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
34,668
Female
56
0
0
Yes
Private
Urban
77.49
36
formerly smoked
0
68,483
Female
60
0
0
Yes
Private
Urban
65.38
41.2
formerly smoked
0
6,072
Female
57
0
0
Yes
Private
Urban
94.18
27.1
never smoked
0
51,112
Male
29
0
0
Yes
Self-employed
Urban
118.7
33.2
Unknown
0
69,673
Female
76
0
0
Yes
Govt_job
Urban
96.29
25.4
smokes
0
71,238
Male
52
1
0
Yes
Private
Rural
74.64
30.7
smokes
0
63,958
Female
42
0
0
Yes
Private
Urban
96.99
34.8
formerly smoked
0
34,511
Female
71
0
0
Yes
Private
Rural
100.61
19.2
Unknown
0
24,892
Male
64
0
0
Yes
Private
Rural
97.08
31.7
Unknown
0
29,496
Female
39
0
0
Yes
Private
Rural
84.79
35.7
never smoked
0
19,939
Female
46
0
0
Yes
Private
Rural
78.75
37.8
formerly smoked
0
27,832
Female
51
0
0
Yes
Private
Rural
82.93
29.7
smokes
0
27,757
Male
31
0
0
Yes
Private
Urban
88.78
35.8
smokes
0
31,279
Male
22
0
0
No
Private
Urban
122.1
23.6
smokes
0
25,099
Male
41
0
0
No
Govt_job
Rural
74.81
39.7
smokes
0
67,733
Female
28
0
0
Yes
Private
Urban
183.45
40.5
smokes
0
9,201
Female
44
0
0
Yes
Self-employed
Urban
114.94
21.4
never smoked
0
33,123
Female
68
0
0
Yes
Self-employed
Rural
104.38
40.8
formerly smoked
0
21,713
Male
49
0
0
Yes
Private
Urban
102.91
24.7
Unknown
0
22,622
Male
10
0
0
No
children
Rural
108.79
21
Unknown
0
6,726
Female
31
0
0
Yes
Private
Urban
73.31
45
never smoked
0
17,242
Male
67
0
0
Yes
Self-employed
Urban
68.52
26.2
never smoked
0
16,380
Male
40
0
0
Yes
Private
Rural
89.77
null
smokes
0
9,729
Male
70
0
0
Yes
Private
Urban
102.64
28.3
never smoked
0
56,974
Female
38
0
0
Yes
Govt_job
Urban
70.92
41.6
never smoked
0
29,933
Female
5
0
0
No
children
Rural
86.11
19
Unknown
0
65,574
Female
54
0
0
Yes
Private
Urban
129.16
32.4
never smoked
0
17,019
Female
30
0
0
Yes
Govt_job
Urban
113.85
34
never smoked
0
41,800
Female
23
0
0
Yes
Private
Rural
79.35
39.4
formerly smoked
0
7,621
Female
31
0
0
Yes
Private
Rural
80.79
28.7
Unknown
0
6,855
Male
72
1
0
Yes
Self-employed
Urban
114.01
31.8
formerly smoked
0
5,374
Male
23
0
0
No
Private
Rural
93.74
31.2
never smoked
0
31,564
Female
25
0
0
Yes
Private
Rural
90.65
20.9
Unknown
0
26,028
Male
51
0
0
Yes
Private
Urban
98.41
32.1
never smoked
0
71,808
Female
20
0
0
No
Private
Urban
127.18
31
Unknown
0
56,998
Female
12
0
0
No
children
Urban
138.06
23.1
Unknown
0
14,712
Male
57
0
0
Yes
Private
Urban
89.44
26.7
never smoked
0
23,094
Male
65
0
0
Yes
Self-employed
Urban
105.61
27.9
Unknown
0
43,134
Female
16
0
0
No
Private
Rural
155.43
27.3
never smoked
0
40,622
Female
43
0
0
Yes
Private
Rural
80.83
51.5
Unknown
0
39,383
Female
30
0
0
Yes
Private
Urban
80.19
20.4
never smoked
0
63,606
Male
29
0
0
Yes
Govt_job
Urban
60.34
29.6
formerly smoked
0
46,438
Female
54
0
0
Yes
Self-employed
Urban
79.3
30.6
formerly smoked
0
65,144
Female
57
0
0
Yes
Self-employed
Urban
98.44
33.6
Unknown
0
545
Male
42
0
0
Yes
Private
Rural
210.48
71.9
never smoked
0
36,331
Male
18
0
0
No
Private
Rural
70.34
24.2
Unknown
0
42,359
Male
9
0
0
No
children
Urban
122.22
17.7
Unknown
0
20,751
Female
26
0
0
Yes
Private
Rural
75.29
22.6
smokes
0
34,641
Male
40
0
0
No
Private
Rural
100.35
28.1
never smoked
0
15,791
Male
77
0
0
Yes
Private
Urban
193.83
26.5
never smoked
0
68,241
Female
15
0
0
No
children
Urban
126.96
28.7
Unknown
0
67,780
Female
76
0
0
Yes
Private
Urban
183.34
39.5
formerly smoked
0
68,275
Male
52
0
0
Yes
Private
Urban
247.69
35.1
Unknown
0
13,129
Female
55
0
0
Yes
Self-employed
Rural
76.2
27.9
never smoked
0
60,902
Male
5
0
0
No
children
Rural
71.43
19.3
Unknown
0
37,629
Female
55
0
0
No
Private
Rural
93.36
28.4
never smoked
0
58,439
Male
36
0
0
No
Private
Urban
61.29
26.7
never smoked
0
62,936
Male
46
0
0
Yes
Private
Urban
103.62
40.9
Unknown
0
29,010
Male
5
0
0
No
children
Rural
100.52
17.2
Unknown
0
36,561
Female
39
0
0
Yes
Govt_job
Rural
191.47
28.3
never smoked
0
44,912
Male
12
0
0
No
children
Urban
67.06
16.1
Unknown
0
59,829
Male
67
0
1
Yes
Private
Urban
144.1
27.6
never smoked
0
45,238
Female
1.8
0
0
No
children
Urban
58.26
16.5
Unknown
0
47,811
Female
72
0
0
Yes
Self-employed
Urban
239.82
35.8
never smoked
0
61,511
Female
0.32
0
0
No
children
Rural
73.71
16.2
Unknown
0
55,424
Female
64
1
0
Yes
Private
Rural
88.53
24.6
never smoked
0
36,942
Male
27
0
0
No
Private
Urban
114.79
32
Unknown
0
61,697
Male
25
0
0
No
Private
Rural
113.8
35.3
formerly smoked
0
55,138
Female
81
0
0
No
Self-employed
Urban
71.91
19.2
Unknown
0
39,399
Female
32
0
0
No
Self-employed
Urban
65.3
40.4
never smoked
0
17,148
Male
57
0
0
Yes
Private
Urban
189.57
30.7
never smoked
0
721
Female
52
1
0
Yes
Self-employed
Urban
114.25
24.3
formerly smoked
0
40,448
Male
54
0
0
Yes
Private
Urban
81.26
26.4
formerly smoked
0
58,007
Female
36
0
0
Yes
Private
Urban
87.88
34.7
smokes
0
15,095
Male
18
0
0
No
Private
Urban
112.17
31.7
Unknown
0
11,960
Male
45
0
0
Yes
Private
Rural
99.97
35.6
never smoked
0
56,179
Male
29
0
0
No
Private
Urban
207.58
22.8
smokes
0
24,592
Female
51
1
0
Yes
Private
Urban
109.16
28
smokes
0
67,744
Female
23
0
0
No
Private
Urban
74.46
35.6
formerly smoked
0
8,328
Female
54
0
0
Yes
Private
Rural
118.51
40.6
never smoked
0
32,437
Female
54
0
0
Yes
Self-employed
Urban
107.47
29.3
formerly smoked
0
44,315
Male
18
0
0
No
Self-employed
Rural
182.86
21
Unknown
0
68,245
Female
26
0
0
Yes
Private
Rural
59.17
20
Unknown
0
25,483
Male
72
0
0
Yes
Private
Rural
215.64
26.7
formerly smoked
0
47,732
Male
5
0
0
No
children
Rural
163.7
18.4
Unknown
0
50,118
Female
65
0
1
Yes
Private
Rural
196.36
34.5
formerly smoked
0
55,420
Female
42
0
0
No
Private
Rural
139.77
27.7
Unknown
0
55,709
Female
47
0
0
Yes
Self-employed
Urban
141.23
21.1
never smoked
0
15,311
Female
24
0
0
Yes
Private
Urban
89.99
24.4
formerly smoked
0
53,660
Male
57
0
0
Yes
Private
Urban
108.53
19.4
smokes
0
56,553
Male
51
0
0
Yes
Private
Urban
63.61
42.3
Unknown
0
30,480
Male
48
0
0
Yes
Private
Urban
85.54
32.2
smokes
0
31,988
Female
56
0
0
Yes
Private
Urban
100.83
26.8
never smoked
0
59,807
Female
30
0
0
Yes
Private
Urban
59.82
25.4
never smoked
0
45,585
Female
63
1
0
Yes
Private
Urban
105.95
23.5
smokes
0
39,639
Female
46
0
0
Yes
Private
Rural
188.11
50.2
smokes
0
52,063
Female
53
0
0
Yes
Self-employed
Urban
71.15
26.1
formerly smoked
0
40,639
Female
1.08
0
0
No
children
Rural
60.53
17.5
Unknown
0
31,090
Male
15
0
0
No
children
Rural
205.5
24.2
never smoked
0
64,174
Female
59
1
0
Yes
Private
Urban
204.86
30.8
never smoked
0