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
1,614
1
47.83333
0
84
null
17
13
SICU
Sunday
0
0
0
1
0
0
0
0
0
81
101
99.199997
100
8.8
11.6
75
122
4.1
24
88
39
1.8
108
37
747.599915
0
1,504
1
75.89135
1
103
null
15
9
SICU
Friday
1
0
0
0
1
0
0
0
1
91
112
100.800003
96
9.5
15.1
277
147
5.5
36
104
26
1.7
34
89
1,577.249878
0
301
0
82.44012
1
46.7
14.324265
20
8
MICU
Sunday
0
0
0
0
1
0
0
0
1
95.333298
116
100.400002
94
3.3
11.1
217
145
3.9
21
110
40
1.5
63
30
268.208008
1
253
1
72.77014
0
104
44.777867
16
4
SICU
Sunday
0
0
0
0
0
0
0
0
0
101
71
96.699997
100
8.7
12
206
140
3.9
29
102
11
0.6
216
37
1,280
0
1,357
0
70.53212
1
72.5
23.603282
14
3
MICU
Saturday
0
0
0
0
1
0
0
0
1
98
110
98.199997
100
10.6
14.4
155
132
4.2
26
94
11
0.5
37
34
650
0
380
0
45.81667
1
71
22.083868
12
5
SICU
Thursday
0
0
0
0
1
0
0
0
0
57
108
97.800003
99
12.5
11.7
291
143
3.9
25
106
13
0.8
224
45
4,500
0
139
1
73.5421
1
null
null
13
5
MICU
Wednesday
0
0
0
0
0
0
0
1
1
89
91
98.800003
99
9.2
13.7
265
143
3.8
31
100
27
1.4
57
54
60
1
783
1
85.44551
0
49.3
21.074723
11
9
MICU
Monday
0
0
0
0
0
0
0
1
0
64
79
98.300003
100
8.9
10.5
303
140
4.4
17
109
45
2.3
198
42
447.699982
1
530
1
27.87525
1
81.6
26.565901
13
3
MICU
Wednesday
0
0
0
0
0
0
0
0
0
74
92
97.800003
98
5.7
9.9
282
142
3.2
26
108
15
0.8
457
40
1,366
0
630
0
49.95927
0
117
45.691701
9
4
SICU
Tuesday
0
0
0
0
0
0
0
0
0
78.333298
87
99.5
96
12.4
13.9
399
140
3.7
26
105
10
1.1
74
40
288.179993
0
923
0
52.88449
1
139.7
36.914069
10
6
MICU
Saturday
1
0
0
1
0
0
0
0
0
81.666702
82
99.800003
97
8.6
13.2
96
135
3.7
26
98
16
1.2
null
null
671.460022
0
434
1
57.6294
1
63.3
21.218684
12
4
SICU
Tuesday
0
0
0
0
0
0
0
0
0
81.666702
77
102.400002
100
5.3
13
186
139
4
27
106
15
0.7
189
38
2,737.5
0
874
0
33.91667
0
68
24.178725
9
2
MICU
Tuesday
0
0
0
0
0
0
0
0
1
98.333298
62
97.400002
100
12.5
14.7
325
140
4
27
103
8
0.6
null
null
null
0
755
1
21.72067
0
56
28.885542
15
4
SICU
Sunday
0
0
0
0
0
0
0
0
0
74
94
102.5
100
19.5
14.9
306
133
4.2
19
99
14
0.8
490
25
3,666.359863
0
384
0
38.88385
0
101.5
38.081206
9
3
MICU
Monday
0
0
0
0
0
0
0
0
0
90
88
98.599998
100
9
8.9
207
137
4.4
24
105
11
0.7
null
null
354.850006
0
627
1
18.17515
1
70
22.707348
10
4
SICU
Saturday
0
0
0
0
0
0
0
0
0
92
94
98.5
100
16.8
15.5
221
145
3.8
24
104
9
1.2
220
37
3,827.324707
0
1,586
1
83.60329
0
65.45
null
14
4
SICU
Monday
0
0
0
0
0
0
0
1
0
85
77
93.699997
99
12.7
12.6
257
139
3.6
25
112
14
0.8
269
44
780
0
1,736
1
74.16097
0
58.5
null
15
6
SICU
Wednesday
0
0
0
0
1
0
1
0
1
89
114
99.900002
99
22.7
12.1
232
142
4.4
30
104
11
0.6
107
62
2,616.360352
1
1,716
0
74.48333
1
68
null
16
8
SICU
Wednesday
0
1
0
0
0
0
1
0
0
110
68
96.599998
100
7
14.2
140
143
3.7
28
103
23
1.6
28
71
260.299988
0
330
1
88.97058
1
63.5
15.394171
16
5
SICU
Thursday
0
0
0
0
0
0
0
0
0
128
73
96.800003
100
15.6
13.2
222
139
5.5
26
102
34
1.3
491
38
653.334961
0
1,474
1
83.86859
1
110.3
null
24
6
SICU
Wednesday
0
1
1
0
0
1
0
0
0
60
61
102.099999
100
8
14.2
221
140
6.1
19
104
24
1.5
94
49
2,493.900146
1
1,442
1
20.86262
1
75
null
6
4
SICU
Saturday
0
0
0
0
0
0
0
0
0
74
94
100.099999
94
13.4
15.1
223
141
3.9
26
105
18
0.7
143
48
3,088
0
299
1
84.66614
0
55
21.479005
20
6
FICU
Saturday
1
1
0
0
0
0
0
0
1
100.667
83
96.5
100
9.5
12.4
236
135
5.1
24
101
31
1.6
46
34
160
1
227
0
29.70146
1
84.3
26.66638
12
7
MICU
Thursday
0
0
0
0
0
0
0
0
0
83
106
101.599999
100
18.5
13.8
303
138
4.6
25
104
9
0.9
167
45
2,440
0
72
1
57.81622
0
71.4
26.194135
21
9
SICU
Sunday
0
0
0
1
0
0
0
1
0
103
79
100.099999
100
2.5
13.9
51
140
4.3
22
110
15
0.7
413
32
1,019.875
0
642
1
59.41027
1
77
25.654921
14
8
SICU
Monday
0
0
0
0
0
0
0
1
1
89
99
97
98
17.6
10.3
369
139
4.5
31
100
18
0.6
119
45
678.540039
0
1,462
0
86.11327
0
88
null
15
6
SICU
Tuesday
0
0
0
0
0
0
1
0
1
99
95
98.5
94
14.2
13.1
158
140
2.9
26
101
12
1
126
43
638.73999
1
15
1
24.75315
0
72.6
27.473199
16
5
MICU
Friday
0
0
0
0
0
0
0
0
0
79
115
101.599999
99
28.1
11.5
293
133
3.8
21
105
4
0.5
92
33
5,640.919922
0
758
1
47.63391
0
66.3
25.089162
11
5
SICU
Monday
0
0
0
0
0
0
0
1
0
81
71
97.800003
100
13.2
11
313
142
4
25
108
19
0.7
287
34
3,860
0
1,681
1
70.1008
0
91
null
11
5
SICU
Friday
0
0
0
0
0
0
0
1
0
88
63
97.599998
99
6
12.3
204
137
3.6
29
103
20
0.6
306
43
780
0
881
1
41.38899
1
89.7
29.202957
13
5
MICU
Monday
0
0
0
0
0
0
0
0
1
89
87
97.099998
99
12
9.3
211
136
4.1
25
104
20
0.7
89
58
1,284.583374
0
1,391
1
85.51787
1
63.5
null
13
4
SICU
Wednesday
0
0
0
0
0
0
0
0
1
79
77
96.900002
100
10
11.4
217
140
4.5
26
104
18
0.8
217
35
600
0
744
1
18.74786
1
70
22.766785
13
8
SICU
Sunday
0
0
0
0
0
0
0
0
0
80
136
99
96
19.6
12.8
232
143
3.3
30
106
15
1.2
42
71
7,448.599609
0
748
1
23.89532
1
70
22.142901
10
4
SICU
Wednesday
0
0
0
0
0
0
0
0
0
81
90
96.5
100
7
12.9
204
143
3.1
24
105
11
1.3
139
41
3,635.099609
0
605
1
73.56483
1
100
31.632716
16
8
MICU
Saturday
1
0
0
0
1
0
0
0
1
119.667
96
98.900002
99
12.3
14.7
332
142
5.2
22
108
30
1.8
280
75
1,021.900024
0
306
1
83.67724
0
96.9
41.559091
13
5
SICU
Thursday
1
1
0
0
0
1
1
0
0
61.666698
50
96.900002
100
9.8
12
144
138
4.4
29
102
24
0.8
238
37
500
1
653
0
72.97127
1
56.9
18.042116
12
1
MICU
Friday
1
0
0
0
1
0
0
0
1
70.333298
124
98.800003
91
15.1
11.8
410
143
4
49
89
20
0.5
130
90
740
1
1,018
1
80.63573
0
62.5
26.03472
15
6
SICU
Saturday
0
0
0
0
0
0
0
0
0
113
82
99.5
97
10.1
12.6
362
145
3.4
32
102
18
1
372
34
2,172.725098
0
741
1
44.2738
0
111
42.004479
14
5
MICU
Sunday
0
0
0
0
0
0
0
0
0
91
85
97.5
100
11.8
13.4
236
139
4
23
103
7
0.5
152
45
343.23999
0
1,704
1
58.69846
0
146
null
21
7
MICU
Tuesday
0
0
0
0
0
0
0
0
1
105
63
92.5
100
31.7
16.4
374
140
4.3
14
104
15
1
272
40
106
1
215
1
49.56681
0
68
22.247361
15
7
MICU
Thursday
0
0
0
0
0
0
1
1
0
77
63
98.800003
100
11.8
13.6
348
133
4
28
98
31
0.6
132
36
250
0
1,130
1
62.99167
1
58.6
18.710338
16
5
MICU
Wednesday
0
0
0
0
1
1
0
0
1
85
97
98.099998
100
14.3
10.4
266
141
3.6
27
106
18
1.6
410
32
1,100
1
1,171
0
18.90556
1
98.7
31.221491
5
3
MICU
Monday
0
0
0
0
0
0
0
0
0
83
73
97
100
13.7
15.1
349
144
3.8
22
104
19
1.1
55
45
10
0
432
1
76.62752
1
70
26.505285
21
7
SICU
Friday
0
1
0
0
0
0
0
0
0
91.333298
77
97
100
11.2
11.3
339
137
5.4
25
107
27
1.2
326
59
465.779999
1
1,545
0
65.3941
1
59.7
null
14
8
MICU
Thursday
0
0
0
1
0
0
0
1
0
92
94
100.099999
88
9
9.2
486
135
3.6
23
104
15
1.2
68
42
700
0
1,562
1
83.72802
1
66.6
null
17
6
SICU
Monday
0
0
0
0
0
0
1
0
1
79
104
100.099999
99
12.8
12.4
287
145
3.7
30
102
25
1.1
123
46
3,678.189941
1
466
1
45.96703
1
40
12.784877
11
7
SICU
Monday
0
0
0
0
0
0
0
0
0
50
76
96.199997
100
11.2
12.7
298
139
4.1
26
107
13
0.5
124
48
1,091.400024
0
709
1
74.34377
0
78.8
48.785651
16
7
SICU
Friday
0
1
0
0
0
0
0
1
0
73
86
99.800003
100
9.8
10.7
104
134
3.6
21
99
11
0.6
157
36
79.727997
0
1,218
0
33.65982
0
82.4
33.225873
13
5
MICU
Monday
0
0
0
0
0
0
0
1
1
79.666702
137
99.800003
100
1.8
11.2
15
141
3.9
21
103
15
0.5
null
null
470
1
1,108
0
45.36237
1
107
33.847006
12
5
SICU
Thursday
0
0
0
0
0
0
0
0
0
110.667
83
98.800003
100
22.3
12.1
387
146
5.9
24
105
18
0.9
181
43
160
0
667
0
50.41093
1
null
30.568451
11
7
MICU
Thursday
1
0
0
0
0
0
0
0
1
84.333298
94
98.400002
95
5.9
13.5
323
151
4.3
32
107
38
1.8
39
56
150
0
1,266
0
71.64766
0
67.6
24.80005
17
6
SICU
Saturday
0
0
0
0
0
0
1
0
0
101
88
99.800003
100
11.9
10.4
360
141
4.1
28
107
15
0.7
82
42
1,115.748413
0
107
1
22.94102
1
83
30.795974
11
7
SICU
Tuesday
0
0
0
0
0
0
0
0
0
68.333298
91
97.199997
100
23.3
10.3
192
139
3.9
26
111
13
1
362
54
2,022.300415
0
239
1
76.45173
0
61.3
21.812486
16
7
SICU
Tuesday
0
0
0
0
0
0
0
0
0
87
62
95.099998
99
13.2
13.5
405
142
3.2
25
99
23
1.1
123
44
3,414.355957
0
502
0
58.75455
1
72
23.793746
16
4
MICU
Tuesday
0
1
0
0
1
0
0
1
0
86
119
99.800003
100
109.8
12.1
151
139
4.9
26
103
20
1
81
45
370
0
105
0
68.68201
1
75.8
26.172919
13
7
SICU
Thursday
0
0
0
0
0
0
0
1
0
93
86
96.300003
100
22.3
15.6
194
143
2.7
18
106
15
1.2
115
29
607.5
0
1,617
0
89.75495
0
74.4
null
16
9
MICU
Friday
1
1
1
0
1
0
0
0
1
65
110
98.5
94
8.7
13.8
220
141
4.3
29
97
34
2.5
106
47
null
0
267
1
39.16585
1
111
33.188724
15
6
SICU
Thursday
0
0
0
0
0
0
1
0
1
119
64
96.900002
100
7.1
14.8
282
138
3.5
27
100
28
1.4
187
46
586.744995
0
35
0
78.5372
0
71
28.856417
null
5
MICU
Friday
0
1
0
0
0
0
0
0
0
47.333302
118
97
100
20.2
13.5
262
141
3.7
23
104
13
0.9
132
22
12
1
160
1
59.43438
0
55
19.570746
13
5
SICU
Tuesday
0
0
0
0
0
0
1
0
0
92
84
96.699997
100
10.8
14.9
367
136
4.5
31
94
12
0.8
488
38
3,215.343506
0
394
1
77.6718
0
68.7
26.82923
23
8
MICU
Monday
1
1
0
0
0
0
1
0
1
124.667
82
102.400002
95
12.4
15.5
196
144
3.5
25
103
22
1.1
77
66
1,380
0
438
0
91.40344
0
54.1
20.557343
16
3
SICU
Tuesday
0
1
0
0
0
0
1
1
0
112.667
114
99.400002
100
13
10.3
266
139
3.1
22
102
14
1
null
null
1,595
0
1,049
0
95.70624
0
49.4
22.610593
18
6
MICU
Tuesday
0
0
0
0
0
0
0
0
0
82.666702
60
95
100
13.7
9.9
327
150
3.2
31
107
52
1.2
93
43
151
1
652
1
83.4429
1
72.5
27.435358
32
11
SICU
Friday
1
1
0
0
1
0
0
0
1
79.666702
64
98.699997
99
19.1
7.3
102
152
2.8
24
115
55
1.4
165
29
200
0
474
1
16.14003
1
60
null
15
3
SICU
Sunday
0
0
0
0
0
0
0
0
0
49
91
98.599998
97
24.5
12.5
246
141
4.6
22
111
12
0.9
569
33
4,749.599609
0
717
0
58.11744
1
104.6
29.607437
17
5
MICU
Thursday
0
0
0
0
0
0
0
0
0
107
100
98.900002
100
16.1
8.5
306
137
4.3
18
107
59
0.8
52
40
0
0
29
0
51.95406
0
140
60.264402
16
6
MICU
Thursday
0
0
0
0
0
0
0
0
1
115.667
74
94
100
10.2
11.2
331
139
5.7
27
104
11
1.1
304
67
1,926.400024
0
1,591
0
21.70683
1
78
null
10
4
SICU
Sunday
0
0
0
0
0
0
0
0
0
60
85
96.900002
100
20.7
15.2
323
138
3.8
22
108
11
0.8
null
null
null
0
1,708
0
24.58333
0
51
null
13
4
SICU
Friday
0
0
0
0
0
0
0
0
0
85
112
100.599999
100
21.6
11.3
307
141
3.5
19
108
8
0.6
241
43
null
0
698
0
38.23715
null
133.6
52.26436
10
1
MICU
Sunday
0
0
0
0
0
0
0
1
0
90.666702
91
99.800003
100
12
null
313
140
4.5
32
101
12
null
null
null
2,290
0
577
0
45.54035
0
63.5
23.484977
15
3
MICU
Monday
0
0
0
0
0
0
0
0
0
101
110
99.099998
98
5.3
14.3
243
142
2.6
30
94
14
0.7
165
49
2,575
0
258
1
76.60969
0
52
21.660887
22
14
FICU
Thursday
0
0
0
0
0
0
0
0
1
88
86
90.900002
95
9.8
14.7
107
153
3.1
17
114
32
1.1
43
28
335
1
724
0
32.2702
1
90.7
39.157283
null
3
SICU
Monday
0
0
0
0
0
0
0
0
0
88
99
98.800003
100
20.4
15.1
237
143
3.8
24
106
11
0.6
null
null
3,260.800049
0
1,059
1
72.90993
0
100
34.528917
19
6
SICU
Thursday
0
0
0
0
0
0
1
0
0
73
61
96.800003
100
6.72
9.5
165
141
4.4
26
108
31
1.2
192
54
433.450012
0
1,122
1
59.92151
1
75
25.896688
17
9
SICU
Tuesday
0
0
0
0
0
0
0
0
0
88
82
98
100
16.2
11.8
206
144
3.5
19
111
18
0.9
75
38
0
0
37
1
83.20917
1
76.4
26.060587
18
5
SICU
Tuesday
0
1
0
0
0
0
0
1
0
65
75
96
100
9.9
14.8
249
137
4.8
19
104
29
2
251
35
null
0
354
1
38.68415
0
80
22.540612
11
3
MICU
Wednesday
0
0
0
0
0
0
0
0
0
105
95
98.599998
100
4.8
11
246
141
3.7
26
104
11
0.6
100
45
1,192.400024
0
263
0
86.57476
0
82
34.326206
15
4
MICU
Friday
1
0
0
0
1
0
0
0
1
76.666702
91
98.400002
91
7.2
11.6
250
141
4.4
39
93
17
0.8
59
74
400
0
1,456
1
82.25
1
54
null
18
5
SICU
Friday
0
0
0
0
0
0
1
0
0
85
94
98.199997
100
14.9
12.9
305
138
3.5
30
98
14
1
543
48
193.039993
1
978
1
45.58333
1
82.6
24.698861
14
8
MICU
Sunday
0
0
0
0
0
0
0
0
1
81.333298
90
97
100
10.8
14.3
167
142
4.3
29
104
12
1
490
42
10,668.80273
0
1,403
1
82.14495
0
52
null
17
8
SICU
Saturday
1
0
0
0
0
1
0
0
1
74
64
98.199997
95
13.4
11.1
177
139
3.7
25
105
28
1.3
40
32
970.285095
0
1,675
0
18.5402
1
65
null
10
5
SICU
Sunday
0
0
0
0
0
0
0
0
0
87
109
97.699997
100
24.8
14.9
307
144
3.5
24
103
17
1.2
511
49
2,394.599854
0
1,461
1
43.80753
0
93.4
null
14
8
SICU
Monday
0
0
0
0
1
0
0
0
0
78
88
97.339996
100
4.3
11.7
125
137
4.1
29
98
22
0.9
324
70
2,746.76001
0
1,065
1
80.61736
0
97.1
39.153304
26
10
MICU
Thursday
1
0
0
0
1
1
0
0
1
119.667
100
95.599998
100
10
12.8
161
136
6.2
24
105
28
1.2
94
80
435.5
0
657
1
56.19814
1
74
20.714771
21
10
MICU
Tuesday
0
0
0
0
0
0
0
0
0
76
101
101.199997
97
17.6
11.7
364
141
4.4
13
105
56
4.2
221
35
883.340027
0
122
1
23.41623
1
130
41.621881
11
4
SICU
Monday
0
0
0
0
0
0
0
0
0
89.666702
106
98.199997
100
24
16.3
317
142
3.7
26
99
17
1.1
236
37
640.399963
0
821
1
65.86036
1
107.3
42.990057
20
8
MICU
Thursday
1
1
0
0
0
0
0
1
1
92.333298
81
97.699997
100
1.7
11
113
139
3.7
35
100
18
0.7
78
68
4,019.331299
0
1,625
0
47.13706
1
82
null
10
3
SICU
Friday
0
0
0
0
0
0
0
0
0
77
82
98.900002
99
15.3
14.2
313
134
3.8
25
95
16
1.1
null
null
2,935.020264
0
766
1
17.89016
1
77.1
null
15
6
SICU
Sunday
0
0
0
0
0
0
0
0
0
93
63
99.599998
100
14.8
13.9
236
144
4.7
24
109
12
0.9
427
41
1,900
0
1,184
0
46.17711
1
77
24.357192
8
4
MICU
Saturday
0
0
0
0
0
0
1
0
0
111.667
88
98.800003
99
11
15.6
260
139
3.9
24
101
15
0.8
null
null
158.5
0
406
0
21.28276
1
86.2
24.414286
11
4
SICU
Saturday
0
0
0
0
0
0
0
0
0
83
104
98.599998
100
34.7
16.1
435
144
3.7
21
111
6
0.8
500
42
null
0
806
1
65.45394
0
50
23.038096
13
5
SICU
Monday
0
0
0
0
0
0
0
0
0
86
91
98
98
9.2
11.7
257
142
3.4
28
104
22
0.6
276
32
1,745
0
651
0
76.07415
0
45
16.065169
null
5
MICU
Wednesday
0
0
0
0
0
0
1
0
0
32.333302
98
95.599998
97
14.6
14.5
125
147
3.4
29
106
15
0.5
null
null
330
1
575
0
19.92533
1
60
22.595339
null
3
MICU
Saturday
0
0
0
0
0
0
0
0
0
86.666702
93
95.5
99
6.8
15.5
176
143
3.3
23
101
8
0.8
288
45
1,128
0
60
1
45.61585
1
80
21.892763
10
7
SICU
Wednesday
0
0
0
0
0
0
0
0
0
94.666702
85
96.300003
98
9.8
15.9
233
148
3.6
29
112
11
1
90
47
420.799988
0
1,271
1
51.64386
1
60
18.97963
19
9
SICU
Thursday
0
1
0
0
0
1
0
0
0
77.666702
71
98.400002
99
8.8
10.6
55
138
4.6
18
102
11
1.1
455
42
4,162.299316
0
535
1
29.57695
1
70.5
20.737571
15
3
SICU
Monday
0
0
0
0
0
0
0
0
0
85
88
99.400002
100
11.6
15.3
305
143
3.3
26
101
11
1
495
26
1,453.040039
0
1,759
1
69.46787
1
null
null
19
4
SICU
Wednesday
0
0
0
0
0
0
1
0
0
71
82
97.800003
97
7.4
14.1
320
141
3.4
30
100
20
1
282
39
1,200
0
836
1
78.6419
0
55.5
23.895881
21
8
SICU
Saturday
0
0
0
0
0
0
0
0
1
56.666698
58
95.099998
100
11.2
10.3
180
140
4.7
28
108
15
0.7
33
42
50
1
1,139
0
47.28171
1
null
28.270832
7
3
SICU
Monday
0
0
0
0
0
0
0
1
0
90.333298
73
100.400002
100
12.6
15.6
273
144
4.1
17
104
26
1.1
442
43
180
0