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
54,695
Male
66
0
0
Yes
Self-employed
Urban
188.254971
null
never smoked
0
68,627
Male
71
1
1
Yes
Private
Rural
206.062216
34.035229
never smoked
1
8,580
Female
67
1
1
Yes
Govt_job
Urban
119.159418
35.104772
never smoked
0
28,484
Female
68
1
1
Yes
Private
Rural
132.398773
34.007867
never smoked
1
62,019
Male
49
0
0
Yes
Self-employed
Rural
101.337044
32.576803
Unknown
0
51,314
Female
72
1
1
Yes
Private
Urban
140.425372
36.153445
formerly smoked
1
37,060
Female
72
1
1
Yes
Private
Rural
115.7408
26.47607
never smoked
1
35,578
Male
69
1
1
No
Private
Rural
121.03732
29.480332
never smoked
1
54,921
Male
69
1
1
Yes
Self-employed
Rural
170.450079
36.030324
never smoked
1
33,454
Female
48
0
0
Yes
Private
Rural
126.549397
26.343977
never smoked
0
33,943
Female
30
0
0
Yes
Self-employed
Rural
95.231351
28.537714
never smoked
0
62,439
Female
41
0
0
Yes
Private
Rural
116.081321
29.745359
never smoked
0
31,179
Male
54
1
0
Yes
Self-employed
Rural
223.96285
32.696569
never smoked
0
66,866
Female
39
0
0
Yes
Govt_job
Urban
99.715525
22.662842
never smoked
0
2,548
Female
74
1
1
Yes
Self-employed
Urban
133.653016
24.729829
never smoked
1
68,025
Female
70
1
1
No
Self-employed
Rural
228.715466
34.021771
smokes
1
2,390
Male
72
1
1
Yes
Self-employed
Urban
148.131034
29.469104
never smoked
1
29,552
Female
48
1
1
Yes
Private
Rural
230.30109
42.425189
never smoked
1
25,904
Female
69
1
1
Yes
Govt_job
Rural
228.385943
null
never smoked
0
31,421
Male
65
1
1
Yes
Private
Rural
245.772324
30.989139
never smoked
1
20,463
Male
69
1
1
Yes
Self-employed
Urban
282.692251
30.134486
never smoked
1
68,023
Male
75
1
1
Yes
Self-employed
Urban
109.429522
30.584881
Unknown
1
12,689
Female
54
1
0
Yes
Private
Rural
230.476016
44.895387
never smoked
0
54,724
Female
77
1
1
No
Private
Rural
103.210298
28.871266
Unknown
1
8,899
Male
42
0
0
No
Self-employed
Rural
121.76245
33.357423
never smoked
0
39,186
Female
47
0
1
Yes
Govt_job
Rural
241.21327
33.568475
never smoked
0
32,729
Female
73
1
1
Yes
children
Rural
218.421623
30.334207
never smoked
1
39,105
Male
69
0
0
Yes
Self-employed
Rural
91.239353
null
never smoked
0
31,154
Female
33
0
0
Yes
Self-employed
Urban
111.19997
32.241793
never smoked
0
69,959
Female
71
1
1
No
children
Rural
98.556504
38.581903
never smoked
1
10,552
Female
75
1
1
Yes
Private
Urban
112.2169
19.93112
smokes
1
12,917
Female
71
1
1
Yes
Private
Urban
132.637846
24.673651
never smoked
1
68,356
Female
65
1
1
Yes
Self-employed
Rural
93.648121
37.467837
never smoked
0
23,368
Female
71
1
1
Yes
Govt_job
Urban
228.582869
31.28889
never smoked
1
25,974
Male
66
1
1
Yes
Govt_job
Urban
250.055067
28.951546
never smoked
1
1,210
Female
59
1
0
Yes
Self-employed
Rural
230.770261
42.314033
never smoked
0
28,493
Male
54
1
0
Yes
Private
Rural
101.549017
33.198014
never smoked
0
36,857
Male
69
1
1
Yes
Self-employed
Urban
192.351294
34.633534
never smoked
1
1,836
Female
45
1
0
Yes
Private
Rural
98.762662
30.935022
never smoked
0
32,221
Male
51
1
1
Yes
Private
Rural
107.183673
37.803811
smokes
0
10,548
Male
60
1
0
Yes
Self-employed
Rural
106.069769
23.058983
never smoked
0
52,282
Male
50
0
0
Yes
Private
Urban
217.561642
36.367162
never smoked
0
45,535
Male
59
1
0
Yes
Govt_job
Urban
265.74211
44.293966
never smoked
0
40,460
Female
59
1
1
Yes
Self-employed
Urban
266.860604
43.263342
never smoked
1
17,739
Male
52
1
0
Yes
Self-employed
Rural
106.700052
38.765445
formerly smoked
0
49,669
Female
7
0
0
No
Private
Rural
61.7922
32.725001
never smoked
0
27,153
Female
68
1
1
Yes
Private
Rural
102.391208
32.122777
never smoked
0
34,060
Male
65
1
1
Yes
Private
Urban
121.046223
null
never smoked
0
43,424
Female
67
1
1
Yes
Never_worked
Rural
110.355054
22.517348
never smoked
0
30,669
Male
0
0
0
No
Govt_job
Rural
85.772981
18.679622
never smoked
0
30,468
Male
53
1
0
Yes
Self-employed
Rural
110.433228
40.951517
never smoked
0
16,523
Female
0
0
0
No
Private
Rural
111.5192
19.293099
never smoked
0
56,543
Female
58
1
0
Yes
children
Urban
91.012269
38.765606
never smoked
0
46,136
Male
4
0
0
No
Private
Urban
154.388584
19.956612
never smoked
0
32,257
Female
43
1
0
Yes
Private
Urban
230.483001
52.303728
never smoked
0
52,800
Female
45
0
0
Yes
Self-employed
Rural
107.691168
20.435706
never smoked
0
41,413
Female
65
1
1
Yes
children
Urban
269.682493
29.390337
never smoked
1
15,266
Female
26
0
0
Yes
Private
Urban
95.970821
34.539542
never smoked
0
28,674
Female
66
1
1
Yes
Private
Rural
230.618092
57.763839
never smoked
1
10,460
Female
70
1
1
Yes
children
Urban
108.505757
37.980921
never smoked
1
64,908
Male
73
1
1
Yes
Private
Rural
92.64201
24.589802
never smoked
0
63,884
Female
30
0
0
Yes
Private
Urban
175.181039
41.550536
never smoked
0
37,893
Female
36
0
0
Yes
Self-employed
Urban
86.987167
28.411279
never smoked
0
67,855
Female
35
0
0
Yes
Govt_job
Urban
113.19436
44.744092
formerly smoked
0
25,774
Male
28
0
0
No
Self-employed
Rural
106.186137
34.955258
never smoked
0
19,584
Female
15
0
0
No
Never_worked
Rural
91.604196
21.79295
never smoked
0
24,447
Female
31
0
0
Yes
Self-employed
Rural
92.804929
24.825988
never smoked
0
49,589
Female
39
0
0
Yes
Private
Rural
72.713457
26.78405
smokes
0
17,986
Female
72
1
1
Yes
Never_worked
Urban
111.690813
28.341332
never smoked
1
29,217
Female
57
1
0
Yes
Self-employed
Urban
100.844965
44.410897
smokes
0
72,911
Female
47
1
0
Yes
Private
Urban
146.51713
63.611882
never smoked
0
47,175
Female
44
0
0
Yes
Self-employed
Rural
73.08749
34.007735
smokes
0
4,057
Male
61
1
0
Yes
Private
Urban
215.359416
29.139042
smokes
0
48,588
Female
51
0
0
Yes
Private
Urban
133.395612
26.354109
never smoked
0
70,336
Female
19
0
0
Yes
Private
Urban
71.402964
26.244604
never smoked
0
66,767
Female
59
1
0
Yes
Self-employed
Rural
118.001194
31.248977
never smoked
0
45,801
Female
30
0
0
No
Govt_job
Rural
109.678255
28.89134
smokes
0
36,275
Female
48
0
0
Yes
Self-employed
Rural
221.269013
29.275564
formerly smoked
0
11,577
Female
62
1
0
Yes
Never_worked
Urban
241.845687
34.236646
never smoked
0
67,210
Male
20
0
0
Yes
Private
Urban
93.049354
26.126483
never smoked
0
29,908
Female
39
0
0
Yes
Private
Urban
116.916393
27.688433
formerly smoked
0
45,222
Male
49
1
0
No
Private
Rural
85.085708
29.333327
never smoked
0
33,759
Female
0
0
0
No
Private
Rural
68.253885
17.624407
formerly smoked
0
40,311
Female
53
0
0
Yes
Private
Urban
173.82932
29.46166
formerly smoked
0
26,325
Male
2
0
0
No
Self-employed
Urban
86.185248
32.382314
smokes
0
65,460
Female
28
0
0
Yes
children
Urban
73.572414
27.481451
never smoked
0
36,811
Female
16
0
0
No
Never_worked
Urban
99.081001
32.861401
never smoked
0
71,750
Female
46
0
0
Yes
Private
Rural
67.772745
27.336405
never smoked
0
70,970
Female
9
0
0
No
Govt_job
Urban
91.735231
25.216374
smokes
0
42,203
Male
53
0
0
Yes
Private
Urban
139.732471
31.373596
never smoked
0
55,680
Male
6
0
0
No
Private
Rural
118.938982
19.271328
never smoked
0
11,014
Male
0
0
0
No
Govt_job
Rural
81.233019
20.280184
never smoked
0
44,338
Female
10
0
0
No
Self-employed
Rural
110.709154
20.900341
never smoked
0
20,980
Male
58
1
0
Yes
Private
Rural
214.634909
38.197093
formerly smoked
0
34,974
Female
14
0
0
No
Self-employed
Urban
91.51155
29.200401
never smoked
0
71,379
Female
39
0
0
Yes
Private
Rural
124.376226
29.946918
never smoked
0
58,261
Female
57
1
0
Yes
Self-employed
Rural
176.35002
31.203112
never smoked
0
67,318
Male
50
1
0
Yes
Self-employed
Rural
74.541204
28.416041
smokes
0
28,526
Male
60
1
0
Yes
Never_worked
Rural
222.969211
35.71127
never smoked
0
8,831
Female
49
0
0
Yes
Private
Rural
115.81499
31.732879
never smoked
0