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
21,836
158
79
120
80
1
2
1
0
0
1
1
17,514
164
74
120
80
1
1
1
0
0
1
0
19,709
155
55
110
70
1
1
1
0
0
1
0
16,580
162
64
130
90
1
1
1
0
0
1
1
18,862
173
74
120
80
2
2
1
1
0
1
0
15,343
165
65
130
80
1
1
1
0
0
1
1
22,880
170
73
130
80
2
2
1
0
0
1
1
14,562
174
110
120
80
2
2
1
0
0
1
0
17,446
164
72
160
100
1
1
1
0
0
1
1
18,953
164
120
130
70
1
1
1
0
0
1
0
18,991
163
74
120
80
1
1
1
0
0
1
0
22,518
168
73
170
100
2
2
1
0
0
1
1
18,033
165
70
120
80
1
1
2
0
0
1
0
19,750
159
52
100
80
2
1
1
0
0
1
0
21,207
164
69
120
80
1
3
3
0
0
1
0
14,647
172
75
160
105
2
1
1
0
0
1
1
21,158
172
89
120
80
2
1
2
0
0
1
0
22,457
156
70
130
80
1
1
1
0
0
1
1
15,275
163
67
110
70
2
1
1
0
0
1
0
15,858
161
123
140
90
1
1
1
0
0
1
1
16,831
176
55
110
70
2
1
1
1
0
1
0
18,390
157
68
110
80
1
1
1
0
0
1
0
19,809
175
85
130
80
1
1
1
0
0
1
1
16,738
174
84
120
80
1
1
1
0
0
1
1
17,466
148
50
120
80
2
1
1
0
0
1
0
14,751
161
58
140
80
1
1
1
0
0
0
1
16,730
168
68
120
80
2
1
1
0
0
1
0
22,095
158
83
120
80
1
3
1
0
0
1
1
17,720
169
72
160
90
1
1
1
0
0
0
1
21,764
170
68
120
80
2
1
1
0
0
1
0
21,165
155
89
130
80
1
3
1
0
0
1
0
18,250
160
99
160
80
1
3
3
0
0
1
1
19,802
166
76
130
90
2
3
1
0
0
1
1
20,438
160
64
100
60
1
1
1
0
0
1
0
19,650
170
74
110
80
2
1
1
1
0
1
0
20,238
168
68
120
80
1
1
1
0
0
1
1
23,649
161
71
120
80
1
1
1
0
0
1
0
22,516
167
69
110
80
2
1
1
0
0
1
1
20,656
172
95
140
100
2
2
1
0
0
1
1
17,570
162
122
200
100
1
1
1
0
0
1
1
18,092
186
89
145
100
2
1
1
0
1
1
1
22,843
165
75
140
70
2
1
1
0
0
0
1
14,373
169
67
120
80
1
1
1
0
0
1
0
18,165
146
73
130
80
1
3
1
0
0
1
0
22,655
150
54
140
80
1
1
1
0
0
0
1
22,554
157
79
160
90
1
1
1
1
0
0
1
21,090
163
87
140
90
2
1
1
0
0
1
1
18,909
162
65
120
80
1
1
1
0
0
1
0
21,081
160
59
130
90
1
1
1
0
0
1
0
17,388
166
67
100
70
2
2
1
0
0
1
0
20,260
160
65
120
70
1
1
1
0
0
1
1
21,989
165
63
110
70
1
3
3
0
0
1
1
14,473
180
74
140
89
2
1
1
0
0
0
1
22,830
152
75
140
90
1
1
1
0
0
1
1
23,302
165
60
130
80
2
1
1
0
0
1
0
20,557
170
82
120
80
1
3
1
0
0
1
1
19,945
168
65
130
70
1
1
1
0
0
1
0
17,331
170
71
100
60
1
1
1
0
0
1
0
16,201
178
70
120
80
2
1
1
0
0
1
0
15,188
168
77
130
80
1
1
1
1
0
1
0
18,365
154
89
120
80
1
1
1
0
0
0
1
15,500
161
83
130
90
2
1
1
0
0
0
1
17,995
176
66
140
80
1
1
2
0
0
1
0
15,953
171
68
120
80
1
1
1
0
0
1
1
19,927
170
65
120
80
1
1
1
0
0
1
0
18,187
154
55
180
1,100
1
1
1
0
0
1
1
18,971
164
75
120
60
1
1
1
0
0
1
0
19,607
165
85
120
80
1
2
2
0
0
0
1
19,109
168
91
140
80
1
1
1
0
0
1
0
19,105
161
86
120
80
1
1
1
0
0
0
0
18,420
172
67
150
90
2
1
1
0
0
1
1
17,566
185
71
120
80
2
1
1
1
0
0
1
22,050
156
94
140
90
1
1
1
0
0
1
1
20,257
162
64
120
80
2
1
1
0
0
1
1
20,401
170
85
120
80
2
1
1
0
0
1
0
20,338
168
72
130
90
1
1
1
0
0
0
1
17,413
157
73
110
70
1
1
1
0
0
1
0
18,166
157
60
120
80
1
1
1
0
0
1
0
14,448
174
67
110
80
2
1
1
0
0
1
0
18,162
157
56
120
80
1
1
1
0
0
1
1
15,395
161
59
120
70
2
1
1
1
0
1
0
22,640
170
115
150
90
1
1
1
0
0
1
1
22,491
152
81
120
80
1
3
3
0
0
0
1
23,399
162
94
170
1,000
1
3
1
0
0
1
1
16,837
155
73
120
80
1
1
2
0
0
1
0
18,041
174
85
120
80
2
1
1
1
0
1
0
15,230
163
116
140
90
1
2
2
0
0
0
1
19,282
165
75
120
80
2
1
1
0
0
1
1
21,726
169
69
120
80
1
1
1
0
0
1
0
22,779
162
69
140
90
1
2
1
0
0
1
1
18,928
172
78
140
80
2
3
1
0
0
1
1
19,683
174
58
100
60
1
1
1
0
0
1
0
21,162
161
83
110
70
1
1
1
0
0
1
0
14,632
179
91
120
80
2
1
1
1
0
1
0
22,648
169
70
160
100
2
1
1
0
0
1
0
20,524
158
80
140
90
1
3
1
0
0
1
1
19,006
151
95
130
90
1
2
2
0
0
1
1
18,440
165
74
130
90
1
1
1
0
0
0
0
23,491
165
59
220
130
2
1
1
0
0
1
1
14,584
163
84
110
70
1
1
1
0
0
0
0