id
int64
67
72.9k
gender
stringclasses
3 values
age
float64
0.08
82
hypertension
int64
0
1
heart_disease
int64
0
1
ever_married
stringclasses
2 values
work_type
stringclasses
5 values
Residence_type
stringclasses
2 values
avg_glucose_level
float64
55.1
272
bmi
float64
10.3
97.6
smoking_status
stringclasses
4 values
stroke
int64
0
1
12,363
Male
64
0
1
Yes
Govt_job
Urban
74.1
28.8
Unknown
1
63,973
Female
77
0
0
Yes
Govt_job
Rural
190.32
31.4
never smoked
1
45,277
Female
74
0
0
Yes
Private
Rural
231.61
34.6
formerly smoked
1
4,712
Female
81
0
1
Yes
Self-employed
Rural
78.7
19.4
Unknown
1
33,175
Female
57
0
0
Yes
Govt_job
Urban
110.52
28.5
Unknown
1
2,346
Male
58
0
0
Yes
Private
Urban
82.3
null
smokes
1
42,072
Female
50
1
0
Yes
Private
Rural
73.18
30.3
formerly smoked
1
12,062
Female
54
0
0
Yes
Self-employed
Rural
191.82
40.4
smokes
1
30,456
Female
79
0
0
Yes
Private
Rural
93.05
24.2
never smoked
1
59,125
Female
53
0
0
Yes
Govt_job
Urban
64.17
41.5
never smoked
1
56,546
Male
79
0
1
Yes
Private
Rural
129.98
22.6
formerly smoked
1
48,405
Male
80
0
1
Yes
Private
Urban
68.53
24.2
smokes
1
36,706
Female
76
0
0
Yes
Self-employed
Urban
106.41
null
formerly smoked
1
41,069
Female
45
0
0
Yes
Private
Rural
224.1
56.6
never smoked
1
71,639
Female
68
0
0
No
Govt_job
Urban
82.1
27.1
Unknown
1
53,401
Male
71
1
1
No
Govt_job
Rural
216.94
30.9
never smoked
1
60,744
Male
61
1
0
Yes
Self-employed
Rural
76.11
27.3
smokes
1
7,547
Male
74
0
0
Yes
Private
Urban
72.96
31.3
smokes
1
31,720
Female
38
0
0
No
Self-employed
Urban
82.28
24
formerly smoked
1
5,563
Female
77
0
0
Yes
Private
Urban
105.22
31
never smoked
1
68,798
Female
58
0
0
Yes
Private
Rural
59.86
28
formerly smoked
1
72,918
Female
53
1
0
Yes
Private
Urban
62.55
30.3
Unknown
1
13,491
Male
80
0
0
Yes
Private
Rural
259.63
31.7
smokes
1
44,033
Male
56
1
0
Yes
Private
Rural
249.31
35.8
never smoked
1
14,164
Female
72
0
0
Yes
Private
Urban
219.91
null
Unknown
1
50,522
Female
72
0
0
Yes
Govt_job
Urban
131.41
28.4
never smoked
1
3,352
Male
78
1
0
Yes
Self-employed
Urban
93.13
null
formerly smoked
1
70,943
Female
80
0
0
Yes
Private
Urban
73.54
24
Unknown
1
37,132
Male
82
0
0
Yes
Govt_job
Urban
200.59
29
formerly smoked
1
48,796
Female
75
0
0
Yes
Govt_job
Urban
62.48
null
Unknown
1
53,440
Female
73
1
0
Yes
Private
Rural
190.14
36.5
never smoked
1
16,817
Female
78
1
0
No
Private
Urban
130.54
20.1
never smoked
1
69,551
Male
69
1
0
No
Private
Rural
182.99
36.5
never smoked
1
31,563
Female
38
0
0
Yes
Private
Rural
101.45
null
formerly smoked
1
20,387
Female
68
1
0
Yes
Self-employed
Rural
206.09
26.7
never smoked
1
71,279
Female
71
0
0
Yes
Govt_job
Urban
263.32
38.7
never smoked
1
55,824
Male
76
0
0
Yes
Private
Urban
140.1
29.9
formerly smoked
1
11,762
Female
76
0
0
Yes
Private
Urban
207.28
34.9
Unknown
1
29,281
Male
76
1
0
Yes
Self-employed
Rural
194.37
27
formerly smoked
1
30,683
Female
75
0
0
Yes
Private
Rural
199.2
26.6
Unknown
1
20,439
Male
82
0
1
Yes
Govt_job
Rural
103.68
25
never smoked
1
45,965
Female
59
0
0
Yes
Private
Rural
116.44
23.8
smokes
1
8,045
Female
74
1
0
Yes
Private
Urban
70.28
21.8
never smoked
1
37,651
Female
69
1
1
No
Self-employed
Urban
72.17
36.8
never smoked
1
17,308
Female
72
1
0
Yes
Private
Urban
221.79
30
never smoked
1
67,981
Male
66
0
0
Yes
Private
Urban
151.16
27.5
formerly smoked
1
41,241
Male
65
0
0
Yes
Self-employed
Urban
68.43
null
formerly smoked
1
62,861
Female
78
0
0
Yes
Private
Urban
67.29
24.6
never smoked
1
72,081
Female
57
1
0
Yes
Govt_job
Rural
67.41
32.9
never smoked
1
58,978
Female
70
0
1
Yes
Private
Rural
239.07
26.1
never smoked
1
11,933
Female
79
0
0
Yes
Private
Rural
169.67
null
Unknown
1
46,703
Male
68
0
1
Yes
Private
Urban
223.83
31.9
formerly smoked
1
32,503
Female
80
0
0
Yes
Self-employed
Urban
76.57
34.1
never smoked
1
12,482
Male
68
0
0
Yes
Self-employed
Urban
77.82
27.5
smokes
1
56,939
Female
55
0
0
Yes
Self-employed
Rural
92.98
25.6
never smoked
1
24,669
Female
77
0
1
Yes
Private
Rural
231.56
36.9
never smoked
1
43,054
Female
50
0
0
Yes
Private
Rural
102.16
31.4
smokes
1
59,437
Female
57
0
0
Yes
Private
Urban
221.89
37.3
smokes
1
66,258
Female
71
0
0
Yes
Self-employed
Urban
195.71
34.1
formerly smoked
1
34,567
Female
81
1
0
Yes
Self-employed
Rural
74.02
25
never smoked
1
50,931
Female
76
0
0
Yes
Private
Urban
57.92
null
formerly smoked
1
16,590
Male
71
0
1
Yes
Private
Urban
81.76
null
smokes
1
69,768
Female
1.32
0
0
No
children
Urban
70.37
null
Unknown
1
20,426
Female
78
1
0
No
Private
Urban
203.87
45.7
never smoked
1
3,512
Female
70
1
0
Yes
Self-employed
Urban
89.13
34.2
formerly smoked
1
42,899
Male
78
0
0
Yes
Self-employed
Urban
133.19
23.6
formerly smoked
1
63,453
Female
56
0
0
Yes
Govt_job
Rural
162.23
27.3
Unknown
1
43,364
Male
79
1
0
Yes
Private
Rural
75.02
null
never smoked
1
44,993
Female
79
1
0
No
Govt_job
Urban
98.02
22.3
formerly smoked
1
210
Male
81
0
0
Yes
Self-employed
Rural
91.54
31.4
never smoked
1
28,939
Male
64
0
0
Yes
Self-employed
Rural
111.98
null
formerly smoked
1
60,739
Female
79
1
1
No
Self-employed
Rural
60.94
null
never smoked
1
67,432
Female
60
0
0
Yes
Private
Urban
97.43
26.4
smokes
1
2,182
Female
80
1
0
Yes
Self-employed
Rural
91.02
32.9
formerly smoked
1
40,899
Female
78
0
0
Yes
Self-employed
Rural
60.67
null
formerly smoked
1
14,431
Male
72
1
0
Yes
Self-employed
Rural
185.49
37.1
never smoked
1
62,466
Female
80
0
0
Yes
Private
Urban
64.44
45
never smoked
1
36,841
Male
78
1
0
Yes
Self-employed
Rural
56.11
25.5
formerly smoked
1
33,486
Female
80
0
0
Yes
Govt_job
Urban
110.66
null
Unknown
1
65,105
Male
81
0
0
Yes
Private
Urban
213.22
26.1
Unknown
1
54,567
Female
46
0
0
Yes
Private
Urban
78.18
30.8
never smoked
1
66,204
Male
59
0
0
Yes
Private
Urban
111.04
32
formerly smoked
1
39,912
Female
32
0
0
Yes
Private
Rural
76.13
29.9
smokes
1
8,003
Female
77
0
0
No
Private
Urban
81.32
null
Unknown
1
28,378
Male
61
1
1
Yes
Private
Urban
112.24
37.4
smokes
1
41,081
Male
63
0
0
Yes
Private
Rural
137.3
31.7
formerly smoked
1
16,077
Male
63
0
1
Yes
Self-employed
Urban
116.69
34.5
formerly smoked
1
67,895
Female
82
1
1
Yes
Govt_job
Urban
215.94
27.9
formerly smoked
1
30,184
Male
82
0
0
Yes
Private
Rural
86.62
29.5
formerly smoked
1
66,955
Male
61
0
1
Yes
Private
Urban
209.86
null
Unknown
1
24,905
Female
65
0
0
Yes
Private
Urban
205.77
46
formerly smoked
1
66,071
Male
51
1
0
Yes
Private
Urban
112.16
42.5
formerly smoked
1
36,255
Male
59
0
0
Yes
Self-employed
Rural
118.03
35.5
smokes
1
69,112
Male
68
1
1
Yes
Private
Rural
271.74
31.1
smokes
1
23,410
Female
72
0
0
Yes
Private
Rural
97.92
26.9
smokes
1
64,373
Male
59
0
0
Yes
Private
Urban
200.62
35.8
formerly smoked
1
58,267
Male
70
1
0
Yes
Private
Rural
242.52
45.5
formerly smoked
1
35,684
Male
69
0
0
Yes
Private
Rural
93.81
28.5
Unknown
1
18,937
Male
79
0
0
Yes
Private
Rural
114.77
null
formerly smoked
1
491
Female
74
0
0
Yes
Self-employed
Urban
74.96
26.6
never smoked
1