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
21,816
169
77
140
90
1
2
2
0
0
1
1
22,454
168
80
120
80
1
1
2
0
0
1
0
21,040
156
89
120
80
1
2
2
0
0
1
1
18,966
163
68
120
80
1
1
1
0
0
0
0
21,249
162
79
130
90
1
1
1
0
0
1
1
19,747
167
63
110
70
1
3
3
0
0
1
0
23,223
164
76
120
80
1
1
1
0
0
1
0
20,547
170
70
140
90
1
1
1
0
0
1
1
21,698
156
61
120
80
1
1
1
0
0
1
0
18,852
146
66
110
90
1
1
1
0
0
1
1
20,284
165
78
100
60
2
1
1
1
0
1
0
18,939
170
80
100
60
2
1
1
0
0
1
0
20,592
165
60
180
80
1
1
1
0
0
1
1
14,589
168
61
120
80
2
1
1
1
1
0
0
18,170
156
59
140
90
1
2
1
0
0
1
1
21,165
170
79
120
80
2
2
1
0
0
1
1
18,156
165
89
120
80
1
1
1
0
0
1
0
20,601
178
75
120
80
1
1
1
0
0
1
1
18,486
175
68
120
80
1
1
1
0
0
1
1
16,083
165
63
110
70
1
1
1
0
0
1
0
21,837
170
74
130
100
2
2
1
0
0
1
0
22,083
170
63
140
80
1
1
1
0
0
0
1
20,615
156
61
120
90
2
1
1
0
0
1
0
16,551
152
68
120
90
1
1
1
0
0
1
0
18,240
160
50
110
80
1
1
1
0
0
1
0
16,046
165
60
120
80
2
1
1
0
0
1
0
19,005
156
68
120
80
1
3
3
0
0
1
0
16,620
155
82
130
80
1
2
1
0
1
0
0
22,166
160
90
140
90
2
1
1
0
0
1
1
22,506
162
78
140
90
2
1
1
0
0
1
1
20,340
158
70
120
80
1
2
1
0
0
0
1
18,881
160
60
110
60
1
1
1
0
0
0
0
20,278
160
80
140
90
2
1
1
0
0
1
1
19,136
161
57
120
80
1
1
1
0
0
1
0
23,325
168
59
-150
80
2
1
1
0
0
1
1
20,304
160
58
110
70
1
1
1
0
0
1
1
15,176
178
93
150
100
2
2
1
0
0
1
1
20,380
155
106
110
70
1
3
3
0
0
1
1
14,277
168
109
150
100
2
1
2
0
1
1
1
16,752
169
64
110
70
1
1
1
0
0
1
0
17,349
165
61
110
70
1
1
1
0
0
1
0
23,472
165
78
140
90
1
2
1
0
0
1
1
23,241
152
64
110
80
1
1
1
0
0
0
1
15,673
167
68
110
70
2
1
1
0
0
1
0
18,338
157
47
120
90
1
1
2
0
0
1
0
20,545
170
70
130
90
2
3
1
0
0
1
0
14,525
167
72
110
70
2
1
1
0
0
1
0
17,425
165
47
110
80
1
1
2
0
0
1
0
19,808
176
76
120
80
2
1
2
0
0
0
0
15,113
180
105
130
90
2
1
1
1
0
1
0
19,560
152
61
140
80
1
1
1
0
0
0
1
16,599
163
78
100
70
1
1
1
0
0
1
0
22,638
175
95
140
80
2
1
1
0
0
1
1
23,483
162
75
130
90
1
1
1
0
0
1
0
17,620
175
85
120
80
1
1
1
0
0
1
0
22,660
165
83
140
90
1
3
3
0
0
1
1
20,263
164
68
140
90
2
1
1
0
0
1
1
21,352
167
60
120
79
1
1
1
0
0
0
1
19,759
165
64
120
80
1
1
1
0
0
1
1
22,506
165
80
120
80
1
1
1
0
0
1
1
18,144
170
87
130
90
2
1
1
0
0
1
0
20,587
156
60
130
80
1
3
3
0
0
0
1
18,389
160
65
150
90
2
1
1
0
0
0
1
18,994
160
65
100
70
1
1
1
0
0
1
0
19,125
163
72
140
100
1
1
1
0
0
1
1
21,922
167
73
130
80
1
1
1
0
0
0
0
15,873
172
74
110
70
2
1
2
0
0
1
0
19,754
164
70
150
100
1
1
1
0
0
0
1
23,315
168
63
130
80
1
2
1
0
0
1
0
21,041
164
84
150
100
1
1
1
0
0
1
1
14,647
183
91
130
80
2
2
1
0
0
1
1
18,263
154
94
120
80
1
1
1
0
0
0
1
22,579
175
69
110
70
2
1
1
0
0
0
1
14,328
180
75
120
80
2
1
1
0
0
0
0
16,026
177
89
130
80
2
1
1
0
1
1
0
21,177
153
73
130
80
1
1
1
0
0
1
1
18,872
154
42
100
60
1
1
1
0
0
1
0
18,220
163
72
120
80
2
1
1
0
0
1
1
15,303
165
65
120
80
1
1
1
0
0
0
0
18,117
153
43
110
70
1
1
1
0
0
1
1
22,031
159
59
140
90
1
1
2
0
0
1
1
21,786
160
71
130
60
2
1
1
0
0
0
1
18,849
167
89
120
80
2
1
1
0
0
1
0
18,127
170
75
100
60
2
1
1
0
0
1
0
19,640
166
89
140
90
2
1
1
1
0
1
1
23,453
145
50
110
70
1
1
1
0
0
1
1
20,431
165
60
130
90
1
2
1
0
0
1
1
18,910
168
97
120
70
1
2
1
0
0
1
1
18,907
170
96
140
90
1
1
1
0
0
1
1
16,138
152
58
100
60
1
1
1
0
0
1
0
20,324
158
57
100
60
1
2
1
0
0
1
1
19,862
158
96
180
120
1
3
1
0
0
1
1
16,718
170
68
120
80
2
1
1
0
0
1
0
14,612
158
67
110
70
1
1
1
0
0
1
0
16,722
160
87
110
70
1
2
1
0
0
1
0
19,042
174
69
130
80
2
1
1
0
0
1
1
21,761
148
77
120
80
2
1
1
0
0
0
0
17,983
164
82
150
70
1
1
1
0
0
0
1
20,534
165
60
120
90
1
2
2
0
0
0
0
20,403
147
85
120
80
1
1
1
0
0
1
0