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
21,952
188
87
120
80
2
1
1
1
0
1
0
18,244
170
85
170
80
2
3
1
0
0
0
1
14,616
163
58
110
70
1
2
1
0
0
1
0
16,919
144
74
130
80
1
3
1
0
0
1
0
18,852
155
87
120
80
1
1
1
0
0
1
0
21,935
168
98
120
80
1
1
1
0
0
0
1
21,906
170
94
160
90
2
1
1
1
1
1
0
18,341
165
65
120
80
1
1
1
0
0
0
0
19,548
159
86
120
80
1
1
1
0
0
0
1
14,620
156
59
120
80
1
1
1
0
0
0
0
20,549
153
53
120
80
1
1
1
0
0
0
1
17,388
166
60
120
80
1
1
1
0
0
1
0
18,274
169
84
110
80
1
1
1
0
0
1
0
23,439
159
72
120
80
1
1
1
0
0
1
1
15,440
169
65
120
80
2
1
1
0
0
0
0
16,714
178
86
120
80
2
1
1
1
1
1
0
20,396
158
76
130
100
1
3
3
0
0
1
0
22,524
149
54
120
80
1
1
1
0
0
1
0
23,231
156
92
150
90
1
3
1
0
0
1
1
20,549
163
80
140
90
1
1
1
0
0
1
0
22,566
150
72
130
90
1
1
1
0
0
1
0
19,556
170
85
130
90
2
3
1
0
0
1
0
15,106
178
87
120
80
2
1
1
0
0
1
0
22,535
167
80
160
90
1
2
2
0
0
1
1
19,815
180
95
140
90
2
3
1
1
1
1
1
17,688
175
75
120
80
1
1
1
0
0
0
1
18,289
156
54
130
80
1
1
1
0
0
1
0
17,362
170
70
120
80
1
1
1
0
0
0
0
21,927
160
58
130
90
1
1
1
0
0
0
1
18,823
154
54
120
60
1
1
1
0
0
1
0
16,871
153
73
120
80
1
1
1
0
0
1
0
19,692
157
66
140
80
1
3
1
0
0
1
0
15,146
156
80
125
80
1
1
1
0
0
1
0
19,458
180
127
140
100
2
1
1
0
0
1
1
16,604
157
112
160
100
1
1
1
0
0
1
1
22,178
160
65
120
80
1
1
3
0
0
1
1
19,732
170
85
120
80
2
3
3
0
0
1
0
18,969
163
65
120
80
1
2
1
0
0
1
1
21,156
158
78
120
90
1
1
1
0
0
1
0
20,607
163
89
130
80
1
2
2
0
0
1
1
20,335
154
77
140
80
1
1
1
0
0
1
1
18,296
171
89
140
90
2
1
1
0
0
1
1
23,537
155
103
120
69
1
1
1
0
0
0
1
20,550
161
64
128
76
1
1
2
0
0
1
0
14,471
160
54
120
70
1
1
1
0
0
1
1
19,247
165
62
110
70
1
1
1
0
0
1
1
20,458
165
78
165
80
2
3
1
0
0
1
1
19,193
165
62
120
80
2
1
1
0
0
1
0
18,349
151
63
110
70
1
1
1
0
0
1
0
15,380
156
81
120
80
1
1
2
0
0
1
0
19,016
168
77
130
80
1
1
1
0
0
0
1
20,532
153
60
120
80
1
3
3
0
0
1
0
20,587
169
56
120
70
2
1
1
0
0
1
1
14,655
159
99
160
100
1
3
1
0
0
1
1
18,715
165
68
120
80
1
1
2
0
0
1
0
22,729
146
79
140
90
1
1
2
0
0
1
1
21,102
177
75
140
90
2
1
1
0
0
1
0
17,402
166
84
120
70
1
1
1
1
0
1
1
20,438
160
74
110
70
1
2
1
0
0
1
0
17,334
155
104
140
80
1
1
1
0
0
1
1
21,880
168
68
120
80
2
1
1
0
0
1
0
20,586
153
68
100
70
1
1
1
0
0
0
0
19,834
158
83
130
80
1
1
1
0
0
1
0
20,340
169
74
120
80
1
1
1
0
0
1
0
18,832
160
60
140
90
1
1
1
0
0
1
1
20,242
155
76
125
75
1
1
1
0
0
0
1
21,412
168
104
130
80
1
2
2
0
0
0
1
21,832
155
49
120
80
2
3
1
0
0
1
1
18,335
175
72
120
80
2
1
1
0
0
1
0
16,568
170
68
140
70
1
1
1
0
0
0
0
19,668
168
72
140
90
2
1
1
0
0
1
1
23,372
186
84
150
80
2
2
1
1
0
1
1
23,365
155
59
120
80
2
1
1
0
0
0
0
21,905
154
72
140
80
1
1
2
0
0
1
1
15,176
161
68
120
80
1
1
1
0
0
1
0
16,346
156
63
110
70
1
1
3
0
0
0
1
18,942
165
64
120
80
1
1
1
0
0
0
0
21,168
159
108
130
80
1
2
2
0
0
1
0
22,047
160
60
120
80
1
1
1
0
0
1
0
18,348
164
89
100
70
2
1
1
0
0
0
1
17,310
157
57
120
70
1
3
1
0
0
1
1
16,876
167
56
100
70
1
1
1
0
0
1
0
21,308
165
65
130
90
1
1
1
0
0
1
0
21,222
158
68
140
90
1
1
1
0
0
0
1
20,282
177
87
120
80
1
1
1
0
0
1
0
20,404
154
76
120
80
1
1
1
0
0
1
1
21,010
168
75
110
70
1
2
1
0
0
1
1
23,078
164
64
160
100
1
1
1
0
0
1
0
19,789
164
78
130
80
1
1
3
0
0
1
1
23,099
175
92
140
90
2
1
1
0
0
1
1
21,264
169
129
120
80
2
1
2
1
0
1
1
19,732
174
88
120
80
1
1
1
0
0
1
0
20,349
169
62
140
100
1
2
2
0
0
1
1
19,658
164
64
140
90
1
2
1
0
0
0
0
18,263
168
59
110
80
1
1
1
0
0
0
0
18,786
161
86
170
100
1
3
3
0
0
1
1
21,850
180
72
130
80
1
1
1
1
0
1
1
16,808
158
61
110
80
1
1
1
0
0
1
0
22,874
170
69
160
80
2
1
1
0
0
1
1
18,229
156
95
130
90
1
1
2
0
0
0
0