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
12,363
Male
59
1
1
Yes
Govt_job
Rural
100.267424
30.732897
smokes
0
63,973
Female
70
1
1
Yes
children
Rural
226.545299
34.483401
never smoked
1
45,277
Female
67
1
1
Yes
Self-employed
Urban
252.573493
37.623884
never smoked
1
4,712
Female
75
1
1
Yes
Private
Urban
110.928399
22.389281
never smoked
1
33,175
Female
50
0
0
Yes
Self-employed
Rural
128.024256
31.035538
formerly smoked
0
2,346
Male
50
0
0
Yes
Self-employed
Rural
107.954378
null
never smoked
0
42,072
Female
39
1
0
Yes
Self-employed
Rural
93.281775
32.903471
never smoked
0
12,062
Female
46
0
0
Yes
Private
Urban
213.856475
42.976198
never smoked
0
30,456
Female
71
1
1
Yes
Private
Urban
120.330985
27.157621
never smoked
1
59,125
Female
46
1
0
Yes
Self-employed
Rural
88.094429
44.104655
never smoked
0
56,546
Male
75
1
1
Yes
Self-employed
Rural
154.937989
25.321942
never smoked
1
48,405
Male
73
1
1
Yes
Private
Rural
91.557844
26.718561
never smoked
0
36,706
Female
68
0
0
Yes
Private
Rural
129.474428
null
never smoked
0
41,069
Female
33
0
0
Yes
Govt_job
Rural
237.552102
58.976092
never smoked
0
71,639
Female
61
1
0
No
Self-employed
Rural
111.754743
30.251937
never smoked
0
53,401
Male
63
1
1
No
Private
Urban
229.243005
33.224284
smokes
1
60,744
Male
54
1
0
Yes
Private
Urban
105.837774
29.319055
never smoked
0
7,547
Male
69
1
1
Yes
Private
Urban
103.511467
33.758524
never smoked
0
31,720
Female
28
0
0
No
children
Rural
85.799999
25.901613
never smoked
0
5,563
Female
68
1
1
Yes
Self-employed
Rural
135.168517
33.721736
never smoked
1
68,798
Female
49
0
0
Yes
Self-employed
Urban
86.176072
30.624092
never smoked
0
72,918
Female
47
1
0
Yes
Self-employed
Rural
85.496404
32.861196
smokes
0
13,491
Male
70
1
1
Yes
Private
Urban
295.473394
33.858619
never smoked
1
44,033
Male
51
1
0
Yes
Govt_job
Rural
264.236458
37.803055
never smoked
0
14,164
Female
63
0
0
Yes
Self-employed
Rural
245.023141
null
never smoked
0
50,522
Female
60
1
0
Yes
Private
Rural
152.613337
31.134385
never smoked
0
3,352
Male
72
1
1
Yes
Private
Rural
132.970176
null
never smoked
0
70,943
Female
74
1
1
Yes
Self-employed
Urban
108.893335
26.830566
formerly smoked
1
37,132
Male
74
1
1
Yes
children
Rural
246.981569
31.656772
never smoked
1
48,796
Female
69
0
0
Yes
Private
Rural
90.037858
null
never smoked
0
53,440
Female
69
1
1
Yes
Govt_job
Rural
216.412535
39.427127
smokes
1
16,817
Female
70
1
1
No
Self-employed
Urban
160.173896
23.348997
never smoked
1
69,551
Male
64
1
1
No
Private
Rural
217.517077
38.760974
never smoked
1
31,563
Female
30
0
0
Yes
Private
Rural
111.882509
null
never smoked
0
20,387
Female
62
1
0
Yes
Private
Rural
233.443232
29.72305
formerly smoked
0
71,279
Female
60
1
0
Yes
Self-employed
Rural
289.630252
41.599297
never smoked
0
55,824
Male
70
1
1
Yes
Private
Rural
170.645513
32.634009
smokes
1
11,762
Female
69
1
1
Yes
Private
Urban
233.913913
38.025583
never smoked
1
29,281
Male
67
1
1
Yes
Self-employed
Rural
222.675204
29.171335
never smoked
1
30,683
Female
70
1
1
Yes
Self-employed
Rural
228.647516
29.496101
never smoked
1
20,439
Male
74
1
1
Yes
Private
Urban
135.798698
27.208977
never smoked
1
45,965
Female
49
0
0
Yes
Self-employed
Rural
142.011029
26.227518
never smoked
0
8,045
Female
70
1
1
Yes
Self-employed
Rural
109.431169
25.141621
never smoked
0
37,651
Female
61
1
1
No
Self-employed
Rural
94.246748
39.66754
never smoked
0
17,308
Female
64
1
1
Yes
Govt_job
Rural
247.465322
33.044814
never smoked
1
67,981
Male
57
1
0
Yes
Private
Urban
171.50537
29.776371
formerly smoked
0
41,241
Male
60
0
0
Yes
Govt_job
Urban
95.192306
null
formerly smoked
0
62,861
Female
73
1
1
Yes
Self-employed
Urban
96.302651
27.990995
never smoked
0
72,081
Female
48
1
0
Yes
Self-employed
Urban
89.010306
35.481145
smokes
0
58,978
Female
62
1
1
Yes
Self-employed
Rural
271.319179
29.073562
never smoked
1
11,933
Female
71
0
0
Yes
Self-employed
Rural
187.840993
null
never smoked
0
46,703
Male
60
1
1
Yes
Private
Rural
252.115698
33.790315
never smoked
1
32,503
Female
74
1
1
Yes
Self-employed
Rural
106.425586
37.355595
formerly smoked
1
12,482
Male
60
1
0
Yes
Self-employed
Urban
105.94891
30.018259
never smoked
0
56,939
Female
47
0
0
Yes
Self-employed
Urban
108.446852
28.348123
never smoked
0
24,669
Female
71
1
1
Yes
Private
Rural
268.341457
40.243112
never smoked
1
43,054
Female
39
0
0
Yes
children
Rural
123.058618
33.72821
never smoked
0
59,437
Female
49
1
0
Yes
Self-employed
Rural
245.585206
39.772631
never smoked
0
66,258
Female
66
1
1
Yes
Private
Rural
228.215665
36.920816
never smoked
1
34,567
Female
72
1
1
Yes
Self-employed
Rural
101.544172
28.014959
never smoked
0
50,931
Female
70
0
0
Yes
Self-employed
Rural
85.16991
null
formerly smoked
0
16,590
Male
62
0
1
Yes
Self-employed
Urban
112.253225
null
never smoked
0
69,768
Female
0
0
0
No
Self-employed
Urban
65.23077
null
never smoked
0
20,426
Female
72
1
1
No
Govt_job
Rural
242.35045
48.777542
never smoked
1
3,512
Female
61
1
0
Yes
Private
Rural
113.790966
37.090296
never smoked
0
42,899
Male
70
1
1
Yes
Self-employed
Rural
166.047501
25.939892
never smoked
1
63,453
Female
47
0
0
Yes
Govt_job
Urban
192.675446
29.844475
never smoked
0
43,364
Male
68
1
1
Yes
Govt_job
Urban
100.932666
null
never smoked
0
44,993
Female
72
1
1
No
Self-employed
Urban
129.616084
25.019942
never smoked
1
210
Male
75
1
1
Yes
Govt_job
Rural
129.41956
33.66537
never smoked
1
28,939
Male
58
0
0
Yes
Private
Urban
141.658939
null
never smoked
0
60,739
Female
73
1
1
No
Govt_job
Rural
91.005321
null
smokes
0
67,432
Female
53
0
0
Yes
Private
Rural
117.508285
29.264954
never smoked
0
2,182
Female
72
1
1
Yes
Private
Rural
121.106595
36.200328
never smoked
1
40,899
Female
70
0
0
Yes
Private
Rural
98.257318
null
never smoked
0
14,431
Male
63
1
0
Yes
Self-employed
Urban
211.277638
39.182453
never smoked
0
62,466
Female
72
1
1
Yes
Private
Rural
96.082853
48.008223
never smoked
1
36,841
Male
68
1
1
Yes
Private
Rural
83.41985
27.572769
never smoked
0
33,486
Female
73
0
0
Yes
Private
Rural
145.892141
null
formerly smoked
0
65,105
Male
68
1
1
Yes
Private
Rural
243.441408
28.52056
never smoked
1
54,567
Female
37
0
0
Yes
Self-employed
Rural
88.590799
33.086456
never smoked
0
66,204
Male
53
1
0
Yes
Self-employed
Rural
128.857817
33.633829
never smoked
0
39,912
Female
27
0
0
Yes
Private
Rural
77.04371
31.830039
never smoked
0
8,003
Female
69
0
0
No
Self-employed
Rural
107.059299
null
never smoked
0
28,378
Male
54
1
1
Yes
Govt_job
Urban
139.323789
39.314308
never smoked
0
41,081
Male
54
1
0
Yes
Self-employed
Rural
167.032863
33.819197
never smoked
0
16,077
Male
55
1
1
Yes
Private
Rural
143.683975
36.358711
never smoked
0
67,895
Female
75
1
1
Yes
Self-employed
Rural
251.321805
30.629925
never smoked
1
30,184
Male
76
1
1
Yes
Private
Urban
119.048137
31.865202
never smoked
1
66,955
Male
57
0
1
Yes
Private
Urban
238.205002
null
never smoked
0
24,905
Female
58
1
0
Yes
Private
Rural
232.123943
48.751144
never smoked
0
66,071
Male
42
1
0
Yes
Govt_job
Rural
138.870829
44.008937
never smoked
0
36,255
Male
51
1
0
Yes
Private
Urban
139.295464
37.381372
never smoked
0
69,112
Male
63
1
1
Yes
Private
Urban
305.638208
33.222387
never smoked
1
23,410
Female
64
1
1
Yes
Private
Urban
129.925861
29.826798
never smoked
0
64,373
Male
51
1
0
Yes
Govt_job
Urban
226.054907
37.720413
never smoked
0
58,267
Male
64
1
1
Yes
Self-employed
Urban
260.097834
47.545798
never smoked
1
35,684
Male
61
1
0
Yes
Private
Rural
124.734869
30.466629
never smoked
0
18,937
Male
71
0
0
Yes
Self-employed
Rural
144.932612
null
never smoked
0
491
Female
69
1
1
Yes
Self-employed
Urban
102.636273
29.756666
never smoked
0