id
int64
gender
string
age
int64
hypertension
int64
heart_disease
int64
ever_married
string
work_type
string
Residence_type
string
avg_glucose_level
float64
bmi
float64
smoking_status
string
stroke
int64
9,046
Male
59
1
1
Yes
Self-employed
Rural
256.668558
38.667789
never smoked
1
51,676
Female
54
0
0
Yes
Self-employed
Urban
225.346253
null
never smoked
0
31,112
Male
71
1
1
Yes
Self-employed
Rural
140.156039
34.732833
formerly smoked
1
60,182
Female
38
0
0
Yes
Private
Rural
188.481167
36.776307
formerly smoked
0
1,665
Female
72
1
1
Yes
Private
Urban
205.026178
27.02619
never smoked
1
56,669
Male
74
1
1
Yes
Self-employed
Urban
211.734347
31.846011
never smoked
1
53,882
Male
63
1
1
Yes
Never_worked
Rural
95.920484
29.341434
never smoked
0
10,434
Female
60
1
0
No
Private
Rural
123.333075
25.877225
smokes
0
27,419
Female
52
0
0
Yes
Self-employed
Rural
97.745957
null
smokes
0
60,491
Female
69
1
1
Yes
Self-employed
Urban
92.977534
27.242023
never smoked
0
12,109
Female
74
1
1
Yes
Self-employed
Rural
114.504796
32.684784
never smoked
1
12,095
Female
54
1
1
Yes
Private
Urban
139.183379
39.352052
smokes
0
12,175
Female
46
0
0
Yes
Self-employed
Urban
117.411216
29.72126
never smoked
0
8,213
Male
74
0
1
Yes
Private
Urban
251.210628
null
formerly smoked
0
5,317
Female
75
1
1
Yes
Never_worked
Rural
244.077502
31.179739
never smoked
1
58,202
Female
44
1
0
Yes
Private
Urban
187.684439
33.083146
never smoked
0
56,112
Male
59
1
1
Yes
Private
Rural
213.393987
39.787909
never smoked
1
34,120
Male
67
1
1
Yes
Private
Rural
247.204698
28.123275
never smoked
1
27,458
Female
54
1
0
No
Private
Rural
117.599409
40.662898
formerly smoked
0
25,226
Male
52
0
1
No
Self-employed
Rural
240.030829
null
never smoked
0
70,630
Female
61
1
0
Yes
Private
Urban
216.705286
25.29734
never smoked
0
13,861
Female
45
1
0
Yes
Private
Rural
252.423162
51.694384
never smoked
0
68,794
Female
71
1
1
Yes
Self-employed
Rural
266.394708
29.567855
never smoked
1
64,778
Male
77
1
1
Yes
Private
Urban
243.281823
34.946978
never smoked
1
4,219
Male
65
1
1
Yes
Private
Rural
133.922168
29.503782
never smoked
0
70,822
Male
72
1
1
Yes
Govt_job
Urban
131.611102
25.548372
never smoked
1
38,047
Female
60
1
0
Yes
Self-employed
Rural
131.938895
31.660658
never smoked
0
61,843
Male
50
0
0
Yes
children
Rural
222.736079
null
smokes
0
54,827
Male
63
1
1
Yes
Govt_job
Urban
218.455829
30.437556
never smoked
1
69,160
Male
52
0
0
Yes
Self-employed
Rural
228.080344
null
never smoked
0
43,717
Male
51
1
0
Yes
Private
Rural
234.715402
46.220876
smokes
0
33,879
Male
31
0
0
Yes
Self-employed
Rural
100.502756
26.793377
never smoked
0
39,373
Female
75
1
1
Yes
Govt_job
Rural
229.071696
25.406458
never smoked
1
54,401
Male
75
1
1
Yes
Self-employed
Rural
280.062612
32.579602
never smoked
1
14,248
Male
39
0
0
No
Self-employed
Rural
99.989294
31.155318
never smoked
0
712
Female
77
1
1
No
Private
Rural
120.533351
29.829087
never smoked
1
47,269
Male
66
1
1
Yes
Govt_job
Urban
246.224377
35.965755
formerly smoked
1
24,977
Female
68
1
1
Yes
Self-employed
Rural
107.110058
26.366422
never smoked
0
47,306
Male
53
1
0
No
Never_worked
Rural
121.105491
33.858997
formerly smoked
0
62,602
Female
41
0
0
Yes
Private
Rural
79.347614
32.034366
never smoked
0
4,651
Male
69
1
1
Yes
Private
Urban
107.786167
26.356141
never smoked
0
1,261
Male
46
0
0
Yes
Private
Urban
94.863795
30.512072
never smoked
0
61,960
Male
75
1
1
Yes
Self-employed
Urban
173.22814
28.960081
never smoked
1
1,845
Female
56
0
0
Yes
Private
Urban
110.144757
null
formerly smoked
0
7,937
Male
55
1
0
Yes
Private
Rural
235.263322
22.337186
never smoked
0
19,824
Male
70
1
1
Yes
Never_worked
Rural
271.468631
36.553184
smokes
1
37,937
Female
68
0
1
No
Private
Urban
135.207073
null
never smoked
0
47,472
Female
48
1
0
Yes
Govt_job
Urban
136.813664
40.907719
never smoked
0
35,626
Male
73
1
1
Yes
Private
Rural
141.894364
35.917963
Unknown
1
36,338
Female
35
1
0
Yes
Govt_job
Rural
70.845197
41.601281
never smoked
0
18,587
Female
68
0
0
No
Self-employed
Urban
119.862377
null
never smoked
0
15,102
Male
71
1
1
Yes
children
Urban
105.180938
null
never smoked
0
59,190
Female
73
1
1
Yes
children
Rural
164.531894
30.911287
formerly smoked
1
47,167
Female
68
1
1
Yes
Private
Urban
160.10201
34.729213
never smoked
1
8,752
Female
53
0
0
Yes
Private
Rural
211.315618
null
smokes
0
25,831
Male
54
1
1
Yes
Private
Rural
222.204114
38.57862
formerly smoked
1
38,829
Female
76
1
1
Yes
Self-employed
Rural
85.84666
35.970503
never smoked
1
66,400
Male
71
0
0
Yes
Govt_job
Rural
277.341513
null
never smoked
0
58,631
Male
65
1
1
Yes
Self-employed
Rural
225.278654
35.095473
never smoked
1
5,111
Female
45
1
0
Yes
Self-employed
Urban
195.858205
30.253437
never smoked
0
10,710
Female
49
1
0
Yes
Private
Rural
204.816838
42.646628
never smoked
0
55,927
Female
73
1
1
Yes
Govt_job
Rural
105.159512
25.179865
never smoked
0
65,842
Female
62
1
0
Yes
Never_worked
Rural
91.296609
27.953188
never smoked
0
19,557
Female
40
0
0
Yes
Private
Rural
115.713901
32.186215
never smoked
0
7,356
Male
66
0
0
Yes
Self-employed
Urban
127.5185
null
formerly smoked
0
17,013
Male
68
1
1
No
Private
Urban
151.647555
26.062625
formerly smoked
1
17,004
Female
63
1
0
Yes
Self-employed
Urban
256.791618
50.934219
never smoked
0
72,366
Male
66
1
1
Yes
Self-employed
Urban
128.632919
22.443222
never smoked
0
6,118
Male
51
0
0
Yes
Private
Rural
108.3517
32.096635
never smoked
0
7,371
Female
74
1
1
Yes
Self-employed
Rural
113.380564
31.744006
never smoked
1
70,676
Female
68
0
0
Yes
Private
Urban
98.178376
null
Unknown
0
2,326
Female
56
1
0
Yes
Self-employed
Urban
201.454591
30.870295
never smoked
0
27,169
Female
59
1
0
Yes
Self-employed
Urban
145.996374
33.737103
never smoked
0
50,784
Male
52
0
0
Yes
Private
Urban
265.755806
29.176051
never smoked
0
19,773
Female
50
0
0
Yes
Self-employed
Urban
118.421368
28.971688
never smoked
0
66,159
Female
71
1
1
Yes
Self-employed
Rural
94.35691
24.743226
never smoked
0
36,236
Male
72
1
1
Yes
Private
Rural
272.204374
29.683637
never smoked
1
71,673
Female
72
1
1
Yes
Private
Urban
143.335035
27.288259
never smoked
1
45,805
Female
43
0
0
Yes
Self-employed
Urban
180.828023
null
never smoked
0
42,117
Male
39
0
0
Yes
Never_worked
Rural
161.97034
47.574542
never smoked
0
57,419
Male
52
1
0
Yes
Private
Rural
112.097809
46.083016
never smoked
0
26,015
Female
58
0
0
Yes
Private
Rural
123.044883
null
formerly smoked
0
26,727
Female
69
1
1
No
Private
Rural
122.60713
25.880646
never smoked
0
66,638
Female
62
1
0
No
Self-employed
Urban
97.74669
32.619915
never smoked
0
70,042
Male
52
0
0
Yes
Private
Rural
97.925652
null
formerly smoked
0
32,399
Male
48
0
0
Yes
Private
Rural
107.311415
31.095314
smokes
0
3,253
Male
52
0
1
Yes
Self-employed
Rural
125.363191
29.112411
never smoked
0
71,796
Female
62
1
1
Yes
Self-employed
Urban
83.586151
35.340121
never smoked
0
14,499
Male
41
0
0
Yes
Private
Rural
105.61078
42.672906
formerly smoked
0
49,130
Male
65
1
1
Yes
Self-employed
Rural
133.263732
27.761145
never smoked
0
28,291
Female
71
1
1
Yes
Self-employed
Rural
258.068266
32.795303
smokes
1
51,169
Male
72
1
1
Yes
Private
Rural
102.829507
28.576285
never smoked
0
66,315
Female
51
1
0
No
Private
Rural
92.675597
40.406151
smokes
0
37,726
Female
73
1
1
Yes
Govt_job
Rural
95.909904
29.353704
never smoked
0
54,385
Male
38
0
0
Yes
Private
Urban
80.717167
30.971061
never smoked
0
2,458
Female
73
1
1
Yes
Self-employed
Rural
261.337167
35.145776
never smoked
1
35,512
Female
62
1
0
Yes
children
Rural
103.483997
27.224703
Unknown
0
56,841
Male
50
0
1
Yes
Private
Urban
261.246386
33.167015
never smoked
0
8,154
Male
49
1
0
Yes
Private
Rural
95.752105
29.326844
never smoked
0
4,639
Female
62
1
0
Yes
Self-employed
Urban
110.366248
30.890885
never smoked
0