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
1,749
1
48.384
1
70
null
17
10
MICU
Monday
0
0
0
1
0
0
0
1
0
101
63
95
98
9.6
10
111
141
3.7
18
115
17
1.1
60
42
150.399994
0
1,718
0
47.0132
1
80.2
null
19
4
MICU
Sunday
0
0
0
0
0
0
0
0
0
104
98
100.099999
98
18.6
13
257
120
3.2
24
83
9
0.7
322
39
3,141.506348
0
102
1
75.85402
1
95
31.844787
17
9
SICU
Monday
1
0
1
0
0
0
0
1
1
76
58
96.900002
100
8.4
12
126
139
4.2
27
106
28
2.2
289
36
725.400024
0
493
1
52.28984
1
211
51.101665
16
8
SICU
Sunday
0
0
0
0
0
0
0
0
0
83.333298
114
100.300003
100
16.7
14.1
308
133
4.5
19
99
18
0.7
199
33
0
0
486
0
38.11419
1
74
25.668089
11
5
MICU
Friday
0
0
0
0
0
0
0
0
0
77.666702
74
99.099998
98
10.4
12.1
160
130
2.5
34
89
6
0.7
457
43
1,785.849976
0
65
0
36.24503
1
100
33.685773
11
2
SICU
Saturday
0
0
0
0
0
0
0
0
0
100.333
105
100.400002
100
20.6
15.3
294
146
4.5
24
109
14
1
222
43
4,240
0
171
1
69.70679
1
66.1
24.969468
17
5
SICU
Thursday
0
1
0
0
1
0
0
1
0
53
61
96.400002
100
13
15.6
234
131
3.7
27
91
16
0.9
471
38
1,658.883545
0
732
1
20.96185
1
null
null
14
4
SICU
Saturday
0
0
0
0
0
0
0
0
0
76
103
97
90
21.4
15.4
279
141
6.3
17
111
20
0.7
68
28
1,975
0
987
0
57.16604
1
90
29.760817
13
5
SICU
Saturday
0
0
0
0
0
0
0
0
0
89.333298
63
95.099998
100
5.6
12.8
210
142
5.6
23
106
12
0.7
186
44
1,531.699951
0
1,722
1
60.51282
0
65
null
15
10
SICU
Thursday
0
0
0
0
0
0
0
0
0
67
72
94.199997
98
18.9
9.4
175
137
3.8
25
108
16
0.7
188
46
134.75
0
1,324
0
47.69046
0
104.7
39.620441
10
6
MICU
Friday
0
0
0
0
0
0
0
0
0
74
90
98.900002
100
11.9
11.5
320
141
3.8
27
104
13
1
343
54
null
0
864
1
19.25568
1
90
27.431883
17
8
SICU
Wednesday
0
0
0
0
0
0
0
0
1
65
99
99.300003
100
12.4
12.2
296
141
2.9
14
101
12
1.4
137
47
2,624.225098
0
1,370
0
22.25
1
64.8
22.88334
7
5
MICU
Tuesday
0
0
0
0
0
0
0
0
1
72
52
98.400002
100
12.1
11.3
125
142
3.7
24
108
11
0.9
577
37
null
0
270
0
71.56395
1
99.6
28.322173
15
7
MICU
Monday
0
0
0
0
0
0
0
1
0
94.333298
74
97.900002
98
14.2
14.1
172
140
3.6
24
104
22
0.8
122
43
404.52002
0
367
0
80.82837
1
71
21.824068
10
3
MICU
Wednesday
0
1
0
0
1
0
0
1
1
96.666702
93
95.599998
96
19.6
11.4
318
136
4.6
27
97
20
0.5
null
null
890.975037
0
1,441
0
95.09635
1
68
null
null
4
MICU
Friday
0
0
0
0
0
0
0
0
0
48
98
94.199997
100
22.4
9.4
401
154
4.8
14
120
51
2.3
null
null
150
1
0
1
72.36841
1
75
29.912791
15
9
SICU
Friday
0
0
0
0
0
0
0
1
0
92
86
95.900002
100
8.1
14.1
354
138
4.6
15
109
41
1.6
196
39
2,230.875
1
84
0
43.40327
1
79.5
28.723749
14
6
MICU
Wednesday
0
0
0
0
0
0
0
1
0
77.666702
110
98.900002
100
49.3
11.6
650
138
4.9
26
98
9
0.6
125
65
3,825.830322
1
895
0
81.1332
0
58
29.719068
17
4
MICU
Friday
0
1
0
0
0
0
1
0
0
91.333298
61
98.400002
100
10.2
9.9
457
141
4
25
107
16
0.7
null
null
225
1
99
1
55.90181
0
52.5
19.866983
17
5
MICU
Friday
0
0
0
0
0
0
0
1
0
69.666702
112
99.400002
100
1.9
12.7
95
129
7.6
11
95
20
1.1
114
22
4,066.5
0
1,078
1
81.77397
0
70
28.225863
18
8
SICU
Friday
1
0
0
0
0
0
0
0
0
91.666702
86
96
100
11.9
9.2
332
138
6
24
108
53
2.4
371
48
2,726.800049
0
366
1
23.69311
0
83.6
28.866175
15
5
MICU
Wednesday
0
0
0
0
0
0
0
0
1
114.333
132
100.099999
97
9.1
13.4
232
137
4.2
22
106
8
0.8
135
39
140.059998
1
314
1
29.4726
1
85
24.34002
4
3
SICU
Thursday
0
0
0
0
0
0
0
0
0
80
98
99
100
8.8
14.6
332
149
4.2
28
107
13
0.9
513
39
541.799988
0
1,576
0
77.40494
1
64.3
null
14
3
SICU
Saturday
0
0
0
0
1
0
0
1
0
82
92
98
93
15
11.9
330
138
4
28
102
13
0.9
null
null
350
0
199
1
55.61226
1
88.6
29.84442
18
9
SICU
Wednesday
0
0
0
0
0
0
0
0
0
98.666702
92
98.400002
95
8.8
14.8
184
140
3.9
26
105
27
0.9
109
42
110
0
1,066
1
53.08333
0
75.1
28.419246
20
10
SICU
Wednesday
0
0
0
0
0
1
0
0
1
65.333298
94
98.599998
87
20.5
14
312
137
3.2
28
96
9
0.7
52
39
2,399.233398
0
937
0
23.03007
1
85
28.546797
9
3
SICU
Friday
0
0
0
0
0
0
0
0
0
74.333298
90
98.5
100
16.4
14.6
308
143
4.6
27
101
23
1.3
null
null
null
0
1,706
0
79.34041
0
59.2
null
15
6
MICU
Thursday
0
0
0
0
1
0
0
0
0
83
85
97.300003
100
17.8
11.9
173
141
4.8
26
105
31
1.5
127
50
2,657.25
0
1,119
1
62.06855
1
95.5
29.364272
14
10
SICU
Monday
0
0
0
0
0
0
0
0
0
64
76
98.599998
100
9.1
15
106
139
3.8
25
108
15
1.1
94
36
3,374.062256
0
870
1
56.58002
0
101
33.856037
19
5
SICU
Thursday
0
1
0
0
0
0
1
0
1
82
63
99.5
100
7.8
12.4
198
141
3.5
30
101
30
1.2
356
41
250
0
303
0
45.0161
1
86
27.368978
null
3
MICU
Monday
0
0
0
0
0
0
0
0
0
80.333298
114
99.800003
98
16.3
17
191
143
4.3
24
108
15
0.9
null
null
null
0
1,640
1
45.22818
1
62.5
null
null
11
SICU
Friday
0
0
1
0
0
0
0
0
0
93
84
98.099998
100
4.8
12.3
150
141
4.8
31
99
44
7.7
381
43
216.800034
0
13
1
18.23023
0
52.4
21.827509
10
6
SICU
Friday
0
0
0
0
0
0
0
0
1
97.666702
106
97.5
100
19.8
12.9
154
141
3.6
20
111
10
0.8
447
34
999.794006
0
302
1
80.41265
0
92.1
31.027996
13
6
SICU
Tuesday
0
0
0
0
0
0
1
0
0
77.666702
76
98.599998
100
10.9
12.5
229
142
3.4
26
105
17
0.8
154
41
1,422
0
1,756
1
65.09424
0
59
null
16
4
SICU
Monday
0
0
0
0
0
0
0
1
1
72
89
97.599998
100
14.8
11
190
139
3
27
101
15
0.7
485
35
2,510.294678
0
281
1
37.00699
0
77
24.746044
19
8
SICU
Friday
0
0
0
0
0
0
0
0
1
66
132
100.599999
100
26.1
13
288
137
4.5
22
103
9
0.7
252
41
3,025
0
1,304
0
23.66667
1
76.9
23.60252
16
6
SICU
Saturday
0
0
0
0
0
0
0
0
0
80
108
102.099999
100
12.5
13.7
260
141
4.2
23
113
11
0.9
203
40
801.862549
0
1,612
0
60.07005
1
84.7
null
15
4
SICU
Saturday
0
0
0
0
0
0
0
0
0
100
86
96.599998
100
10.9
12.9
459
142
3
27
101
18
1
197
44
3,296.066895
0
157
1
23.10746
0
60
20.546452
14
6
SICU
Wednesday
0
0
0
0
0
0
0
0
0
113
80
96.400002
100
9.2
12.8
62
134
4.3
23
106
6
0.5
204
37
4,054
0
10
1
51.18725
1
91.1
32.772315
16
5
SICU
Thursday
0
0
0
0
0
0
0
0
0
97.666702
66
98.400002
100
9.5
11.1
423
144
3.8
32
111
15
0.9
76
56
545.592041
0
1,505
0
40.98523
1
78.4
null
14
9
MICU
Wednesday
0
0
0
0
0
0
0
0
1
101
106
99.800003
100
9.8
13.9
154
146
4.3
23
95
15
1.4
108
51
3,161.491455
0
51
1
83.03371
0
40
19.643817
17
4
SICU
Friday
0
0
0
0
0
0
0
0
0
72.333298
71
97
100
6.7
9.7
253
122
4.2
25
86
9
0.5
310
36
828.799988
0
1,465
0
66.14348
1
70
null
null
5
MICU
Saturday
0
1
1
0
0
1
1
0
1
68
61
96.5
100
11.8
10.6
189
133
4
23
99
24
1.1
null
null
125
1
866
1
54.07377
1
75
22.914149
13
7
FICU
Monday
0
0
0
0
0
0
1
0
0
95.666702
70
97.800003
97
14.8
14.1
258
139
4.6
20
105
14
0.7
338
44
996.579224
0
1,379
0
35.57121
1
80
29.101292
6
4
MICU
Monday
0
0
0
0
0
0
0
0
0
74.333298
81
96.699997
100
8.4
13.6
215
144
4.5
22
109
23
1
265
45
797.18396
0
116
0
56.12834
1
100
34.528917
17
6
SICU
Wednesday
0
0
0
0
0
0
0
0
0
109.333
118
99.5
100
18.3
15.3
237
142
4.7
28
101
11
1.2
169
54
325
0
561
0
89.21577
1
84.2
26.634747
19
7
MICU
Sunday
1
1
1
0
0
1
1
0
1
83
74
98.300003
100
10.1
10.8
299
139
4.7
19
105
84
5.1
110
31
985.828003
1
1,643
0
60.36459
0
null
null
8
3
SICU
Wednesday
0
0
0
0
0
1
1
0
0
86
75
98.599998
100
12
13.5
288
130
8.3
20
96
12
1.1
null
null
675
0
599
1
88.62327
1
82.3
26.793794
23
9
MICU
Wednesday
1
0
1
0
0
1
0
0
0
84.333298
59
96.599998
99
4.7
8.6
138
138
6.4
32
98
108
4.4
108
63
1,868.25
0
955
1
44.40262
1
154
53.174533
14
7
SICU
Tuesday
0
0
0
0
0
0
0
0
1
103
77
94.5
100
8.4
11.4
167
139
3.6
25
110
14
0.7
129
37
189.580002
0
1,694
1
66.61831
1
69.9
null
17
5
SICU
Wednesday
0
0
0
0
0
0
0
0
0
116
87
98.699997
100
17
12.7
392
141
3.5
23
101
26
1.2
301
35
2,632
0
52
0
56.21421
1
56.5
16.893359
11
5
MICU
Saturday
0
0
0
0
0
0
0
0
1
70.333298
70
97.300003
100
6
13.5
130
139
3.7
20
98
18
1
177
45
830.963745
0
1,438
0
63.77448
1
73.4
null
6
2
SICU
Thursday
0
0
0
0
0
0
0
0
0
73
88
98.300003
100
9.1
16.2
180
140
4.9
22
104
11
1.3
270
49
null
0
173
1
51.92092
0
63.4
20.055142
12
5
SICU
Wednesday
0
0
0
0
0
0
0
0
0
80
71
32
100
15.2
12
113
138
3.1
21
107
10
0.7
376
24
748.333374
0
1,529
1
73.04307
1
88.9
null
11
5
SICU
Wednesday
0
0
0
0
0
0
0
1
0
89
95
98.800003
100
6.1
14
171
137
4.4
28
104
10
1.1
217
44
2,229.421631
0
1,762
1
54.27652
0
103.9
null
9
5
SICU
Tuesday
0
0
0
0
0
0
0
0
0
66
100
97
93
7.1
11.9
246
141
3.5
27
106
14
1.1
68
52
0
0
734
1
21.36047
0
100.6
36.906583
15
5
SICU
Thursday
0
0
0
0
0
0
0
0
0
115
91
97.599998
100
16.1
13.7
516
143
3.5
21
108
11
0.9
181
39
2,552.398193
0
1,738
1
16.66373
1
112
null
11
4
SICU
Wednesday
0
0
0
0
0
0
0
0
0
99
83
96.5
100
19.1
13.1
290
143
4
23
112
8
1
378
41
null
0
1,447
1
47.04267
1
94
null
16
4
SICU
Saturday
0
0
0
0
0
0
0
0
0
97
110
99.099998
99
16.3
14.7
502
145
3.4
20
108
12
1.1
166
42
3,389.690674
0
1,472
0
39.58333
1
102
null
8
3
SICU
Monday
0
0
0
0
0
0
0
0
0
103
106
98
100
9.9
14.5
317
143
3.9
26
104
7
0.9
474
50
null
0
426
1
79.68573
0
60
24.096737
22
5
SICU
Sunday
0
0
0
0
0
1
1
0
0
91
51
93.599998
100
13.4
13.7
246
136
3.3
28
97
19
0.8
364
31
2,425
1
1,448
1
43.66154
1
85
null
8
3
SICU
Wednesday
0
0
0
0
0
0
0
0
0
86
83
97.099998
100
16.9
14.1
218
141
3.7
27
106
13
0.9
96
41
3,343.324951
0
7
1
78.1597
0
69.7
27.219757
16
8
MICU
Thursday
1
1
0
0
0
0
0
1
1
81.666702
105
100
100
19.9
7.8
20
140
3.7
20
105
30
1.2
57
28
872.5
0
5
0
36.54657
1
72
23.982402
14
5
SICU
Sunday
0
0
0
0
0
0
0
0
0
104
90
98.400002
100
12.1
14.4
182
145
3.6
26
110
10
0.7
null
null
1,877.560059
0
1,291
0
26.7612
1
89
29.446394
9
4
SICU
Tuesday
0
0
0
0
0
0
0
0
0
90.666702
83
96.260002
98
11.9
17.2
362
151
4.4
27
107
13
0.9
56
52
null
0
635
1
48.61319
1
113
41.42854
16
6
SICU
Thursday
0
0
0
0
0
0
0
0
0
87.666702
105
96.199997
100
27.2
15.1
359
139
3.8
23
101
9
1
284
45
3,074.327637
0
353
1
40.1423
1
85
26.13574
12
5
SICU
Thursday
0
0
0
0
0
0
0
0
0
94.333298
70
98.599998
100
13.8
13.7
245
144
4.2
24
108
19
0.8
92
45
3,688.449463
0
430
1
44.74194
1
81.2
27.218913
12
4
SICU
Thursday
0
0
0
0
0
0
0
0
1
104
80
98.599998
100
11.3
11.3
197
138
4.1
16
113
13
1
247
41
2,240.200195
0
75
0
68.6477
0
null
null
10
4
SICU
Tuesday
0
0
0
0
0
0
0
1
0
81.666702
67
97.800003
100
11.9
13.1
284
140
3.9
24
108
16
0.7
null
null
null
0
1,199
0
81.65479
0
44.1
18.987538
13
4
MICU
Monday
0
1
0
0
0
0
1
0
0
66
75
98.800003
99
7.4
12.8
235
135
4
26
102
14
0.8
62
35
450
0
1,288
0
53.05122
0
54.7
22.427505
13
6
MICU
Tuesday
0
0
0
0
0
0
0
0
1
58.333302
78
101.199997
100
14.8
10.4
308
141
2.4
24
108
14
0.5
94
46
7,689.367676
1
1,209
1
52.16629
1
113
33.786719
11
5
SICU
Monday
0
0
0
0
0
0
0
0
0
81.666702
86
99.400002
98
14.9
14.6
325
142
4.2
27
105
12
0.7
323
39
33.900002
0
537
1
35.52378
1
72.1
23.64986
15
6
SICU
Thursday
0
0
0
0
0
0
0
0
0
120
102
99.800003
95
10.1
11.8
112
140
3.2
30
98
14
0.6
249
44
4,202.888672
0
1,035
0
40.30878
1
70
22.142901
10
5
SICU
Saturday
0
0
0
0
0
0
0
0
0
62
74
97
97
11
15.5
231
145
4
25
107
8
0.9
155
52
650
0
604
0
41.40845
0
70.2
28.306508
11
4
MICU
Monday
0
0
0
0
0
0
0
0
1
79.666702
93
103
100
16.2
12.7
418
134
5.2
25
97
14
0.6
334
56
null
0
378
0
87.3316
1
65.5
24.786427
11
6
MICU
Wednesday
0
0
0
0
0
0
0
0
0
102
97
98.400002
99
8.8
11.6
199
142
3.8
23
112
11
0.6
533
36
1,496
0
1,044
0
35.46794
1
88.8
26.550979
9
4
MICU
Sunday
0
0
0
0
0
0
0
0
0
99.333298
112
100.800003
100
15
13.1
240
138
3.7
25
104
18
1.2
438
44
3,350
0
586
0
56.2808
0
72
26.305883
20
9
MICU
Tuesday
0
1
0
0
0
0
0
1
1
81.666702
63
96.699997
100
8
14
272
142
3.3
28
100
21
1.4
329
43
1,233.019897
0
1,067
1
60.55278
1
100
29.086191
13
8
SICU
Monday
0
0
0
0
0
0
0
1
0
60
72
96.900002
100
11.1
15.7
255
138
3.9
25
105
15
1
144
37
1,365
0
1,193
1
74.32464
0
80
28.46654
19
13
SICU
Wednesday
1
0
0
0
0
0
0
0
1
80.333298
110
96.900002
99
13.7
11.3
246
131
4.1
20
98
21
1
180
42
464.399994
1
501
1
63.43436
1
null
null
22
14
MICU
Tuesday
1
0
0
0
0
0
0
1
1
86
49
95
100
6.1
12.3
201
138
4
26
102
9
0.8
75
39
100
0
79
1
55.31948
1
92.6
31.973777
17
8
SICU
Thursday
0
0
0
1
0
0
0
0
0
82
120
103
98
9.5
14.2
111
139
4
20
104
8
0.8
285
32
100
0
763
0
80.14223
0
88
39.60771
16
8
MICU
Friday
0
0
0
1
0
0
0
0
0
80.333298
74
98.099998
100
4.7
10
81
139
4.4
17
112
25
0.5
86
37
2,675.046387
0
58
0
21.82283
1
75
24.223355
6
4
SICU
Saturday
0
0
0
0
0
0
0
0
0
75.666702
80
99
100
12.6
14.3
218
148
3.7
24
111
9
0.8
null
null
null
0
1,338
0
36.42021
1
70
20.105144
6
3
FICU
Saturday
0
0
0
0
0
0
0
0
0
83.666702
80
98.099998
100
13.2
13.8
277
148
3.5
24
111
9
0.7
255
44
1,500
0
773
0
46.10509
1
103
29.608599
15
6
MICU
Tuesday
0
0
0
1
0
0
0
0
0
75
58
96.699997
98
3.8
11.5
45
142
3.7
26
110
15
1
null
null
null
0
546
0
79.29626
0
51.6
22.216711
11
5
SICU
Wednesday
0
1
0
0
0
0
1
0
0
75.666702
77
96
100
5.2
11.2
400
134
5.2
22
102
20
1.2
174
34
1,500
0
373
1
58.29268
1
101.8
37.325159
20
10
MICU
Tuesday
0
0
0
0
0
0
0
0
1
110.333
111
97.599998
98
20.9
14
267
136
3.8
18
94
13
0.8
54
43
6,084.25
1
462
1
61.53562
1
90
29.300626
14
4
FICU
Thursday
0
0
0
0
0
0
0
1
0
89
82
97
100
8.3
12.5
493
137
4.7
22
97
15
0.9
201
40
7,491.300781
0
356
0
51.9997
1
100
34.628267
9
2
SICU
Saturday
0
0
0
0
0
0
0
0
0
95
110
98.199997
98
7.1
14.7
321
148
4.4
23
104
11
0.8
null
null
236
0
540
0
21.55058
0
86
32.680637
9
3
SICU
Thursday
0
0
0
0
0
0
0
0
0
84
102
99.900002
100
14.2
9
237
140
3.9
25
107
5
0.5
null
null
279.350006
0
1,423
1
71.48825
0
44
null
12
4
MICU
Sunday
0
0
0
0
0
0
0
0
0
16
92
100.800003
99
12.3
14.7
286
132
3.3
17
93
17
0.7
582
31
192.159988
0
1,219
1
43.15209
1
80
25.306173
12
9
MICU
Tuesday
0
1
0
0
0
0
0
0
1
95.333298
110
100.800003
97
12.2
15.8
251
141
4.2
14
102
18
1.2
164
42
1,535
0
1,179
1
38.68726
1
54
23.250047
11
8
MICU
Wednesday
1
0
0
0
0
0
0
0
1
70.666702
88
101.800003
83
11.2
10.8
169
150
3.8
27
114
23
0.9
136
60
445
1
150
0
45.35504
0
63.8
23.219206
13
4
MICU
Wednesday
0
0
0
0
0
0
0
0
0
83.666702
74
96.800003
100
8.6
14.1
293
144
4.4
18
113
9
0.8
502
35
2,529.119873
0
1,285
1
39.18389
0
45
15.683616
16
6
SICU
Thursday
0
0
0
0
0
0
0
0
0
79.666702
117
98.599998
100
21.9
11.6
265
141
3.9
22
105
15
0.7
578
46
3,011.850098
0
813
1
82.37594
0
42.7
18.384759
17
8
MICU
Wednesday
0
0
0
0
0
0
0
1
0
78
96
98.400002
94
5.3
14.8
308
139
4.3
26
105
16
0.7
282
54
250
1
1,763
0
72.64249
1
84
null
15
5
SICU
Sunday
0
0
0
0
0
0
0
1
0
99
84
98.800003
100
11
15.9
190
139
3.3
26
97
30
1.1
170
40
1,882.560181
0
886
0
82.59735
1
68
19.660638
null
3
SICU
Wednesday
0
0
0
0
0
0
0
0
0
77
73
96.599998
100
11.1
10.8
299
140
3.2
30
97
22
1.2
38
55
null
0
1,328
1
74.75731
0
60
22.696458
14
4
MICU
Thursday
0
0
0
0
0
0
0
1
1
94
107
97.300003
99
16.3
11.6
542
134
4.5
25
102
10
0.5
202
40
1,164.400024
0