age
float64
40
95
anaemia
int64
0
1
creatinine_phosphokinase
int64
23
7.86k
diabetes
int64
0
1
ejection_fraction
int64
14
80
high_blood_pressure
int64
0
1
platelets
float64
25.1k
850k
serum_creatinine
float64
0.5
9.4
serum_sodium
int64
113
148
sex
int64
0
1
smoking
int64
0
1
time
int64
4
285
DEATH_EVENT
int64
0
1
65
1
305
0
25
0
298,000
1.1
141
1
0
87
0
75
0
582
0
45
1
263,358.03
1.18
137
1
0
87
0
80
0
898
0
25
0
149,000
1.1
144
1
1
87
0
42
0
5,209
0
30
0
226,000
1
140
1
1
87
0
60
0
53
0
50
1
286,000
2.3
143
0
0
87
0
72
1
328
0
30
1
621,000
1.7
138
0
1
88
1
55
0
748
0
45
0
263,000
1.3
137
1
0
88
0
45
1
1,876
1
35
0
226,000
0.9
138
1
0
88
0
63
0
936
0
38
0
304,000
1.1
133
1
1
88
0
45
0
292
1
35
0
850,000
1.3
142
1
1
88
0
85
0
129
0
60
0
306,000
1.2
132
1
1
90
1
55
0
60
0
35
0
228,000
1.2
135
1
1
90
0
50
0
369
1
25
0
252,000
1.6
136
1
0
90
0
70
1
143
0
60
0
351,000
1.3
137
0
0
90
1
60
1
754
1
40
1
328,000
1.2
126
1
0
91
0
58
1
400
0
40
0
164,000
1
139
0
0
91
0
60
1
96
1
60
1
271,000
0.7
136
0
0
94
0
85
1
102
0
60
0
507,000
3.2
138
0
0
94
0
65
1
113
1
60
1
203,000
0.9
140
0
0
94
0
86
0
582
0
38
0
263,358.03
1.83
134
0
0
95
1
60
1
737
0
60
1
210,000
1.5
135
1
1
95
0
66
1
68
1
38
1
162,000
1
136
0
0
95
0
60
0
96
1
38
0
228,000
0.75
140
0
0
95
0
60
1
582
0
30
1
127,000
0.9
145
0
0
95
0
60
0
582
0
40
0
217,000
3.7
134
1
0
96
1
43
1
358
0
50
0
237,000
1.3
135
0
0
97
0
46
0
168
1
17
1
271,000
2.1
124
0
0
100
1
58
1
200
1
60
0
300,000
0.8
137
0
0
104
0
61
0
248
0
30
1
267,000
0.7
136
1
1
104
0
53
1
270
1
35
0
227,000
3.4
145
1
0
105
0
53
1
1,808
0
60
1
249,000
0.7
138
1
1
106
0
60
1
1,082
1
45
0
250,000
6.1
131
1
0
107
0
46
0
719
0
40
1
263,358.03
1.18
137
0
0
107
0
63
0
193
0
60
1
295,000
1.3
145
1
1
107
0
81
0
4,540
0
35
0
231,000
1.18
137
1
1
107
0
75
0
582
0
40
0
263,358.03
1.18
137
1
0
107
0
65
1
59
1
60
0
172,000
0.9
137
0
0
107
0
68
1
646
0
25
0
305,000
2.1
130
1
0
108
0
62
0
281
1
35
0
221,000
1
136
0
0
108
0
50
0
1,548
0
30
1
211,000
0.8
138
1
0
108
0
80
0
805
0
38
0
263,358.03
1.1
134
1
0
109
1
46
1
291
0
35
0
348,000
0.9
140
0
0
109
0
50
0
482
1
30
0
329,000
0.9
132
0
0
109
0
61
1
84
0
40
1
229,000
0.9
141
0
0
110
0
72
1
943
0
25
1
338,000
1.7
139
1
1
111
1
50
0
185
0
30
0
266,000
0.7
141
1
1
112
0
52
0
132
0
30
0
218,000
0.7
136
1
1
112
0
64
0
1,610
0
60
0
242,000
1
137
1
0
113
0
75
1
582
0
30
0
225,000
1.83
134
1
0
113
1
60
0
2,261
0
35
1
228,000
0.9
136
1
0
115
0
72
0
233
0
45
1
235,000
2.5
135
0
0
115
1
62
0
30
1
60
1
244,000
0.9
139
1
0
117
0
50
0
115
0
45
1
184,000
0.9
134
1
1
118
0
50
0
1,846
1
35
0
263,358.03
1.18
137
1
1
119
0
65
1
335
0
35
1
235,000
0.8
136
0
0
120
0
60
1
231
1
25
0
194,000
1.7
140
1
0
120
0
52
1
58
0
35
0
277,000
1.4
136
0
0
120
0
50
0
250
0
25
0
262,000
1
136
1
1
120
0
85
1
910
0
50
0
235,000
1.3
134
1
0
121
0
59
1
129
0
45
1
362,000
1.1
139
1
1
121
0
66
1
72
0
40
1
242,000
1.2
134
1
0
121
0
45
1
130
0
35
0
174,000
0.8
139
1
1
121
0
63
1
582
0
40
0
448,000
0.9
137
1
1
123
0
50
1
2,334
1
35
0
75,000
0.9
142
0
0
126
1
45
0
2,442
1
30
0
334,000
1.1
139
1
0
129
1
80
0
776
1
38
1
192,000
1.3
135
0
0
130
1
53
0
196
0
60
0
220,000
0.7
133
1
1
134
0
59
0
66
1
20
0
70,000
2.4
134
1
0
135
1
65
0
582
1
40
0
270,000
1
138
0
0
140
0
70
0
835
0
35
1
305,000
0.8
133
0
0
145
0
51
1
582
1
35
0
263,358.03
1.5
136
1
1
145
0
52
0
3,966
0
40
0
325,000
0.9
140
1
1
146
0
70
1
171
0
60
1
176,000
1.1
145
1
1
146
0
50
1
115
0
20
0
189,000
0.8
139
1
0
146
0
65
0
198
1
35
1
281,000
0.9
137
1
1
146
0
60
1
95
0
60
0
337,000
1
138
1
1
146
0
69
0
1,419
0
40
0
105,000
1
135
1
1
147
0
49
1
69
0
50
0
132,000
1
140
0
0
147
0
63
1
122
1
60
0
267,000
1.2
145
1
0
147
0
55
0
835
0
40
0
279,000
0.7
140
1
1
147
0
40
0
478
1
30
0
303,000
0.9
136
1
0
148
0
59
1
176
1
25
0
221,000
1
136
1
1
150
1
65
0
395
1
25
0
265,000
1.2
136
1
1
154
1
75
0
99
0
38
1
224,000
2.5
134
1
0
162
1
58
1
145
0
25
0
219,000
1.2
137
1
1
170
1
60.667
1
104
1
30
0
389,000
1.5
136
1
0
171
1
50
0
582
0
50
0
153,000
0.6
134
0
0
172
1
60
0
1,896
1
25
0
365,000
2.1
144
0
0
172
1
60.667
1
151
1
40
1
201,000
1
136
0
0
172
0
40
0
244
0
45
1
275,000
0.9
140
0
0
174
0
80
0
582
1
35
0
350,000
2.1
134
1
0
174
0
64
1
62
0
60
0
309,000
1.5
135
0
0
174
0
50
1
121
1
40
0
260,000
0.7
130
1
0
175
0
73
1
231
1
30
0
160,000
1.18
142
1
1
180
0
45
0
582
0
20
1
126,000
1.6
135
1
0
180
1
77
1
418
0
45
0
223,000
1.8
145
1
0
180
1
45
0
582
1
38
1
263,358.03
1.18
137
0
0
185
0
65
0
167
0
30
0
259,000
0.8
138
0
0
186
0
50
1
582
1
20
1
279,000
1
134
0
0
186
0
60
0
1,211
1
35
0
263,358.03
1.8
113
1
1
186
0