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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
75
0
582
0
20
1
265,000
1.9
130
1
0
4
1
55
0
7,861
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38
0
263,358.03
1.1
136
1
0
6
1
65
0
146
0
20
0
162,000
1.3
129
1
1
7
1
50
1
111
0
20
0
210,000
1.9
137
1
0
7
1
65
1
160
1
20
0
327,000
2.7
116
0
0
8
1
90
1
47
0
40
1
204,000
2.1
132
1
1
8
1
75
1
246
0
15
0
127,000
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137
1
0
10
1
60
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315
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60
0
454,000
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131
1
1
10
1
65
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157
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65
0
263,358.03
1.5
138
0
0
10
1
80
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123
0
35
1
388,000
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133
1
1
10
1
75
1
81
0
38
1
368,000
4
131
1
1
10
1
62
0
231
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25
1
253,000
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140
1
1
10
1
45
1
981
0
30
0
136,000
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137
1
0
11
1
50
1
168
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38
1
276,000
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137
1
0
11
1
49
1
80
0
30
1
427,000
1
138
0
0
12
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82
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379
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50
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47,000
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136
1
0
13
1
87
1
149
0
38
0
262,000
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140
1
0
14
1
45
0
582
0
14
0
166,000
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127
1
0
14
1
70
1
125
0
25
1
237,000
1
140
0
0
15
1
48
1
582
1
55
0
87,000
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121
0
0
15
1
65
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52
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25
1
276,000
1.3
137
0
0
16
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65
1
128
1
30
1
297,000
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136
0
0
20
1
68
1
220
0
35
1
289,000
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140
1
1
20
1
53
0
63
1
60
0
368,000
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135
1
0
22
0
75
0
582
1
30
1
263,358.03
1.83
134
0
0
23
1
80
0
148
1
38
0
149,000
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144
1
1
23
1
95
1
112
0
40
1
196,000
1
138
0
0
24
1
70
0
122
1
45
1
284,000
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136
1
1
26
1
58
1
60
0
38
0
153,000
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134
1
0
26
1
82
0
70
1
30
0
200,000
1.2
132
1
1
26
1
94
0
582
1
38
1
263,358.03
1.83
134
1
0
27
1
85
0
23
0
45
0
360,000
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132
1
0
28
1
50
1
249
1
35
1
319,000
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128
0
0
28
1
50
1
159
1
30
0
302,000
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138
0
0
29
0
65
0
94
1
50
1
188,000
1
140
1
0
29
1
69
0
582
1
35
0
228,000
3.5
134
1
0
30
1
90
1
60
1
50
0
226,000
1
134
1
0
30
1
82
1
855
1
50
1
321,000
1
145
0
0
30
1
60
0
2,656
1
30
0
305,000
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137
1
0
30
0
60
0
235
1
38
0
329,000
3
142
0
0
30
1
70
0
582
0
20
1
263,358.03
1.83
134
1
1
31
1
50
0
124
1
30
1
153,000
1.2
136
0
1
32
1
70
0
571
1
45
1
185,000
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139
1
1
33
1
72
0
127
1
50
1
218,000
1
134
1
0
33
0
60
1
588
1
60
0
194,000
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142
0
0
33
1
50
0
582
1
38
0
310,000
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135
1
1
35
1
51
0
1,380
0
25
1
271,000
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130
1
0
38
1
60
0
582
1
38
1
451,000
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138
1
1
40
1
80
1
553
0
20
1
140,000
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133
1
0
41
1
57
1
129
0
30
0
395,000
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140
0
0
42
1
68
1
577
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25
1
166,000
1
138
1
0
43
1
53
1
91
0
20
1
418,000
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139
0
0
43
1
60
0
3,964
1
62
0
263,358.03
6.8
146
0
0
43
1
70
1
69
1
50
1
351,000
1
134
0
0
44
1
60
1
260
1
38
0
255,000
2.2
132
0
1
45
1
95
1
371
0
30
0
461,000
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132
1
0
50
1
70
1
75
0
35
0
223,000
2.7
138
1
1
54
0
60
1
607
0
40
0
216,000
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138
1
1
54
0
49
0
789
0
20
1
319,000
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136
1
1
55
1
72
0
364
1
20
1
254,000
1.3
136
1
1
59
1
45
0
7,702
1
25
1
390,000
1
139
1
0
60
1
50
0
318
0
40
1
216,000
2.3
131
0
0
60
1
55
0
109
0
35
0
254,000
1.1
139
1
1
60
0
45
0
582
0
35
0
385,000
1
145
1
0
61
1
45
0
582
0
80
0
263,358.03
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137
0
0
63
0
60
0
68
0
20
0
119,000
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127
1
1
64
1
42
1
250
1
15
0
213,000
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136
0
0
65
1
72
1
110
0
25
0
274,000
1
140
1
1
65
1
70
0
161
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25
0
244,000
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142
0
0
66
1
65
0
113
1
25
0
497,000
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135
1
0
67
1
41
0
148
0
40
0
374,000
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140
1
1
68
0
58
0
582
1
35
0
122,000
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139
1
1
71
0
85
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5,882
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0
243,000
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132
1
1
72
1
65
0
224
1
50
0
149,000
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137
1
1
72
0
69
0
582
0
20
0
266,000
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134
1
1
73
1
60
1
47
0
20
0
204,000
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139
1
1
73
1
70
0
92
0
60
1
317,000
0.8
140
0
1
74
0
42
0
102
1
40
0
237,000
1.2
140
1
0
74
0
75
1
203
1
38
1
283,000
0.6
131
1
1
74
0
55
0
336
0
45
1
324,000
0.9
140
0
0
74
0
70
0
69
0
40
0
293,000
1.7
136
0
0
75
0
67
0
582
0
50
0
263,358.03
1.18
137
1
1
76
0
60
1
76
1
25
0
196,000
2.5
132
0
0
77
1
79
1
55
0
50
1
172,000
1.8
133
1
0
78
0
59
1
280
1
25
1
302,000
1
141
0
0
78
1
51
0
78
0
50
0
406,000
0.7
140
1
0
79
0
55
0
47
0
35
1
173,000
1.1
137
1
0
79
0
65
1
68
1
60
1
304,000
0.8
140
1
0
79
0
44
0
84
1
40
1
235,000
0.7
139
1
0
79
0
57
1
115
0
25
1
181,000
1.1
144
1
0
79
0
70
0
66
1
45
0
249,000
0.8
136
1
1
80
0
60
0
897
1
45
0
297,000
1
133
1
0
80
0
42
0
582
0
60
0
263,358.03
1.18
137
0
0
82
0
60
1
154
0
25
0
210,000
1.7
135
1
0
82
1
58
0
144
1
38
1
327,000
0.7
142
0
0
83
0
58
1
133
0
60
1
219,000
1
141
1
0
83
0
63
1
514
1
25
1
254,000
1.3
134
1
0
83
0
70
1
59
0
60
0
255,000
1.1
136
0
0
85
0
60
1
156
1
25
1
318,000
1.2
137
0
0
85
0
63
1
61
1
40
0
221,000
1.1
140
0
0
86
0

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