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
639
1
61.13841
1
80
24.888161
16
8
MICU
Monday
0
0
0
0
0
0
0
1
0
110
108
100.199997
100
11.9
8.9
95
135
4.2
24
112
11
0.7
168
48
856.799866
0
1,631
0
44.06647
0
70
null
14
6
MICU
Thursday
0
0
0
0
0
0
0
0
1
98
158
97.599998
100
36.9
10.7
496
140
3.7
25
106
13
1
496
125
1,075
0
38
0
38.76885
1
122
39.750615
7
4
MICU
Thursday
0
0
0
0
0
0
0
0
0
89.333298
88
94.099998
100
17.8
13.1
360
138
3.8
28
100
18
0.7
379
46
null
0
131
0
42.35453
1
76.3
26.345564
8
4
MICU
Sunday
0
0
0
0
0
0
1
0
1
88
90
98.400002
100
11.4
14.4
183
145
3.7
15
101
13
0.9
281
67
0
0
1,213
1
83.43227
0
80.2
32.338774
16
10
SICU
Wednesday
0
0
0
0
0
0
0
0
0
58.666698
87
100.099999
98
14.1
8.5
258
133
4.1
24
100
42
1.9
96
32
65
0
1,312
1
73.72259
1
95
30.051081
18
10
SICU
Friday
0
0
0
0
0
0
0
0
1
89.666702
71
97.5
93
12.5
9.3
240
139
3.9
25
106
14
0.7
44
46
500
0
1,568
1
83.0157
0
null
null
null
4
SICU
Sunday
0
0
0
0
0
0
1
0
0
91
76
100.599999
98
8.9
10.8
202
145
3.3
20
113
16
0.7
null
null
null
1
1,513
1
67.26968
1
90
null
10
6
SICU
Tuesday
0
0
0
0
0
0
0
0
0
78
95
98.900002
100
15.2
14.3
213
135
4.9
22
96
79
7.7
282
32
2,493.200195
0
1,093
0
61.279
1
92.5
27.257571
11
null
MICU
Wednesday
0
0
0
0
0
0
0
1
1
60.333302
88
98.099998
96
5.1
9.3
138
142
4.1
33
104
16
0.9
74
55
825
1
733
1
48.93675
0
61.7
22.290035
12
4
SICU
Thursday
0
0
0
0
0
0
0
0
0
72
93
96.199997
98
5.7
14.9
100
139
3.8
29
102
14
0.5
92
47
1,760.665527
0
1,037
1
61.80648
0
67
25.354055
17
12
SICU
Tuesday
0
0
0
1
0
0
0
0
0
100
75
95.720001
100
8.2
9.3
87
139
4.2
15
113
48
3
174
41
2,174
0
1,086
1
49.15213
0
81.8
32.983937
13
6
MICU
Monday
0
0
0
0
0
0
0
0
0
117.333
97
99
84
12.4
12.1
165
135
3.9
34
96
27
0.2
108
45
0
0
1,099
1
47.37298
0
116
19.753036
6
3
MICU
Friday
0
0
0
0
0
0
0
0
0
80.333298
82
100
100
10.6
11.2
271
136
4.2
31
96
15
0.7
66
31
50
0
722
0
77.95736
1
55
18.088599
18
3
MICU
Monday
1
0
0
0
1
0
0
0
1
83
128
99.800003
98
24.5
13.9
371
137
4.7
28
96
20
1
275
42
1,210
0
1,261
1
78.31664
1
73.3
24.899978
20
5
MICU
Tuesday
1
0
0
0
1
0
0
0
1
120.333
77
97.300003
97
5.7
14.2
178
154
4.7
35
115
25
0.8
306
83
2,710
0
590
1
73.52633
1
88.6
25.078575
24
7
SICU
Thursday
0
1
0
0
0
0
0
1
1
118
73
99.099998
100
12.3
13.2
165
140
3.8
25
110
27
1.3
184
36
702.48999
0
505
0
20.35774
1
80
20.903525
10
4
SICU
Sunday
0
0
0
0
0
0
0
0
0
80.666702
85
96.800003
100
7.4
16.2
181
139
4.2
16
108
12
1.1
634
38
null
0
1,016
0
84.0951
1
52.4
17.335837
17
3
MICU
Sunday
0
0
0
0
0
0
0
0
1
84
88
98.800003
100
28.4
10.7
357
135
4.6
29
94
32
0.7
341
66
1,025
0
1,014
1
19.34655
1
87.5
21.342528
14
9
SICU
Sunday
0
0
0
0
0
0
1
0
0
63
111
100
100
25.3
14.4
289
138
4.2
23
105
19
0.9
221
48
4,000
0
1,433
1
54.43269
0
76.2
null
24
10
MICU
Monday
0
0
1
0
0
0
0
1
1
95
86
97.199997
100
7.6
9.9
194
140
6.3
23
98
92
12.5
169
49
505.138733
0
1,126
1
33.79721
0
75
36.134238
15
5
MICU
Monday
0
0
0
0
0
0
0
0
0
96.666702
104
99.199997
100
17.9
13.1
376
143
5.8
20
105
15
1.1
152
34
1,595
0
421
0
93.84293
0
47.1
25.989728
19
12
MICU
Thursday
0
0
0
0
0
0
0
0
1
100
61
97.199997
99
5.6
13.3
159
140
5.9
34
99
59
1.4
105
28
137.304001
1
625
1
39.73277
1
85.2
29.418638
10
6
MICU
Friday
0
0
0
0
0
0
0
0
1
71.666702
96
99.800003
97
8.9
12.1
227
140
5.2
30
101
20
1.1
44
82
3,503.940186
0
1,292
1
64.09094
0
90
34.057685
11
7
SICU
Wednesday
0
0
0
0
0
0
0
0
0
82
80
96.900002
97
27.4
13
346
139
4
25
102
18
0.7
100
41
101.599999
0
899
1
57.73917
1
81
24.218798
9
9
SICU
Thursday
0
0
0
0
1
0
0
0
0
76
83
98.400002
100
14.6
13.7
367
139
4.8
26
105
22
1.1
144
52
1,720
0
1,739
1
80.88214
1
78.1
null
25
9
MICU
Saturday
0
1
1
0
0
0
0
0
0
56
65
96.400002
100
4.9
8.9
195
127
5
24
93
16
1.9
319
32
2,150
0
82
0
71.56096
1
null
21.54188
13
6
MICU
Thursday
1
1
1
0
0
1
0
0
1
91
84
97.300003
93
11.3
10.9
129
141
3.7
28
105
77
2.5
56
39
0
1
921
1
63.22426
1
78
26.146246
8
4
MICU
Thursday
0
1
0
0
0
0
0
1
1
73.333298
81
98
100
8.9
9.9
263
138
4.3
29
101
16
1
261
70
390.720032
0
1,569
1
34.79177
1
80
null
13
5
SICU
Saturday
0
0
0
0
0
0
0
0
0
113
72
99.699997
100
26.6
13.8
336
139
4.8
23
105
17
1.4
160
40
818.25
0
1,598
0
87.70686
1
73.5
null
17
6
MICU
Saturday
1
1
0
0
0
0
0
0
1
69
69
100
97
8.1
12
194
146
3.4
38
101
17
0.7
261
113
2,671
1
1,110
1
17.9141
1
84.4
null
13
7
SICU
Friday
0
0
0
0
0
0
0
0
1
77.666702
57
96.599998
100
7.5
13.9
214
141
3.3
23
106
10
1
423
37
4,058.79834
0
1,480
0
59.6746
1
93.1
null
16
4
MICU
Friday
0
0
0
0
0
0
0
0
1
94
69
97.400002
100
5.6
13.9
237
138
5.1
23
106
21
1.2
524
41
612.563965
0
288
0
52.6606
0
53
17.703776
7
3
SICU
Monday
0
0
0
0
0
0
0
1
0
75.666702
63
97.699997
100
10.6
11.8
261
140
4
26
101
12
0.7
null
null
469.109985
0
1,556
0
32.88863
1
82.7
null
10
5
MICU
Sunday
0
0
0
0
0
0
0
0
1
92
69
97.099998
96
6.2
15.5
212
144
3.8
25
108
14
0.7
36
48
448
0
756
1
29.95559
1
87.3
27.615361
16
6
SICU
Saturday
0
0
0
0
0
0
0
0
0
76.666702
82
94.800003
100
14.4
11
166
138
3.4
24
110
17
0.8
317
46
885.570923
0
926
1
28.41979
1
99.8
27.817394
12
6
SICU
Saturday
0
0
0
0
0
0
0
0
0
93.333298
99
95.800003
100
22.1
14
341
146
5.4
7
98
17
1.8
42
32
2,976.993408
0
205
1
36.01574
0
77.1
32.418091
18
7
SICU
Thursday
0
0
0
0
0
0
0
0
0
72.666702
133
100.599999
98
20
10.4
383
136
3.3
17
100
10
1.2
27
44
1,014
0
326
1
35.61882
1
68.4
21.031583
15
5
SICU
Friday
0
0
0
0
0
0
0
0
0
100
70
95.800003
100
22.9
14.8
258
140
3.5
18
105
15
1.1
354
43
4,079.352051
0
127
1
72.75463
1
85
27.705032
17
8
SICU
Tuesday
0
0
0
0
0
0
0
0
0
97.666702
66
97.699997
91
12
12.8
211
132
4.4
21
103
21
1.2
309
23
2,000
0
1,435
0
76.95396
0
67.2
null
13
4
SICU
Saturday
0
0
0
0
0
0
0
1
0
77
72
98.800003
100
6.7
12
159
139
4.2
27
102
11
0.7
239
35
2,700
0
1,752
0
53.13678
1
58.8
null
24
8
MICU
Wednesday
0
0
0
0
0
1
0
1
0
110
106
97.300003
100
15.2
15.3
259
129
6.1
5
83
19
1.9
169
14
8,557.97168
0
495
1
50.236
1
82
28.313712
19
13
SICU
Wednesday
0
0
0
0
0
0
0
1
0
110
73
97.879997
100
2.8
14.5
48
134
5.3
20
108
12
0.9
255
33
4,111.431152
0
606
1
36.79508
0
90
33.389298
10
5
MICU
Monday
0
0
0
0
0
0
0
0
0
90.333298
118
97.900002
96
5.9
10.9
188
134
4.4
21
114
13
1.1
166
31
2,649.799805
0
351
1
74.25
0
99.5
54.956145
21
17
MICU
Tuesday
1
0
0
1
0
0
0
1
1
96.666702
101
96.800003
93
11.1
9.3
168
132
3.2
20
103
15
1.6
71
29
2,166.137695
1
849
0
59.75472
0
70
37.571557
14
6
FICU
Wednesday
0
0
0
0
0
0
0
0
0
91.333298
105
100.099999
96
15.7
9.8
357
137
4.1
28
108
9
0.6
41
48
403
0
982
0
53.22059
0
68
27.41941
13
1
SICU
Monday
0
0
0
0
0
0
0
0
0
78.666702
120
97.400002
100
8.6
11.5
211
138
4.7
22
108
10
0.6
166
36
4,401.220215
0
445
0
19.36294
1
117
42.30751
13
5
SICU
Wednesday
0
0
0
0
0
0
0
0
0
82.666702
105
99.099998
100
11.7
12.8
316
141
3.6
25
107
19
1.3
null
null
2,304.97998
0
829
0
95.31107
0
53.3
21.290105
null
6
SICU
Saturday
0
0
0
0
0
0
1
0
0
69
57
95.699997
100
8.6
8.5
185
142
3.6
24
105
29
1.2
367
42
22
1
216
1
55.27514
1
110.4
33.713241
21
10
MICU
Sunday
1
0
0
0
1
1
0
1
1
63.666698
53
92.400002
92
4.2
10.2
52
152
4.6
41
101
27
0.9
67
90
1,850
0
515
1
45.96848
0
67
27.657082
11
7
MICU
Friday
0
0
0
1
0
0
0
0
1
97
100
96.900002
100
22.4
2
216
137
3.7
6
97
22
1.5
511
25
2,796.416748
0
409
1
48.86519
1
134.2
39.231285
17
8
MICU
Wednesday
0
1
0
0
0
0
0
0
0
72.333298
92
97.599998
100
15.3
10.5
153
139
3.8
31
103
16
0.6
133
41
3,549.200195
0
1,344
1
89.43767
1
63.6
30.462679
15
6
SICU
Wednesday
0
0
0
0
0
0
0
1
1
99.333298
79
100.800003
100
3.1
12
121
133
5.3
21
102
29
1
219
33
250
1
998
1
53.905
1
80.2
26.521761
11
7
MICU
Tuesday
0
0
0
0
0
1
0
0
1
94.333298
57
97.900002
100
12.7
16.2
294
128
4.5
20
96
15
1.3
361
81
105
0
280
1
62.44001
1
85.4
27.01434
16
9
MICU
Wednesday
1
1
0
0
0
0
0
0
1
69.333298
61
97.199997
97
17.4
11.8
504
135
4
34
89
69
1.3
84
44
808.5
1
582
1
86.07762
1
70
30.770117
15
6
SICU
Friday
0
1
0
0
0
0
0
0
0
99
96
96.300003
98
15.9
12.2
128
137
4.3
21
102
18
1.4
468
31
100
0
1,659
0
64.0812
1
96.9
null
16
8
MICU
Sunday
0
0
0
0
0
0
0
0
0
90
87
95.699997
100
3.6
14.4
78
139
3.7
25
103
37
2.2
443
40
958.328857
0
919
1
57.69315
0
91
33.812376
10
5
MICU
Wednesday
0
0
0
0
0
0
0
0
1
76.666702
83
100.199997
100
10.3
11.4
313
138
4.6
26
101
16
0.7
109
34
155
0
89
1
75.06188
0
103
32.024857
15
6
SICU
Thursday
0
1
0
0
0
0
1
0
0
72
73
95.5
98
12.1
11.4
196
140
3.4
28
105
20
0.7
286
41
1,907
0
1,573
0
52.32099
1
168.8
null
12
1
MICU
Thursday
1
1
0
0
0
0
0
0
0
95
76
96.099998
98
8.4
12.7
244
140
5.4
27
100
25
1.5
100
70
100
0
738
1
91.11027
0
50
21.527821
21
7
MICU
Tuesday
0
0
0
0
0
0
0
0
1
113.333
80
98.099998
100
7.4
9.4
423
136
4.2
18
110
27
0.7
168
33
3,419.166748
1
616
1
35.47524
1
115.2
37.955516
19
7
MICU
Saturday
0
0
0
0
0
0
0
0
0
93
122
102.800003
100
8.6
12.9
107
165
4.4
28
129
42
1.7
143
54
571
0
390
0
71.27494
0
85.2
36.492134
19
6
MICU
Monday
1
0
1
0
0
0
0
0
0
93
64
96.699997
100
12
14.3
279
138
6.5
23
97
43
9.1
null
null
50
0
701
0
83.32972
0
50.3
21.656988
22
8
MICU
Saturday
1
1
0
0
1
0
0
1
1
79.333298
96
96
95
13.8
8.3
309
148
3.6
36
104
33
0.6
49
151
965
1
893
1
54.40055
1
109
43.115486
8
7
FICU
Thursday
0
0
0
0
0
0
0
0
0
86.333298
76
97.199997
100
9.4
13.4
199
145
4.2
25
107
13
1
204
51
2,799.940186
0
601
0
57.67688
0
75
29.934105
11
4
MICU
Tuesday
0
0
0
0
0
0
0
1
1
52
87
98.199997
100
18.7
11.6
900
140
4.1
18
114
6
0.5
456
42
815.600037
0
782
1
78.00747
1
84.2
30.593968
23
6
SICU
Friday
0
0
0
0
0
0
1
0
0
76
111
101.400002
100
22.5
14.3
361
142
3.7
23
101
17
1.3
205
35
300.26001
1
1,549
1
83.55205
1
82
null
17
5
SICU
Thursday
0
1
0
0
0
0
1
0
0
91
56
94
100
9.7
12.3
271
141
4.1
30
105
16
1.1
231
37
1,076.76001
1
507
0
29.56946
1
106.4
33.65721
13
5
MICU
Monday
0
0
0
0
0
0
0
0
1
45
103
97.800003
96
16.7
12
241
138
4.3
24
101
13
0.8
63
62
1,162
0
905
1
23.36495
1
85
21.753533
11
7
SICU
Monday
0
0
0
0
0
0
0
0
0
113
117
99.099998
99
17.5
13.4
312
140
3.9
28
106
11
1
242
37
521.400024
0
284
0
52.01526
1
81.1
24.728837
9
1
MICU
Saturday
0
0
0
0
0
0
0
0
0
86
109
97.800003
100
11.4
14.1
325
139
4.1
28
101
12
1
174
47
70
0
1,430
1
66.85167
0
82.7
null
11
5
MICU
Saturday
0
0
0
0
0
0
0
0
0
90
66
98.400002
100
10.2
14.7
245
143
4
31
101
13
1.2
73
36
62
0
1,143
0
72.57225
0
103
40.37062
12
7
SICU
Thursday
0
0
0
0
0
0
0
1
0
77.333298
81
98.400002
97
7.9
9.8
476
136
3.7
25
101
12
0.6
166
43
72.360001
0
63
0
78.47775
1
70
20.77527
14
6
SICU
Thursday
0
0
0
0
0
0
1
0
0
95
60
99.5
100
9.4
13.7
177
136
4.4
26
100
13
0.9
134
35
526
1
251
0
72.03585
1
74
24.805413
22
10
MICU
Monday
0
0
0
0
0
0
0
0
1
70
95
99.599998
100
32.7
5.1
491
135
3.7
28
98
28
0.7
67
39
6,045.759766
0
262
1
46.02912
1
102
27.669975
14
7
SICU
Tuesday
0
0
0
1
0
0
0
0
1
87
50
96.699997
97
8.3
9.9
98
134
4.5
28
96
19
0.5
339
31
2,981.479736
1
1,477
1
37.81032
1
96
null
15
6
SICU
Friday
0
0
0
0
0
0
0
0
0
79
68
96.099998
100
9.4
13
215
142
3.3
30
97
12
1
531
31
634.440002
0
324
0
30.2789
1
90.8
28.722506
11
6
SICU
Friday
0
0
0
0
0
0
0
0
0
83
73
98.400002
99
15.7
14.7
279
140
4.1
29
108
21
1
215
53
221
0
1,276
0
49.63032
0
null
null
null
2
MICU
Thursday
0
0
0
0
0
0
0
1
0
57.666698
128
null
95
22.6
13.1
184
128
3.9
23
89
15
0.5
null
null
null
1
787
0
21.42715
1
61.7
17.128459
11
4
SICU
Monday
0
0
0
0
0
0
0
0
0
137.667007
54
100.099999
100
14.5
13.6
253
140
3.6
24
103
13
1.1
37
64
24.200001
0
113
1
74.50994
0
62.7
26.995887
16
6
SICU
Tuesday
0
0
0
0
0
0
0
1
1
78.333298
72
97.5
100
8.3
9.7
156
144
3.8
24
107
18
0.8
179
38
100
1
1,033
0
34.83333
1
103.2
30.856543
14
4
MICU
Wednesday
0
0
0
0
0
0
0
0
0
94.666702
105
98.400002
99
17.1
14.2
309
143
3.5
26
107
10
0.9
167
43
1,745.067993
0
128
1
45.23279
1
105.5
35.364474
15
7
MICU
Wednesday
0
0
0
0
0
0
0
0
1
88
108
102.300003
87
12.1
10.4
384
145
3.9
31
106
21
0.9
86
50
617
0
456
1
74.72306
1
63
18.019444
20
11
SICU
Friday
0
1
0
0
0
0
1
0
0
128.667007
116
98.900002
99
6.2
14.2
32
142
5.5
21
106
82
4.7
null
null
669.325012
1
54
1
26.05346
1
79
21.86648
10
4
SICU
Wednesday
0
0
0
0
0
0
0
0
0
97.666702
91
98.300003
100
11.5
15.9
331
141
3.4
24
101
10
1.2
226
32
312.053345
0
628
1
29.64226
0
50.8
20.709529
13
5
MICU
Saturday
0
0
0
0
0
0
1
0
0
89.333298
121
99.300003
91
17.8
16
346
141
4.3
30
99
45
1.1
241
35
5,206
0
4
1
23.74217
1
95.2
28.464563
18
7
SICU
Saturday
0
0
0
0
0
0
0
0
0
105
107
96.300003
100
4.8
10.7
22
146
3.4
19
110
10
1
134
30
2,358.244141
0
1,696
1
23.15688
0
62.3
null
17
5
SICU
Tuesday
0
0
0
0
0
0
0
0
1
100
89
97.599998
100
17.4
11.7
237
137
3.3
21
105
12
0.7
417
31
3,241.155518
0
516
1
78.60426
0
60
23.431642
21
5
SICU
Sunday
0
0
0
0
0
0
1
0
1
69
49
93.099998
100
11.4
12.4
303
137
3.4
23
101
9
0.6
474
36
91.400002
1
278
0
45.54735
0
58.6
20.851741
11
4
SICU
Sunday
0
0
0
0
0
0
0
0
0
82
99
100.900002
100
11.2
9.3
439
140
3.8
23
104
14
0.8
null
null
1,150
0
765
0
79.39568
0
null
null
15
5
SICU
Monday
0
0
0
0
0
0
0
0
0
84
61
94.900002
100
15.8
12.1
319
124
2.8
19
88
15
1
264
42
1,070
1
412
1
82.96608
1
75.9
27.00763
16
6
SICU
Monday
0
0
0
0
0
0
0
0
0
94
53
93.919998
100
9.3
10
188
139
4.2
27
107
17
1.2
486
40
660
0
1,619
0
85.26601
1
60
null
16
5
SICU
Tuesday
0
1
0
0
0
0
1
0
1
85
64
94.400002
100
10.9
15.7
259
139
3.4
24
100
24
1.2
554
37
2,002.700439
1
1,527
0
29.62681
0
58
null
14
2
MICU
Saturday
0
0
0
0
0
0
0
0
0
50
113
101
92
11.5
11.3
171
135
2.7
17
108
4
0.6
95
21
3,140
0
1,458
0
61.07759
1
75
null
13
3
SICU
Tuesday
0
0
0
0
0
0
1
0
0
104
82
98.599998
100
9.5
11.7
243
137
4.1
28
98
14
0.8
473
50
0
0
265
0
51.04298
1
50
14.949876
20
4
MICU
Tuesday
0
0
0
0
0
0
0
0
0
100
115
98.400002
100
5.2
11.5
183
146
3.7
25
108
6
0.6
439
39
4,460
0
1
0
64.92076
0
55
20.121312
null
5
MICU
Saturday
0
0
0
0
0
0
0
0
0
86.666702
85
97.599998
100
null
null
null
null
null
null
null
null
null
null
null
600
0
1,063
0
85.18464
0
53
17.529723
19
4
SICU
Monday
0
0
0
0
0
0
0
0
0
71
86
96.800003
100
14.8
14.3
162
143
3.5
30
100
12
0.7
null
null
162.5
1
282
0
59.45482
1
68.8
21.325737
14
5
MICU
Tuesday
0
0
0
0
0
0
0
0
1
91
71
97.099998
100
9.5
14.3
273
140
5.1
21
105
23
1.1
255
32
1,500
0
1,419
0
44.83333
1
null
null
8
3
SICU
Saturday
0
0
0
0
0
0
0
0
0
100
98
96.800003
94
9.7
15.7
241
144
3.5
23
108
16
0.9
null
null
4,775
0
1,011
0
48.86015
0
70
24.908222
14
5
SICU
Tuesday
0
0
0
0
0
0
0
1
0
82.666702
105
99.699997
100
11.4
9
244
138
3.9
25
104
9
0.5
null
null
2,427.699951
0