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
19,725
162
66
120
80
1
1
1
0
0
1
1
16,847
162
87
130
80
1
2
1
0
0
1
1
21,348
163
63
120
80
2
1
1
0
0
1
1
19,872
160
84
120
80
1
3
1
0
0
1
0
21,146
161
92
120
80
1
2
1
0
0
1
0
20,598
162
86
14
80
1
3
3
0
0
0
0
22,569
156
60
140
90
1
3
1
0
0
1
1
21,138
165
78
110
75
1
1
2
0
0
1
0
17,331
160
86
120
80
1
1
1
0
0
1
1
21,080
160
67
120
80
1
1
1
0
0
1
1
15,104
165
59
120
80
1
1
1
0
0
1
0
23,517
166
75
110
60
1
3
3
0
0
1
0
17,464
168
72
110
70
1
1
1
0
0
1
1
19,917
171
102
140
90
2
2
2
0
0
0
1
19,799
165
80
110
70
2
1
1
0
0
1
1
20,494
150
63
110
80
1
1
1
0
0
1
1
19,932
163
66
120
80
1
3
3
0
0
1
1
20,388
171
84
120
80
1
1
1
0
0
1
0
17,514
167
65
140
90
2
1
1
0
0
1
1
15,999
167
68
115
70
1
1
1
0
0
1
0
22,550
177
82
120
80
2
1
1
0
0
1
1
22,075
178
85
150
100
2
1
1
0
0
0
1
20,393
165
65
120
80
1
1
2
0
0
1
1
14,612
146
47
110
80
1
1
1
0
0
1
0
19,636
164
94
200
120
1
1
1
0
0
1
1
22,572
160
82
150
90
1
2
1
0
0
1
1
19,651
171
80
110
70
1
1
1
0
0
1
0
16,844
160
78
130
90
2
1
1
0
0
1
1
17,282
176
80
130
80
2
3
1
1
0
1
1
18,298
165
65
120
80
1
1
1
0
0
1
0
16,185
168
70
120
80
2
1
1
0
0
1
0
19,221
170
80
120
80
1
1
1
0
0
1
0
20,375
158
61
120
60
2
1
1
0
0
0
1
22,616
167
60
140
80
1
1
2
0
0
1
1
20,356
158
85
140
80
1
1
1
0
0
1
1
20,419
169
69
120
80
2
1
1
1
0
1
0
22,131
165
60
120
80
1
1
1
0
0
0
1
20,282
169
71
120
80
2
1
1
0
0
1
1
18,176
154
82
110
70
1
1
1
0
0
1
1
21,865
160
68
140
90
1
1
1
0
0
1
1
19,703
169
73
120
80
2
3
3
0
0
1
0
16,808
172
68
110
80
1
1
1
0
0
1
0
21,023
161
78
190
110
1
1
1
0
0
1
0
18,115
171
79
120
80
1
1
1
0
0
1
0
15,826
156
103
160
90
1
1
1
0
0
1
1
16,638
165
80
160
100
2
1
1
1
1
0
1
23,277
161
85
140
90
1
1
1
0
1
1
1
18,951
156
52
160
100
1
2
1
0
0
1
1
20,991
169
83
100
70
2
2
1
1
1
1
1
16,072
168
78
120
80
1
1
1
0
0
1
1
20,458
165
61
120
80
2
1
1
0
0
1
0
22,633
149
63
120
80
1
1
1
0
0
1
1
18,795
173
64
130
80
2
1
1
1
1
1
0
14,776
167
63
120
80
1
1
1
1
1
0
0
20,648
164
98
120
80
2
1
1
0
0
1
0
16,710
171
92
110
80
2
2
2
0
0
1
1
18,412
168
68
120
80
2
1
1
0
0
1
1
18,198
167
66
110
70
1
1
1
0
0
1
0
21,709
165
83
120
80
1
1
1
0
0
1
0
18,321
165
56
120
79
1
3
3
0
0
1
1
22,201
165
72
130
90
1
1
1
0
0
0
1
19,642
158
75
120
80
1
1
1
0
0
1
1
18,894
172
79
160
100
1
1
1
0
0
1
1
18,941
158
64
140
90
1
2
3
0
0
1
1
17,427
159
58
120
80
2
1
1
0
0
1
0
18,331
163
72
120
80
1
1
1
0
0
1
0
20,529
146
70
110
80
1
1
1
0
0
1
0
17,306
165
103
150
89
2
1
1
1
0
0
1
18,410
167
79
145
90
1
1
2
0
0
1
1
16,771
169
64
120
80
1
3
1
0
0
1
1
19,769
176
80
155
100
2
3
3
0
0
1
1
21,230
177
67
110
70
2
1
1
0
0
1
0
21,784
160
81
140
80
1
3
2
0
0
0
1
14,748
168
66
110
80
2
1
1
1
0
0
0
18,376
160
47
110
80
1
1
1
0
0
1
0
21,236
156
65
120
80
1
1
1
0
0
0
0
21,756
157
134
190
120
1
2
2
0
0
1
1
17,340
160
95
135
90
1
3
3
0
0
1
1
15,354
172
68
120
80
1
1
3
0
0
1
0
16,180
171
69
120
80
2
2
1
0
0
0
0
22,497
160
70
150
90
2
1
1
0
0
1
1
22,604
156
65
120
80
2
1
1
0
0
1
0
21,964
165
70
120
70
1
1
1
0
0
1
0
15,993
154
74
100
60
1
1
2
0
0
1
0
20,131
155
67
120
80
1
1
1
0
0
1
1
23,454
154
90
110
60
1
2
2
0
0
1
0
16,756
157
55
100
70
1
1
1
0
0
1
0
20,919
165
63
120
80
1
1
1
0
0
1
0
19,072
150
60
120
80
1
3
2
0
0
1
0
23,295
168
63
130
80
1
1
1
0
0
1
1
18,914
169
81
100
80
1
1
1
0
0
0
0
22,529
165
68
120
80
2
1
1
0
0
1
0
20,339
158
87
120
80
1
3
3
0
0
1
0
15,554
172
89
117
80
1
1
1
0
1
1
0
18,253
166
97
140
90
2
1
1
0
0
1
1
23,091
162
63
120
80
2
1
1
0
0
1
0
18,877
157
69
140
100
1
1
1
0
0
0
1
21,260
160
75
160
80
1
1
2
0
0
1
1
22,471
160
63
120
90
1
1
1
0
0
1
0
17,982
162
85
150
100
1
1
1
0
0
1
1