Datasets:
tarekmasryo
/
hospital-deterioration

Dataset card Data Studio Files
xet
Community
1
patient_id
int64
hour_from_admission
int64
heart_rate
float64
respiratory_rate
float64
spo2_pct
float64
temperature_c
float64
systolic_bp
float64
diastolic_bp
float64
oxygen_device
string
oxygen_flow
float64
mobility_score
int64
nurse_alert
int64
wbc_count
float64
lactate
float64
creatinine
float64
crp_level
float64
hemoglobin
float64
sepsis_risk_score
float64
age
int64
gender
string
comorbidity_index
int64
admission_type
string
baseline_risk_score
float64
los_hours
int64
deterioration_event
int64
deterioration_within_12h_from_admission
int64
deterioration_hour
int64
deterioration_next_12h
int64
17
13
102.45
15.2
97.59
36.78
116.94
77.31
none
0
3
1
9.65
0.99
1.38
20.5
12.42
0.7511
55
M
5
ED
0.3803
54
0
0
-1
0
17
14
104.99
14.71
97.41
36.8
116.08
76.29
none
0
3
1
9.52
1.02
1.41
17.96
12.41
0.3634
55
M
5
ED
0.3803
54
0
0
-1
0
17
15
103.12
14.32
97.68
36.85
116.66
78.38
none
0
2
0
9.8
1.06
1.39
20.22
12.35
0.5167
55
M
5
ED
0.3803
54
0
0
-1
0
17
16
102.54
13.09
97.69
36.87
115.55
78.03
none
0
3
0
9.85
1.06
1.43
18.85
12.39
0.4298
55
M
5
ED
0.3803
54
0
0
-1
0
17
17
101.56
14.51
98.34
36.84
116.63
78.85
none
0
4
0
9.89
0.97
1.4
19.9
12.43
0.3305
55
M
5
ED
0.3803
54
0
0
-1
0
17
18
104.53
14.5
97.67
36.82
116.44
78.16
none
0
2
0
9.79
0.88
1.42
23.16
12.62
0.4087
55
M
5
ED
0.3803
54
0
0
-1
0
17
19
107.22
14.3
98.27
36.83
115.19
77.99
none
0
2
0
10.22
0.94
1.41
25.03
12.68
0.337
55
M
5
ED
0.3803
54
0
0
-1
0
17
20
105.91
14.16
98.9
36.87
115.52
75.92
none
0
3
0
10.29
0.81
1.43
26.84
12.68
0.5134
55
M
5
ED
0.3803
54
0
0
-1
0
17
21
103.25
13.88
98.4
36.82
114.28
73.77
none
0
3
0
10.54
0.82
1.47
28.44
12.72
0.5202
55
M
5
ED
0.3803
54
0
0
-1
0
17
22
103.21
13.65
99.41
36.79
116.47
72.27
none
0
3
0
10.56
0.81
1.44
27.11
12.76
0.3256
55
M
5
ED
0.3803
54
0
0
-1
0
17
23
103.88
14.53
100
36.67
116.28
70.42
none
0
4
0
11.24
0.82
1.47
25.86
12.73
0.5814
55
M
5
ED
0.3803
54
0
0
-1
0
17
24
103.44
14.94
100
36.69
114.03
69.39
none
0
2
0
11.33
0.7
1.44
25.93
12.67
0.4141
55
M
5
ED
0.3803
54
0
0
-1
0
17
25
105.99
15.25
100
36.7
112.49
68.77
none
0
3
0
10.73
0.65
1.42
27.03
12.62
0.4932
55
M
5
ED
0.3803
54
0
0
-1
0
17
26
107.39
16.21
99.51
36.78
111.03
68.56
none
0
2
0
10.6
0.77
1.39
28.46
12.45
0.5164
55
M
5
ED
0.3803
54
0
0
-1
0
17
27
107.26
15.93
98.76
36.74
112.39
68.12
none
0
2
0
10.4
0.77
1.4
29.77
12.47
0.584
55
M
5
ED
0.3803
54
0
0
-1
0
17
28
105.84
15.6
97.96
36.84
115.94
67.93
none
0
2
0
10.59
0.83
1.41
32.2
12.37
0.3616
55
M
5
ED
0.3803
54
0
0
-1
0
17
29
102.17
15.21
98.15
36.8
115.01
67.12
none
0
1
0
10.62
0.78
1.38
34.06
12.3
0.2074
55
M
5
ED
0.3803
54
0
0
-1
0
17
30
100.12
15.27
97.65
36.8
114.12
66.04
none
0
3
0
10.22
0.74
1.39
35.41
12.24
0.2692
55
M
5
ED
0.3803
54
0
0
-1
0
17
31
99.25
14.98
97.51
36.68
113.43
66.9
none
0
2
0
10.57
0.83
1.4
33.03
12.2
0.2758
55
M
5
ED
0.3803
54
0
0
-1
0
17
32
96.46
15.73
97.81
36.68
114.08
67.23
none
0
3
1
10.39
0.97
1.37
29.7
12.21
0.502
55
M
5
ED
0.3803
54
0
0
-1
0
17
33
94.82
15.25
97.88
36.68
116.15
68.15
none
0
1
0
10
0.96
1.34
32.61
12.14
0.4349
55
M
5
ED
0.3803
54
0
0
-1
0
17
34
94.32
15.71
98.15
36.62
116.68
69.2
none
0
3
1
10.12
0.93
1.34
32.92
12.25
0.6863
55
M
5
ED
0.3803
54
0
0
-1
0
17
35
94.46
15.87
97.89
36.72
115.33
70.62
none
0
2
0
9.58
0.91
1.33
33.38
12.22
0.6245
55
M
5
ED
0.3803
54
0
0
-1
0
17
36
93.52
16.45
98.35
36.66
113.97
69.45
none
0
2
1
9.5
0.99
1.33
34.48
12.28
0.3051
55
M
5
ED
0.3803
54
0
0
-1
0
17
37
94.72
16.51
98.82
36.66
113.41
67.73
none
0
3
0
9.82
0.98
1.32
34.27
12.4
0.5749
55
M
5
ED
0.3803
54
0
0
-1
0
17
38
95.42
16.61
97.77
36.72
111.66
65.67
none
0
2
0
9.37
0.91
1.33
36.59
12.43
0.6821
55
M
5
ED
0.3803
54
0
0
-1
0
17
39
94.27
14.98
97.1
36.76
108.79
63.92
none
0
2
0
8.93
0.97
1.38
36.44
12.5
0.22
55
M
5
ED
0.3803
54
0
0
-1
0
17
40
93.59
14.95
96.14
36.71
109.08
61.89
none
0
2
0
9.01
0.86
1.4
33.72
12.54
0.5093
55
M
5
ED
0.3803
54
0
0
-1
0
17
41
92.02
14.53
96.46
36.73
108.67
60.55
none
0
2
0
9.25
0.76
1.47
31.33
12.45
0.4123
55
M
5
ED
0.3803
54
0
0
-1
0
17
42
92.68
14.33
96.66
36.79
111.41
60.76
none
0
1
0
8.93
0.66
1.42
30.04
12.45
0.3682
55
M
5
ED
0.3803
54
0
0
-1
0
17
43
93.6
12.08
96.88
36.93
112.72
61.1
none
0
3
0
8.86
0.68
1.47
29.35
12.55
0.4098
55
M
5
ED
0.3803
54
0
0
-1
0
17
44
93.85
11.83
97.37
36.9
112.91
60.89
none
0
2
0
8.53
0.7
1.42
28.45
12.6
0.3555
55
M
5
ED
0.3803
54
0
0
-1
0
17
45
92.08
12.4
98.02
36.82
112.22
60.34
none
0
1
0
8.6
0.62
1.39
28.35
12.56
0.2982
55
M
5
ED
0.3803
54
0
0
-1
0
17
46
90.9
12.42
97.73
36.77
112.89
63.39
none
0
3
0
8.57
0.56
1.37
30.22
12.48
0.5335
55
M
5
ED
0.3803
54
0
0
-1
0
17
47
92.42
12.97
97.86
36.82
111.21
62.68
none
0
2
0
8.47
0.68
1.38
31.58
12.47
0.4676
55
M
5
ED
0.3803
54
0
0
-1
0
17
48
91.47
12.71
98.14
36.83
113.24
60.38
none
0
3
0
8.84
0.63
1.42
30.75
12.5
0.1879
55
M
5
ED
0.3803
54
0
0
-1
0
17
49
89.04
13.33
97.93
36.79
115.82
62.45
none
0
3
0
8.84
0.73
1.47
30.71
12.46
0.3574
55
M
5
ED
0.3803
54
0
0
-1
0
17
50
89.16
13.36
97.5
36.79
113.51
61.92
none
0
2
0
8.56
0.66
1.4
29.85
12.5
0.3554
55
M
5
ED
0.3803
54
0
0
-1
0
17
51
90.99
13.29
97.6
36.89
113.08
61.38
none
0
3
0
8.31
0.64
1.43
31
12.61
0.3794
55
M
5
ED
0.3803
54
0
0
-1
0
17
52
91
14.26
97.46
36.92
111.25
59.71
none
0
3
0
8.16
0.61
1.45
28.81
12.73
0.1877
55
M
5
ED
0.3803
54
0
0
-1
0
17
53
91.9
16.07
97.16
36.94
111.11
60.79
none
0
2
0
8.28
0.63
1.4
27.9
12.66
0.2516
55
M
5
ED
0.3803
54
0
0
-1
0
18
0
76.88
13.36
96.78
36.6
114.85
75.58
none
0
1
0
4.41
1.97
1.19
19.43
13.31
0.7042
27
M
3
ED
0.2452
34
0
0
-1
0
18
1
75.96
14.34
96.73
36.52
114.62
74.81
none
0
2
0
3.87
1.96
1.2
20.2
13.4
0.3568
27
M
3
ED
0.2452
34
0
0
-1
0
18
2
78.39
14.35
96.66
36.51
114.61
76.91
none
0
3
0
3.84
1.94
1.2
18.84
13.27
0.163
27
M
3
ED
0.2452
34
0
0
-1
0
18
3
76.15
14.22
96.73
36.48
116.83
77.75
none
0
2
0
3.93
1.95
1.15
21.56
13.32
0.4752
27
M
3
ED
0.2452
34
0
0
-1
0
18
4
78.36
15.6
96.36
36.47
113.27
75.04
none
0
3
0
4.07
1.88
1.09
19.23
13.34
0.4586
27
M
3
ED
0.2452
34
0
0
-1
0
18
5
78.91
15.63
96.36
36.42
113.23
75.34
none
0
2
0
4.02
1.89
1.12
18.29
13.4
0.3569
27
M
3
ED
0.2452
34
0
0
-1
0
18
6
77.85
17.32
96.57
36.46
112.96
76.09
none
0
3
0
4.19
1.87
1.15
11.57
13.35
0.3838
27
M
3
ED
0.2452
34
0
0
-1
0
18
7
77.06
18.02
97.15
36.5
112.7
78.89
none
0
3
0
4.21
1.89
1.2
14.62
13.4
0.2529
27
M
3
ED
0.2452
34
0
0
-1
0
18
8
82.96
17.54
97.58
36.46
112.49
77.94
none
0
1
0
4.62
1.91
1.2
14.72
13.43
0.4703
27
M
3
ED
0.2452
34
0
0
-1
0
18
9
79.74
17.69
97.17
36.51
112.89
75.92
none
0
2
0
4.52
1.74
1.17
13.74
13.36
0.6889
27
M
3
ED
0.2452
34
0
0
-1
0
18
10
77.79
17.43
97.59
36.45
114.06
76.24
none
0
2
0
4.67
1.88
1.18
13.99
13.24
0.4312
27
M
3
ED
0.2452
34
0
0
-1
0
18
11
78.78
16.63
97.7
36.4
111
75.87
none
0
3
0
4.78
1.82
1.19
13.27
13.15
0.483
27
M
3
ED
0.2452
34
0
0
-1
0
18
12
79.05
17.13
97.88
36.45
112.1
76.2
none
0
3
0
4.99
1.79
1.2
13.31
13.3
0.4335
27
M
3
ED
0.2452
34
0
0
-1
0
18
13
80.51
17.73
97.57
36.39
112.32
75.2
none
0
3
0
4.78
1.75
1.22
10.34
13.24
0.7605
27
M
3
ED
0.2452
34
0
0
-1
0
18
14
82.01
17.42
96.22
36.36
111.52
75.23
none
0
2
0
4.91
1.88
1.22
8.34
13.23
0.5
27
M
3
ED
0.2452
34
0
0
-1
0
18
15
79.73
16.72
96.43
36.33
110.92
75.25
none
0
3
1
4.9
1.81
1.23
6.5
13.36
0.3114
27
M
3
ED
0.2452
34
0
0
-1
0
18
16
77.79
17.3
95.72
36.26
111.95
75.03
none
0
3
0
4.72
1.77
1.21
10.86
13.44
0.2511
27
M
3
ED
0.2452
34
0
0
-1
0
18
17
76.67
17.07
95.28
36.32
110.74
74.9
none
0
4
0
4.75
1.89
1.21
15.14
13.41
0.364
27
M
3
ED
0.2452
34
0
0
-1
0
18
18
79.15
17.74
94.89
36.32
110.67
73.77
none
0
3
1
4.79
1.9
1.22
15.28
13.36
0.7887
27
M
3
ED
0.2452
34
0
0
-1
0
18
19
82.16
17.12
94.85
36.29
109.7
74.06
none
0
2
0
4.73
1.79
1.21
14.5
13.43
0.1843
27
M
3
ED
0.2452
34
0
0
-1
0
18
20
81.07
17.96
94.83
36.32
111.58
72.74
none
0
2
0
4.67
1.82
1.21
11.91
13.48
0.3901
27
M
3
ED
0.2452
34
0
0
-1
0
18
21
82.16
18.43
94.62
36.24
110.66
73.83
none
0
2
0
4.56
1.82
1.2
12.54
13.38
0.3489
27
M
3
ED
0.2452
34
0
0
-1
0
18
22
84.27
19.03
94.84
36.26
111.3
73.58
none
0
2
0
4.84
1.78
1.17
9.77
13.33
0.2798
27
M
3
ED
0.2452
34
0
0
-1
0
18
23
82.37
19.47
95.2
36.39
110.53
73.4
none
0
3
0
4.65
1.69
1.16
8.22
13.23
0.3959
27
M
3
ED
0.2452
34
0
0
-1
0
18
24
80.64
20.59
95.4
36.39
107.5
71.52
none
0
2
0
5.05
1.8
1.21
11.94
13.34
0.4263
27
M
3
ED
0.2452
34
0
0
-1
0
18
25
82.14
21.2
95.34
36.29
104.93
72.04
none
0
3
0
4.92
1.85
1.17
14.66
13.27
0.6487
27
M
3
ED
0.2452
34
0
0
-1
0
18
26
82.12
22.06
95.79
36.25
103.89
70.31
none
0
2
0
4.47
1.78
1.15
11.65
13.25
0.3675
27
M
3
ED
0.2452
34
0
0
-1
0
18
27
81.48
22.71
95.45
36.16
103.34
69.83
none
0
2
0
4.07
1.75
1.12
11.49
13.29
0.2792
27
M
3
ED
0.2452
34
0
0
-1
0
18
28
80.87
22.56
94.76
36.07
105.24
70.06
none
0
1
0
3.93
1.83
1.21
8.49
13.28
0.4776
27
M
3
ED
0.2452
34
0
0
-1
0
18
29
80.76
22
93.94
36.09
102.86
68.94
none
0
3
0
3.69
1.81
1.17
6.59
13.36
0.38
27
M
3
ED
0.2452
34
0
0
-1
0
18
30
81.48
22.34
93.43
36.12
103.26
69.23
none
0
2
0
4.11
1.82
1.15
6.85
13.36
0.2072
27
M
3
ED
0.2452
34
0
0
-1
0
18
31
83.39
22.57
94.22
36.13
102.93
69.46
none
0
3
0
3.93
1.72
1.12
5.89
13.43
0.1595
27
M
3
ED
0.2452
34
0
0
-1
0
18
32
82.99
22.27
95.18
36.15
103.35
69.67
none
0
2
0
4.03
1.86
1.11
6.23
13.43
0.5207
27
M
3
ED
0.2452
34
0
0
-1
0
18
33
83.34
21.15
95.67
36.23
104.75
68.98
none
0
2
0
3.69
1.92
1.07
4.27
13.45
0.4884
27
M
3
ED
0.2452
34
0
0
-1
0
19
0
82.74
15.56
96.18
37.34
113.27
80.85
none
0
2
0
7.29
1.2
1.46
12.66
13.86
0.3506
79
F
2
Elective
0.4098
68
0
0
-1
0
19
1
84.4
15.65
97.13
37.33
113.39
81.2
none
0
3
0
7.02
1.09
1.42
6.05
13.86
0.1565
79
F
2
Elective
0.4098
68
0
0
-1
0
19
2
85.78
14.38
96.78
37.41
112.66
82.62
none
0
3
0
7.61
1.06
1.4
1.73
13.88
0.3738
79
F
2
Elective
0.4098
68
0
0
-1
0
19
3
89.52
14.16
96.97
37.41
111.35
81.3
none
0
3
0
7.66
0.98
1.39
0.9
13.85
0.1101
79
F
2
Elective
0.4098
68
0
0
-1
0
19
4
84.39
14.49
97.08
37.34
112.88
82.55
none
0
2
0
7.92
1.12
1.42
0
13.85
0.3864
79
F
2
Elective
0.4098
68
0
0
-1
0
19
5
81.09
15.19
97.18
37.3
114.19
82.18
none
0
2
0
7.59
1.23
1.36
0.29
13.85
0.1371
79
F
2
Elective
0.4098
68
0
0
-1
0
19
6
83.09
15.37
95.93
37.27
113.11
83.51
none
0
3
1
7.64
1.25
1.39
3.55
13.96
0.434
79
F
2
Elective
0.4098
68
0
0
-1
0
19
7
84.67
14.91
96.39
37.28
113.77
82.19
none
0
2
0
7.57
1.29
1.38
0
13.86
0.3963
79
F
2
Elective
0.4098
68
0
0
-1
0
19
8
86.77
14.92
96.76
37.26
113.08
83.1
none
0
1
0
7.74
1.26
1.35
0
13.74
0.2487
79
F
2
Elective
0.4098
68
0
0
-1
0
19
9
87.53
16.18
97.3
37.17
113.74
84.15
none
0
2
1
7.61
1.25
1.36
0.98
13.77
0.4579
79
F
2
Elective
0.4098
68
0
0
-1
0
19
10
85.97
15.81
97.58
37.13
115.56
83.06
none
0
3
0
7.66
1.31
1.37
0
13.78
0.2394
79
F
2
Elective
0.4098
68
0
0
-1
0
19
11
86.46
16.97
97.73
37.12
115.29
84.07
none
0
3
0
7.59
1.28
1.35
0
13.85
0.2674
79
F
2
Elective
0.4098
68
0
0
-1
0
19
12
84.87
17.44
97.8
37.11
116.07
85.18
none
0
2
0
7.58
1.23
1.35
0
13.86
0.333
79
F
2
Elective
0.4098
68
0
0
-1
0
19
13
86.33
16.74
97.4
37.09
117.03
85.98
none
0
3
0
7.64
1.29
1.38
0.32
13.8
0.33
79
F
2
Elective
0.4098
68
0
0
-1
0
19
14
86.56
16.67
97.21
37.1
116.82
85.29
none
0
3
0
7.37
1.32
1.35
3.9
13.9
0.1489
79
F
2
Elective
0.4098
68
0
0
-1
0
19
15
87.26
16.57
97.55
37.08
118.54
85.13
none
0
2
0
7.29
1.37
1.38
0
13.67
0.402
79
F
2
Elective
0.4098
68
0
0
-1
0
19
16
93.08
15.5
97.99
37.04
116.07
84.46
none
0
3
0
6.94
1.24
1.35
0
13.66
0.3493
79
F
2
Elective
0.4098
68
0
0
-1
0
19
17
92.78
13.77
98.03
37.15
117.43
84.27
none
0
3
0
6.65
1.37
1.35
0
13.61
0.6827
79
F
2
Elective
0.4098
68
0
0
-1
0
19
18
92.65
13.43
98.74
37.16
115.03
84.7
none
0
3
0
6.62
1.4
1.34
0
13.68
0.653
79
F
2
Elective
0.4098
68
0
0
-1
0
19
19
90.82
11.7
98.92
37.13
114.11
86.02
none
0
2
0
6.51
1.36
1.3
0
13.8
0.4322
79
F
2
Elective
0.4098
68
0
0
-1
0
19
20
92.92
12.17
99.71
37.15
114.11
83.43
none
0
3
0
6.61
1.41
1.33
0
13.79
0.1447
79
F
2
Elective
0.4098
68
0
0
-1
0
19
21
95.52
12.52
100
37.13
115.63
81.98
none
0
3
0
5.83
1.37
1.33
0.47
13.78
0.3792
79
F
2
Elective
0.4098
68
0
0
-1
0
19
22
90.5
11.66
100
37.11
116.79
82.69
none
0
3
0
5.81
1.37
1.31
4.92
13.7
0.5172
79
F
2
Elective
0.4098
68
0
0
-1
0
19
23
87.54
10.74
99.61
37.13
118.3
83.03
none
0
2
0
5.88
1.45
1.25
0.51
13.58
0.488
79
F
2
Elective
0.4098
68
0
0
-1
0
19
24
87.85
10.62
99.74
37.11
119.5
84.64
none
0
3
0
6.19
1.42
1.22
0.9
13.74
0.327
79
F
2
Elective
0.4098
68
0
0
-1
0