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
45,257
Female
38
0
0
Yes
Private
Rural
81.28
33.2
smokes
0
34,386
Female
43
0
0
Yes
Private
Rural
102.5
50.2
never smoked
0
15,219
Female
27
0
0
No
Private
Rural
78.05
22.3
never smoked
0
39,202
Female
61
1
1
Yes
Private
Urban
237.58
null
formerly smoked
0
9,076
Male
42
0
0
Yes
Self-employed
Urban
86.07
27.3
Unknown
0
72,824
Male
46
0
0
Yes
Private
Rural
59.05
28.3
formerly smoked
0
64,132
Male
67
0
1
Yes
Self-employed
Rural
95.88
31.9
Unknown
0
52,987
Female
34
0
0
Yes
Govt_job
Rural
70.18
24.9
Unknown
0
17,827
Male
51
0
0
Yes
Private
Rural
111.13
32.7
formerly smoked
0
29,378
Female
77
0
0
Yes
Private
Urban
79.3
26.4
Unknown
0
29,327
Female
30
0
0
No
Self-employed
Urban
65.84
24.8
smokes
0
48,609
Female
81
0
1
Yes
Private
Rural
123.49
30.7
smokes
0
4,833
Female
12
0
0
No
children
Rural
207.45
25.4
smokes
0
8,085
Male
18
0
0
No
Private
Rural
143.45
32
smokes
0
41,820
Female
35
0
0
Yes
Govt_job
Rural
89.11
24.4
never smoked
0
72,474
Female
82
0
0
Yes
Govt_job
Rural
58.3
20.4
never smoked
0
32,094
Male
53
1
0
Yes
Self-employed
Urban
78.68
29.5
never smoked
0
66,818
Male
75
0
0
Yes
Govt_job
Urban
98.91
24.4
never smoked
0
49,057
Female
32
0
0
No
Private
Rural
67.92
22.8
smokes
0
18,070
Female
27
0
0
No
Private
Rural
73
20
never smoked
0
17,860
Male
56
0
0
Yes
Private
Rural
97.5
36.3
formerly smoked
0
17,078
Male
71
0
0
Yes
Private
Urban
108.43
32.8
smokes
0
23,836
Male
78
0
0
Yes
Private
Urban
90.43
34.4
formerly smoked
0
5,296
Female
44
0
0
No
Private
Urban
76.3
30.5
never smoked
0
48,184
Male
62
0
0
Yes
Private
Rural
121.27
29.7
smokes
0
9,511
Male
27
0
0
No
Private
Urban
119.67
36.9
Unknown
0
19,389
Female
42
0
1
Yes
Govt_job
Urban
226.93
34.2
smokes
0
25,559
Female
66
0
1
Yes
Govt_job
Rural
76.11
37
Unknown
0
11,770
Female
25
0
0
Yes
Govt_job
Urban
93.23
null
smokes
0
34,496
Female
82
0
0
Yes
Private
Urban
253.16
47.5
Unknown
0
8,096
Female
49
0
0
Yes
Private
Urban
101.02
24.2
smokes
0
49,709
Female
77
1
0
Yes
Self-employed
Rural
238.53
30.6
never smoked
0
19,735
Female
59
0
0
Yes
Private
Rural
79.18
52.8
formerly smoked
0
31,415
Female
54
0
0
Yes
Private
Urban
207.79
38.6
never smoked
0
71,322
Female
38
0
0
Yes
Private
Rural
196.2
32.8
never smoked
0
72,337
Female
55
0
0
Yes
Private
Urban
231.76
42.9
never smoked
0
25,454
Female
13
0
0
No
children
Rural
93.3
25.9
Unknown
0
15,310
Female
45
0
0
Yes
Private
Urban
110.47
24.7
smokes
0
10,245
Female
54
0
0
Yes
Self-employed
Rural
77.52
35.8
never smoked
0
29,224
Male
30
0
0
Yes
Private
Urban
91.23
null
smokes
0
7,550
Female
51
0
0
Yes
Private
Rural
216.92
31.2
Unknown
0
57,917
Female
47
0
0
Yes
Private
Urban
157.01
26.1
smokes
0
24,219
Male
25
0
0
Yes
Private
Urban
93.51
30.8
never smoked
0
49,023
Male
61
1
0
Yes
Self-employed
Rural
102.54
40.5
never smoked
0
51,020
Female
55
0
0
Yes
Private
Rural
87.78
25.2
formerly smoked
0
52,089
Female
23
0
0
No
Private
Urban
126.67
28.7
smokes
0
29,095
Male
71
1
0
Yes
Self-employed
Rural
93.6
null
never smoked
0
41,424
Male
59
0
1
Yes
Self-employed
Rural
194.98
30.4
Unknown
0
7,297
Male
4
0
0
No
children
Rural
99.96
15.2
Unknown
0
68,994
Male
65
0
0
Yes
Private
Urban
58.87
36.6
never smoked
0
25,935
Female
50
0
0
No
Self-employed
Urban
77.67
34.5
Unknown
0
29,910
Male
42
0
0
Yes
Private
Urban
83.14
23.7
never smoked
0
24,567
Male
51
0
0
Yes
Self-employed
Urban
69.18
35.7
smokes
0
54,858
Male
66
0
0
Yes
Govt_job
Rural
218.54
38.9
smokes
0
36,679
Female
22
1
0
No
Private
Urban
71.22
40
never smoked
0
59,339
Male
5
0
0
No
children
Urban
82.41
18.4
Unknown
0
18,754
Male
19
0
0
No
Self-employed
Rural
82.07
29
never smoked
0
34,312
Female
47
0
0
Yes
Self-employed
Urban
73
20.6
never smoked
0
57,798
Male
12
0
0
No
children
Rural
127.25
28.2
Unknown
0
37,759
Female
53
0
0
Yes
Private
Rural
72.63
66.8
Unknown
0
11,605
Female
26
0
0
No
Private
Rural
108.2
26.2
never smoked
0
47,558
Male
62
1
1
Yes
Private
Urban
123.95
34.8
formerly smoked
0
54,264
Female
81
1
0
Yes
Private
Urban
58.71
34.5
never smoked
0
47,893
Male
63
0
0
Yes
Private
Rural
98.46
30.6
never smoked
0
3,178
Female
25
0
0
Yes
Private
Rural
68.78
55.1
formerly smoked
0
61,924
Male
8
0
0
No
children
Rural
133.63
18.8
Unknown
0
18,141
Male
76
0
1
Yes
Self-employed
Rural
101.43
29.1
Unknown
0
58,015
Female
44
0
0
No
Private
Rural
65.3
22.1
smokes
0
354
Female
65
0
0
Yes
Private
Urban
72.49
28.9
smokes
0
5,777
Female
54
0
0
Yes
Private
Urban
65.49
34.7
Unknown
0
43,271
Female
24
0
0
No
Govt_job
Urban
63.4
20.3
smokes
0
46,210
Female
65
0
0
Yes
Self-employed
Rural
105.29
25.1
formerly smoked
0
39,714
Male
12
0
0
No
children
Urban
64.08
18.2
Unknown
0
21,785
Female
33
0
0
No
Private
Urban
78.34
25.5
never smoked
0
36,620
Female
74
0
0
Yes
Private
Rural
66.32
34.4
formerly smoked
0
49,495
Female
18
0
0
No
Private
Rural
168.15
48.5
never smoked
0
21,720
Female
77
0
0
Yes
Private
Rural
93.48
25.2
formerly smoked
0
6,304
Male
48
1
0
Yes
Self-employed
Urban
79.2
32.5
never smoked
0
18,887
Male
52
0
0
Yes
Private
Rural
107.45
42.1
formerly smoked
0
30,214
Male
23
0
0
No
Private
Rural
83.86
19.5
never smoked
0
66,419
Male
25
0
0
Yes
Private
Rural
119.96
27.7
never smoked
0
57,468
Female
44
0
0
Yes
Private
Rural
70.58
25.1
never smoked
0
24,218
Female
78
0
0
No
Private
Rural
87.7
29.6
never smoked
0
69,792
Female
37
0
0
Yes
Govt_job
Urban
65.29
32.9
never smoked
0
6,372
Female
32
0
0
Yes
Private
Urban
97.14
55.9
never smoked
0
34,664
Male
67
0
0
Yes
Private
Urban
110.68
25.1
formerly smoked
0
40,931
Female
41
0
0
Yes
Govt_job
Urban
91.93
24.7
smokes
0
28,559
Male
2
0
0
No
children
Urban
88.54
17.5
Unknown
0
15,166
Female
75
1
0
Yes
Private
Urban
183
20.8
Unknown
0
49,815
Female
17
0
0
No
Govt_job
Rural
115.93
23.3
never smoked
0
1,625
Female
13
0
0
No
children
Urban
99.13
22.8
Unknown
0
56,309
Female
25
0
0
Yes
Private
Rural
69.24
26.6
never smoked
0
30,116
Female
57
0
0
Yes
Private
Rural
102.28
25.5
never smoked
0
52,034
Male
31
0
0
Yes
Private
Urban
71.31
25.8
never smoked
0
35,584
Male
61
0
0
Yes
Private
Rural
89.75
25.4
never smoked
0
2,898
Male
46
0
0
Yes
Private
Urban
87.66
57.3
never smoked
0
16,593
Male
47
0
0
No
Private
Rural
237.17
null
Unknown
0
17,175
Female
15
0
0
No
children
Urban
81.11
20.2
Unknown
0
63,663
Male
47
0
0
Yes
Private
Urban
178.33
27.7
never smoked
0
10,603
Female
68
0
0
Yes
Private
Rural
81.38
23.1
Unknown
0