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
446
1
64.17193
1
87
27.520463
14
8
SICU
Thursday
1
1
0
0
0
1
0
0
0
73
77
98.5
99
14.1
13
135
131
3.7
26
96
21
1.3
68
45
1,510
0
362
1
54.81234
1
100
29.899751
13
8
MICU
Friday
0
0
0
0
0
0
0
0
0
113.333
107
97.599998
97
7
11.8
137
141
3.9
25
105
12
0.7
205
50
2,511.899902
0
1,297
1
55.29776
0
65
28.992443
16
5
SICU
Saturday
0
0
0
0
0
0
0
0
0
82
71
96.900002
100
8.3
11.2
252
142
3.9
26
108
23
0.5
217
42
590.950012
0
230
1
39.95911
1
205
55.012229
11
7
MICU
Monday
0
0
0
0
0
0
0
0
1
78.666702
113
102
100
11.7
11
477
137
3.7
32
98
5
1
103
44
425
0
1,761
0
62.63118
0
45
null
9
4
SICU
Thursday
0
0
0
0
0
0
0
0
0
79
69
97.199997
99
9.8
13.8
193
136
3.6
25
103
11
0.9
null
null
86.475006
0
437
1
92.76027
1
null
22.614223
17
7
MICU
Saturday
1
0
1
0
0
1
0
0
1
117
74
96
100
7.2
12.5
287
141
4.8
35
97
26
1.4
298
60
700
0
1,418
1
71.73301
0
80
null
21
6
SICU
Tuesday
0
0
0
0
0
0
0
0
1
131
71
96.5
100
5.7
10.5
283
137
3.9
27
104
15
0.8
185
41
307
0
1,215
0
27.91457
1
84.7
27.925772
10
4
SICU
Monday
0
0
0
0
0
0
0
0
0
89.666702
116
97.900002
100
15.6
13.5
272
143
4.3
26
106
16
0.8
null
null
3,075.975342
0
745
0
25.42909
0
91
27.980615
11
7
MICU
Tuesday
0
0
0
0
0
0
0
0
0
101
84
99.199997
100
13.4
13.1
383
140
3.5
22
100
14
0.8
244
48
2,038.328125
0
1,623
1
66.2746
1
69.5
null
22
5
SICU
Sunday
0
0
0
0
0
0
0
0
0
84
52
94.099998
100
15.4
11.5
262
142
2.7
22
100
16
0.9
419
44
3,250.200195
1
999
1
80.5
1
86
33.726694
17
5
SICU
Saturday
0
1
0
0
0
0
0
1
0
106
88
97.699997
100
8.6
10.8
156
133
4.1
27
102
26
1
250
40
1,456.737549
1
1,519
0
78.28455
1
null
null
null
5
SICU
Friday
0
0
0
0
0
1
1
0
0
91
68
97.800003
100
10
11.4
267
136
5
26
103
20
1
null
null
null
1
1,105
1
80.66944
1
null
26.330773
15
3
SICU
Monday
1
0
0
0
0
0
1
0
0
119.667
70
100.400002
100
9.4
9
262
143
3.7
22
110
19
1.1
359
36
1,710
1
518
1
77.43448
0
72
34.490895
18
5
SICU
Thursday
0
0
0
0
0
0
0
1
0
65
73
98.300003
100
9.9
12.4
377
141
6.6
23
106
18
0.9
145
34
695.920044
0
589
0
79.28781
0
50
22.835782
17
5
SICU
Wednesday
0
0
0
0
1
1
0
0
0
90
85
93.199997
100
14.7
10.6
202
140
4.1
21
108
17
0.9
344
39
2,407.5
0
1,571
1
23.01355
1
70
null
12
4
SICU
Monday
0
0
0
0
0
0
0
0
0
70
86
97.5
100
9.9
13.1
217
142
3.3
26
106
9
0.9
402
48
3,779.650146
0
1,402
1
82.16339
1
66
null
13
5
SICU
Wednesday
1
1
0
0
0
0
0
0
0
87
62
97.599998
100
8.4
11.9
191
140
4.3
26
101
13
1
214
36
331.679993
0
852
0
57.1574
1
86
24.806185
10
4
SICU
Saturday
0
0
0
0
0
0
0
0
0
92.333298
74
99.400002
97
7.2
15.2
173
143
3.9
24
105
18
1.1
null
null
1,000
0
1,521
0
47.33041
1
90
null
14
6
SICU
Thursday
0
0
0
0
0
0
0
0
1
67
45
98.400002
100
11.6
14.1
176
143
3.7
28
107
25
1.1
null
null
null
0
1,712
0
43.85197
1
64.7
null
7
4
MICU
Monday
0
0
0
0
0
0
0
0
1
83
95
98.699997
96
6.4
13.6
285
140
3.6
22
105
23
1.2
344
42
0
0
1,347
1
50.05496
1
90
28.469445
15
6
SICU
Monday
0
0
0
0
0
0
0
1
0
100
124
99.699997
100
13.9
11.3
254
137
4.4
25
103
16
0.8
171
34
1,443.75
0
76
0
48.85347
0
64.5
30.778975
11
3
MICU
Tuesday
0
0
0
0
0
0
0
0
1
86.666702
137
96.900002
100
9.7
15.1
270
137
5.4
24
102
13
0.8
252
52
905.479981
0
1,578
0
61.80942
0
72
null
10
3
SICU
Wednesday
0
0
0
0
0
0
0
1
0
92
84
101
100
12.1
12.3
340
139
3.9
27
100
14
0.6
156
40
1,425.959961
0
494
0
54.49216
1
69.5
28.529586
14
4
MICU
Sunday
0
0
0
0
0
0
0
0
1
120.333
63
96.800003
100
5.2
13.1
236
143
4.1
26
107
14
1.1
95
40
2,700.25
0
1,557
0
21.96494
0
63.1
null
11
6
MICU
Sunday
0
0
0
0
0
0
0
0
0
100
83
98.800003
100
11.5
15.2
349
142
3.8
23
106
16
1
490
31
2,484.484863
0
1,268
1
40.43267
1
71.3
24.619118
12
7
SICU
Saturday
0
0
0
0
0
0
0
0
0
98.333298
139
98.599998
100
6.5
11.9
192
139
4.5
28
101
23
1.2
220
41
10,360.62402
0
715
1
62.98836
1
83
26.255155
18
9
SICU
Thursday
0
0
0
1
0
0
0
1
0
86.666702
70
99.199997
99
2.9
14.6
77
142
4
23
107
9
0.8
219
41
300
0
489
1
56.34512
0
75.7
31.533253
14
5
MICU
Saturday
0
0
0
0
0
0
0
1
0
69.333298
70
98.599998
96
12.2
12.6
237
137
4
25
102
19
0.6
208
33
1,825
0
1,094
0
43.76116
0
109
37.917336
8
6
FICU
Monday
0
0
0
1
0
0
0
0
0
94
91
97.099998
99
6.3
13
124
143
3.8
22
108
13
0.9
215
37
306.940002
0
645
0
48.35492
1
95
28.404764
11
4
MICU
Tuesday
0
0
0
0
0
0
0
0
1
104.667
120
98.800003
100
8.3
13.5
252
142
4.7
23
105
9
0.6
306
49
2,178.199951
0
1,650
0
48.78124
0
69.4
null
17
9
MICU
Thursday
0
0
0
1
0
0
0
0
0
66
99
98.699997
100
7.8
10.3
273
134
3.5
19
104
9
1
77
25
1,010
1
1,686
1
21.39209
1
84
null
11
5
SICU
Tuesday
0
0
0
0
0
0
0
0
0
63
111
99
99
19.6
14.8
241
144
3.4
31
101
21
1.2
257
39
3,466.600098
0
1,388
1
55.37505
0
83
null
19
13
SICU
Sunday
0
0
0
1
0
0
0
1
0
92
98
98.400002
98
5.4
10.8
83
134
4.5
18
109
13
0.8
181
36
1,218.280029
0
1,609
1
82.62026
0
81.6
null
17
10
MICU
Friday
1
0
0
1
1
0
0
1
1
76
93
99.800003
100
8.8
11.8
104
148
4.3
26
112
19
0.9
258
32
528.671997
0
1,145
1
75.8861
1
60
22.705124
19
9
SICU
Wednesday
0
0
0
0
0
0
0
0
1
103
74
93.099998
100
10.6
15.1
276
144
3.6
26
106
21
1
279
35
3,624.500244
1
1,323
0
39.99494
0
52
15.385247
8
6
SICU
Friday
0
0
0
0
0
0
0
0
0
95.666702
66
99.800003
100
17
13.3
156
138
4.2
17
109
12
0.8
235
44
null
0
1,373
0
29.28302
1
75
25.358708
10
3
SICU
Saturday
0
0
0
0
0
0
0
0
0
84.666702
86
99.300003
100
15.6
14.2
271
143
3.6
22
106
16
0.8
439
46
2,252
0
164
1
78.23622
0
100
38.565801
22
7
FICU
Wednesday
0
0
0
0
0
0
0
0
0
111
89
97
100
20.2
7.8
235
138
5.7
18
110
15
0.7
519
29
5,290
0
1,087
0
71.42443
1
70.5
22.301065
11
3
MICU
Monday
0
0
0
0
0
0
0
0
0
94
79
99
99
7.5
12.6
469
128
4.4
29
91
14
0.6
null
null
null
0
1,141
1
80.14648
1
null
null
14
5
SICU
Monday
0
1
0
0
1
0
0
0
1
117
80
97.800003
97
13.5
14.1
209
140
3.9
40
99
19
0.7
219
87
170
0
98
0
79.17602
0
65
26.812305
18
9
MICU
Tuesday
0
1
0
1
0
0
0
0
1
85
76
95
91
5.4
9.3
104
133
5.6
28
96
36
1.3
167
49
1,981.550049
0
1,765
0
22.94519
1
91
null
7
6
MICU
Friday
0
0
0
0
0
0
0
0
0
88
96
97.5
97
5.5
14.2
219
140
5.4
20
104
18
1.1
215
42
5,103.139648
0
91
0
42.92924
1
86.7
23.789049
9
7
MICU
Sunday
0
0
0
1
0
0
0
0
1
82
86
99.900002
100
6
14
47
136
3.6
19
105
28
0.8
502
35
15.768
0
897
1
18.13462
1
73.5
21.976317
15
5
SICU
Friday
0
0
0
0
0
0
0
0
0
91
95
98.900002
98
12.1
15.2
177
140
3.8
23
104
12
0.9
77
42
3,120.375
0
385
1
49.08333
1
136
36.495918
15
10
MICU
Thursday
0
0
0
0
0
0
0
0
1
78
91
97.900002
98
21.1
11.7
181
134
5.6
29
98
31
1.6
180
83
4,150
0
410
0
89.87658
0
83.9
37.527716
15
5
MICU
Monday
0
1
0
0
1
0
0
0
0
75.333298
115
97.099998
97
30.6
10.3
530
138
4.8
21
109
63
1.3
382
37
630
1
1,657
0
22.87515
0
61.2
null
12
4
MICU
Saturday
0
0
0
0
0
0
0
0
1
95
96
97.099998
100
11.9
10.4
372
139
3.9
23
106
15
0.6
402
41
890.552002
0
830
1
48.23619
1
99.7
29.810052
14
7
SICU
Wednesday
0
0
0
1
0
0
1
0
0
92
108
98.900002
100
13.8
18
406
150
4.5
23
110
59
1.4
316
36
10
1
539
1
19.59416
1
75
20.286176
10
4
SICU
Thursday
0
0
0
0
0
0
0
0
0
75
60
95.099998
100
13.2
15.3
314
145
3.9
22
111
10
0.9
218
39
null
0
647
1
64.51816
0
55
21.661357
17
10
MICU
Saturday
0
1
0
0
0
0
1
0
1
104
103
96.099998
100
25.4
12.7
253
147
4.3
28
108
21
0.6
92
24
1,150
1
219
0
19.96156
1
85
29.679183
10
5
SICU
Saturday
0
0
0
0
0
0
0
0
0
81
69
100
100
10.4
13.6
241
142
2.2
18
116
11
1.1
219
31
480.9375
0
1,700
0
74.51578
0
71.7
null
11
5
SICU
Wednesday
0
0
0
0
1
1
1
0
0
105
92
97.300003
100
9.3
10.9
413
136
3.8
27
97
38
1.7
382
48
388.5
0
953
0
90.47235
0
53.6
21.612946
18
4
SICU
Sunday
1
0
0
0
0
0
0
0
0
93.333298
97
99.699997
100
7.8
11.8
472
136
5.5
26
97
15
1.1
301
39
340.89801
0
168
1
60.75
1
55
17.135404
9
6
SICU
Saturday
0
0
0
0
0
0
0
0
0
89.333298
89
96.800003
100
6.4
14.1
255
140
3.5
21
100
9
0.9
241
44
462.68335
0
439
0
58.19414
1
108.6
33.392251
8
0
MICU
Wednesday
1
1
0
0
1
0
0
0
1
81.333298
74
97.300003
100
15.2
10.5
246
137
4.8
21
104
29
1.3
126
40
50
0
1,187
1
79.42242
1
102
39.653131
13
9
MICU
Saturday
0
0
1
0
0
0
0
0
1
92
74
97.300003
98
10.4
13.3
119
139
4.4
28
102
32
1.7
56
53
1,743.324951
0
1,331
1
63.89332
1
75
23.724537
16
7
SICU
Wednesday
0
1
0
0
0
0
0
0
1
92
91
101.300003
100
17.1
8.8
322
140
6.4
17
107
17
1.3
298
35
967.625
1
843
1
64.69409
1
73
26.595048
21
7
SICU
Sunday
1
0
0
0
0
1
0
0
0
100
97
93.800003
100
10.2
10.9
125
135
4.1
18
111
23
1
522
27
null
1
517
0
48.60591
1
75
26.687381
14
10
MICU
Monday
1
0
0
0
0
0
0
0
1
99.333298
72
99.800003
98
11.5
9.2
240
143
4.6
21
109
39
5.3
58
32
805.625
0
461
0
80.3031
0
80
35.112419
14
4
SICU
Monday
0
0
0
0
0
0
1
0
0
63
74
100
100
14.7
12.8
298
140
3.7
25
100
13
0.9
null
null
117.199997
1
531
1
83.0125
0
88.4
35.645233
12
4
MICU
Friday
1
1
0
0
1
0
0
0
1
77.333298
80
96.699997
97
12.4
12
243
134
6.2
27
97
35
1.5
36
64
126.799995
1
1,384
0
48.38889
1
82
23.8522
11
5
SICU
Sunday
0
0
0
0
0
0
0
0
0
139
112
97.300003
100
9.5
16.2
227
147
4.2
25
106
7
0.8
241
35
798.080017
0
984
1
72.44588
0
42
21.224031
13
7
SICU
Monday
0
0
0
0
0
0
0
1
0
72
97
98.800003
97
8.9
11.7
416
140
4.2
27
105
7
0.6
461
36
80
0
1,707
1
76.39024
0
90
null
20
6
SICU
Wednesday
0
0
0
0
0
0
1
0
0
104
53
95.800003
97
14.5
15.3
314
140
3.2
27
103
21
1
280
39
1,323.949951
1
814
1
43.25
1
67.5
21.352084
10
5
SICU
Thursday
0
0
0
0
0
0
0
0
0
78
114
97.900002
100
10.6
8.7
191
140
5
18
112
32
1.6
107
53
2,262.699951
0
1,407
0
81.06402
1
70.1
null
13
3
MICU
Monday
0
1
0
0
1
0
0
0
0
94
87
98
96
8.9
15.8
303
139
5.1
29
102
24
1.1
106
49
20
1
880
0
52.20178
1
70
24.908222
13
4
SICU
Saturday
0
0
0
0
0
0
1
0
0
104
71
99.199997
100
9.6
14.2
149
144
3.7
31
106
9
0.9
null
null
1,992.050049
0
973
0
64.62938
1
96.3
32.280558
11
4
MICU
Saturday
0
0
0
0
1
0
0
0
1
94.333298
119
97.300003
86
8.4
15.8
211
135
4
38
93
11
0.8
95
90
null
0
997
0
47.95915
1
117.9
36.251808
11
5
MICU
Sunday
0
0
0
0
0
0
0
0
0
80
76
97.599998
100
9.6
13.2
204
141
4
23
99
11
0.9
460
43
56
0
1,329
1
85.99257
0
45
19.375039
15
6
FICU
Thursday
0
1
0
0
0
0
0
1
1
63.666698
99
97.300003
93
10.6
13.8
204
137
4
31
101
21
0.7
456
36
350
0
856
1
85.10167
1
87.4
29.297204
18
9
SICU
Thursday
0
0
0
0
0
0
1
0
0
102
65
99.5
100
9.8
13.6
175
139
4.4
30
101
25
1.5
283
30
150
0
566
1
34.07742
1
95
27.631881
18
7
SICU
Friday
0
0
0
0
0
0
0
0
0
127
77
92.400002
98
21.7
15.6
288
140
4.7
26
105
11
0.8
130
51
6,255.400879
0
1,185
0
44.90628
1
94.2
30.667988
10
6
MICU
Sunday
0
0
0
0
0
0
0
0
1
106
84
97.400002
100
14.1
16.4
260
141
4.3
27
105
12
1.1
87
46
2,618.605957
0
316
1
56.12842
1
81
25.6225
13
6
SICU
Thursday
1
0
0
0
0
0
1
0
0
94
70
98.400002
100
6.8
14
272
145
4.2
25
110
20
1
370
32
471
0
1,052
0
93.05898
0
55.2
21.55711
14
1
MICU
Friday
1
1
0
0
0
0
0
0
0
86
65
96.599998
100
5.5
14.3
242
135
3.5
31
95
21
0.7
55
26
null
0
1,005
1
79.70048
1
79
28.110708
20
10
SICU
Wednesday
0
0
0
0
0
0
0
0
0
60
59
98.400002
100
12.6
14.4
182
141
4.4
32
100
30
1
289
54
1,818.139771
0
1,753
1
21.32321
0
76
null
17
6
SICU
Saturday
0
0
0
0
0
0
0
0
1
71
103
32
100
30.4
12.1
425
135
3.4
19
107
10
0.6
189
42
2,353.320068
0
1,376
1
86.25436
0
58
21.948286
18
4
SICU
Sunday
1
0
0
0
0
1
0
0
0
108.667
76
97.599998
100
23.1
11.2
264
139
3
30
105
23
0.6
336
48
1,609.609985
0
1,714
0
54.31521
1
80
null
8
6
SICU
Saturday
0
0
0
0
0
0
0
0
0
73
99
98.400002
100
12.4
14.2
187
146
3.7
27
105
21
1.5
135
40
1,564.000122
0
1,207
1
71.33777
0
60
28.574935
17
8
SICU
Monday
0
0
0
0
0
0
0
0
0
83
73
96.900002
100
20.6
11
321
143
4.1
26
108
19
0.8
459
36
1,081.5
0
719
1
56.58333
1
96.6
31.449338
15
10
MICU
Monday
0
0
0
0
0
0
0
0
1
113.667
96
103.5
100
12.2
11.8
239
136
5.3
20
101
69
6.3
135
54
2,715.166748
0
1,102
1
85.37838
0
64.1
23.185391
13
5
SICU
Saturday
0
1
0
0
0
0
1
0
0
97
79
98.099998
99
11.6
14.8
195
142
4
23
107
8
0.7
128
33
180
1
266
0
20.74783
1
73.8
23.042577
8
5
SICU
Sunday
0
0
0
0
0
0
0
0
0
72.666702
63
97
100
12.5
12.8
131
145
4.2
24
113
11
0.8
337
37
2,734.496094
0
1,566
0
70.47737
0
82
null
13
3
MICU
Monday
0
0
0
0
1
0
0
0
1
88
113
96.300003
93
10.4
15.7
307
142
4.5
33
97
12
0.8
84
96
1,000
0
1,362
1
24.63553
1
80
29.812877
10
3
SICU
Tuesday
0
0
0
0
0
0
0
0
0
80
88
96
100
10.5
14.4
363
147
3.7
26
103
18
1
527
30
2,511.600098
0
963
1
81.39261
0
75.8
26.03091
23
7
SICU
Saturday
0
1
0
0
0
0
0
0
0
122
136
99.800003
99
10.8
13.7
207
140
3.3
23
103
10
0.6
296
35
2,801.246094
0
1,298
0
30.44091
1
106
31.693736
10
5
SICU
Thursday
0
0
0
0
0
0
0
0
1
109
118
97.300003
100
11.4
15.7
231
138
3.6
24
100
13
0.9
201
49
null
0
184
1
52.90905
0
70
25.541366
null
6
SICU
Saturday
0
0
0
0
0
0
0
0
0
93.666702
86
99.400002
100
6.8
11.9
272
141
3.1
27
102
11
1
477
40
2,167.199951
0
363
1
51.784
0
55
19.570746
10
6
SICU
Friday
0
0
0
0
0
0
0
1
0
31
87
97.599998
100
19.5
12.9
284
135
3.9
28
103
8
0.6
120
37
782
0
1,157
0
83.28533
0
81.6
33.735443
14
5
MICU
Monday
0
0
0
0
0
0
0
0
1
91.666702
81
97.699997
99
13.5
12.3
167
139
4
23
106
17
0.8
122
42
167.343994
0
365
1
51.27648
1
89.2
29.040176
14
5
SICU
Tuesday
0
0
0
0
0
1
0
0
0
88.666702
96
99.199997
99
15.3
10.5
135
136
4.2
21
106
17
0.6
489
34
0
0
948
0
36.90843
0
49.1
16.609325
11
5
MICU
Thursday
0
0
0
0
0
0
0
0
1
76.666702
57
95.900002
100
8.9
12.2
167
139
3.6
26
104
8
0.9
178
40
null
0
492
1
47.65209
0
65
23.846202
16
6
SICU
Wednesday
0
0
0
0
0
0
0
1
0
79
67
96.199997
100
9.3
7.8
175
135
3.9
27
106
9
0.5
207
36
2,617.050049
0
1,073
1
40.57761
1
69
18.86148
12
8
SICU
Friday
0
0
0
0
0
0
1
0
0
94.666702
96
97.900002
100
13.8
14.7
231
137
4.1
26
99
13
0.9
305
29
100
1
785
1
39.67946
1
81.8
23.792504
17
8
SICU
Saturday
0
0
0
0
0
0
0
0
0
93
100
97.099998
100
19.1
9.1
166
143
1.9
24
122
12
0.6
203
38
8,399.039063
0
824
1
48.81411
0
90
36.290395
11
5
SICU
Saturday
0
0
0
0
0
0
0
0
0
85.666702
58
96.800003
100
14.8
11.8
474
139
3.6
22
104
18
0.8
153
43
381.75
0
161
1
88.24558
0
57.4
21.05803
17
6
SICU
Monday
0
1
0
0
0
0
1
0
0
92
110
96.5
100
9.3
12
188
140
4.3
24
110
23
1
157
31
1,351.25
1
1,173
0
81.84382
1
47.5
21.150574
18
5
MICU
Monday
0
0
1
0
0
0
0
0
0
116.667
88
98.599998
98
5.7
14.3
205
139
3.8
30
101
24
1
null
null
3,994.499756
0
1,771
1
68.48606
1
76.6
null
17
8
MICU
Sunday
0
0
0
0
1
0
0
0
1
106
62
96.5
92
11.5
14.8
294
135
3.4
23
100
17
0.9
253
35
100.1175
1
910
0
52.99618
1
76.1
24.072497
13
6
MICU
Friday
1
0
0
0
0
1
0
0
0
87.333298
118
100
100
13.1
11.3
278
142
4.4
19
105
20
1.4
47
61
545.741577
0