346
75
yes
yes
2
3
Sometimes
no
2
no
0.345684
1.415536
Sometimes
Public_Transportation
Overweight_Level_I
Female
25.748627
1.66877
104.774144
yes
yes
3
3
Sometimes
no
1.526416
no
0.180158
0.747909
Sometimes
Public_Transportation
Obesity_Type_III
Male
22.429812
1.64037
70
no
yes
2
1
no
no
2.069184
no
0.729898
0
Sometimes
Public_Transportation
Overweight_Level_I
Male
23.172982
1.858624
88.675503
yes
yes
2
2.77684
Sometimes
no
1.278231
no
0.55713
1
Sometimes
Automobile
Overweight_Level_I
Male
30.553097
1.780448
88.431954
yes
yes
2
1.178708
Sometimes
no
1.791286
no
0.893362
0.276364
Sometimes
Public_Transportation
Overweight_Level_II
Male
30.722801
1.779325
120.751656
yes
yes
2.519592
3
Sometimes
no
2.229145
no
0.350717
1.140348
Sometimes
Automobile
Obesity_Type_II
Male
23.360307
1.610647
100.642257
yes
yes
2.997524
1.154318
Sometimes
no
1.238057
no
1.1293
1.665621
no
Public_Transportation
Obesity_Type_II
Female
26
1.640606
111.036881
yes
yes
3
3
Sometimes
no
2.709428
no
0
0.228486
Sometimes
Public_Transportation
Obesity_Type_III
Male
22.276969
1.84995
121.786485
yes
yes
3
2.272214
Sometimes
no
1.555534
no
0.348839
0
Sometimes
Public_Transportation
Obesity_Type_II
Male
25.523127
1.786532
114.534678
yes
yes
2.100177
3
Sometimes
no
2.099687
no
1.281165
0.247332
Sometimes
Public_Transportation
Obesity_Type_II
Male
18
1.87
173
yes
yes
3
3
Frequently
no
2
no
2
1
Sometimes
Public_Transportation
Obesity_Type_III
Male
21
1.81
80
no
no
1
3
no
no
2
no
2
0
no
Public_Transportation
Normal_Weight
Female
30.163408
1.533364
78.030383
yes
yes
2.028225
1.923607
Sometimes
no
1.798917
no
0
0
no
Public_Transportation
Obesity_Type_I
Male
25.341399
1.786997
115.025361
yes
yes
1.99953
3
Sometimes
no
2.111908
no
1.453042
0.849503
Sometimes
Public_Transportation
Obesity_Type_II
Female
22
1.73
79
yes
yes
2
1
Sometimes
no
2
no
1
0
Sometimes
Public_Transportation
Overweight_Level_I
Female
16
1.57
49
no
yes
2
4
Always
no
2
no
0
1
Sometimes
Public_Transportation
Normal_Weight
Male
31.761799
1.751688
119.205308
yes
yes
2.14961
3
Sometimes
no
2.133876
no
0.393452
0.345887
Sometimes
Automobile
Obesity_Type_II
Female
18
1.670058
86.242679
yes
yes
2.609123
3
Sometimes
no
1.955053
no
1.186013
0
no
Public_Transportation
Obesity_Type_I
Female
17
1.6
53
no
yes
1
3
Sometimes
no
1
no
2
2
Sometimes
Walking
Normal_Weight
Female
20
1.61
64
yes
no
3
3
Always
no
2
yes
0
1
Frequently
Public_Transportation
Normal_Weight
Male
17.412629
1.723191
97.350366
yes
yes
2
3
Sometimes
no
2
no
0
0.931721
no
Public_Transportation
Obesity_Type_I
Male
34.576714
1.73325
103.669116
yes
yes
2.501224
2.049565
Sometimes
no
1
no
1.746583
0
no
Automobile
Obesity_Type_II
Male
25.047945
1.803207
118.332966
yes
yes
1.431346
3
Sometimes
no
2.098959
no
1.110868
0.196952
Sometimes
Public_Transportation
Obesity_Type_II
Female
23
1.644161
84.340406
yes
yes
2.177243
3
Sometimes
no
2.715572
no
2.230109
0.070897
no
Public_Transportation
Obesity_Type_I
Female
28
1.7
73
yes
no
2
3
Frequently
no
2
yes
2
0
Sometimes
Walking
Overweight_Level_I
Male
17.405104
1.82525
58.913579
yes
yes
2.580872
3.887906
Sometimes
no
2
no
2
0.453649
no
Automobile
Insufficient_Weight
Female
21.198217
1.743841
78.88036
yes
yes
2.510583
1
Sometimes
no
2
no
2.119682
0
Sometimes
Public_Transportation
Overweight_Level_I
Female
19.774317
1.541039
64.726948
no
yes
2.706134
2.669766
Sometimes
no
1.979848
yes
0.445238
0.908836
Sometimes
Public_Transportation
Overweight_Level_I
Female
27.757187
1.505437
63.892071
yes
no
2
1
Sometimes
no
1.278578
no
0.02112
0
no
Public_Transportation
Overweight_Level_II
Female
21.030909
1.71818
133.466763
yes
yes
3
3
Sometimes
no
1.517215
no
1.486289
0.937492
Sometimes
Public_Transportation
Obesity_Type_III
Female
24
1.6
51
yes
yes
1
3
Sometimes
no
2
no
0
1
Sometimes
Automobile
Normal_Weight
Female
22.667596
1.718939
75.951472
yes
yes
2
3
Frequently
no
2
no
0
2
Sometimes
Public_Transportation
Overweight_Level_I
Female
19.955257
1.5891
72.713611
yes
no
3
3.856434
Sometimes
no
2
no
1.32417
1
Sometimes
Public_Transportation
Overweight_Level_II
Female
21.478496
1.686936
51.256059
yes
yes
3
3.179995
Frequently
no
1.910378
no
0.480614
0.625079
no
Public_Transportation
Insufficient_Weight
Female
31
1.62
68
no
no
3
3
Sometimes
no
2
no
1
0
Sometimes
Automobile
Overweight_Level_I
Female
30.958957
1.633491
68.803694
yes
yes
2.052152
3
Sometimes
no
1.972074
no
0.228307
0
Sometimes
Automobile
Overweight_Level_I
Female
19.407204
1.520862
42
no
yes
3
1
Frequently
no
1.848703
no
0
0.744555
Sometimes
Public_Transportation
Insufficient_Weight
Female
21.394047
1.792933
137.832414
yes
yes
3
3
Sometimes
no
2.682909
no
1.318743
0.900497
Sometimes
Public_Transportation
Obesity_Type_III
Male
36.023972
1.670667
90.575934
yes
yes
2.903545
1.508685
Sometimes
no
2.450069
no
1.45473
0
Sometimes
Automobile
Obesity_Type_I
Male
26
1.7
70
no
yes
2
3
Sometimes
yes
1
no
0
0
Sometimes
Public_Transportation
Normal_Weight
Female
18.535075
1.688025
45
no
yes
3
3
Sometimes
no
3
yes
2.539762
1.283673
no
Public_Transportation
Insufficient_Weight
Male
28.825223
1.765874
82.045045
yes
yes
1.064162
3.98955
Sometimes
no
2.028426
no
0.81517
0.894678
Sometimes
Public_Transportation
Overweight_Level_I
Female
23.035829
1.598612
42.993937
no
no
2.753752
2.812377
Frequently
no
2.346647
no
1.612248
0
no
Public_Transportation
Insufficient_Weight
Male
18.011718
1.680991
79.752916
yes
yes
2.413156
2.521546
Sometimes
no
1.985312
no
0.00705
0.965464
Sometimes
Public_Transportation
Overweight_Level_II
Female
20.781751
1.734092
125.117633
yes
yes
3
3
Sometimes
no
1.54249
no
0.6277
0.450479
Sometimes
Public_Transportation
Obesity_Type_III
Male
38.112989
1.766888
118.134898
yes
yes
2.240757
2.911568
Sometimes
no
1.895876
no
0.822186
0
Sometimes
Automobile
Obesity_Type_II
Female
21.106056
1.722884
92.949254
yes
yes
1.164062
3
Sometimes
no
1.157395
no
0
0.320851
Sometimes
Public_Transportation
Obesity_Type_I
Male
29.43879
1.770126
108.602715
yes
yes
3
3
Sometimes
no
1.163264
no
1.866023
1.604608
Sometimes
Automobile
Obesity_Type_I
Male
26
1.7
72
no
yes
2
3
Always
no
2
no
0
0
Sometimes
Public_Transportation
Normal_Weight
Female
19.529746
1.751038
133.843033
yes
yes
3
3
Sometimes
no
2.955075
no
1.46046
0.655558
Sometimes
Public_Transportation
Obesity_Type_III
Female
18
1.62
50
no
yes
3
3
Sometimes
no
1
no
0
0
Sometimes
Automobile
Normal_Weight
Female
26
1.629727
111.275646
yes
yes
3
3
Sometimes
no
2.495851
no
0
0.218645
Sometimes
Public_Transportation
Obesity_Type_III
Female
25.293202
1.503379
64.342459
yes
no
2
1
Sometimes
no
1.639807
no
0.072117
0
no
Public_Transportation
Overweight_Level_II
Female
38
1.64
59.8
yes
yes
2
3
Sometimes
no
2
no
2
0
no
Public_Transportation
Normal_Weight
Female
25.930376
1.608808
102.083964
yes
yes
3
3
Sometimes
no
1.019684
no
0.026033
1
Sometimes
Public_Transportation
Obesity_Type_III
Male
19.703095
1.704141
78.790936
yes
no
1.650505
3
Sometimes
no
2
no
1.73234
1
Sometimes
Public_Transportation
Overweight_Level_II
Male
21
1.62
70
no
yes
2
1
no
no
3
no
1
0
Sometimes
Public_Transportation
Overweight_Level_I
Male
26.899886
1.812919
119.841446
yes
yes
2.347942
3
Sometimes
no
2.730663
no
0.689371
0.188693
Sometimes
Public_Transportation
Obesity_Type_II
Male
24
1.66
67
yes
yes
3
1
Sometimes
no
2
no
1
0
no
Public_Transportation
Normal_Weight
Male
18.128249
1.699437
52.08657
yes
yes
2.853513
3
Sometimes
no
2
no
0.680464
1.258881
Sometimes
Public_Transportation
Insufficient_Weight
Female
17
1.53
55
yes
yes
2
3
Sometimes
no
1
no
0
1
no
Public_Transportation
Normal_Weight
Female
18
1.686904
90.004046
yes
yes
2.737149
3
Sometimes
no
1.997195
no
1.352663
0.468483
Sometimes
Public_Transportation
Obesity_Type_I
Female
21
1.75
88
yes
yes
2
3
Sometimes
no
3
no
3
0
Sometimes
Public_Transportation
Overweight_Level_II
Male
27
1.72
88
yes
yes
2
1
Always
no
2
no
0
0
Sometimes
Automobile
Overweight_Level_II
Female
23.712641
1.742901
132.8071
yes
yes
3
3
Sometimes
no
2.856795
no
1.046463
0.586163
Sometimes
Public_Transportation
Obesity_Type_III
Male
17.469417
1.798645
59.612717
yes
yes
2.336044
4
Sometimes
no
2
no
2
0.133005
no
Automobile
Insufficient_Weight