row_idx
int64
f_0_aline_flg
int64
f_1_age
float64
f_2_gender_num
float64
f_3_weight_first
float64
f_4_bmi
float64
f_5_sapsi_first
float64
f_6_sofa_first
float64
f_7_service_unit
string
f_8_day_icu_intime
string
f_9_chf_flg
int64
f_10_afib_flg
int64
f_11_renal_flg
int64
f_12_liver_flg
int64
f_13_copd_flg
int64
f_14_cad_flg
int64
f_15_stroke_flg
int64
f_16_mal_flg
int64
f_17_resp_flg
int64
f_18_map_1st
float64
f_19_hr_1st
int64
f_20_temp_1st
float64
f_21_spo2_1st
int64
f_22_wbc_first
float64
f_23_hgb_first
float64
f_24_platelet_first
float64
f_25_sodium_first
float64
f_26_potassium_first
float64
f_27_tco2_first
float64
f_28_chloride_first
float64
f_29_bun_first
float64
f_30_creatinine_first
float64
f_31_po2_first
float64
f_32_pco2_first
float64
f_33_iv_day_1
float64
target
int64
1,027
1
57.46701
0
60
29.205588
22
7
SICU
Friday
0
0
0
0
0
0
0
0
0
108
57
97.199997
100
16.8
10.3
187
139
4.3
24
105
26
0.8
394
30
427
0
700
0
45.93582
1
82.3
26.437087
9
5
FICU
Saturday
0
0
0
0
0
0
0
0
0
91
83
98.400002
100
9.9
14
159
138
3.8
24
102
18
0.5
181
42
1,900
0
565
1
76.22586
0
57.2
21.472106
14
4
SICU
Thursday
0
0
0
0
0
1
0
0
0
81
61
96.800003
100
13.7
11.4
223
142
3.8
25
105
15
0.8
215
34
2,718.936035
1
778
0
79.4129
0
60
18.473661
null
4
MICU
Friday
1
1
0
1
0
1
0
0
0
65.333298
65
99.5
95
6.5
8.8
158
139
4
24
106
17
0.8
null
null
67.066666
1
1,335
0
71.21843
0
76.2
26.311035
17
5
SICU
Tuesday
0
0
0
0
0
0
0
1
0
84
82
99.300003
99
6.6
8.6
209
120
2.9
23
96
3
0.4
266
33
548
0
981
0
21.90864
1
88
25.595848
12
4
FICU
Friday
0
0
0
0
0
0
0
0
0
77
78
94.900002
100
12.8
12.2
181
137
3.1
20
100
11
0.8
342
48
null
0
1,303
0
43.99982
1
76
20.800096
12
6
SICU
Monday
0
0
0
0
0
0
0
0
0
65.333298
90
97.199997
100
16.3
12.4
193
149
5.2
25
107
16
1.1
247
40
1,000
0
980
1
47.85918
1
84
28.893563
12
4
SICU
Tuesday
0
0
0
0
0
0
0
0
0
88
96
99.800003
100
21.2
13.3
278
146
3.2
23
108
15
0.9
177
56
1,131.459961
0
1,125
0
41.691
1
85.1
27.753319
17
7
MICU
Tuesday
0
0
0
0
0
0
0
0
0
90.666702
106
99.400002
100
5.2
7.6
151
122
4.1
23
89
28
1.1
188
37
6,141.25
0
1,624
0
47.28997
1
80.2
null
13
4
MICU
Wednesday
1
0
1
0
0
0
0
0
0
101
56
96.599998
100
8.3
10.3
211
144
5.4
16
109
86
16.9
null
null
null
0
210
0
58.20482
1
135
42.704167
null
0
SICU
Friday
0
0
0
0
0
0
0
0
1
116
88
96.800003
96
13.4
15.3
258
137
4.5
20
102
7
0.8
null
null
null
1
170
0
26.17344
0
125
44.421916
11
8
SICU
Sunday
0
0
0
0
0
0
0
0
1
80.333298
104
97.5
100
10.1
11.5
265
140
3.4
21
107
6
0.7
40
38
1,446.875
0
1,665
0
21.27232
1
70
null
8
5
SICU
Sunday
0
0
0
0
0
0
0
0
0
68
94
99.300003
98
17.2
14.8
245
142
4.1
23
106
12
1.2
278
30
2,740.199707
0
633
1
71.51536
1
72.5
21.528688
18
13
MICU
Tuesday
0
0
0
1
0
0
0
0
0
72.666702
92
98.599998
100
8
9.5
38
143
4.5
19
113
21
1.1
182
33
68.75
0
882
1
42.56231
1
88.2
28.431949
9
3
SICU
Saturday
0
0
0
0
0
0
0
0
0
74.666702
105
98.400002
99
12.7
14
237
143
3.6
26
108
10
1
151
37
2,187.592041
0
400
0
29.65834
0
null
null
9
4
MICU
Saturday
0
0
0
0
0
0
0
0
0
84.333298
63
99.400002
100
7
12
272
143
3.6
25
107
10
0.7
null
null
0
0
69
1
59.91339
1
96
27.173173
17
10
MICU
Saturday
0
0
0
0
0
0
0
0
1
136
67
97
100
13.8
13.3
224
150
4.2
18
107
60
5.4
408
42
177.600006
0
1,584
1
56.49933
0
109
null
11
7
MICU
Wednesday
0
0
1
0
0
0
0
1
0
52
104
98
97
13
8
178
148
3.9
19
118
54
5.1
73
48
1,550
0
1,585
0
38.78464
1
90
null
7
1
MICU
Sunday
0
0
0
0
0
0
0
0
0
75
66
96.699997
93
11.4
14.5
340
143
3.7
23
102
16
1
null
null
832.400024
0
391
1
56.69484
0
123
42.470568
13
11
SICU
Friday
0
0
0
0
0
0
0
1
0
81
91
100.099999
100
14.9
8.8
128
146
3.6
25
118
46
3.2
200
40
2,371.77002
0
562
0
22.32812
1
75
23.48072
8
2
FICU
Saturday
0
0
0
0
0
0
0
0
0
120.667
67
97
100
11.8
12.6
256
140
5
23
104
8
0.9
null
null
null
0
1,188
1
83.97016
1
91.8
27.534219
14
5
MICU
Monday
0
0
0
0
1
0
0
0
1
111.333
129
97.300003
98
9.7
13.7
539
136
4.8
26
98
16
1
213
43
5,237
0
1,201
0
60.37428
0
88.2
35.564587
21
11
MICU
Monday
0
0
0
1
0
0
1
1
1
82
85
95
90
1
9.3
43
141
3.2
27
102
14
0.7
280
50
2,010
1
1,453
1
52.45342
0
64.7
null
15
4
SICU
Thursday
0
0
0
0
0
0
0
0
0
107
71
97.599998
100
4.3
11.4
190
140
3.5
26
109
16
0.8
499
33
750
0
699
1
49.68208
1
63
22.019992
14
9
SICU
Wednesday
0
0
0
0
0
0
0
0
0
103
103
98.300003
100
18.5
12.8
201
145
3.8
23
112
12
0.9
482
42
509.019989
0
1,275
1
18.6098
1
null
null
12
5
SICU
Sunday
0
0
0
0
0
0
0
0
0
101.333
95
97
100
24.3
15.2
292
140
3.7
19
105
14
0.9
567
28
375
0
220
1
60.3054
1
86.2
28.293859
11
6
SICU
Thursday
0
0
0
0
0
1
0
0
0
98
80
97.800003
100
14.7
12.3
224
138
4.8
21
105
19
0.9
175
37
2,229.476074
0
619
0
29.8513
0
64.7
23.022314
9
3
MICU
Sunday
0
0
0
0
0
0
0
0
0
110.667
110
98.300003
100
6.9
13
117
143
3.8
16
112
4
0.6
222
35
129
0
208
1
88.09081
1
77.2
28.432196
18
7
SICU
Friday
0
0
0
0
0
0
0
1
0
102
60
97
100
13.1
10.2
161
137
3.9
30
105
20
0.8
287
47
1,150
0
528
0
28.14829
1
107
36.900519
8
5
MICU
Saturday
0
0
0
0
0
0
0
0
1
83.666702
113
99.400002
99
23.1
16.2
323
140
5.4
20
108
9
1
99
40
2,340.344971
0
235
0
48.32912
0
50
21.527821
18
5
MICU
Sunday
0
0
0
1
0
0
0
0
0
83
111
98.599998
93
12.3
11.7
156
135
2.4
20
96
5
0.6
199
48
2,580
0
223
1
44.26822
1
91.8
31.697546
21
13
SICU
Monday
0
0
0
1
0
0
0
0
0
70
76
97.300003
100
2.9
11.3
35
134
4
25
100
16
0.9
425
33
15.507999
0
1,068
0
60.19579
1
96.8
29.763995
14
3
MICU
Tuesday
0
0
0
0
0
0
0
0
0
81
97
101.599999
98
20.5
10.2
507
142
4
30
106
21
0.7
117
43
110
0
1,361
1
28.80568
1
78.3
32.406842
12
5
SICU
Thursday
0
0
0
0
0
0
0
0
0
81
86
101
100
11.8
13.1
171
146
3.4
25
112
12
0.9
441
39
173.490006
0
1,628
1
73.19497
0
96.3
null
15
5
MICU
Saturday
0
0
0
0
0
0
1
0
0
95
72
99.199997
95
8.4
13.5
230
137
5.6
24
104
19
1
77
38
680
0
451
1
88.51796
1
64.2
23.211205
20
9
MICU
Saturday
1
1
0
1
0
0
0
0
1
100.333
102
98.699997
98
4.3
10.7
128
146
4
22
112
27
0.9
119
24
238.667679
0
1,724
0
73.38936
1
84.6
null
11
5
SICU
Wednesday
0
0
0
0
0
0
0
0
0
81
92
101.199997
100
16.7
14.4
271
141
4.3
11
104
20
1.3
219
40
2,514.210205
0
656
0
62.46374
0
null
null
13
2
MICU
Tuesday
0
0
0
0
0
0
0
0
1
73.666702
145
98.099998
85
7.5
14.6
288
139
3.7
35
96
12
0.4
53
78
240
0
1,334
1
41.5077
0
101
44.226682
11
5
SICU
Monday
0
0
0
0
0
0
0
0
0
96
93
94.300003
100
14.2
14.3
388
139
5.6
20
108
18
0.6
382
49
220
0
292
0
25.47004
0
60.4
19.837262
10
3
MICU
Thursday
0
0
0
0
0
0
0
0
0
85.666702
87
98.5
100
8
12.2
309
140
4.6
28
103
11
0.7
423
45
450
0
1,116
0
44.82799
0
65
22.421796
11
6
MICU
Sunday
0
0
0
0
0
0
0
0
1
121.333
84
99.400002
100
8.4
12.4
220
136
3.2
27
100
5
0.5
173
38
null
0
922
1
20.98364
1
72
20.37988
14
4
FICU
Wednesday
0
0
0
0
0
0
0
0
0
95.333298
104
98.5
100
3.8
11.6
7
140
3.6
24
108
7
0.5
513
43
0
0
41
1
21.18288
1
85
28.210895
9
5
SICU
Thursday
0
0
0
0
0
0
0
0
0
76
87
99.099998
100
11.6
13.6
188
141
3.7
22
109
13
1.1
346
50
2,811.725098
0
743
1
38.91667
1
84
25.115791
9
6
SICU
Tuesday
0
0
0
0
0
0
0
0
0
79
94
99.599998
99
13.7
16
237
138
4.4
22
104
21
1.1
288
51
4,477.990234
0
1,535
0
34.9785
1
120
null
10
6
SICU
Saturday
0
0
0
0
1
0
0
0
0
93
80
96.099998
100
10.6
14.2
186
141
3.9
22
107
10
0.8
144
39
null
0
431
1
82.09338
1
67.5
22.626559
24
4
SICU
Friday
0
1
0
0
0
0
0
1
0
112
82
96.800003
98
2.7
15.5
152
137
7
23
103
21
1.4
169
36
973.743774
0
1,326
0
19.16521
1
70
16.226204
11
6
MICU
Saturday
0
0
0
0
0
0
0
0
1
83.333298
90
100
100
14.7
13.1
176
140
3.9
26
106
12
0.7
129
45
958.600037
0
233
1
38.63391
0
56.1
19.962161
27
6
MICU
Tuesday
0
0
0
0
0
0
0
0
1
89
132
102.019997
100
12
11.6
274
149
3.1
18
118
25
0.5
327
25
250
0
1,489
0
73.70257
1
81
null
14
7
SICU
Tuesday
1
1
0
0
0
0
0
0
0
69
60
95.099998
100
9.8
10
300
138
4
29
102
18
1.4
446
42
2,247.330078
0
1,715
1
76.97584
0
63
null
17
6
SICU
Thursday
0
0
0
0
0
0
1
0
0
90
88
97.199997
97
11.9
12.9
342
142
4.4
27
105
22
0.9
143
43
1,414.599976
0
983
1
62.95583
1
57
20.911284
12
7
SICU
Thursday
0
0
0
0
0
0
1
0
0
99.666702
83
100.300003
100
15.5
12.6
116
143
3.7
22
106
13
0.7
325
33
900.565002
0
383
1
49
1
88.6
25.770365
21
11
SICU
Sunday
0
0
0
1
0
0
0
1
0
105
98
100.5
97
6.6
11.9
143
140
3.4
29
106
13
0.7
133
37
608.599976
0
252
0
81.08619
1
80.3
30.687367
11
6
MICU
Tuesday
0
0
0
0
0
0
0
0
1
125
90
96.5
95
11.9
11.5
239
147
5.3
25
107
45
2.3
223
38
null
0
1,062
1
83.4392
0
52
22.388934
14
5
SICU
Friday
0
0
0
0
0
0
1
0
0
100
93
99.800003
100
15.2
12
302
131
3.1
21
98
16
0.7
143
28
268.75
1
1,332
0
70.34645
0
78
26.932556
16
null
MICU
Saturday
1
0
0
0
1
0
0
0
1
79
100
98.400002
97
4.7
15.3
205
141
4.5
35
99
11
0.8
85
93
1,207.5
0
209
1
54.20778
1
null
null
17
9
MICU
Thursday
0
0
0
0
0
0
1
0
0
100
61
94
100
6.9
12.9
168
141
3.3
24
96
10
0.7
67
45
1,975
1
1,129
0
51.95547
0
69.3
25.024372
7
1
MICU
Sunday
0
0
0
0
0
0
0
0
1
82.333298
85
100.400002
100
10.5
9.9
284
139
4.6
35
96
10
0.1
null
null
null
0
1,316
1
62.03261
1
128
38.749909
20
7
SICU
Tuesday
0
0
0
0
0
0
1
0
0
104
71
96.5
96
13.6
15.2
253
141
5.1
26
104
16
1
298
46
2,184.52002
1
83
0
41.91605
1
85.5
36.05561
10
6
MICU
Friday
0
0
0
0
0
0
0
0
0
80
86
101.199997
100
11.5
13.1
312
139
5
23
103
18
1.5
129
45
0
0
1,022
1
60.35427
0
67.2
28.933391
17
8
MICU
Tuesday
0
0
0
0
0
0
0
0
1
92.666702
111
97.900002
97
11
11.6
324
143
4.2
29
108
32
0.8
71
47
225
0
613
0
86.33216
0
46
16.36826
13
1
MICU
Thursday
0
0
0
0
0
0
0
0
1
108.333
111
97.199997
92
7.6
11.8
238
133
4.5
24
97
22
0.8
72
36
503
0
1,592
1
25.76945
1
104
null
10
6
SICU
Tuesday
0
0
0
0
0
0
0
0
0
105
97
100
100
18
15
272
141
4.3
21
107
14
1.2
263
37
4,016.599854
0
1,561
0
71.95132
0
88
null
13
5
SICU
Saturday
0
0
0
0
0
0
1
0
0
92
89
99.800003
99
15.1
14.5
406
140
4.1
27
99
25
1.4
null
null
35.900002
0
386
0
73.70276
1
108.2
34.226599
17
5
MICU
Monday
1
0
0
0
0
0
1
0
1
99.333298
81
96
100
15.6
9.8
176
142
4.5
16
110
46
1.9
101
40
422.833344
0
1,064
1
34.693
1
94.9
31.52776
10
6
MICU
Friday
0
0
0
0
0
0
0
0
0
84.666702
93
98.699997
100
12.3
11
274
142
4.3
25
108
8
0.6
149
48
153.737991
0
1,248
1
67.95754
0
78.5
33.875611
18
8
SICU
Sunday
0
0
0
0
0
0
0
0
0
91
108
99.199997
100
12.2
13.2
187
145
3.7
25
105
20
0.7
34
49
2,045.650024
0
376
0
17.36484
0
55
null
12
5
SICU
Monday
0
0
0
0
0
0
0
0
0
74
100
96.300003
100
20.6
8.3
348
135
3
23
109
13
0.7
null
null
1,249.25
0
275
0
88.12085
0
62
23.461961
18
4
MICU
Saturday
0
0
0
0
0
0
0
0
0
88.666702
69
96
100
16.4
11.7
280
143
3.6
29
103
19
1.2
234
38
1,055.76001
0
510
0
57.3756
0
217
98.797134
10
5
MICU
Friday
0
0
0
0
0
0
0
0
1
86
98
97.599998
99
18.4
10.5
387
138
4.5
22
104
26
1.2
180
41
2,783.44043
0
158
1
18.37792
1
null
null
10
6
SICU
Monday
0
0
0
0
0
0
0
0
0
85
115
99.400002
100
7.5
16.5
137
144
3.8
28
109
11
0.7
186
38
900
0
875
0
80.59324
1
65
23.164409
26
8
FICU
Monday
0
0
0
0
0
0
0
1
0
80.333298
68
94
100
17.8
10.4
158
130
4.9
19
97
47
2.8
576
28
569
0
328
0
83.59302
1
69.7
22.691707
12
6
MICU
Thursday
1
0
0
0
0
1
0
0
1
113
78
99.800003
96
10.6
11.1
208
141
5.4
27
105
32
1.4
82
51
350
0
1,025
0
53.89564
0
62.3
31.557568
18
3
MICU
Saturday
0
0
0
1
0
0
0
0
1
70.666702
135
96.300003
83
16.8
10.9
331
137
3
25
102
6
0.3
62
39
2,157.5
0
1,618
1
62.25746
1
85
null
14
6
SICU
Sunday
0
0
0
0
0
1
0
0
1
90
68
97.900002
98
25.9
15.1
208
142
4.2
25
105
30
1
154
54
157.737503
0
1,051
0
41.87612
0
45.9
17.799537
13
2
SICU
Tuesday
0
0
0
0
0
0
0
0
0
101.333
89
98.599998
100
9.5
12.3
639
140
3.6
20
108
6
0.4
484
38
null
0
1,389
0
22.85462
1
85.7
null
8
3
SICU
Saturday
0
0
0
0
0
0
0
0
0
65
63
95.300003
100
15.5
16.4
187
140
3.1
23
107
13
0.8
193
45
null
0
283
0
75.51308
1
84
30.756673
12
5
MICU
Tuesday
0
0
0
0
0
0
0
1
1
72
93
98.900002
99
7.7
11.7
140
132
4.1
29
99
15
0.7
322
43
137.800003
0
334
1
71.61375
1
69.5
24.730307
19
7
MICU
Sunday
0
0
0
0
0
0
0
0
1
163
117
99.199997
96
12.3
13.8
193
136
4.3
31
96
22
1
200
45
4,356.5
0
1,282
1
51.46189
1
78.4
25.524101
10
4
SICU
Monday
0
0
0
0
0
0
0
0
0
109.333
89
98.599998
98
15.1
13.2
297
138
4.3
25
104
18
0.8
199
47
3,124.37207
0
817
1
51.84948
0
59.9
25.790329
17
6
SICU
Thursday
0
1
0
0
0
1
0
0
0
140
91
98.300003
100
20.7
13.9
216
140
4.4
24
106
11
0.5
201
34
3,474.28418
0
1,393
1
80.98152
1
80
null
18
7
SICU
Wednesday
0
1
0
0
0
1
0
0
0
63
70
98.400002
98
12
14.1
423
146
3.8
20
108
20
1.1
272
36
2,372.399902
0
435
1
81.48855
0
63
24.603224
19
9
SICU
Sunday
1
0
0
0
0
0
1
0
1
112.333
44
97.900002
97
5.7
14.7
168
138
4.4
20
106
15
0.6
467
26
285.299988
0
951
1
82.64089
0
84.3
33.992003
18
7
MICU
Sunday
0
0
0
0
0
0
0
0
0
77.666702
109
96.599998
100
14.7
10.7
294
138
4.1
22
107
13
0.9
202
34
0
0
1,175
0
19.20489
0
55.4
20.848037
12
2
SICU
Sunday
0
0
0
0
0
0
0
0
0
91
115
98.699997
100
15
11.9
235
144
3.5
22
107
9
0.7
206
34
1,490.971924
0
1,410
0
92.46122
0
62.9
null
18
5
SICU
Friday
0
1
0
0
0
0
1
0
0
86
58
100.599999
100
18.3
12.8
201
146
3.2
23
113
15
0.8
265
36
754.253967
1
1,575
0
21.79113
0
64
null
null
4
MICU
Sunday
0
0
0
0
0
0
0
0
0
86
88
97.5
100
6.2
14
262
143
4.1
26
105
12
0.8
282
45
100.880005
0
12
1
52.82878
1
74
28.002986
14
12
SICU
Monday
0
0
0
0
0
0
0
1
0
74
89
101.099999
100
4.9
11.8
91
138
4.1
26
103
12
0.8
86
32
1,964.349976
0
690
1
28.59373
1
70
18.342206
9
4
SICU
Thursday
0
0
0
0
0
0
0
0
1
69.333298
90
98
100
15.4
11.3
408
141
3.7
23
112
12
0.7
350
53
254.600006
0
1,242
0
39.30102
0
64.3
23.26363
9
3
MICU
Monday
0
0
0
0
0
0
0
0
0
107
98
98.599998
100
3.1
8.4
202
143
4.3
19
109
8
0.7
null
null
null
0
1,206
1
40.99998
1
62.2
19.836541
11
6
SICU
Saturday
0
0
0
0
0
0
0
0
0
70.666702
87
98.800003
100
7.6
14.4
197
145
3.9
25
104
17
1.2
451
36
4,918.138672
0
1,195
1
55.16004
1
90
24.218943
19
6
SICU
Saturday
0
0
0
0
0
1
1
0
0
95
65
101.400002
100
15.9
15.9
158
140
4.1
24
102
11
1.1
376
34
750
0
705
0
44.70054
0
73
33.376937
7
2
MICU
Wednesday
0
0
0
0
0
0
0
0
0
121.333
92
97.300003
100
4.7
13.1
265
142
4.3
23
108
10
0.6
357
42
60
0
1,602
1
40.11775
1
82
null
14
7
SICU
Friday
0
0
0
0
0
0
0
0
0
86
74
98.699997
100
17.5
14.5
216
141
3.6
22
98
20
1.8
185
49
159.600006
0
68
1
47.02104
0
67.8
23.410606
18
9
MICU
Monday
0
0
0
0
0
0
0
0
1
102.667
96
97.300003
100
6
10.3
59
140
4.2
22
113
55
4.4
284
44
6.102
0
1,245
1
18.3528
1
65
19.598283
null
4
SICU
Wednesday
0
0
0
0
0
0
0
0
1
72.333298
74
97.199997
98
11.6
14
287
143
4
24
109
16
0.7
337
42
2,429.400146
0
622
0
50.89772
0
null
22.334273
16
9
MICU
Wednesday
0
0
0
0
0
0
0
0
1
70
109
90
98
12.5
13.9
135
143
3
14
107
16
1.1
204
21
6,510
0
664
1
43.83904
1
80
29.020637
null
5
FICU
Thursday
0
0
0
0
0
0
0
0
0
78
82
100.599999
97
14.4
12.3
143
140
3.8
19
108
15
0.7
249
36
null
0
602
1
73.21116
0
67.9
25.405019
13
7
MICU
Monday
0
1
0
0
0
0
1
1
1
57
83
100.199997
95
10.1
11.3
207
132
3.5
48
91
20
0.6
79
75
870
1
1,236
0
60.64989
0
66.7
23.239277
11
2
MICU
Wednesday
0
0
0
0
0
0
0
1
1
91
101
97.400002
100
8.1
11.7
291
140
3.8
24
104
11
0.7
178
36
683
0
1,043
1
38.29862
0
62
21.762904
13
5
SICU
Sunday
0
0
0
0
0
0
0
0
0
86.333298
109
99.900002
96
16.6
8.8
241
140
4.5
19
112
3
0.5
362
27
null
0