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
1,038
1
67.96884
1
95
30.051081
17
5
SICU
Thursday
0
0
1
0
0
0
0
0
0
94
79
96.900002
81
7.4
10.3
216
143
4.9
17
117
61
2.3
90
29
868.424988
0
196
0
80.25522
0
null
null
24
9
SICU
Monday
0
0
0
0
0
0
0
0
0
117.667
91
94.300003
100
16.7
9.8
117
141
4.3
22
106
30
1.8
276
37
100
1
695
1
73.5
1
70
23.46458
14
6
SICU
Sunday
0
0
0
0
0
0
0
0
1
119
76
97.300003
100
14.2
14.4
210
138
5.3
22
107
24
0.9
200
38
3,817.110352
0
309
1
71.34695
0
70
29.917579
11
6
FICU
Sunday
0
0
0
0
0
0
0
0
0
83
74
96.599998
100
10.8
8.3
121
144
3.9
19
114
13
0.5
458
29
3,964.399658
0
1,200
0
59.24918
1
90
30.7728
14
5
SICU
Thursday
0
0
0
0
0
0
0
0
1
56
67
97.199997
100
10.4
13.5
291
139
3.9
21
106
21
1.2
null
null
527.199951
0
443
0
83.97219
0
67
28.84728
12
7
MICU
Wednesday
1
1
1
0
1
0
0
0
1
64
70
96.699997
94
9.6
11.4
161
145
4.8
40
100
52
1.5
249
99
50
1
1,758
0
69.40584
1
85
null
9
4
SICU
Saturday
0
0
0
0
0
0
0
0
0
92
84
99.099998
100
16.9
14.1
290
138
4.5
27
100
16
0.8
101
41
2,456.899902
0
503
1
19.55897
0
74
25.551399
17
7
SICU
Saturday
0
0
0
0
0
0
0
0
1
80
96
100.699997
100
18.2
10.8
251
141
3.3
21
109
14
0.7
541
28
2,200
0
671
1
51.49741
1
75.6
21.576881
12
2
MICU
Tuesday
0
0
0
0
1
0
0
0
1
115
119
98.800003
95
10.2
14.3
316
141
2.6
24
105
10
0.2
76
43
250
0
1,140
1
40.88477
1
90
26.909776
16
7
SICU
Wednesday
0
0
0
0
0
0
0
0
1
63.666698
75
96.400002
100
21.8
9.7
202
141
3.1
27
108
11
0.9
218
44
6,700
0
321
1
54.52171
1
57.3
16.748361
15
9
MICU
Thursday
0
0
0
1
0
0
0
0
1
103.667
99
98.300003
100
4.1
13.2
102
138
4.2
24
103
7
0.7
103
37
2,771.25
0
417
1
48.14232
0
68
26.555861
14
8
SICU
Tuesday
0
0
0
1
0
0
0
0
0
90
91
99.199997
100
11.4
8.5
114
135
3.6
29
107
15
0.7
248
40
6,223.200195
0
634
1
24.44305
1
83.1
26.286787
15
6
SICU
Friday
0
0
0
0
0
0
0
0
0
90.666702
88
99.199997
100
17.6
7.4
102
140
4
20
110
17
0.7
323
39
1,279.825439
0
415
1
58.95312
0
49.6
19.370157
19
8
MICU
Sunday
0
0
0
0
0
0
0
1
1
86
104
96.400002
98
0.5
10.4
77
115
3
20
84
7
0.4
88
32
284
1
798
1
83.1365
0
80
31.242189
15
6
SICU
Thursday
0
1
0
0
0
0
1
0
0
107.333
109
97.199997
97
10.4
14.6
193
141
3.6
26
102
16
0.9
140
34
620
1
1,128
1
32.27207
1
81.9
22.985617
16
7
SICU
Tuesday
0
0
0
0
0
0
0
0
0
63.666698
55
95.800003
97
14.3
13.4
269
146
3
20
114
8
0.7
418
39
2,270.052734
0
1,401
0
66.8389
0
null
null
10
3
MICU
Thursday
0
0
0
0
1
0
0
0
1
93
102
97.199997
96
10
10.8
375
141
5.2
33
102
22
0.9
64
65
null
0
423
1
78.19811
1
80
23.268953
19
6
SICU
Monday
0
0
0
0
0
0
0
0
0
116.333
57
96.400002
100
4.3
13.8
165
135
4.6
25
101
16
0.9
61
48
345
0
1,705
0
21.99771
1
77.7
null
7
4
SICU
Wednesday
0
0
0
0
0
0
0
0
0
85
101
98.370003
100
12.5
15.1
215
143
4.1
26
106
12
0.9
496
50
1,698.018555
0
71
1
49.02967
1
120
32.079333
19
11
SICU
Tuesday
0
0
0
0
0
0
0
0
1
92
124
93.400002
97
18.4
9.4
160
134
3.5
15
111
15
1.2
60
71
5,700.900391
0
931
1
22.01913
1
65
19.891187
15
4
SICU
Thursday
0
0
0
0
0
0
0
0
0
91.666702
41
96
100
23.6
15
339
145
4
25
112
15
0.7
365
29
2,585.649902
0
1,713
1
82.1054
1
114.4
null
15
9
MICU
Friday
1
0
1
0
1
1
0
1
1
83
82
98.300003
99
8.7
13
231
141
4.9
29
101
85
3.4
167
93
1,680
1
746
1
50.62023
1
100
43.567765
16
5
SICU
Monday
0
0
0
0
0
0
0
0
1
72
106
95.199997
100
8.4
15.1
198
150
4.7
27
108
12
1.4
420
43
100
0
132
0
22.63284
1
81.1
25.76085
null
2
SICU
Sunday
0
0
0
0
0
0
0
0
0
100.667
89
100.099999
100
17.1
15.7
171
145
4.3
18
105
13
1.1
546
36
1,411.98999
0
1,251
1
23.90575
0
70
21.893922
16
4
SICU
Friday
0
0
0
0
0
0
0
0
0
50
82
97
100
31
11.6
346
138
3.8
24
107
7
0.8
123
50
6,614.450195
0
1,096
0
91.4
1
53.6
16.600488
15
2
SICU
Wednesday
0
0
0
0
0
0
1
0
0
83.333298
60
99.599998
99
11.7
10.6
247
141
3.8
29
106
25
0.9
null
null
520
0
206
1
31.5047
1
75
25.140621
12
4
SICU
Monday
0
0
0
0
0
0
0
0
1
86
94
100.900002
100
31.7
13.9
298
137
3.5
24
106
13
0.9
205
36
3,407.5
0
347
0
44.14457
1
66
20.220299
15
7
MICU
Saturday
0
0
0
0
1
0
0
0
1
99.333298
81
96.900002
100
4.6
17.9
54
138
3.6
24
101
28
0.8
527
57
294.299988
0
892
0
72.75769
0
null
null
16
12
MICU
Saturday
1
1
0
0
1
0
0
0
1
71
80
99.800003
93
6
9.3
23
149
5
29
115
85
2.7
71
52
200
1
976
1
26.54976
0
101.7
35.939007
13
5
SICU
Tuesday
0
0
0
0
0
0
0
0
0
75
74
96.900002
97
13.8
15.3
202
143
3.3
21
112
13
1.1
60
53
394.634979
0
92
1
87.8028
1
70
20.510765
20
5
SICU
Tuesday
0
0
0
0
0
0
0
0
1
78
78
98.199997
100
12.1
11.3
435
136
3.8
25
103
9
0.6
196
29
898.899963
0
133
0
41.97363
1
null
null
9
0
SICU
Thursday
0
0
0
0
0
0
0
0
0
83.666702
62
97.800003
100
3.7
13.6
164
150
4.2
22
107
16
0.7
334
35
1,200
0
1,071
1
60.08687
0
null
20.42455
12
5
MICU
Monday
0
0
0
0
0
0
0
1
1
101
112
98.300003
92
16.4
13.2
316
136
4.6
21
101
15
0.6
65
39
510
0
1,721
1
74.32101
0
59
null
21
6
SICU
Friday
0
1
0
0
0
1
1
0
0
96
44
95.300003
100
8
12.9
237
139
4.2
26
104
21
1.1
339
38
1,392.157471
0
1,083
1
36.55581
1
95
28.192346
13
5
SICU
Friday
0
0
0
0
0
0
0
0
0
105
68
97.300003
99
35.6
13.4
312
140
3.2
25
104
14
0.8
365
41
691.099976
0
1,272
1
78.01779
1
82.5
24.667295
15
5
SICU
Sunday
0
0
0
0
0
0
0
0
1
76
72
98.599998
100
9.5
8.8
153
143
2.4
14
129
13
0.5
382
39
788.299988
0
660
1
76.44057
0
56.4
22.025743
21
8
SICU
Monday
0
1
1
0
1
1
0
0
0
71
80
93.800003
100
10.4
14.9
267
128
4.8
26
87
17
1.1
479
38
8,685.912109
0
458
0
66.33032
0
null
15.507529
14
8
MICU
Thursday
0
1
0
0
1
0
0
0
1
69
111
98
99
14.3
10.1
299
136
4.4
24
99
19
0.6
60
45
2,635
0
1,247
1
41.84059
1
116
35.667598
11
8
SICU
Sunday
0
0
0
0
0
0
0
0
1
62
83
99.800003
100
18
13.5
372
138
3.8
23
109
14
1.1
67
38
875
0
1,746
1
48.40295
1
98
null
6
5
SICU
Saturday
0
0
0
0
0
0
0
0
0
90
95
99.800003
97
15.9
13
311
146
4.6
25
111
11
0.8
170
42
3,017.260254
0
1,767
0
86.35078
0
53.6
null
11
6
MICU
Tuesday
0
1
1
0
0
0
0
0
1
50
97
98.900002
97
7
10.4
268
142
4.9
27
105
40
2.6
379
54
236.83197
0
543
1
24.99085
0
68
32.619755
14
3
SICU
Monday
0
0
0
0
0
0
0
0
0
107
110
98.900002
100
42.6
12.3
319
140
3.2
17
108
14
0.8
221
39
500
0
548
1
71.66332
1
87.7
29.397766
16
6
SICU
Thursday
0
1
0
0
1
0
1
0
0
117
58
96.900002
98
9.2
14.9
228
143
4.2
22
107
15
0.9
308
42
165
0
901
1
26.79872
1
67
24.173386
15
2
SICU
Wednesday
0
0
0
0
0
0
0
0
0
123
95
100.300003
95
21.3
13.1
207
143
3.1
22
108
8
0.9
182
46
2,365
0
42
0
81.96125
0
58.5
26.954572
11
1
MICU
Thursday
1
1
0
0
0
0
0
0
1
79.333298
98
99.699997
89
8.1
11.7
287
142
4
40
98
19
0.3
null
null
null
0
1,547
0
38.72975
0
97
null
8
1
MICU
Monday
0
0
0
0
0
0
0
0
0
64
82
96.199997
99
16.1
12.1
334
138
3.8
26
104
12
0.7
146
38
1,260
0
557
1
23.40269
1
86
25.602406
8
4
SICU
Wednesday
0
0
0
0
0
0
0
0
0
63.666698
93
101.599999
100
19.8
14.2
308
141
2.8
22
109
17
1.1
490
38
450
0
1,446
0
26.41667
1
86.3
null
5
1
MICU
Tuesday
0
0
0
0
0
0
0
0
0
94
102
97.599998
98
8.5
15
288
140
3.6
26
107
16
1.1
null
null
null
0
352
0
22.55885
0
135
58.491836
19
5
MICU
Tuesday
0
0
0
0
0
0
0
0
0
83.333298
97
92.800003
100
7.3
11.2
229
135
3.5
18
109
3
0.3
230
36
2,025.3125
0
1,500
0
49.53302
1
89
null
12
7
SICU
Tuesday
0
0
0
0
0
0
0
0
0
107
102
98.800003
98
13.4
16.1
313
141
4.7
22
105
10
0.8
123
50
2,655.600098
0
706
1
18.91509
0
69
26.946388
16
10
MICU
Thursday
0
0
0
0
0
0
0
0
0
76.666702
91
96.400002
94
13.7
8.1
329
133
3.9
18
103
7
0.4
43
30
1,150.040039
0
840
0
91.22562
0
58.9
26.742287
20
6
MICU
Monday
1
1
0
0
0
0
0
0
1
56.333302
84
99.400002
100
19.4
11.5
285
139
3.7
28
98
19
0.9
61
70
6
1
295
0
42.40775
0
46.8
20.15004
9
4
MICU
Thursday
0
0
0
0
0
0
0
0
0
75
85
97.800003
100
9.2
10.2
271
143
4.1
28
108
15
0.7
null
null
663.083984
0
1,383
0
46.93746
1
90
28.920291
8
4
SICU
Sunday
0
0
0
0
0
0
0
0
0
97.333298
80
99.099998
100
14.7
14.6
299
137
4.2
24
100
14
1.2
null
null
582.099976
0
1,220
1
83.8594
0
60
21.354564
18
4
SICU
Tuesday
0
0
0
0
0
0
0
0
1
106.667
67
99.199997
98
7.1
12.2
247
139
3.6
16
99
13
1.2
435
32
1,570.800049
0
323
1
46.9929
1
72.2
22.838821
14
6
SICU
Saturday
0
0
0
0
0
0
0
0
0
92
78
99.800003
96
9.1
14.6
211
136
3.9
21
103
18
1.1
263
33
643.320007
0
950
0
64.3518
0
null
null
19
5
MICU
Friday
0
0
0
0
0
0
0
0
0
77.666702
110
95.400002
97
9.8
11.2
221
143
4.2
27
107
15
0.9
121
51
0
0
1,540
1
85.93242
1
76.1
null
19
11
MICU
Wednesday
1
1
1
0
1
0
0
1
0
103
60
97
93
18.1
7.7
157
142
5
27
107
60
2.7
406
35
1,052
0
1,443
1
60.21794
1
90
null
17
10
SICU
Monday
0
0
0
1
0
0
0
1
1
83
81
98.419998
99
2.8
12.1
57
140
3.9
32
102
13
1.2
381
38
2,638.299805
0
992
1
72.148
1
79
27.277845
18
5
SICU
Friday
0
0
0
0
0
1
0
0
0
108
110
96.080002
100
13.1
10.7
157
141
3.8
25
107
34
1.2
104
40
4,746.899902
0
672
1
88.3333
0
66.8
23.065317
16
6
SICU
Thursday
0
0
0
0
0
0
0
0
0
62
84
93.800003
100
20.6
10.9
365
134
4
27
96
18
0.8
261
44
3,318.291504
0
1,611
1
37.76547
0
null
null
7
5
SICU
Friday
0
0
0
0
0
0
0
1
0
77
89
96.300003
100
12.1
12.8
152
133
4.1
23
106
7
0.7
197
39
120
0
812
0
57.68433
0
77
30.070607
16
6
MICU
Thursday
1
0
0
0
0
0
0
0
1
67
80
97.800003
100
11.4
11.2
433
139
4.7
27
99
18
1.1
374
98
782.75
0
522
1
25.54558
1
75
25.896688
11
7
MICU
Saturday
0
0
0
0
0
0
0
0
1
65.333298
101
98.199997
90
23
13.2
328
140
4
12
99
14
1.5
30
34
6,403.25
0
702
1
46.39743
0
95
38.306528
11
8
MICU
Monday
0
0
0
0
1
0
0
0
1
52.666698
66
98
96
17.3
11.9
272
139
4
28
97
16
0.3
75
55
113.050003
0
1,610
1
22.51319
0
70
null
21
7
MICU
Tuesday
0
0
0
0
0
0
0
0
0
87
123
99.300003
100
31.5
14.9
579
105
3.9
6
81
21
1
245
19
6,907.575195
0
1,482
1
55.74672
0
68
null
13
6
SICU
Friday
0
0
0
0
0
0
1
0
0
101
66
97.199997
100
5.2
12.2
163
137
5.5
27
99
18
1.2
371
29
24.5
0
24
1
48.97547
1
97
31.579563
13
11
SICU
Thursday
0
0
0
1
1
0
0
1
0
74
63
98.059998
100
3.6
11.5
145
133
4
31
95
18
1
493
34
3,682.880127
0
195
1
60.07916
1
62.3
22.168318
16
8
MICU
Friday
1
0
0
0
0
0
0
0
1
100.667
102
96
100
9.2
14.4
209
139
6.2
28
102
12
0.9
174
46
2,720.812988
0
1,751
0
31.45354
0
52
null
null
3
MICU
Tuesday
0
0
0
0
0
0
0
0
0
68
79
97.099998
99
null
null
null
null
null
null
null
null
null
null
null
null
0
214
0
21.54071
1
64.8
19.548404
null
5
SICU
Thursday
0
0
0
0
0
0
0
0
0
87
94
97.800003
100
8
15.5
232
145
3.7
26
106
11
1
145
54
null
0
202
1
45.61368
1
90
29.849991
11
11
SICU
Thursday
0
0
0
0
0
0
0
0
0
94
61
96.5
100
7.4
13.8
64
144
4
17
101
18
1.2
144
38
1,808.650024
0
248
0
41.5
1
86.2
23.756262
13
6
MICU
Friday
0
0
0
0
0
0
0
0
1
79
99
94
95
11.3
14.2
228
139
3.7
16
109
13
0.9
92
40
3,109.000244
0
8
1
71.43198
0
52.6
21.91082
9
5
MICU
Friday
0
0
0
0
0
0
0
0
1
64
85
95.900002
100
11.1
11.4
238
143
4
25
107
15
0.7
212
41
756.67395
0
917
0
47.30891
1
81
25.974846
10
4
SICU
Friday
0
0
0
0
0
0
0
0
0
98
83
100.400002
100
14.8
14
272
140
4.1
22
106
9
0.8
147
42
2,753.930176
0
329
1
85.11487
1
100.3
32.65392
19
12
MICU
Thursday
1
0
0
0
0
0
0
1
0
113
130
96.400002
100
9.9
13.1
133
138
4.7
21
105
33
1.8
392
36
54.024002
1
729
0
39.59306
1
null
null
null
0
MICU
Friday
0
0
0
0
0
0
0
0
0
107.333
85
96.400002
99
10.7
16.9
317
139
3.4
21
97
16
1.2
466
37
3,850
0
49
1
46.72698
1
190
52.35566
13
3
MICU
Monday
0
0
0
0
0
0
0
0
0
94
113
98.900002
94
8.9
14.7
275
136
3.9
29
100
9
0.8
79
47
100
0
149
1
17.88924
0
60
null
16
6
SICU
Thursday
0
0
0
0
0
0
0
0
0
73.333298
79
95.800003
100
0.3
15.4
139
137
4.3
20
106
9
0.8
292
40
228.799988
0
496
0
43.17393
1
105
27.795319
9
5
SICU
Sunday
0
0
0
0
1
0
0
0
0
100
83
98.470001
97
6.1
13.8
285
141
3.3
23
98
11
1.1
63
43
110
0
343
0
20.99159
1
66.7
20.01847
10
4
MICU
Wednesday
0
0
0
0
0
0
0
0
0
63.666698
86
96.5
100
9.5
18
281
151
5.2
21
107
9
0.8
617
39
0
0
1,259
1
45.87689
0
85
33.412756
14
5
SICU
Friday
0
0
0
0
0
0
1
0
1
92
94
97
100
17.1
13.7
271
137
3.6
18
101
11
0.9
284
29
2,162.889893
0
553
1
63.75439
0
120
46.700685
12
4
MICU
Sunday
1
0
0
0
1
0
0
0
1
97.333298
95
97.300003
95
5.7
11.5
198
143
3.7
41
98
23
0.8
71
72
40
0
1,565
1
60.21381
0
60
null
17
6
SICU
Friday
0
0
0
0
0
0
0
0
0
70
122
97.099998
94
12
12.2
429
142
3.7
25
106
12
0.9
250
33
835.799988
0
1,159
1
61.2872
0
73
25.975718
14
6
MICU
Monday
0
0
0
0
0
0
0
0
0
121.333
91
99.5
96
9.7
13.7
214
143
3.7
26
108
15
0.8
379
32
0
0
420
0
21.87818
1
76.9
25.318078
12
5
MICU
Thursday
0
0
0
0
0
0
0
0
1
72.333298
77
97.400002
100
9.8
12.1
178
141
4
23
108
13
0.8
null
null
669.083313
0
578
1
86.0637
1
80
26.531605
20
6
SICU
Thursday
0
0
0
0
0
0
1
0
0
90
80
100.800003
100
13
12.8
132
138
4.3
22
101
32
1.3
386
37
502.666687
1
906
1
60.23028
1
73.4
27.85736
11
3
SICU
Sunday
0
0
0
0
0
0
1
0
0
94
73
99.400002
100
13.1
14.8
275
140
4.7
20
105
10
0.8
332
39
1,094.474609
1
574
1
25.62708
1
90.7
28.666973
15
7
FICU
Friday
0
0
0
0
0
0
0
0
0
86
78
94.099998
100
23
10.3
125
137
3.4
18
114
19
0.9
417
32
1,866.944092
0
1,020
0
91.4
0
null
null
17
4
MICU
Wednesday
1
0
0
0
0
0
0
0
1
75.666702
98
99.300003
95
10.8
11.9
267
136
5.9
23
98
86
1.6
462
49
null
0
1,001
0
72
0
49
17.163908
23
5
MICU
Friday
0
1
0
0
0
0
0
1
0
71.666702
59
95.199997
100
3.7
8.5
139
116
2.1
18
92
11
0.6
122
44
794.700012
0
1,162
1
44.15263
1
109
29.184764
8
5
MICU
Friday
0
0
0
0
0
0
0
0
1
67.666702
86
100.099999
100
13.3
15.5
279
138
3.9
20
103
12
1.1
212
38
134.600006
0
1,719
0
36.69861
1
null
null
13
2
SICU
Monday
0
0
0
0
0
0
0
0
0
91
84
99.199997
100
5.8
14.5
258
144
3.8
29
97
21
0.9
null
null
2,677.819824
0
1,603
1
61.8996
1
88.6
null
16
7
SICU
Tuesday
0
1
0
0
0
1
0
1
0
78
65
95.300003
100
11.7
9.8
261
136
3.4
31
97
14
0.8
322
40
1,250.495972
0
291
0
39.22013
0
null
null
9
1
MICU
Monday
0
0
0
0
0
0
0
0
1
86
102
97.800003
100
5.3
8.5
413
141
3.4
27
105
5
0.1
41
48
3,485
0
707
1
44.77898
0
80
28.46654
13
6
SICU
Monday
0
0
0
0
0
0
0
1
1
83
88
98.800003
100
8.8
11.1
159
135
3.9
24
106
10
0.7
232
34
3,426.5
0
1,680
1
53.64169
0
93
null
13
5
SICU
Sunday
0
0
0
0
0
0
0
0
0
5
72
98.300003
100
10.8
14
181
141
3.9
25
107
12
0.9
380
46
225
0
1,507
0
48.01531
1
128.2
null
9
3
SICU
Friday
0
1
0
0
0
1
0
0
1
78
73
99.599998
100
13
12.7
196
139
3.9
32
100
26
0.7
163
37
475
0
1,748
1
67.46683
1
76.7
null
15
7
MICU
Tuesday
1
0
0
1
0
1
0
0
0
72
55
96.699997
100
2.8
8.7
27
141
4.8
24
111
39
1.2
149
42
41.649998
1
1,671
1
50.06637
1
87.8
null
14
9
SICU
Wednesday
0
0
0
0
0
0
1
0
0
84
65
98
100
8.5
14
270
139
3.5
28
102
11
1.1
83
43
801.51001
0