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
1,311
1
27.10253
1
100.5
30.901669
16
7
SICU
Saturday
0
0
0
0
0
0
0
0
1
85
113
94.900002
100
6.4
14.4
251
144
3.2
26
105
17
1.1
41
50
5,297.999512
0
1,720
0
54.89995
1
88
null
10
4
MICU
Friday
0
0
0
0
1
0
0
0
0
100
99
95.5
95
7.8
15.5
180
121
4
25
88
17
0.8
169
44
0
0
1,223
0
50.22481
1
75
26.374757
12
4
SICU
Wednesday
0
0
0
0
0
0
0
0
0
96.333298
53
98.199997
99
6.1
15.2
229
137
4.1
22
104
16
1.2
68
35
867.5
0
529
1
86.29769
1
81.3
23.975743
20
7
SICU
Tuesday
0
0
0
0
0
1
1
0
0
118.333
91
102.300003
100
9.7
13.1
154
140
3.8
21
108
24
1.1
192
38
119.556
1
440
0
25.18002
0
68
24.196559
9
3
FICU
Saturday
0
0
0
0
0
0
0
0
0
94.666702
119
96.300003
100
10.1
15.7
254
139
3.8
25
104
11
0.6
311
50
null
0
360
1
23.12886
0
96.6
30.557204
14
7
SICU
Tuesday
0
0
0
0
0
0
0
0
0
103.667
106
97.400002
100
7.5
11.9
232
139
4.2
28
105
12
0.9
244
50
4,201.869629
0
260
0
62.02918
0
74
28.899025
13
5
MICU
Sunday
0
0
0
0
0
0
0
0
0
103
81
98.199997
100
14.9
12.7
246
138
4.4
22
106
27
0.9
103
43
42.380001
0
1,176
1
81.44869
0
72.6
24.733427
17
6
SICU
Monday
0
1
0
0
0
0
0
0
0
89
60
98.400002
100
7.5
10.4
375
134
6.4
24
100
11
0.8
351
39
3,137.273438
0
1,191
0
64.01832
1
90
26.909776
15
6
MICU
Wednesday
0
0
0
0
0
0
0
1
0
126.333
108
99.199997
96
14.3
12.3
331
137
3.4
27
99
11
0.6
null
null
84.809998
1
679
0
49.45824
1
67
25.354055
13
4
MICU
Saturday
0
0
0
0
0
0
0
0
1
109.333
94
98.800003
93
23.1
12
341
140
5.6
11
103
15
1.3
576
27
2,100
0
1,183
0
30.13805
1
103
30.796744
8
4
SICU
Saturday
0
0
0
0
0
0
0
0
0
81
112
99
100
26.1
13.3
366
141
3.7
21
110
17
0.9
189
43
2,837.700195
0
1,132
0
55.92765
1
91.7
29.854082
12
5
MICU
Friday
0
0
0
0
0
1
1
0
1
104
70
98.300003
99
4.5
13.2
217
150
3.9
28
109
17
0.9
140
46
3,677.5
0
1,520
1
19.02563
1
73
null
11
3
SICU
Thursday
0
0
0
0
0
0
0
0
0
99
113
97.300003
100
15.7
15.5
299
141
3.9
25
107
13
0.9
449
44
635.859985
0
1,098
0
51.06675
0
109
41.630884
11
3
MICU
Wednesday
0
0
0
0
0
0
0
1
0
83.666702
120
98.300003
100
28.9
9
259
135
4.9
26
105
16
1
107
48
802.320007
0
1,355
0
24.91372
1
80.4
22.860685
10
3
MICU
Tuesday
0
0
0
0
0
0
0
0
0
89.666702
84
99.800003
100
7.2
16.3
278
139
5
26
103
10
1.1
544
37
2,630.936035
0
1,768
1
88.17993
0
null
null
17
7
MICU
Sunday
0
0
0
0
0
1
0
0
0
69
80
97.800003
100
9
15.3
487
139
4.1
23
101
16
0.6
250
39
4,390
0
472
1
34.84446
0
54.1
20.89437
13
6
SICU
Sunday
0
0
0
0
0
0
0
0
0
115.667
97
98.099998
100
17.5
12.1
372
143
4.6
15
107
14
0.8
114
32
1,115.153076
0
1,690
0
25.4002
0
53.9
null
9
3
SICU
Wednesday
0
0
0
0
0
0
0
0
0
103
95
97.400002
99
15.6
15
411
146
3.6
20
110
6
0.6
null
null
1,492.240112
0
1,100
1
46.74424
0
68
34.843045
11
4
MICU
Thursday
0
0
0
0
0
0
0
1
1
77
101
98.800003
100
17.7
8.4
257
139
4.5
18
108
14
0.6
218
42
300
0
469
0
90.01274
0
59.8
21.301557
21
6
SICU
Saturday
1
1
0
0
0
0
1
0
1
109.667
118
96.599998
100
10.6
9.5
347
144
6.1
25
110
27
0.6
412
36
327
1
1,002
1
49.12807
1
75
25.140621
21
10
SICU
Thursday
0
0
0
0
0
0
0
1
0
105
94
98.699997
100
7
10
109
143
3.3
26
109
6
0.5
159
36
4,508.125
0
1,645
0
25.13338
0
90.5
null
14
5
MICU
Thursday
0
0
0
0
0
0
0
0
1
95
103
98
100
17.6
13.2
89
134
7.3
18
109
15
1
null
null
2,011.475098
0
845
1
72.25
0
83.1
22.868389
18
8
SICU
Wednesday
0
0
0
0
0
0
1
0
0
107
69
98.400002
100
14.2
15.2
303
137
4
24
99
14
0.8
94
41
9.972
0
1,314
0
68.79575
1
null
null
19
7
MICU
Monday
0
0
0
0
1
0
0
1
1
83.333298
106
96.800003
100
14.9
10.3
240
139
3.9
40
101
16
0.8
402
144
300
0
803
0
76.8167
0
83
37.050774
19
3
MICU
Wednesday
1
1
0
0
1
0
0
0
0
94.666702
93
98.099998
100
9.3
9.8
289
136
4.9
34
93
48
1.1
89
52
44
0
1,466
0
25.94952
0
56
null
10
4
SICU
Sunday
0
0
0
0
0
0
0
0
0
64
97
98.800003
100
14.3
10
209
133
4.2
21
107
12
0.7
128
36
null
0
1,517
0
84.28094
0
54
null
null
4
SICU
Saturday
0
0
0
0
0
0
1
0
0
97
74
97.800003
98
14.2
11
681
139
3.3
26
105
13
0.7
null
null
311.619995
1
1,254
0
59.48772
1
118
42.223811
19
8
MICU
Saturday
0
0
0
0
0
0
0
0
1
83.333298
142
102.400002
97
12.3
14.9
229
137
3.7
28
98
21
1.2
72
40
3,034.209717
0
478
1
55.78682
1
96
29.09398
18
7
MICU
Friday
0
0
0
0
0
0
0
0
1
83.666702
110
99.300003
100
17.5
19
174
151
4.7
21
105
7
0.9
66
40
297.700012
0
957
1
41.99529
1
70
19.76128
13
3
SICU
Monday
0
0
0
0
0
0
0
0
0
127
83
95
100
18
12
257
140
4
16
111
17
1
295
52
2,488.400146
0
1,090
1
25.73981
1
90
26.218303
13
5
SICU
Tuesday
0
0
0
0
0
0
0
0
0
105
60
99
100
18.2
11
138
142
4
24
109
16
1
224
38
2,097.800049
0
249
0
53.06354
1
67
23.134375
16
10
MICU
Tuesday
0
0
0
1
0
0
0
0
1
80
100
100.099999
96
2.7
11
43
138
4.7
19
109
34
2
92
27
1,552
1
800
1
58.96277
1
80
24.598343
15
5
SICU
Friday
0
0
0
0
0
0
1
0
0
91
103
98.400002
100
13.5
13.7
170
142
3.5
27
106
16
1.2
444
39
2,798.899902
1
1,336
1
49.93413
1
124.3
33.356196
14
13
SICU
Friday
0
0
0
1
0
0
0
0
0
114
108
99.32
100
9.4
11.4
84
135
3.4
26
103
17
1.3
204
39
1,358.740112
0
524
0
71.54818
0
96.9
30.418979
17
11
MICU
Monday
0
0
1
0
0
0
0
0
1
58
65
97.300003
96
13.3
11.7
246
138
5.4
28
97
57
6.3
67
65
null
0
1,495
1
80.71225
1
98.4
null
23
8
SICU
Monday
0
1
0
0
0
0
0
0
0
76
68
97.400002
100
11.4
8.9
250
138
4.5
22
102
27
0.9
432
43
1,575
1
1,548
1
39.11591
0
70
null
12
3
SICU
Thursday
0
0
0
0
0
0
0
0
0
107
112
98.699997
100
11
12.9
321
145
3.8
20
112
6
0.6
497
45
1,900.400024
0
1,084
0
73.49376
0
140
52.978622
14
6
MICU
Thursday
0
0
0
0
1
0
0
0
1
101
97
96.900002
100
12.6
10.8
254
139
4.3
30
103
17
0.6
507
63
273.799988
0
1,537
1
51.33333
0
83
null
17
8
SICU
Wednesday
0
0
0
0
0
0
0
0
0
71
68
95.5
100
16.4
9.1
228
147
3.9
22
108
13
0.8
136
43
1,449.080078
0
197
1
49.80052
1
79
28.110708
14
9
SICU
Monday
0
1
0
1
0
0
0
1
0
106
102
99
100
5.8
15.7
200
140
4.2
27
104
13
1
189
39
5,808.642578
0
831
0
27.32809
1
83.7
28.056933
9
3
MICU
Sunday
0
0
0
0
0
0
0
0
0
107.667
95
101.199997
100
null
null
null
null
null
null
null
null
null
null
null
null
0
1,754
1
46.08333
1
80
null
14
5
SICU
Friday
0
0
0
0
0
0
0
0
0
103
69
98.5
100
18.5
12.6
354
139
4.3
26
100
33
1.8
169
44
12
0
467
0
97.46106
0
50.6
21.786155
18
6
MICU
Sunday
1
0
0
0
0
0
0
0
1
84
104
103.800003
99
10.7
8.6
346
140
4.9
14
107
69
2.9
414
27
2,931.612061
1
867
0
73.38408
1
93.6
27.224674
17
6
MICU
Saturday
0
0
0
0
0
0
1
0
1
64.666702
85
102.5
100
25.5
9.9
317
137
4.3
34
97
50
0.8
46
57
28
1
986
0
86.05196
1
50
21.823775
null
11
MICU
Monday
1
0
0
0
0
1
0
0
1
108.667
110
100.599999
100
10.9
13.6
393
144
5
25
108
22
0.9
75
56
1,239
1
726
1
37.5881
0
62
25.00005
15
8
MICU
Sunday
0
0
0
0
0
0
0
0
0
107.333
66
97
100
10.6
13.7
329
132
4
20
108
6
0.5
225
35
291.140015
0
1,214
0
65.87012
0
108
37.137962
11
5
SICU
Monday
0
0
0
0
0
0
1
0
0
75
99
99.599998
100
11.1
12.5
325
136
6.5
24
102
20
0.8
155
41
495.906677
0
939
1
92.68443
0
56.8
22.903272
19
4
MICU
Sunday
1
0
0
0
0
1
0
0
0
105
30
99.800003
89
7.9
10.9
231
119
4.7
20
85
28
1.2
25
39
120
0
254
1
50.36532
1
81
23.588901
13
3
SICU
Sunday
0
0
0
0
0
0
0
0
0
97
112
96.620003
100
9.6
13.1
369
136
3.6
23
102
15
1
146
38
2,793.271973
0
594
0
41.13275
1
96
33.147761
15
4
MICU
Friday
0
0
0
0
0
0
0
0
1
71
70
96.199997
100
14.5
12.9
241
125
5.2
20
94
13
0.6
null
null
783.484985
0
1,252
1
80.11048
1
61.4
23.97838
14
8
MICU
Thursday
0
0
0
0
1
0
0
1
1
88.333298
106
100.900002
100
18.6
12.1
392
143
3.8
20
108
54
4.6
58
27
2,310
1
1,395
0
47.49622
0
68
null
16
4
MICU
Saturday
0
0
0
0
0
0
0
1
1
107
87
97.199997
100
3.4
11.5
155
144
3.2
29
104
12
1
448
33
407.76001
0
192
0
39.43645
1
77
25.710193
9
3
MICU
Tuesday
0
0
0
0
0
0
0
1
1
105.667
127
99.800003
100
3.1
13.1
110
144
3.4
23
107
6
0.6
212
30
2,200
0
473
0
50.02464
0
null
null
11
4
MICU
Saturday
0
0
0
0
0
0
0
0
0
85.666702
88
100.400002
100
15.8
10.8
248
141
3.6
22
107
12
0.5
101
44
3,607
0
1,091
0
58.08333
1
78.3
23.411505
12
6
MICU
Friday
0
0
0
0
0
0
0
0
1
71.333298
57
97.599998
98
10.6
11.1
395
129
3.7
23
93
14
0.4
77
41
400
0
929
0
45.93987
0
63
24.659498
11
3
MICU
Wednesday
0
0
0
0
0
0
0
0
1
64
128
97.699997
100
21.1
12.2
288
139
3.3
22
104
10
0.7
73
37
2,558
0
995
1
22.66535
1
75
29.959568
15
8
SICU
Tuesday
0
0
0
0
0
0
0
0
0
84
122
96.599998
98
26.6
12.2
324
138
3.8
24
114
13
1.1
296
56
1,869
0
682
1
47.29488
1
68
21.510207
16
7
SICU
Friday
0
0
0
0
0
0
0
1
1
99
98
98.400002
99
7.6
13.3
310
139
4.1
26
100
20
0.9
301
38
100
0
523
0
61.92139
0
137
58.138384
10
7
MICU
Tuesday
0
0
0
0
0
1
0
0
1
82
52
96.300003
95
6.4
12.3
193
138
3.8
25
106
17
1
61
70
null
0
498
0
74.57282
1
65
20.695088
7
2
SICU
Monday
0
0
0
0
0
0
1
0
0
99.666702
89
99.599998
100
9.3
15
501
141
3.5
28
102
11
0.4
258
33
2,503.350342
0
1,689
1
22.06195
1
88.2
null
22
10
MICU
Wednesday
0
0
0
0
0
0
0
0
0
66
104
95.900002
96
13.7
16.3
221
145
4
20
104
14
1.4
96
36
1,133.505005
1
713
0
26.0675
0
72
26.513118
15
4
SICU
Saturday
0
0
0
0
0
0
0
0
0
89.666702
74
96.5
99
11.9
13.9
257
143
2.9
27
100
10
0.7
202
39
3,470.719482
0
1,144
0
21.36342
1
70
24.908222
8
3
SICU
Sunday
0
0
0
0
0
0
0
0
0
83.666702
82
99.300003
100
6.2
14.5
238
141
4.2
21
105
12
0.8
null
null
null
0
658
1
23.39814
1
82.8
29.762793
14
6
MICU
Saturday
0
0
0
0
0
0
0
0
1
62.333302
94
99.099998
100
23.1
14
309
140
4.5
23
106
16
0.9
85
60
1,535.54541
0
1,190
0
84.7992
1
77.9
27.719293
20
4
MICU
Monday
1
0
1
0
0
1
0
0
0
85
64
97.400002
100
6.4
11
234
146
4.2
23
108
78
5.4
null
null
243
0
115
1
84.25301
0
null
null
18
5
SICU
Tuesday
0
0
0
0
0
0
0
0
1
84.333298
84
98.099998
100
14.3
10.4
219
137
4.1
24
104
25
0.6
497
40
2,649
0
753
0
65.84285
1
109.7
33.682763
13
5
SICU
Thursday
0
0
0
0
0
0
0
0
0
118
112
99.599998
99
9.7
17.8
179
144
4.6
28
102
14
0.9
55
53
1,466.56543
0
826
1
67.61501
1
83.9
26.539849
19
10
SICU
Friday
1
1
0
0
0
0
0
0
1
81
88
100.580002
96
18.8
15.3
424
134
5
24
98
26
1.5
116
40
349.549255
0
17
0
90.37012
0
null
null
null
4
MICU
Thursday
0
1
0
0
0
0
1
0
0
98
103
94.800003
100
13.5
13.3
248
139
5
22
102
15
1
459
30
null
1
1,045
0
46.23701
0
64
26.650427
14
5
SICU
Saturday
0
0
0
0
0
0
0
0
1
93
93
99.099998
100
9.6
12
235
139
3
30
101
10
0.6
null
null
1,799.200317
0
1,436
1
19.27534
1
80
null
9
3
SICU
Saturday
0
0
0
0
0
0
0
0
0
83
97
97.300003
99
26.4
9.5
310
141
3.4
21
110
12
0.8
212
50
804.166687
0
59
1
49.13031
1
120
40.224994
14
7
SICU
Wednesday
0
0
0
1
0
0
0
0
0
81
93
97.699997
100
27.5
15.9
171
144
4.3
21
107
24
1
241
46
1,390.400024
0
162
0
63.07547
1
102.5
30.647245
16
7
MICU
Friday
0
0
0
0
0
0
0
0
1
75
65
96.900002
100
13.6
13
315
121
4.3
23
88
11
0.6
415
38
2,150
0
1,295
1
79.48125
0
null
16.740302
16
6
MICU
Saturday
1
1
0
0
1
0
0
1
1
117
87
99.5
100
8
11.7
405
139
4.2
32
95
18
0.6
156
58
620
1
1,633
0
55.65299
1
92
null
17
4
SICU
Tuesday
0
0
0
0
0
0
0
1
0
90
80
99.199997
96
8
11.2
296
137
4.4
26
101
15
0.9
160
42
2,684.600098
0
1,012
0
24.5
0
null
null
12
4
SICU
Tuesday
0
0
0
0
0
0
0
0
0
74
81
98.599998
100
18.9
12.2
232
141
3.9
21
106
7
0.7
null
null
2,200
0
1,698
0
48.68492
0
48.1
null
8
4
SICU
Wednesday
0
0
0
0
0
0
0
0
0
101
74
98.699997
100
7.4
10.4
268
140
3.6
24
106
12
0.7
512
43
75
0
1,467
0
71.31725
1
43.6
null
15
7
MICU
Saturday
0
0
0
0
1
0
0
1
0
87
71
97.400002
100
7.2
11.7
209
139
2.9
26
101
6
1
127
50
1,028.599976
0
1,007
1
61.32783
1
63
23.112472
16
9
SICU
Sunday
0
0
0
0
1
0
0
0
1
120
82
95.800003
93
10.6
11.9
168
131
5.7
19
96
17
1
170
76
7,951.151855
0
587
0
52.34117
1
75
24.604283
10
7
SICU
Thursday
0
0
0
0
0
0
0
0
1
75
70
98
100
5.9
14.9
145
142
3.9
26
108
13
1
393
44
null
0
190
1
36
1
73.1
26.086553
23
8
MICU
Thursday
1
0
0
0
0
0
0
1
0
69.666702
137
96.800003
100
1
9.6
97
128
5.4
4
90
66
1.7
228
11
5,050
1
560
1
64.30265
1
86
30.60153
13
6
FICU
Monday
0
1
0
0
0
0
0
0
1
87.666702
85
99.5
100
17
14.9
235
141
3.1
22
105
14
0.7
303
48
2,214.100098
0
761
0
46.17438
1
100
28.757157
11
4
SICU
Sunday
0
0
0
0
0
0
0
0
0
58.333302
80
96.5
100
14.6
13.1
278
147
4
30
102
10
0.8
374
57
4
0
536
1
73.77426
1
79.1
35.386653
19
6
SICU
Saturday
1
1
0
0
0
0
0
0
0
101.667
95
99.400002
100
11.4
14
198
129
3.9
25
89
10
0.8
436
40
3,412.999756
1
357
1
77.68528
0
109
42.567482
14
5
SICU
Saturday
1
0
0
0
0
0
0
0
0
56
77
94.900002
100
17.7
9.1
227
140
4.4
23
111
20
1.1
323
47
5,730.47998
0
1,356
1
28.66398
0
50.4
20.88293
11
3
SICU
Monday
0
0
0
0
0
0
0
0
0
104.667
101
96.400002
100
15.8
12.7
203
141
3.2
20
106
7
0.5
494
28
null
0
855
1
60.85154
1
89.5
24.248033
17
7
SICU
Monday
0
0
0
0
0
1
1
0
0
100
92
97.099998
100
11.1
14.3
379
144
3
29
105
13
0.7
112
43
442.992493
1
1,317
0
77.50816
1
83
34.401074
18
null
MICU
Saturday
1
0
0
0
1
0
0
0
1
87.666702
75
97.900002
100
11.4
14
213
140
4.3
38
98
20
0.5
138
68
1,175
0
315
0
24.27459
1
66.2
20.790833
7
4
SICU
Tuesday
0
0
0
0
0
0
0
0
0
83
86
97.300003
100
12.1
14
257
141
3.3
18
102
11
1
null
null
null
0
1,165
0
26.4819
1
83.5
22.411606
10
4
SICU
Wednesday
0
0
0
0
0
0
0
0
0
73
59
95.599998
100
14.3
14.2
177
143
3.7
21
113
10
1
null
null
1,555.409912
0
1,538
0
19.99842
1
83
null
null
4
MICU
Saturday
0
0
0
0
0
0
0
0
1
95
96
97.400002
100
10.4
14.4
192
138
4
22
103
17
1
573
52
1,124.660034
0
1,560
0
91.4
1
null
null
17
8
SICU
Friday
0
0
0
0
0
0
0
0
0
95
78
97.699997
100
19.5
9.8
319
136
4.4
23
106
30
1.6
79
50
2,700
0
1,648
0
19.16406
0
95
null
10
5
MICU
Friday
0
0
0
0
0
0
0
0
1
74
94
97.599998
100
19.3
11.9
267
139
3.9
21
106
11
0.9
243
37
1,242.675049
0
1,322
1
62.69801
0
63.9
22.737649
21
6
SICU
Saturday
0
0
0
0
0
0
0
0
0
86.666702
54
95.199997
100
6.5
11.5
161
138
3.8
26
103
23
0.7
267
45
2,520.686768
0
276
0
20.77926
1
67.7
19.737439
12
5
SICU
Monday
0
0
0
0
0
0
0
0
0
103.667
108
97.400002
100
9.2
13.4
189
142
4.1
22
107
12
0.7
262
38
190
0
1,420
1
25.89849
1
98
null
12
4
SICU
Sunday
0
0
0
0
0
0
0
0
1
53
122
99.199997
100
17.9
13.9
249
139
4.2
17
104
7
0.6
360
41
null
0
869
0
29.99765
1
75
24.987701
9
3
SICU
Monday
0
0
0
0
0
0
0
0
0
91
87
97
100
9.1
14.4
327
145
3.2
25
107
8
0.9
107
47
2,681.125
0
1,649
1
56.76013
0
58.7
null
16
4
SICU
Tuesday
0
0
0
0
0
0
1
0
1
122
73
102.099999
100
14.7
15.6
244
134
5.5
28
94
18
0.8
528
30
0
0
641
1
60.42384
1
87
26.438432
17
5
SICU
Sunday
0
0
0
0
1
0
0
1
0
117.333
102
99.300003
100
18.4
12
321
139
5.9
12
96
12
1.4
341
33
563.470032
0
1,412
1
51.24556
0
77.1
null
18
9
MICU
Sunday
0
0
0
1
0
0
0
0
1
105
88
98.099998
99
15.7
11
245
118
4.2
23
83
9
0.4
413
65
1,672.416748
0