Heart failure

http://archive.ics.uci.edu/ml/datasets/Heart+failure+clinical+records 
Davide Chicco, Giuseppe Jurman: "Machine learning can predict survival of patients with heart failure from serum creatinine and ejection fraction alone". BMC Medical Informatics and Decision Making 20, 16 (2020)
ageanaemiacreatinine_phosphokinase(CPK_mcg/L)diabetesejection fractionhigh blood pressureplatelets(kiloplatelets/mL)serum creatinine(mg/dL)serum sodium(mEq/L)sexsmokingfollow-up period(days)death event
75
0
582
0
20
1
265000
1.9
130
1
0
4
1
55
0
7861
0
38
0
263358.03
1.1
136
1
0
6
1
65
0
146
0
20
0
162000
1.3
129
1
1
7
1
50
1
111
0
20
0
210000
1.9
137
1
0
7
1
65
1
160
1
20
0
327000
2.7
116
0
0
8
1
90
1
47
0
40
1
204000
2.1
132
1
1
8
1
75
1
246
0
15
0
127000
1.2
137
1
0
10
1
60
1
315
1
60
0
454000
1.1
131
1
1
10
1
65
0
157
0
65
0
263358.03
1.5
138
0
0
10
1
80
1
123
0
35
1
388000
9.4
133
1
1
10
1
75
1
81
0
38
1
368000
4
131
1
1
10
1
62
0
231
0
25
1
253000
0.9
140
1
1
10
1
45
1
981
0
30
0
136000
1.1
137
1
0
11
1
50
1
168
0
38
1
276000
1.1
137
1
0
11
1
49
1
80
0
30
1
427000
1
138
0
0
12
0
82
1
379
0
50
0
47000
1.3
136
1
0
13
1
87
1
149
0
38
0
262000
0.9
140
1
0
14
1
45
0
582
0
14
0
166000
0.8
127
1
0
14
1
70
1
125
0
25
1
237000
1
140
0
0
15
1
48
1
582
1
55
0
87000
1.9
121
0
0
15
1
65
1
52
0
25
1
276000
1.3
137
0
0
16
0
65
1
128
1
30
1
297000
1.6
136
0
0
20
1
68
1
220
0
35
1
289000
0.9
140
1
1
20
1
53
0
63
1
60
0
368000
0.8
135
1
0
22
0
75
0
582
1
30
1
263358.03
1.83
134
0
0
23
1
80
0
148
1
38
0
149000
1.9
144
1
1
23
1
95
1
112
0
40
1
196000
1
138
0
0
24
1
70
0
122
1
45
1
284000
1.3
136
1
1
26
1
58
1
60
0
38
0
153000
5.8
134
1
0
26
1
82
0
70
1
30
0
200000
1.2
132
1
1
26
1
94
0
582
1
38
1
263358.03
1.83
134
1
0
27
1
85
0
23
0
45
0
360000
3
132
1
0
28
1
50
1
249
1
35
1
319000
1
128
0
0
28
1
50
1
159
1
30
0
302000
1.2
138
0
0
29
0
65
0
94
1
50
1
188000
1
140
1
0
29
1
69
0
582
1
35
0
228000
3.5
134
1
0
30
1
90
1
60
1
50
0
226000
1
134
1
0
30
1
82
1
855
1
50
1
321000
1
145
0
0
30
1
60
0
2656
1
30
0
305000
2.3
137
1
0
30
0
60
0
235
1
38
0
329000
3
142
0
0
30
1
70
0
582
0
20
1
263358.03
1.83
134
1
1
31
1
50
0
124
1
30
1
153000
1.2
136
0
1
32
1
70
0
571
1
45
1
185000
1.2
139
1
1
33
1
72
0
127
1
50
1
218000
1
134
1
0
33
0
60
1
588
1
60
0
194000
1.1
142
0
0
33
1
50
0
582
1
38
0
310000
1.9
135
1
1
35
1
51
0
1380
0
25
1
271000
0.9
130
1
0
38
1
60
0
582
1
38
1
451000
0.6
138
1
1
40
1
80
1
553
0
20
1
140000
4.4
133
1
0
41
1
57
1
129
0
30
0
395000
1
140
0
0
42
1
68
1
577
0
25
1
166000
1
138
1
0
43
1
53
1
91
0
20
1
418000
1.4
139
0
0
43
1
60
0
3964
1
62
0
263358.03
6.8
146
0
0
43
1
70
1
69
1
50
1
351000
1
134
0
0
44
1
60
1
260
1
38
0
255000
2.2
132
0
1
45
1
95
1
371
0
30
0
461000
2
132
1
0
50
1
70
1
75
0
35
0
223000
2.7
138
1
1
54
0
60
1
607
0
40
0
216000
0.6
138
1
1
54
0
49
0
789
0
20
1
319000
1.1
136
1
1
55
1
72
0
364
1
20
1
254000
1.3
136
1
1
59
1
45
0
7702
1
25
1
390000
1
139
1
0
60
1
50
0
318
0
40
1
216000
2.3
131
0
0
60
1
55
0
109
0
35
0
254000
1.1
139
1
1
60
0
45
0
582
0
35
0
385000
1
145
1
0
61
1
45
0
582
0
80
0
263358.03
1.18
137
0
0
63
0
60
0
68
0
20
0
119000
2.9
127
1
1
64
1
42
1
250
1
15
0
213000
1.3
136
0
0
65
1
72
1
110
0
25
0
274000
1
140
1
1
65
1
70
0
161
0
25
0
244000
1.2
142
0
0
66
1
65
0
113
1
25
0
497000
1.83
135
1
0
67
1
41
0
148
0
40
0
374000
0.8
140
1
1
68
0
58
0
582
1
35
0
122000
0.9
139
1
1
71
0
85
0
5882
0
35
0
243000
1
132
1
1
72
1
65
0
224
1
50
0
149000
1.3
137
1
1
72
0
69
0
582
0
20
0
266000
1.2
134
1
1
73
1
60
1
47
0
20
0
204000
0.7
139
1
1
73
1
70
0
92
0
60
1
317000
0.8
140
0
1
74
0
42
0
102
1
40
0
237000
1.2
140
1
0
74
0
75
1
203
1
38
1
283000
0.6
131
1
1
74
0
55
0
336
0
45
1
324000
0.9
140
0
0
74
0
70
0
69
0
40
0
293000
1.7
136
0
0
75
0
67
0
582
0
50
0
263358.03
1.18
137
1
1
76
0
60
1
76
1
25
0
196000
2.5
132
0
0
77
1
79
1
55
0
50
1
172000
1.8
133
1
0
78
0
59
1
280
1
25
1
302000
1
141
0
0
78
1
51
0
78
0
50
0
406000
0.7
140
1
0
79
0
55
0
47
0
35
1
173000
1.1
137
1
0
79
0
65
1
68
1
60
1
304000
0.8
140
1
0
79
0
44
0
84
1
40
1
235000
0.7
139
1
0
79
0
57
1
115
0
25
1
181000
1.1
144
1
0
79
0
70
0
66
1
45
0
249000
0.8
136
1
1
80
0
60
0
897
1
45
0
297000
1
133
1
0
80
0
42
0
582
0
60
0
263358.03
1.18
137
0
0
82
0
60
1
154
0
25
0
210000
1.7
135
1
0
82
1
58
0
144
1
38
1
327000
0.7
142
0
0
83
0
58
1
133
0
60
1
219000
1
141
1
0
83
0
63
1
514
1
25
1
254000
1.3
134
1
0
83
0
70
1
59
0
60
0
255000
1.1
136
0
0
85
0
60
1
156
1
25
1
318000
1.2
137
0
0
85
0
63
1
61
1
40
0
221000
1.1
140
0
0
86
0
65
1
305
0
25
0
298000
1.1
141
1
0
87
0
75
0
582
0
45
1
263358.03
1.18
137
1
0
87
0
80
0
898
0
25
0
149000
1.1
144
1
1
87
0
42
0
5209
0
30
0
226000
1
140
1
1
87
0
60
0
53
0
50
1
286000
2.3
143
0
0
87
0
72
1
328
0
30
1
621000
1.7
138
0
1
88
1
55
0
748
0
45
0
263000
1.3
137
1
0
88
0
45
1
1876
1
35
0
226000
0.9
138
1
0
88
0
63
0
936
0
38
0
304000
1.1
133
1
1
88
0
45
0
292
1
35
0
850000
1.3
142
1
1
88
0
85
0
129
0
60
0
306000
1.2
132
1
1
90
1
55
0
60
0
35
0
228000
1.2
135
1
1
90
0
50
0
369
1
25
0
252000
1.6
136
1
0
90
0
70
1
143
0
60
0
351000
1.3
137
0
0
90
1
60
1
754
1
40
1
328000
1.2
126
1
0
91
0
58
1
400
0
40
0
164000
1
139
0
0
91
0
60
1
96
1
60
1
271000
0.7
136
0
0
94
0
85
1
102
0
60
0
507000
3.2
138
0
0
94
0
65
1
113
1
60
1
203000
0.9
140
0
0
94
0
86
0
582
0
38
0
263358.03
1.83
134
0
0
95
1
60
1
737
0
60
1
210000
1.5
135
1
1
95
0
66
1
68
1
38
1
162000
1
136
0
0
95
0
60
0
96
1
38
0
228000
0.75
140
0
0
95
0
60
1
582
0
30
1
127000
0.9
145
0
0
95
0
60
0
582
0
40
0
217000
3.7
134
1
0
96
1
43
1
358
0
50
0
237000
1.3
135
0
0
97
0
46
0
168
1
17
1
271000
2.1
124
0
0
100
1
58
1
200
1
60
0
300000
0.8
137
0
0
104
0
61
0
248
0
30
1
267000
0.7
136
1
1
104
0
53
1
270
1
35
0
227000
3.4
145
1
0
105
0
53
1
1808
0
60
1
249000
0.7
138
1
1
106
0
60
1
1082
1
45
0
250000
6.1
131
1
0
107
0
46
0
719
0
40
1
263358.03
1.18
137
0
0
107
0
63
0
193
0
60
1
295000
1.3
145
1
1
107
0
81
0
4540
0
35
0
231000
1.18
137
1
1
107
0
75
0
582
0
40
0
263358.03
1.18
137
1
0
107
0
65
1
59
1
60
0
172000
0.9
137
0
0
107
0
68
1
646
0
25
0
305000
2.1
130
1
0
108
0
62
0
281
1
35
0
221000
1
136
0
0
108
0
50
0
1548
0
30
1
211000
0.8
138
1
0
108
0
80
0
805
0
38
0
263358.03
1.1
134
1
0
109
1
46
1
291
0
35
0
348000
0.9
140
0
0
109
0
50
0
482
1
30
0
329000
0.9
132
0
0
109
0
61
1
84
0
40
1
229000
0.9
141
0
0
110
0
72
1
943
0
25
1
338000
1.7
139
1
1
111
1
50
0
185
0
30
0
266000
0.7
141
1
1
112
0
52
0
132
0
30
0
218000
0.7
136
1
1
112
0
64
0
1610
0
60
0
242000
1
137
1
0
113
0
75
1
582
0
30
0
225000
1.83
134
1
0
113
1
60
0
2261
0
35
1
228000
0.9
136
1
0
115
0
72
0
233
0
45
1
235000
2.5
135
0
0
115
1
62
0
30
1
60
1
244000
0.9
139
1
0
117
0
50
0
115
0
45
1
184000
0.9
134
1
1
118
0
50
0
1846
1
35
0
263358.03
1.18
137
1
1
119
0
65
1
335
0
35
1
235000
0.8
136
0
0
120
0
60
1
231
1
25
0
194000
1.7
140
1
0
120
0
52
1
58
0
35
0
277000
1.4
136
0
0
120
0
50
0
250
0
25
0
262000
1
136
1
1
120
0
85
1
910
0
50
0
235000
1.3
134
1
0
121
0
59
1
129
0
45
1
362000
1.1
139
1
1
121
0
66
1
72
0
40
1
242000
1.2
134
1
0
121
0
45
1
130
0
35
0
174000
0.8
139
1
1
121
0
63
1
582
0
40
0
448000
0.9
137
1
1
123
0
50
1
2334
1
35
0
75000
0.9
142
0
0
126
1
45
0
2442
1
30
0
334000
1.1
139
1
0
129
1
80
0
776
1
38
1
192000
1.3
135
0
0
130
1
53
0
196
0
60
0
220000
0.7
133
1
1
134
0
59
0
66
1
20
0
70000
2.4
134
1
0
135
1
65
0
582
1
40
0
270000
1
138
0
0
140
0
70
0
835
0
35
1
305000
0.8
133
0
0
145
0
51
1
582
1
35
0
263358.03
1.5
136
1
1
145
0
52
0
3966
0
40
0
325000
0.9
140
1
1
146
0
70
1
171
0
60
1
176000
1.1
145
1
1
146
0
50
1
115
0
20
0
189000
0.8
139
1
0
146
0
65
0
198
1
35
1
281000
0.9
137
1
1
146
0
60
1
95
0
60
0
337000
1
138
1
1
146
0
69
0
1419
0
40
0
105000
1
135
1
1
147
0
49
1
69
0
50
0
132000
1
140
0
0
147
0
63
1
122
1
60
0
267000
1.2
145
1
0
147
0
55
0
835
0
40
0
279000
0.7
140
1
1
147
0
40
0
478
1
30
0
303000
0.9
136
1
0
148
0
59
1
176
1
25
0
221000
1
136
1
1
150
1
65
0
395
1
25
0
265000
1.2
136
1
1
154
1
75
0
99
0
38
1
224000
2.5
134
1
0
162
1
58
1
145
0
25
0
219000
1.2
137
1
1
170
1
60.667
1
104
1
30
0
389000
1.5
136
1
0
171
1
50
0
582
0
50
0
153000
0.6
134
0
0
172
1
60
0
1896
1
25
0
365000
2.1
144
0
0
172
1
60.667
1
151
1
40
1
201000
1
136
0
0
172
0
40
0
244
0
45
1
275000
0.9
140
0
0
174
0
80
0
582
1
35
0
350000
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ageanaemiacreatinine_phosphokinase(CPK_mcg/L)diabetesejection fractionhigh blood pressureplatelets(kiloplatelets/mL)serum creatinine(mg/dL)serum sodium(mEq/L)sexsmokingfollow-up period(days)death event