age
int64
10.8k
23.7k
height
int64
57
250
weight
float64
10
200
ap_hi
int64
-150
14k
ap_lo
int64
-70
11k
gender
stringclasses
2 values
cholesterol
stringclasses
3 values
gluc
stringclasses
3 values
smoke
stringclasses
2 values
alco
stringclasses
2 values
active
stringclasses
2 values
target
stringclasses
2 values
16,859
157
63
120
80
1
1
1
1
1
0
0
18,135
175
85
120
80
2
1
1
1
0
0
0
15,097
164
47
100
80
1
1
1
0
0
1
0
18,214
165
63
120
80
1
1
1
0
0
1
1
17,939
177
67
110
70
1
1
1
0
0
1
0
21,998
168
73
120
80
1
2
1
0
0
1
0
20,984
164
102
120
30
1
2
1
0
0
1
0
16,071
153
95
120
80
1
1
1
0
0
1
0
19,803
164
78
110
80
2
1
1
0
0
1
0
18,129
143
69
120
80
1
1
1
0
0
1
0
19,221
164
55
120
80
1
1
1
0
0
1
0
15,444
172
70
120
80
2
1
1
0
0
0
0
19,581
180
90
130
90
2
1
1
0
0
1
0
20,409
156
66
140
80
1
3
1
0
0
1
1
17,473
166
58
110
69
1
1
1
0
0
1
1
16,660
160
55
100
70
1
1
1
0
0
0
0
19,620
164
66
120
80
1
1
1
0
0
1
0
15,837
168
67
130
80
2
1
1
0
1
1
1
16,571
174
76
100
80
1
2
2
0
0
1
0
23,199
152
96
160
90
1
2
1
0
0
1
1
20,382
172
78
90
60
1
1
1
0
0
1
0
21,423
159
68
140
70
1
1
1
0
0
1
1
21,469
165
65
120
80
1
1
1
0
0
1
0
17,398
173
103
120
80
2
1
1
0
0
0
1
21,894
163
89
130
90
1
1
1
0
0
1
0
20,363
170
64
120
80
1
1
1
0
0
0
0
22,673
175
92
120
75
2
1
1
0
0
1
0
23,181
163
60
140
80
1
1
1
0
0
1
1
19,799
156
75
140
80
1
1
2
0
0
1
1
20,219
171
105
120
80
2
2
1
0
0
1
1
21,796
174
84
120
80
1
1
1
0
0
1
0
17,677
170
71
120
80
2
1
1
0
0
1
0
19,139
174
72
110
79
2
1
1
0
0
0
0
14,549
158
92
120
80
1
2
1
0
0
1
0
19,786
174
76
130
80
1
1
1
0
0
1
0
20,515
163
79
130
80
1
3
3
0
0
1
0
22,515
180
78
130
80
2
2
1
0
0
1
1
17,543
154
58
140
100
1
1
1
0
0
1
1
18,804
165
69
130
60
1
1
1
0
0
0
0
14,681
153
50
110
80
1
1
1
0
0
1
0
19,767
160
58
120
70
1
1
1
0
0
1
0
20,314
170
75
120
80
2
1
1
0
0
1
1
23,377
149
82
150
100
1
1
3
1
0
1
1
21,907
172
94
140
80
2
1
1
0
0
1
1
15,147
169
78
110
70
1
1
1
0
0
0
0
20,504
166
71
120
80
1
1
1
0
0
1
0
22,696
164
84
120
80
2
3
3
0
0
1
1
18,282
168
86
120
80
2
1
3
0
0
1
0
18,222
157
75
100
70
1
1
1
0
0
1
0
19,869
160
92
130
90
1
1
1
0
0
1
0
16,257
160
68
120
80
2
1
1
0
0
1
0
19,013
164
73
130
90
2
2
1
0
0
1
0
19,509
165
84
190
110
1
2
1
0
0
0
1
22,482
120
68
150
1,000
2
2
1
0
0
0
1
18,073
168
65
120
80
1
1
1
0
0
0
0
21,638
160
77
120
80
1
3
3
0
0
1
1
21,078
172
68
140
80
1
1
1
0
0
1
1
21,102
164
85
160
110
1
3
3
0
0
1
0
21,308
146
46
120
80
1
1
1
0
0
1
0
15,940
165
65
120
80
1
1
1
0
0
0
0
18,841
175
86
120
80
2
1
1
1
0
1
0
23,418
165
60
120
80
2
1
3
0
0
1
1
15,078
171
94
140
90
2
1
1
1
0
1
1
21,214
175
98
150
90
1
1
1
0
0
1
1
14,896
185
95
140
90
1
2
1
1
1
1
1
14,605
165
70
120
80
2
1
1
0
1
1
0
19,161
170
87
110
70
2
1
1
1
1
1
0
23,264
170
62
110
70
1
1
1
0
0
1
1
18,211
183
93
120
80
2
1
1
0
1
1
1
17,435
162
70
110
70
1
1
1
0
0
1
0
17,715
158
60
120
80
1
2
2
0
0
1
0
22,432
162
85
110
70
1
2
1
0
0
1
1
20,469
175
82
165
90
1
1
1
0
0
1
1
23,666
165
70
120
80
2
1
1
0
0
0
0
19,220
150
56
120
80
1
3
3
0
0
1
1
18,906
162
78
150
100
2
1
1
0
0
1
1
19,931
169
66
120
80
2
1
1
0
0
1
0
21,299
178
70
120
80
1
1
1
0
0
1
0
21,976
159
60
120
80
1
1
1
0
0
1
0
21,108
168
65
140
100
1
1
1
0
0
0
0
22,744
170
75
140
90
2
1
2
0
0
1
1
18,187
168
64
141
90
2
1
1
0
0
1
1
23,346
165
60
120
80
1
1
1
0
0
1
0
19,133
176
74
11
70
2
1
1
0
0
1
0
21,908
164
123
160
90
1
2
3
0
0
1
1
16,967
172
65
120
80
2
1
1
1
1
1
0
22,681
164
90
120
70
1
1
1
0
0
0
1
21,947
170
89
140
100
1
1
1
0
0
1
0
21,474
170
87
120
80
2
1
1
1
1
1
0
20,451
166
66
120
80
1
1
1
0
0
0
1
20,679
159
92
130
90
1
3
1
0
0
1
0
23,421
169
94
130
80
2
2
1
1
1
1
1
16,799
167
64
100
70
1
1
1
0
0
1
0
16,757
168
63
120
70
2
1
1
1
0
1
0
19,507
150
65
110
70
1
1
1
0
0
1
0
21,657
165
71
110
80
1
1
1
0
0
1
0
17,334
170
75
140
90
1
1
1
0
0
1
1
19,562
170
80
130
90
1
1
1
0
0
1
0
17,521
157
60
130
90
1
1
2
0
0
0
0
16,725
168
78
120
80
1
1
1
0
0
1
0