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
1,621
1
71.9394
1
90
null
18
6
SICU
Wednesday
1
1
1
0
0
0
1
0
0
85
33
96.5
100
11
14.1
265
139
3.9
26
99
25
1.4
215
31
1,108.25
0
808
1
79.40545
0
42
19.989842
16
5
SICU
Wednesday
0
0
0
0
0
0
1
0
1
109.333
74
98.300003
100
9.9
13.3
145
142
3.6
26
100
27
0.6
47
35
347.515015
1
810
1
24.06791
0
71.3
25.67824
13
3
MICU
Monday
0
0
0
0
0
0
0
0
1
102
99
98.400002
100
10.2
10.9
193
139
4.4
19
111
6
0.5
594
48
3,516.92749
0
1,451
1
56.91283
1
null
null
21
13
MICU
Monday
0
0
0
0
0
1
0
1
1
81
121
101
98
12.2
11
441
134
4.5
28
95
15
0.8
63
46
723.192993
0
1,685
1
33.64562
0
70
null
13
4
SICU
Saturday
0
0
0
0
0
0
0
0
0
98
79
97.800003
100
12.4
13.1
360
142
3.7
27
103
10
0.9
541
30
1,945.633301
0
1,243
0
31.82713
0
68.2
25.725565
14
3
MICU
Thursday
0
0
0
0
0
0
0
0
1
86.666702
88
97.699997
100
8.2
13.4
184
141
3.3
24
105
6
0.6
545
46
687.5
0
649
1
65.67639
0
50
18.94512
20
7
SICU
Friday
0
0
0
0
0
0
0
1
0
104
107
97.900002
93
12.9
10
179
138
3.8
20
111
8
0.5
296
37
585
0
96
1
50.24183
0
131
60.179583
15
6
MICU
Friday
0
0
0
0
0
0
0
0
0
133.332993
100
98.5
96
12.4
11.5
246
142
4
26
104
11
1.1
443
52
2,618.75
0
287
1
38.73716
1
88
31.376429
13
6
SICU
Friday
0
0
0
0
0
0
0
0
0
102.333
130
100.099999
100
11.8
14.8
110
143
3.8
23
105
10
0.5
411
40
3,385.240234
0
186
1
35.01841
1
91
29.626188
14
6
SICU
Friday
0
0
0
0
0
0
0
0
0
95
88
98.900002
100
12.5
12.7
193
145
4.3
29
106
12
1.1
38
55
5,106.212891
0
1,583
1
43.98844
1
131.3
null
14
9
SICU
Friday
0
0
0
0
0
0
0
0
0
64
95
101.5
98
10.5
13
249
138
4.3
26
103
27
1.8
311
52
457.100006
0
1,750
0
45.30904
0
64
null
10
4
SICU
Wednesday
0
0
0
0
0
0
0
0
0
96
106
96.5
100
6.9
13.3
428
141
4.2
25
102
10
0.9
null
null
null
0
455
1
53.30852
0
110
42.697857
13
8
MICU
Tuesday
0
0
0
0
0
0
0
1
1
88
84
100.400002
94
19
12.3
273
137
3.9
22
105
14
1.1
108
44
120
0
36
0
36.5301
1
66.3
19.742397
11
3
MICU
Wednesday
0
0
0
0
0
0
0
0
0
75
77
98.800003
97
4.5
14.7
159
139
4
23
105
15
1.1
null
null
3,350.68335
0
1,117
1
44.31927
1
109
34.086699
8
8
MICU
Tuesday
0
0
0
0
0
0
0
0
1
91
80
96.400002
97
8.2
14
273
140
4
28
103
18
0.9
98
51
0
0
1,378
0
22.39046
0
null
null
4
4
MICU
Friday
0
0
0
0
0
0
0
0
0
76
86
97.900002
100
9.8
12.8
302
145
3.2
19
104
15
0.8
224
37
3,540
0
1,106
1
91.4
0
61.2
28.801434
20
6
MICU
Tuesday
1
1
1
0
0
0
1
0
1
73.666702
129
101.199997
99
8.5
13.4
239
140
4
25
104
22
1.3
82
32
2,332
0
1,434
1
21.88564
1
85
null
5
7
SICU
Sunday
0
0
0
0
0
0
0
0
1
97
89
98
100
20.3
13.9
153
141
3.9
22
106
14
1
40
64
1,171.474976
0
723
1
36.35461
1
122
43.215523
14
9
SICU
Saturday
0
0
0
0
0
0
0
1
0
63
105
100
95
16.3
14.1
159
138
3.8
25
105
12
0.8
103
36
6,243.459961
0
397
0
68.46203
1
77.2
26.906478
13
5
SICU
Sunday
0
0
1
0
0
1
0
0
0
137.667007
89
98
100
8
14.5
263
138
5
15
100
21
1.7
527
39
null
0
121
1
22.14581
0
70
24.170242
18
5
SICU
Sunday
0
0
0
0
0
0
0
0
0
91
87
97.400002
100
13.5
12.5
274
142
3.6
18
116
8
0.7
388
34
5,162.533203
0
1,662
0
39.28095
1
81
null
11
5
SICU
Monday
0
0
0
0
0
0
0
0
0
82
69
97.900002
99
9.9
14.4
263
139
3.9
25
101
19
1.1
null
null
1,562
0
747
1
90.82507
0
68.8
27.741991
17
7
MICU
Sunday
1
1
1
0
1
0
0
0
0
67
93
96
100
17.3
13
298
126
6.3
30
86
40
1.7
556
38
2,238.140137
0
1,678
0
70.97525
1
71.5
null
11
5
SICU
Thursday
0
0
0
0
1
0
0
0
0
73
90
100.099999
99
15.9
12.2
165
135
4.8
20
103
16
1.1
170
29
150
0
554
0
64.38957
0
81.1
32.701678
13
5
SICU
Thursday
0
0
0
0
0
0
0
0
0
75.333298
85
99.400002
100
14.8
14.1
251
140
5.2
26
106
20
0.9
null
null
1,705.465088
0
231
0
23.32289
1
79
29.69206
12
7
SICU
Wednesday
0
0
0
0
0
0
0
0
0
53
84
94.400002
100
13.5
15.3
275
153
3.8
26
110
13
0.9
106
56
null
0
1,308
1
35.41953
1
77
23.022243
14
9
SICU
Monday
0
0
0
0
0
0
0
0
0
76
78
99.300003
100
17.6
14.4
349
135
4
22
101
15
0.9
85
42
2,683.889893
0
1,639
0
64.95282
0
70.4
null
19
11
MICU
Tuesday
0
0
0
0
0
0
0
1
1
93
77
96.900002
100
10.3
10.9
159
132
6.1
14
99
118
6.6
95
84
355.216003
0
1,432
0
31.48531
0
55
null
17
5
MICU
Thursday
0
0
0
0
0
0
0
0
0
81
79
93
100
4.7
11.3
336
142
4.4
26
106
14
0.7
502
46
3,950
0
144
1
57.04193
1
65.5
18.54003
null
10
MICU
Sunday
0
0
0
0
0
0
0
0
0
85.333298
58
96
95
11.5
10.9
134
128
5
20
94
91
4.8
64
37
176.850006
0
661
0
19.19115
1
73.7
25.40058
10
5
SICU
Sunday
0
0
0
0
0
0
0
0
0
66.333298
92
97.800003
100
10.8
14.9
259
141
3.6
25
102
21
1
null
null
3,536.82959
0
1,112
1
70.82708
0
60
28.25985
16
5
SICU
Friday
0
0
0
0
0
1
1
0
0
115.333
88
100
100
14.4
15.2
339
143
3.9
24
102
14
0.8
251
20
700.966675
1
1,320
1
78.16123
0
55
24.490138
16
6
MICU
Tuesday
1
0
0
0
0
0
0
0
0
71
96
97.599998
97
11.4
10.3
418
141
4.5
32
103
42
0.9
58
45
1,000
0
777
1
77.83247
1
72
21.448406
15
6
MICU
Sunday
1
1
0
0
0
1
0
1
1
89
74
96.900002
99
11.5
13.1
436
130
4.7
27
92
16
0.7
400
36
1,060.47998
1
464
1
83.74124
1
88
27.051705
18
7
SICU
Monday
1
1
0
0
0
0
0
0
1
84
60
93.300003
98
11.4
13.4
351
138
4.4
21
104
19
0.8
50
45
642
1
57
0
83.89432
0
46.1
22.834295
16
4
MICU
Monday
0
0
0
0
0
0
1
0
1
105
56
97
100
11
14.1
183
142
3
21
106
15
0.6
237
30
550
1
991
1
81.23899
1
79.3
25.446974
15
7
MICU
Sunday
0
1
0
0
0
0
0
0
0
82.666702
69
97.900002
100
9.7
13.1
146
138
4.3
25
101
32
1.5
191
36
100
0
737
0
32.02384
1
60
19.53375
11
3
FICU
Thursday
0
0
0
0
0
0
0
0
0
114
84
98.199997
100
16.8
14.5
299
145
3.8
25
108
8
0.7
472
26
0
0
1,457
1
77.89852
0
63.5
null
21
6
SICU
Monday
0
0
0
0
0
0
0
0
0
87
73
95.400002
100
8.7
10.1
250
135
4.2
19
107
17
0.6
294
29
5,430.600098
0
1,654
0
39.66667
1
79.5
null
12
4
MICU
Sunday
0
0
0
0
0
0
0
0
0
91
89
95.800003
95
9
14
190
141
4
23
105
10
1.1
609
44
181.070007
0
514
0
22.95654
0
80.5
41.70071
12
null
MICU
Sunday
0
0
0
0
0
0
0
0
1
83
108
100.599999
100
16.2
14.7
210
148
3.6
22
111
7
0.7
393
33
800
0
345
0
87.16352
0
56.9
19.667079
18
4
SICU
Thursday
0
0
0
0
0
1
0
0
0
60.666698
46
95.300003
100
8.5
11.4
224
141
4
21
107
60
1.5
353
34
125
0
648
1
71.86482
0
102.6
34.39237
21
7
MICU
Saturday
0
0
0
0
0
0
0
0
1
133
72
95
95
8.8
10.8
254
141
5.4
23
109
37
1.5
569
52
378.5
0
88
1
43.29473
1
70
27.360605
20
6
SICU
Thursday
0
0
0
0
0
0
0
0
0
107
88
94
100
13.6
11.6
254
142
3
20
108
18
1
148
53
739
0
938
1
46.80894
1
67.2
20.662608
6
1
SICU
Wednesday
0
0
0
0
0
0
0
0
0
81
81
99.400002
96
9
14.4
278
148
4.8
29
110
10
1
48
52
1,405.200073
0
387
1
72.33615
0
91
34.436104
16
6
SICU
Wednesday
0
0
0
0
0
0
1
0
1
75
51
96.199997
100
9
10.6
193
141
3.9
19
110
18
0.6
271
38
1,275
0
1,192
0
38.46709
1
null
null
null
6
MICU
Thursday
0
0
0
0
0
0
0
0
1
91.666702
85
98.800003
99
11.4
15.6
155
137
4.3
24
101
8
1.1
242
40
250
0
1,246
0
53.1822
0
114.5
37.395944
13
7
MICU
Monday
0
0
0
1
0
0
0
0
0
85
115
98.900002
99
7.2
12.5
92
137
5
23
103
28
0.7
null
null
1,607.06665
0
714
1
87.39459
0
59.3
22.44023
18
8
MICU
Friday
0
0
0
0
0
0
0
1
1
73.333298
93
101.199997
99
13.7
7.7
240
138
3.9
20
107
27
0.8
89
40
610
1
629
0
44.20924
1
59.5
23.236378
19
5
MICU
Sunday
0
0
0
0
0
0
0
0
0
74.666702
60
97.599998
100
8.5
11.3
183
135
3.7
21
104
19
0.6
486
40
2,680.01416
0
212
1
79.34813
1
75
26.687381
21
7
FICU
Thursday
0
0
0
0
0
0
0
0
0
76
63
100.5
97
12.2
9.1
199
140
4.7
24
103
25
1
136
42
1,336.5
0
1,463
1
42.23719
1
90
null
7
6
SICU
Monday
0
0
0
0
0
0
0
0
0
67
94
98.599998
100
11.6
13.7
273
150
3.9
25
107
11
1.1
179
39
4,127.400391
0
891
0
49.67054
1
null
null
11
6
MICU
Monday
0
0
0
0
0
0
0
0
1
92.666702
74
96
100
6.2
11.4
232
136
4
28
100
32
2.1
471
47
220
0
1,197
1
74.42277
0
54.9
21.439952
23
12
SICU
Sunday
0
0
0
1
0
0
0
0
1
69
73
96.699997
95
6
10.3
184
131
5.4
25
100
19
0.7
390
37
772.884155
1
396
1
99.11095
0
41.7
16.81455
16
5
MICU
Friday
1
0
0
0
0
0
0
0
1
76
70
95.400002
100
4.7
11.2
232
147
4.4
21
115
18
0.8
129
60
460
0
104
1
74.59938
0
75
30.241996
20
8
MICU
Wednesday
0
0
0
0
1
0
0
0
1
101
84
100.400002
99
14.1
10.3
120
144
3.8
20
109
36
1.9
158
24
3,753
1
1,646
1
57.29513
0
75.5
null
12
5
SICU
Tuesday
0
0
0
0
0
0
1
0
0
68
65
96.599998
100
9.4
14.9
394
141
3.7
24
104
19
0.9
206
45
2,739.840088
0
1,711
1
36.83107
1
106.9
null
16
6
MICU
Wednesday
0
0
0
0
0
0
0
0
0
127
47
99.5
100
14.7
16.1
304
144
4.4
26
111
10
0.8
71
56
1,876.720459
0
153
0
18.52023
1
105
37.666711
9
2
MICU
Monday
0
0
0
0
0
0
0
0
0
91.666702
106
95.5
100
13.1
16.8
230
141
4.4
23
105
3
0.9
null
null
1,175
0
448
0
59.65831
0
74.1
31.4612
11
6
SICU
Tuesday
0
0
0
0
0
0
0
0
0
84.333298
128
101.5
95
6.9
7.7
121
137
3
32
108
12
0.5
79
43
11.483999
0
31
0
19.09596
0
55
22.402144
10
5
FICU
Monday
0
0
0
0
0
0
0
0
0
108.667
136
98.300003
100
14.3
14.4
279
144
3.6
23
108
12
0.4
null
null
null
0
1,210
1
58.08065
1
80.2
26.883704
13
5
MICU
Monday
0
0
0
0
0
0
1
0
1
90
78
98.900002
100
30
14.5
396
141
3.8
28
114
26
1.2
82
96
3,318.222412
1
332
0
23.25312
0
84.8
25.354989
14
6
SICU
Saturday
0
0
0
0
0
0
0
0
0
100.333
86
97.300003
100
8.3
12.8
251
142
4.4
26
102
11
0.8
72
46
2,586.280273
0
325
1
80.33859
1
null
null
12
6
SICU
Friday
0
0
0
0
0
0
0
0
0
71.666702
105
98.400002
100
7.3
13.4
155
137
5
25
102
19
0.9
162
48
3,800
0
1,058
0
39.36524
0
82
28.74825
10
3
SICU
Saturday
0
0
0
0
0
0
0
0
0
128
97
97.599998
100
9.9
13.9
261
146
3.8
24
110
8
0.8
256
44
249.300003
0
87
1
49.52885
1
75
26.416399
11
8
SICU
Thursday
0
0
0
0
0
0
0
0
0
71
112
96
100
7.1
16.6
290
142
5
24
101
18
1.6
214
34
1,550
0
1,514
0
40.04339
1
null
null
7
8
MICU
Thursday
1
0
0
0
0
0
0
0
1
72
93
100
100
7.2
11.8
103
135
4
27
102
13
1.1
null
null
894.75
0
532
0
78.68802
0
52
18.657148
21
5
MICU
Saturday
0
0
0
0
0
0
0
0
1
103.667
65
92.900002
100
14.1
12.7
188
138
3.4
22
102
21
0.8
228
26
0
1
772
0
65.18862
1
null
null
null
5
SICU
Thursday
0
0
0
0
0
0
1
0
0
101
68
96.300003
100
4.8
11.9
161
135
4.2
21
103
19
0.9
93
39
1,147
1
894
0
66.30244
1
96.6
36.266825
10
5
MICU
Sunday
0
0
0
0
0
0
1
0
1
76.333298
104
99
95
17.7
15.5
350
143
4.5
21
104
17
1.3
280
38
2,500
0
751
0
76.7847
1
82.8
24.615267
21
8
MICU
Saturday
0
0
0
0
0
0
0
0
1
80.666702
107
100.199997
95
26.2
12.6
510
130
5.4
22
95
57
2.6
69
46
2,690
1
750
1
55.85939
1
55.4
18.570539
12
6
SICU
Sunday
0
0
0
0
0
0
0
0
0
96.666702
107
100.199997
100
22.4
14.6
219
142
4.7
20
111
13
0.9
165
42
226
0
796
0
20.395
1
66.4
25.35817
16
5
SICU
Wednesday
0
0
0
0
0
0
0
0
0
98
109
98.400002
100
10.6
14.3
395
141
2.7
18
102
10
1.3
247
36
null
0
256
0
21.90574
1
105
30.462559
5
4
SICU
Tuesday
0
0
0
0
0
0
0
0
0
96.666702
82
98.099998
100
11
17
305
143
4
24
105
12
1
567
41
null
0
1,404
1
39.76588
1
79
null
20
7
SICU
Sunday
0
0
0
0
0
0
0
0
0
102
119
95.199997
94
7
16.6
219
139
3.8
22
106
19
0.8
70
45
0
0
1,307
1
80.04071
0
65.4
21.922622
16
5
MICU
Friday
0
1
0
0
0
0
0
0
0
145
74
99.599998
100
12.8
13.2
254
141
3.2
23
108
16
0.6
200
39
2,932.071777
0
1,313
0
34.09435
1
99
29.50213
10
3
SICU
Saturday
0
0
0
0
0
0
0
0
0
86.666702
82
97.800003
100
8.3
14.5
192
144
3.7
27
105
13
1.1
318
39
null
0
1,644
1
76.9788
1
53
null
17
6
FICU
Friday
0
0
0
0
0
0
0
0
0
82
98
102.900002
100
14
13.2
297
140
3.7
29
103
21
0.8
348
36
2,841.449951
0
691
1
86.2796
0
50.8
21.382037
19
6
SICU
Friday
1
1
0
0
0
0
0
0
0
82
60
96.099998
100
16.2
9.3
164
137
2.7
23
95
14
1.1
230
35
3,190.867432
1
428
1
54.38373
0
67
24.342577
10
5
MICU
Saturday
0
0
0
0
0
0
0
0
1
90
73
100.800003
97
27.4
4.6
367
134
6.7
14
95
67
1.6
326
37
328
0
1,590
1
56.58746
0
70.8
null
14
6
SICU
Tuesday
0
0
0
0
0
0
0
1
1
80
82
96.900002
100
7.2
9.5
159
137
3.3
25
103
10
0.5
124
36
1,381.839966
0
934
1
68.36991
0
80
31.058754
19
8
SICU
Thursday
0
0
0
0
0
0
1
0
0
75
72
96.599998
100
7.5
10.4
208
137
3.9
27
106
18
1
142
38
730.815002
0
1,405
1
64.75
0
126
null
14
7
SICU
Thursday
0
0
0
1
0
0
0
1
1
113
99
99.400002
99
18.5
13.6
443
136
4.4
26
105
26
1.1
88
52
853.009949
0
1,460
1
91.4
0
62
null
19
6
SICU
Thursday
0
0
0
0
0
0
1
0
0
60
103
95.699997
100
18.1
10.2
258
145
4.1
19
112
66
1.9
128
33
4,220
1
137
0
72.76061
0
71.6
25.477553
10
3
MICU
Wednesday
1
0
0
0
1
0
0
1
1
65
98
99.800003
100
16
9.1
701
129
3.9
30
94
12
0.5
93
35
597.700012
0
236
1
73.40558
1
71.9
24.826292
20
9
MICU
Thursday
0
0
0
0
0
0
0
0
0
14
72
98
100
12.8
11
286
141
5.2
21
104
53
3.3
380
34
null
0
447
1
63.68023
1
90.7
28.690874
20
6
SICU
Saturday
0
0
0
0
0
0
1
0
0
110.667
93
98.199997
100
11.7
13.9
276
132
3.7
24
96
9
0.6
285
39
2,486.009033
0
1,366
1
23.98868
0
74
32.487751
16
7
SICU
Saturday
0
0
0
0
0
0
0
0
0
98
105
95.900002
100
8.4
9.8
236
133
6.2
19
108
22
1.3
433
43
122.199997
0
441
0
21.88738
1
72.2
20.441074
13
5
SICU
Sunday
0
0
0
0
0
0
0
0
0
70.666702
92
96.599998
98
18.4
15.5
216
145
3.3
18
112
12
0.7
196
42
null
0
1,241
1
61.39232
0
77.3
27.505794
19
7
SICU
Friday
0
0
0
0
0
0
1
0
0
99
83
98.300003
97
8.1
15.6
282
141
3
28
100
14
0.6
501
30
3,841.666748
0
427
0
18.54527
0
45.5
14.88247
10
4
MICU
Wednesday
0
0
0
0
0
0
0
0
1
85.333298
54
97.5
100
6
10.7
218
142
3.4
18
111
16
0.6
567
41
0
0
1,543
1
79.24915
0
62
null
18
5
SICU
Wednesday
0
0
0
0
0
0
1
0
0
116
69
96.300003
97
12.2
10.8
323
142
4
23
108
27
1.6
180
26
472.899994
1
1,009
1
85.42584
0
57
21.291223
20
4
SICU
Tuesday
0
0
0
0
0
0
0
0
0
80
66
97.199997
70
21.8
10.5
275
140
3.4
25
105
40
1.1
288
33
1,847.115112
0
1,177
0
38.02043
1
100
28.305389
null
4
SICU
Sunday
0
0
0
0
0
0
0
0
0
79.333298
66
97.400002
100
5.6
14.3
246
145
4.5
30
107
11
1.1
189
59
866
0
39
0
74.93538
1
64.6
23.699456
15
6
MICU
Thursday
1
0
1
0
1
0
0
0
1
66
71
98.400002
100
12.1
9.5
217
137
3.9
20
106
30
3.1
308
43
1,506.538574
0
1,427
1
62.35172
1
94.5
null
16
7
SICU
Monday
0
0
0
0
0
0
0
0
0
148
86
96.5
100
18
13.1
270
147
2.4
23
112
8
1.3
254
48
7.0875
0
1,468
1
38.07717
0
67.2
null
10
5
SICU
Tuesday
0
0
0
0
0
0
0
0
0
96
86
100.5
99
15.1
11
471
142
3.5
25
106
18
1
249
32
668.99469
0
1,396
1
21.94455
1
118
null
12
3
SICU
Tuesday
0
0
0
0
0
0
0
0
0
88
95
98.800003
100
13.4
15.4
280
139
4.1
22
103
20
1.1
461
47
1,399.329956
0
34
1
60.37829
0
51
25.207321
18
7
SICU
Saturday
0
0
0
0
0
0
0
0
0
31
93
96.800003
100
20.4
9.4
200
144
3.2
20
120
13
0.7
473
34
213.119995
0
644
1
78.91632
0
47
23.230276
23
7
SICU
Saturday
1
0
0
0
0
0
1
0
0
77.333298
69
98.5
100
16.5
11.6
211
143
4.6
22
104
26
1
239
29
152.809998
1