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
1,263
0
51.22008
0
40
16.155232
14
6
MICU
Saturday
0
0
0
0
0
0
0
1
1
69.666702
118
32
99
10.5
10.4
250
137
3.7
25
100
21
0.8
33
33
0
0
1,237
1
60.00661
1
null
25.871375
13
7
SICU
Monday
0
0
0
0
0
0
0
0
0
80.666702
84
98.900002
100
7.4
13.8
294
144
4.2
27
106
9
1
174
59
990
0
155
1
19.89335
0
65
23.846202
7
3
FICU
Tuesday
0
0
0
0
0
0
0
0
0
80
120
99.199997
100
16.5
13.1
209
146
3.8
22
111
12
0.7
442
49
2,050.299805
0
317
1
87.22146
1
72.5
33.290944
17
5
SICU
Sunday
0
1
0
0
0
0
0
0
1
57
53
97.699997
99
6.8
14.5
141
139
3.9
22
105
21
0.7
169
37
3,741.881348
1
1,445
0
86.83248
1
67.9
null
17
5
MICU
Sunday
0
0
1
0
0
0
0
0
0
85
104
99.900002
100
3.3
11.8
281
146
4.8
22
112
77
2
259
36
637.5
0
1,279
1
47.18445
1
85
25.414788
14
null
SICU
Thursday
0
0
0
1
0
0
0
0
1
82.333298
104
98.900002
100
19.3
6.2
130
132
4.8
18
100
33
1.8
62
35
200
1
638
1
51.91667
1
87.7
26.222082
14
5
SICU
Thursday
0
0
0
0
0
0
1
1
0
95.333298
75
97.800003
100
11.7
14.9
222
142
4
26
108
16
1.1
259
39
1,323.651489
0
1,101
0
78.70963
1
117
39.219369
16
6
MICU
Sunday
1
0
0
0
0
0
0
0
0
75.333298
95
99.5
100
20.1
14.1
274
129
4.5
19
92
20
1.2
253
34
2,632.5
0
120
0
27.68507
1
58.7
20.268474
8
4
MICU
Tuesday
0
1
0
0
0
0
0
0
0
85.666702
90
98.599998
100
10.2
13.8
263
137
3.8
28
99
17
1.1
457
42
4
0
226
0
82.52414
0
70.1
25.717211
19
6
SICU
Monday
1
0
0
0
0
0
0
1
0
89
60
100.300003
100
5.7
9.9
170
143
3.3
32
100
29
1.5
262
33
2,951.824219
1
876
0
68.24558
1
98
42.410755
16
3
MICU
Sunday
0
0
0
0
0
0
0
0
1
123
94
96.300003
100
7.3
16.2
239
141
3.2
28
102
12
0.9
249
55
716
0
94
0
46.97546
1
84.6
25.295189
12
9
MICU
Wednesday
0
0
0
1
0
0
0
0
0
91
96
96.199997
96
2.5
10.6
58
137
3
23
104
19
1
124
26
null
0
822
1
42.99124
1
94
29.734753
13
8
MICU
Thursday
0
0
1
0
0
0
0
1
1
86
92
97
98
12.2
8.9
340
139
4.6
27
103
47
2.7
46
35
270
0
632
0
48.8427
1
59.3
21.755073
23
14
MICU
Sunday
0
0
0
0
0
0
0
0
1
112.667
87
98.800003
97
18.1
6.7
225
135
3.9
14
108
40
1.8
63
36
2,356.519531
1
165
1
59.57193
0
63
26.871342
16
9
SICU
Friday
0
0
0
0
0
0
0
0
0
79.333298
101
95.400002
100
8.4
12.7
72
138
3.9
13
99
11
0.7
542
31
457.25
0
1,321
0
25.79822
0
76.8
29.568136
18
4
MICU
Wednesday
0
0
0
0
0
0
0
0
0
71
78
99
97
9.2
13.5
230
139
4.7
19
111
12
0.9
265
24
6,710.299805
0
307
1
43.53545
0
60
22.705124
12
3
SICU
Sunday
0
0
0
0
0
0
0
0
0
86.333298
74
95.599998
100
12.2
11.2
402
142
3.7
22
111
13
0.6
540
46
2,750.149902
0
883
0
55.5
1
75
18.23916
13
4
MICU
Sunday
0
0
0
0
0
0
0
0
1
132
110
97.400002
98
4.2
13.2
254
143
3.7
25
106
6
1
543
38
0
0
119
0
32.58633
0
67.2
26.940419
10
3
MICU
Friday
0
0
0
0
1
0
0
0
1
89.333298
121
97.400002
99
11.5
13.1
237
146
3.6
21
117
9
0.7
null
null
2,601.203613
0
686
0
57.07955
0
53.5
21.548446
null
5
MICU
Thursday
0
0
0
0
0
0
0
0
0
90.666702
66
97
99
7.8
12.8
225
140
3.2
23
105
14
0.4
501
44
1,026.25
0
1,260
1
51.38469
1
68.5
26.751124
9
5
SICU
Wednesday
0
0
0
0
0
0
0
0
0
75
67
97.099998
99
16.5
11.2
235
140
4.2
27
110
17
0.9
312
48
2,859.439453
0
62
0
38.84532
1
80
25.614665
17
10
MICU
Wednesday
0
1
0
0
0
0
0
0
0
112.667
72
101.400002
100
6.7
14
133
139
4.1
26
103
4
0.7
78
48
2,225
0
614
0
93.40172
0
66.6
28.422253
18
6
MICU
Tuesday
0
0
0
0
0
0
0
0
0
78.666702
67
99.800003
100
17.9
12.4
126
143
3.7
27
100
22
1
103
39
991.117981
0
349
0
26.61301
1
101.2
38.422615
12
6
SICU
Sunday
0
0
0
0
0
0
0
0
0
74.666702
107
100.199997
100
5.9
14
136
144
3.1
25
107
9
0.7
152
40
null
0
1,674
1
75.66667
1
128.8
null
19
8
SICU
Thursday
0
1
0
0
1
0
1
0
1
124
122
97.099998
97
7.8
15.7
167
139
5
26
103
42
1.5
183
84
0
0
1,431
0
86.9681
1
78
null
null
3
SICU
Friday
1
1
0
0
0
0
1
0
1
76
69
95.800003
100
7.3
12.2
178
141
4
30
103
25
0.9
null
null
382.580048
1
1,635
1
46.46515
0
114.2
null
13
5
SICU
Tuesday
0
0
0
0
0
0
1
0
1
110
85
98.5
100
12.9
10.9
320
135
3.8
32
96
18
0.8
309
54
2,315.169189
0
1,024
0
62.3375
0
124
50.0001
13
9
MICU
Saturday
0
0
0
0
0
0
0
0
1
96.666702
78
97.300003
100
7.2
8.7
137
142
3.9
25
102
126
7.5
112
43
106.800003
1
573
0
83.32187
0
65
31.223868
19
4
MICU
Tuesday
0
0
0
0
0
0
0
1
0
110
89
99.300003
95
20.7
14.1
618
142
4.8
28
105
30
1.2
null
null
47.124996
0
815
0
78.42407
1
65
23.344904
19
5
MICU
Wednesday
0
0
0
0
1
0
0
0
1
65.333298
65
99.199997
93
9.9
9.7
392
139
4.1
35
100
9
0.6
70
61
550
0
579
1
47.47859
0
45
17.573731
17
6
MICU
Friday
0
0
0
0
0
0
0
0
1
97.333298
91
99.800003
100
15.3
14.9
183
147
2.9
39
105
38
0.8
167
67
13,910
0
1,688
1
58.36732
0
69.9
null
12
8
MICU
Wednesday
0
0
0
1
0
0
0
1
1
94
97
97.400002
100
5.3
8
222
139
4.4
20
113
14
0.8
401
39
137.300003
0
404
1
69.31324
0
null
null
15
7
MICU
Monday
1
0
0
0
0
1
0
1
0
84
89
98
100
13.3
8.4
448
145
2.5
20
102
86
1.7
223
33
120
1
1,306
1
69.67951
1
88
26.365833
13
10
MICU
Monday
1
0
0
0
0
0
0
1
1
86
70
98.300003
16
13.4
13.4
143
136
3.8
30
105
19
2.3
187
34
300.839996
0
450
0
34.03557
0
257.6
94.504331
8
2
MICU
Saturday
0
0
0
0
0
0
0
0
0
57.666698
101
101.599999
96
13.2
10.1
196
131
5.4
28
97
19
0.8
105
43
2,075
0
101
1
24.03824
1
80
23.919801
11
6
SICU
Sunday
0
0
0
0
0
0
0
0
0
98
81
94.82
100
20.5
12.7
216
143
4.2
21
112
14
1
71
44
3,813.600098
0
1,189
0
24.73666
0
71.4
31.813435
7
4
SICU
Sunday
0
0
0
0
0
0
0
0
0
88.666702
88
96.5
100
7.5
12.7
172
139
3.1
25
105
13
0.8
455
40
null
0
791
1
58.03685
0
67.6
21.701057
24
10
MICU
Saturday
0
0
0
0
0
0
0
1
1
75.666702
123
96.599998
100
5.7
9.3
255
138
4.2
17
102
31
1.8
86
37
480
1
1,166
0
67.03221
1
100
29.560786
15
7
SICU
Thursday
0
0
0
0
0
0
0
0
0
111
85
99.599998
96
11.6
14.3
215
144
4.6
32
100
26
1.1
147
53
2,443.25
1
1,728
0
58.87845
1
87.7
null
12
9
SICU
Tuesday
0
0
0
1
0
0
0
0
1
81
71
96.599998
100
8.8
12.4
124
146
4.1
24
109
13
0.9
129
50
845.261963
0
238
0
38.1206
1
81.2
25.58209
8
0
MICU
Tuesday
0
0
0
0
0
0
0
0
1
88
97
97.300003
99
6.9
9.7
407
137
4
26
101
21
0.9
468
39
75
0
333
1
60.22065
0
null
null
24
8
MICU
Monday
0
0
0
0
0
0
0
0
0
57.666698
58
97.400002
100
10.7
8.6
151
131
3.6
26
101
64
2.1
185
48
4,823.75
0
429
1
76.0187
1
73.4
21.946417
19
10
SICU
Thursday
0
0
0
0
0
0
1
0
1
148.332993
88
101.199997
93
12.8
15.7
197
142
3.4
26
102
13
1.2
85
34
1,630
1
436
0
80.48787
1
59.2
17.219025
12
4
MICU
Monday
1
0
1
0
0
0
0
0
1
85.333298
71
96.800003
96
13.3
9.9
321
139
2.7
23
100
35
2.5
151
27
210
1
757
0
84.65305
0
69.4
29.880615
16
7
MICU
Wednesday
1
0
1
0
1
0
0
0
1
92.666702
54
96.400002
100
4.3
12.3
157
143
4.4
33
102
31
1.4
151
76
920
0
1,341
1
80.51813
1
72.6
25.521935
23
7
MICU
Thursday
0
0
0
0
1
0
0
0
1
104
95
101.800003
97
12.8
16.2
176
143
3.6
27
102
20
1
61
26
987.916687
0
551
1
29.36255
0
50
21.527821
11
5
SICU
Monday
0
0
0
0
0
0
0
0
0
65.666702
73
96.599998
100
18.9
11.4
208
139
3.9
24
107
13
1.2
44
41
12.75
0
1,599
0
65.86993
1
136
null
13
7
SICU
Monday
1
0
0
0
1
1
0
1
1
80
64
96.699997
99
16
17
169
141
4.6
28
100
16
0.9
109
53
1,097.040039
0
204
0
55.6905
1
null
null
12
3
MICU
Sunday
0
0
0
0
0
0
0
0
0
94
92
96.699997
98
11.7
17.7
332
140
2.3
25
96
45
0.3
null
null
2,525
0
1,525
1
78.78427
0
84
null
26
11
SICU
Thursday
0
1
1
0
0
0
0
0
0
66
66
95.400002
98
8.2
12.7
278
140
4.7
20
101
46
7.4
373
41
102.900002
0
1,056
1
45.69514
0
55
17.378164
19
11
SICU
Monday
0
0
0
0
0
0
0
0
0
81
99
97.199997
100
29
12.1
279
138
3.9
27
105
12
0.5
246
39
3,125
0
1,731
1
63.12339
0
108.7
null
13
4
SICU
Wednesday
1
0
0
0
0
0
0
0
1
93
103
98.599998
100
12
13.4
297
143
5.4
25
109
10
0.9
88
62
0
0
666
1
74.93482
0
null
18.32122
16
7
SICU
Sunday
0
1
0
0
0
0
0
0
1
85
118
98.599998
99
21.2
14.3
190
142
4.3
27
103
19
1.1
222
57
1,014
1
879
1
68.24123
0
55.7
19.819828
18
8
MICU
Wednesday
1
0
0
0
1
0
0
0
1
125.333
132
97
97
11.1
10.5
280
142
5
18
106
87
5.6
78
44
42.088749
0
322
0
79.22605
1
53
16.133099
18
5
SICU
Tuesday
0
0
0
0
0
0
1
0
0
96
59
97.800003
100
10.4
9.7
168
138
3.9
25
99
22
1
421
42
1,055
1
213
1
58.81401
1
107.8
38.142327
18
10
MICU
Tuesday
0
0
1
0
0
0
0
0
1
92
79
96.599998
97
11.8
10.9
151
136
5.9
18
106
35
2.1
354
41
146.856003
0
949
0
71.53128
0
79
45.284854
12
3
MICU
Friday
0
0
0
0
0
0
0
0
0
91.666702
102
97
100
10.4
11.3
387
144
3.1
19
112
9
0.4
217
30
1,760
0
1,392
0
52.41667
0
72.8
null
13
4
SICU
Saturday
0
0
0
0
0
0
0
0
0
60
92
100.400002
99
11.6
9.6
217
142
3.5
23
112
26
0.8
170
35
3,000
0
1,503
0
22
1
135
null
9
3
SICU
Thursday
0
0
0
0
0
0
0
0
0
72
128
98.900002
100
26.5
14.6
242
142
3.8
24
103
12
0.9
null
null
null
0
1,497
0
85.60454
1
90
null
null
4
SICU
Friday
0
0
0
0
1
0
0
0
0
91
98
94.099998
100
5.8
11.7
242
138
3.6
27
100
11
1
513
50
null
1
708
0
70.94157
1
150
48.605201
19
5
MICU
Monday
1
1
0
0
1
0
0
1
1
108
110
99.099998
100
17
10.6
531
138
6.3
29
100
12
1
84
67
600
1
19
1
71.11237
1
72.9
27.593644
18
8
MICU
Monday
0
0
0
0
1
0
0
0
0
73.666702
82
100.5
100
11.8
10.7
199
136
3.8
28
101
12
0.6
122
49
26.639063
0
508
1
79.50865
0
51.2
22.685947
21
5
SICU
Thursday
0
0
0
0
0
0
1
0
0
113
93
100
98
12.7
13.5
369
140
3
28
99
21
0.5
406
39
2,140.751953
1
1,508
1
29.67546
0
65
null
16
4
SICU
Saturday
0
0
0
0
0
0
0
0
0
103
92
94.599998
100
16.4
11.8
219
144
3.5
21
111
8
0.6
362
33
1,719.099976
0
850
0
49.75496
0
65
25.384279
19
5
SICU
Monday
0
0
0
0
0
0
0
1
0
93.333298
110
96.800003
100
24.9
9.3
464
143
4.6
24
109
12
0.8
null
null
2,218.324951
0
1,377
1
44.06751
1
100
33.033259
16
10
MICU
Friday
1
0
0
0
0
0
0
0
0
125.333
91
95.800003
96
6.7
8.7
171
139
3.8
17
101
62
8.6
109
45
1,726.25
0
183
1
40.80311
1
105.4
29.043614
13
7
SICU
Wednesday
0
0
0
0
0
0
0
1
0
72
101
99.400002
99
2.1
12.2
235
137
4.3
29
105
15
0.9
113
53
339.524994
0
1,133
1
81.97238
0
58.6
22.175337
12
10
SICU
Friday
0
0
0
0
0
0
0
0
0
92
70
99.5
99
9.4
8.4
259
139
3.1
21
110
10
1
190
27
435.159973
0
175
0
65.99711
0
43
17.157687
16
4
MICU
Sunday
0
1
0
0
1
0
0
1
1
59.666698
85
99.800003
98
3.9
12.5
121
134
4.2
26
96
14
0.2
129
24
2,310
1
857
0
55.83617
0
95
45.321728
21
14
MICU
Tuesday
0
0
0
1
0
0
0
0
1
59
53
99.699997
100
9
11.4
97
140
3.2
24
101
25
1.4
456
31
2,608.287354
0
1,352
1
56.86506
0
58
28.429188
19
7
MICU
Thursday
0
0
0
0
1
0
0
1
1
90.333298
105
98.800003
100
8.4
13.5
328
126
4.4
32
83
13
0.3
71
75
271.5
0
221
0
41.71006
1
74.5
19.265886
11
5
MICU
Thursday
0
0
0
0
0
0
0
0
1
121
96
95.800003
100
5.2
12.5
200
143
4.1
28
107
17
1
404
39
2,074.540039
0
988
0
60.56215
1
81.5
29.755343
9
3
MICU
Monday
0
0
0
1
0
0
0
1
0
72
89
95.800003
100
8.2
7.4
109
126
5.2
19
97
55
0.9
72
27
1,912.948486
1
1,613
1
27.126
1
81
null
20
8
SICU
Sunday
0
0
0
0
0
0
0
0
0
69
94
97.800003
100
26.2
12.2
235
139
3.9
19
109
20
1.5
255
50
3,594.399902
0
1,483
1
58.21882
1
94
null
16
12
SICU
Saturday
0
1
0
1
0
0
0
1
0
67
84
99.5
96
6
14.4
150
141
3.9
25
105
15
1
420
38
2,665.649902
0
1,595
0
22.15565
0
62
null
6
4
SICU
Friday
0
0
0
0
0
0
0
0
0
95
70
95.5
100
11
13.2
233
139
3.9
24
104
14
1
null
null
11.16
0
1,041
0
46.90488
1
94
39.598609
11
2
MICU
Thursday
0
0
0
0
0
0
0
1
0
118.667
74
96.599998
100
15.7
13.9
411
139
3.9
28
103
10
0.8
176
42
1,076.920044
0
1,398
0
26.23885
0
72.5
null
11
3
MICU
Wednesday
0
0
0
0
0
0
0
0
0
87
113
95.900002
97
10.6
15.8
296
149
3.9
22
108
15
1.1
80
35
125
0
379
1
38.80701
0
113
30.811288
12
5
MICU
Sunday
0
0
0
0
0
0
0
0
1
73
92
99.5
100
13.1
10
233
139
3.9
18
106
6
0.4
140
35
1,125.594971
0
848
1
53.82457
0
48
17.831089
14
10
SICU
Wednesday
0
0
0
0
0
0
0
1
0
92
79
98.199997
100
14.7
9.1
235
139
3.1
21
115
10
0.7
226
32
84.220001
0
1,421
1
50.34322
1
124
null
19
12
SICU
Sunday
0
0
0
1
1
0
0
0
0
89
98
96.599998
100
18.4
7.8
135
133
5.6
24
109
16
1
177
40
3,579.385498
0
825
1
79.56106
1
90
27.854264
15
6
SICU
Saturday
0
0
0
0
0
0
0
0
0
101.333
63
100.099999
100
14.2
11.9
291
141
4.3
31
103
20
0.9
35
57
1,574.425049
0
1,135
0
58.56317
1
100
27.57477
7
5
FICU
Saturday
0
0
0
0
0
0
0
0
0
79.666702
74
96.900002
100
8.3
13.8
244
143
4.1
24
102
18
0.9
197
38
2,000
0
1,424
1
75.8971
0
65.6
null
29
10
MICU
Friday
0
0
0
0
0
0
0
1
1
137
116
97.599998
100
10
5.5
680
136
3
29
103
8
0.6
199
31
30.200001
0
1,506
0
24.9649
1
85
null
10
5
SICU
Wednesday
0
0
0
0
0
0
0
1
0
101
72
97.400002
100
11.3
13.8
269
142
4.3
29
106
12
0.9
null
null
4,031.306152
0
112
0
46.52412
0
73.5
31.670087
13
7
MICU
Saturday
0
0
0
0
0
0
0
0
1
88
88
95.400002
100
25.8
12.1
323
140
3.9
18
112
7
0.7
156
46
4,763.307617
0
1,228
1
63.7258
1
70
20.942307
10
6
SICU
Wednesday
0
1
0
0
0
0
0
1
0
92
89
98.599998
100
11.9
13
205
140
3.8
21
114
20
0.9
226
39
3,436.449951
0
1,734
1
85.05609
0
58.5
null
20
7
SICU
Saturday
1
1
0
0
0
0
0
0
0
74
76
102
98
14.1
11.7
184
136
3.5
28
97
27
0.9
126
36
0
0
85
0
37.35976
1
90.2
32.553579
10
6
SICU
Monday
0
0
0
0
0
0
0
0
1
98
97
99.5
100
8
15.9
193
141
3.3
26
103
12
0.9
86
54
600
0
1,409
0
63.27641
1
100
null
10
1
MICU
Thursday
1
0
0
0
0
0
0
0
0
114
81
97.5
97
8.8
12.2
216
138
4.4
29
101
24
1.1
48
97
147
0
1,040
0
37.87602
0
78
32.491331
9
4
MICU
Thursday
0
0
0
0
0
0
0
0
0
71
70
98.099998
100
9.3
13.6
221
140
3.5
20
106
11
0.8
394
42
3,725.5
0
1,256
1
75.42631
1
87.3
29.280352
23
8
SICU
Monday
0
1
0
0
0
1
1
0
0
79.333298
63
98.400002
4
9.1
14.1
147
142
4.2
27
106
25
1
432
38
550
1
126
1
68.05551
1
93
26.934018
16
7
MICU
Monday
0
0
0
0
1
0
0
0
0
64.666702
69
98.800003
100
7.2
10.5
311
134
6.3
20
103
11
0.7
120
29
366.959992
0
1,283
1
57.54807
1
118
31.665576
15
9
MICU
Monday
0
0
0
0
0
0
0
0
1
94.333298
91
100.199997
100
7.4
10
285
136
4.1
27
102
15
0.8
189
39
3,187.5
0
1,302
0
55.85769
1
87
28.323938
10
6
SICU
Friday
0
0
0
0
0
0
0
0
0
106
94
99.199997
100
10.2
13.2
131
138
4
24
105
8
0.9
69
37
2,529.360596
0
903
1
49.38066
0
80
27.623134
9
6
SICU
Tuesday
0
0
0
0
0
0
1
0
0
93
86
97.900002
100
12.8
11.9
284
135
3.3
25
108
6
0.5
124
42
891.5
0
457
1
27.13477
0
61.3
25.534854
11
5
MICU
Monday
0
0
0
0
0
0
0
0
0
110.667
132
98.400002
96
14.3
11.8
351
138
3
18
102
9
0.7
69
43
3,892
0
542
1
66.68616
0
49.9
22.144932
26
7
FICU
Saturday
0
0
0
0
0
0
0
0
0
77
114
91.699997
100
12
6.4
141
126
3.7
12
94
10
0.8
520
24
1,870.855835
0
838
1
73.16948
1
120
37.95926
15
8
SICU
Saturday
0
0
0
0
0
0
0
1
0
73
61
96.440002
98
11.4
10.8
140
141
3.8
22
109
25
1.7
191
39
5,911.399414
0
1,204
0
73.07371
0
44
16.650424
15
4
MICU
Thursday
0
0
0
0
0
0
0
0
1
96.333298
105
99.199997
100
5.97
13.6
264
135
4.4
23
96
9
0.7
71
38
475
1