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
6
36
102.67
25.18
98.01
36.47
116.45
55.58
none
0
2
0
9.03
1.36
0.4
8.97
13.19
0.636
80
M
2
ED
0.2886
72
0
0
-1
0
6
37
101.26
24.12
97.93
36.49
115.07
54.43
none
0
3
0
8.92
1.4
0.4
14.24
13.18
0.5375
80
M
2
ED
0.2886
72
0
0
-1
0
6
38
101.25
25.47
97.75
36.42
113.11
54.62
none
0
4
1
8.95
1.4
0.4
18.29
13.3
0.4389
80
M
2
ED
0.2886
72
0
0
-1
0
6
39
101.45
26.42
97.5
36.37
113.37
52.91
none
0
2
1
8.67
1.44
0.41
15.53
13.27
0.2156
80
M
2
ED
0.2886
72
0
0
-1
0
6
40
101.14
26.23
97.31
36.29
113.21
53.44
none
0
2
0
8.73
1.5
0.43
19.93
13.18
0.4706
80
M
2
ED
0.2886
72
0
0
-1
0
6
41
102.14
26.55
96.78
36.2
112.37
52.7
none
0
2
0
8.88
1.43
0.42
16.51
13.05
0.2931
80
M
2
ED
0.2886
72
0
0
-1
0
6
42
98.73
26.38
96.68
36.13
112.76
50.32
none
0
2
0
8.71
1.49
0.4
17.85
12.96
0.3274
80
M
2
ED
0.2886
72
0
0
-1
0
6
43
98.12
26.31
97.1
36.15
113.02
49.81
none
0
2
0
8.32
1.37
0.44
21.25
12.97
0.1646
80
M
2
ED
0.2886
72
0
0
-1
0
6
44
96.35
26.73
97.22
36.23
112.36
50.03
none
0
4
0
8.51
1.45
0.4
22.06
12.98
0.4749
80
M
2
ED
0.2886
72
0
0
-1
0
6
45
94.45
26.07
97.08
36.25
111.58
51.13
none
0
3
0
8.51
1.44
0.4
25.7
12.98
0.7023
80
M
2
ED
0.2886
72
0
0
-1
0
6
46
98.09
26.97
97.5
36.21
114.83
53.38
none
0
1
0
8.41
1.46
0.43
21.76
13.07
0.598
80
M
2
ED
0.2886
72
0
0
-1
0
6
47
95.82
25.7
97.69
36.28
114.45
54.68
none
0
3
0
8.58
1.35
0.41
23.92
13.03
0.5545
80
M
2
ED
0.2886
72
0
0
-1
0
6
48
95.33
26.25
96.61
36.22
113.67
55.97
none
0
3
0
8.22
1.34
0.42
24.41
13.02
0.3067
80
M
2
ED
0.2886
72
0
0
-1
0
6
49
91.01
26.63
97.35
36.17
115.98
56.54
none
0
1
1
7.93
1.29
0.4
24.75
13
0.5838
80
M
2
ED
0.2886
72
0
0
-1
0
6
50
92.24
26.21
97.27
36.2
117.44
55.19
none
0
3
0
7.37
1.28
0.4
24.88
13
0.2374
80
M
2
ED
0.2886
72
0
0
-1
0
6
51
92.44
26.64
96.95
36.31
114.85
53.59
none
0
3
1
6.97
1.28
0.41
24.22
13.03
0.4497
80
M
2
ED
0.2886
72
0
0
-1
0
6
52
91.62
26.24
97.07
36.37
112.8
53.06
none
0
2
1
7.01
1.42
0.43
22.6
12.96
0.5604
80
M
2
ED
0.2886
72
0
0
-1
0
6
53
92.24
25.28
96.4
36.26
111.74
53.39
none
0
3
0
7.25
1.45
0.4
22.03
13.07
0.3164
80
M
2
ED
0.2886
72
0
0
-1
0
6
54
93.1
25.89
95.66
36.34
108.67
53.74
none
0
3
0
7.24
1.4
0.4
23.13
13.14
0.3761
80
M
2
ED
0.2886
72
0
0
-1
0
6
55
93.02
25.73
96.89
36.3
110.09
51.87
none
0
2
0
7
1.38
0.4
22.58
13.13
0.2779
80
M
2
ED
0.2886
72
0
0
-1
0
6
56
94.37
24.97
96.71
36.3
112.93
51.46
none
0
3
0
7.91
1.44
0.41
24.35
12.99
0.6157
80
M
2
ED
0.2886
72
0
0
-1
0
6
57
92.77
26.39
96.66
36.22
114.59
50.12
none
0
3
0
8.25
1.44
0.4
25.99
13.03
0.1424
80
M
2
ED
0.2886
72
0
0
-1
0
6
58
92.4
26.98
96.94
36.22
114.19
50.28
none
0
2
1
8.1
1.36
0.4
25.79
12.97
0.3815
80
M
2
ED
0.2886
72
0
0
-1
0
6
59
91.95
28.03
97.77
36.2
115.43
52.58
none
0
3
1
7.81
1.43
0.4
25.85
12.95
0.1762
80
M
2
ED
0.2886
72
0
0
-1
0
6
60
92.6
28.75
96.89
36.04
115.36
51.74
none
0
2
0
8.14
1.41
0.41
25.48
12.83
0.4206
80
M
2
ED
0.2886
72
0
0
-1
0
6
61
90.23
28.58
96.69
36.06
112.68
51.46
none
0
3
0
8.02
1.42
0.42
25.79
12.75
0.4202
80
M
2
ED
0.2886
72
0
0
-1
0
6
62
90.39
27.56
96.4
36.07
112.55
51.36
none
0
3
1
7.58
1.36
0.41
28.19
12.6
0.2451
80
M
2
ED
0.2886
72
0
0
-1
0
6
63
91.11
28.02
95.88
36.09
111.23
51.43
none
0
2
0
7.71
1.33
0.43
27.87
12.62
0.7157
80
M
2
ED
0.2886
72
0
0
-1
0
6
64
92.86
28.85
95.86
36.01
109.62
51.63
none
0
3
1
7.85
1.41
0.4
29.61
12.74
0.119
80
M
2
ED
0.2886
72
0
0
-1
0
6
65
91.86
29.3
95.6
35.99
109.99
50.34
none
0
3
0
7.59
1.45
0.43
30.41
12.85
0.4936
80
M
2
ED
0.2886
72
0
0
-1
0
6
66
91.07
29.62
95.29
35.95
108.46
49.73
none
0
2
0
8.1
1.6
0.42
29.56
12.67
0.2904
80
M
2
ED
0.2886
72
0
0
-1
0
6
67
91.5
30.24
94.92
36.03
109.05
50.71
none
0
3
0
7.99
1.64
0.43
32.5
12.73
0.6086
80
M
2
ED
0.2886
72
0
0
-1
0
6
68
90.35
30.47
94.35
35.98
107.48
51.12
none
0
2
0
7.95
1.72
0.49
33.04
12.69
0.5372
80
M
2
ED
0.2886
72
0
0
-1
0
6
69
89.94
30.71
94.27
35.96
108.3
49.72
none
0
2
1
7.91
1.61
0.53
35.02
12.62
0.1884
80
M
2
ED
0.2886
72
0
0
-1
0
6
70
92.75
31.22
94
35.95
108.81
50.11
none
0
3
0
7.74
1.5
0.59
35.08
12.66
0.3013
80
M
2
ED
0.2886
72
0
0
-1
0
6
71
93.17
31.45
94.05
35.97
109.45
49.92
none
0
3
0
7.44
1.5
0.62
36.43
12.76
0.6766
80
M
2
ED
0.2886
72
0
0
-1
0
7
0
88.13
23.01
97.03
37.01
117.38
75.38
none
0
3
1
8.06
1.58
1.23
6.51
13.32
0.3124
24
F
5
ED
0.6432
24
0
0
-1
0
7
1
88.08
22.68
97.14
36.96
112.8
73.32
none
0
3
0
8
1.49
1.23
5.49
13.27
0.2863
24
F
5
ED
0.6432
24
0
0
-1
0
7
2
88.29
21.15
96.62
36.96
113.21
72.67
none
0
2
1
7.8
1.45
1.22
5.39
13.18
0.4176
24
F
5
ED
0.6432
24
0
0
-1
0
7
3
89.63
22.21
96.4
36.93
114
71.39
none
0
4
0
7.48
1.39
1.23
3.63
13.18
0.1211
24
F
5
ED
0.6432
24
0
0
-1
0
7
4
90.52
22.04
96.45
36.92
113.49
70.47
none
0
2
0
7.21
1.48
1.18
3.59
13.17
0.3594
24
F
5
ED
0.6432
24
0
0
-1
0
7
5
94.49
21.92
95.44
36.91
113.08
70.91
none
0
3
0
6.71
1.51
1.17
5.2
13.13
0.5127
24
F
5
ED
0.6432
24
0
0
-1
0
7
6
93.52
24.1
94.96
36.89
111.13
70.57
none
0
2
0
6.67
1.45
1.22
7.51
13.06
0.4988
24
F
5
ED
0.6432
24
0
0
-1
0
7
7
91
24.85
94.52
36.96
111.37
70.13
none
0
3
0
6.55
1.59
1.22
6.5
13.12
0.4749
24
F
5
ED
0.6432
24
0
0
-1
0
7
8
90.94
25.1
94.75
36.91
110.12
70.4
none
0
2
0
6.86
1.6
1.2
8.44
13.13
0.4157
24
F
5
ED
0.6432
24
0
0
-1
0
7
9
90.63
25.99
95.69
36.85
112.9
70
none
0
2
0
6.87
1.73
1.19
7.89
13.08
0.4106
24
F
5
ED
0.6432
24
0
0
-1
0
7
10
89.13
26.39
95.71
36.91
111.53
70.63
none
0
4
0
7.47
1.62
1.16
12.06
13.07
0.4266
24
F
5
ED
0.6432
24
0
0
-1
0
7
11
91.61
25.21
94.92
36.86
111.31
69.84
none
0
2
0
7.28
1.54
1.14
10.19
13.09
0.29
24
F
5
ED
0.6432
24
0
0
-1
0
7
12
91.05
24.2
95.29
36.79
110.77
69.82
none
0
3
0
7.55
1.59
1.14
12.05
13
0.6726
24
F
5
ED
0.6432
24
0
0
-1
0
7
13
91.81
25.36
95.58
36.81
112.24
68.19
none
0
3
1
7.22
1.61
1.14
11.43
13.1
0.599
24
F
5
ED
0.6432
24
0
0
-1
0
7
14
88.63
24.65
95.55
36.77
113.01
68.17
none
0
3
0
7.49
1.65
1.11
13.23
13.03
0.4866
24
F
5
ED
0.6432
24
0
0
-1
0
7
15
87.25
24.34
97.18
36.71
111.78
67.44
none
0
2
0
7.2
1.57
1.1
14.18
12.9
0.3189
24
F
5
ED
0.6432
24
0
0
-1
0
7
16
85.72
23.24
97.62
36.77
112.19
66.4
none
0
3
0
7.14
1.52
1.1
15.61
12.9
0.3927
24
F
5
ED
0.6432
24
0
0
-1
0
7
17
82.04
21.82
97.46
36.82
114.17
67.24
none
0
4
0
7.1
1.64
1.08
14.93
12.79
0.3513
24
F
5
ED
0.6432
24
0
0
-1
0
7
18
82.17
22.19
97.16
36.69
112.88
68.06
none
0
3
0
7.21
1.6
1.1
13.99
12.69
0.5321
24
F
5
ED
0.6432
24
0
0
-1
0
7
19
81.03
22.67
97.4
36.68
113.36
68.22
none
0
3
0
6.83
1.57
1.11
15
12.69
0.3069
24
F
5
ED
0.6432
24
0
0
-1
0
7
20
83
21.8
97.46
36.65
113.44
71.41
none
0
1
0
7.06
1.51
1.1
14.28
12.7
0.1796
24
F
5
ED
0.6432
24
0
0
-1
0
7
21
87.01
21.52
98.18
36.61
109.87
70.26
none
0
3
0
7.73
1.4
1.15
14.97
12.71
0.2719
24
F
5
ED
0.6432
24
0
0
-1
0
7
22
87.4
22.11
97.96
36.72
110.28
72.5
none
0
2
0
7.49
1.4
1.19
15.25
12.75
0.2379
24
F
5
ED
0.6432
24
0
0
-1
0
7
23
87.02
21.68
98.28
36.66
106.62
71.87
none
0
3
0
8.03
1.44
1.16
16.14
12.74
0.4665
24
F
5
ED
0.6432
24
0
0
-1
0
8
0
92.95
21.39
94.2
36.79
97.42
73.74
none
0
2
0
11.32
1.74
1.42
24.43
12.77
0.4585
68
F
7
ED
0.6384
17
0
0
-1
0
8
1
90.87
21
94.21
36.8
94.64
74.51
none
0
2
1
11.5
1.68
1.47
25.34
12.8
0.6379
68
F
7
ED
0.6384
17
0
0
-1
0
8
2
89.27
20.72
94.51
36.81
94.67
74.57
none
0
2
0
11.45
1.74
1.53
25.92
12.9
0.4562
68
F
7
ED
0.6384
17
0
0
-1
0
8
3
88.68
21.43
95.01
36.79
94.12
74.57
none
0
2
0
11.51
1.79
1.52
25.52
13.01
0.4912
68
F
7
ED
0.6384
17
0
0
-1
0
8
4
85.6
21.07
95.22
36.89
93.23
75.41
none
0
3
0
11.56
1.88
1.5
27.73
13.12
0.7769
68
F
7
ED
0.6384
17
0
0
-1
0
8
5
84.76
19.3
95.35
36.88
94.86
76.36
none
0
2
0
11.29
2.07
1.51
25.16
13.03
0.2284
68
F
7
ED
0.6384
17
0
0
-1
0
8
6
83.48
19.06
95.64
36.8
93.04
76.87
none
0
3
0
11.14
2.12
1.5
28.31
13.05
0.7697
68
F
7
ED
0.6384
17
0
0
-1
0
8
7
85.81
19.23
95.16
36.69
93.28
78.53
none
0
3
0
10.92
2.04
1.49
30.51
12.9
0.462
68
F
7
ED
0.6384
17
0
0
-1
0
8
8
85.12
19.08
95.56
36.75
95.02
79.16
none
0
3
0
11.26
1.97
1.5
35.21
12.75
0.4873
68
F
7
ED
0.6384
17
0
0
-1
0
8
9
86.19
18.91
95.83
36.73
95.35
79.85
none
0
2
0
11.7
2
1.51
39.28
12.6
0.5862
68
F
7
ED
0.6384
17
0
0
-1
0
8
10
88.15
18.49
96.16
36.69
93.18
79.92
none
0
3
0
11.65
2.12
1.57
38.06
12.45
0.3806
68
F
7
ED
0.6384
17
0
0
-1
0
8
11
85.64
19.92
96.49
36.78
90.12
81.32
none
0
4
0
11.61
2.09
1.57
36.66
12.44
0.7502
68
F
7
ED
0.6384
17
0
0
-1
0
8
12
85.42
20.67
96.68
36.75
88.8
82.97
none
0
3
1
11.24
2.08
1.53
37.64
12.43
0.3849
68
F
7
ED
0.6384
17
0
0
-1
0
8
13
81.54
20.11
96.76
36.81
90.23
82.47
none
0
3
0
11.49
2.05
1.44
40.52
12.47
0.6377
68
F
7
ED
0.6384
17
0
0
-1
0
8
14
80.96
19.58
96.79
36.77
88.29
82.77
none
0
1
0
11.73
1.99
1.42
37.13
12.36
0.3759
68
F
7
ED
0.6384
17
0
0
-1
0
8
15
80.43
20.07
97.38
36.77
90.21
84.47
none
0
1
1
12.07
1.93
1.36
36.88
12.38
0.2715
68
F
7
ED
0.6384
17
0
0
-1
0
8
16
80.83
21.31
97.62
36.73
90.43
84.75
none
0
3
0
12.19
1.94
1.39
34.35
12.37
0.8353
68
F
7
ED
0.6384
17
0
0
-1
0
9
0
83.65
14.81
96.59
36.72
125.49
81.36
none
0
3
0
11.51
1.61
1.19
11.25
13.42
0.3596
32
F
5
Elective
0.2184
35
0
0
-1
0
9
1
80.13
15.19
95.84
36.65
123.27
81.18
none
0
3
1
11.27
1.49
1.2
11.2
13.48
0.3397
32
F
5
Elective
0.2184
35
0
0
-1
0
9
2
78.81
15.99
95.84
36.64
123.2
82.53
none
0
1
0
11.26
1.49
1.2
7.96
13.53
0.3202
32
F
5
Elective
0.2184
35
0
0
-1
0
9
3
74.27
15.17
95.63
36.7
123.31
82.81
none
0
2
0
11.58
1.27
1.21
8.59
13.59
0.1763
32
F
5
Elective
0.2184
35
0
0
-1
0
9
4
78.9
14.71
96.09
36.73
120.86
82.23
none
0
3
1
11.6
1.3
1.22
12.1
13.66
0.5557
32
F
5
Elective
0.2184
35
0
0
-1
0
9
5
75.74
14.23
95.4
36.68
121.03
81.62
none
0
4
1
11.76
1.32
1.23
9.57
13.59
0.1728
32
F
5
Elective
0.2184
35
0
0
-1
0
9
6
76.27
13.8
95.3
36.75
121.18
82.33
none
0
3
0
12.09
1.41
1.23
9.78
13.56
0.5501
32
F
5
Elective
0.2184
35
0
0
-1
0
9
7
72.9
12.32
95.27
36.78
121.67
80.99
none
0
3
0
12.31
1.56
1.21
8.33
13.56
0.4655
32
F
5
Elective
0.2184
35
0
0
-1
0
9
8
71.72
11.09
95.96
36.81
121.52
81.11
none
0
2
0
12.28
1.42
1.16
7.92
13.55
0.4628
32
F
5
Elective
0.2184
35
0
0
-1
0
9
9
71.83
9.98
96.04
36.77
121.9
80.92
none
0
3
0
12.25
1.47
1.19
11.99
13.6
0.4373
32
F
5
Elective
0.2184
35
0
0
-1
0
9
10
73.54
9.41
96.26
36.79
123.68
81.25
none
0
3
0
12.31
1.38
1.21
9.21
13.61
0.3682
32
F
5
Elective
0.2184
35
0
0
-1
0
9
11
68.75
9.25
96.07
36.85
121.57
83.36
none
0
2
0
12.53
1.36
1.2
7.93
13.64
0.3291
32
F
5
Elective
0.2184
35
0
0
-1
0
9
12
69.09
8.87
95.95
36.81
122.1
81.97
none
0
1
0
12.75
1.37
1.18
9.11
13.67
0.298
32
F
5
Elective
0.2184
35
0
0
-1
0
9
13
68.77
9.67
96.67
36.79
121.46
82.32
none
0
2
0
12.47
1.34
1.17
6.74
13.63
0.5853
32
F
5
Elective
0.2184
35
0
0
-1
0
9
14
68.16
8.26
96.16
36.84
123.49
81.38
none
0
3
0
12.75
1.25
1.16
6.5
13.61
0.3309
32
F
5
Elective
0.2184
35
0
0
-1
0
9
15
68.41
9.03
95.95
36.81
122.04
83.58
none
0
2
0
13.12
1.22
1.19
5.45
13.59
0.278
32
F
5
Elective
0.2184
35
0
0
-1
0
9
16
69.26
9.55
95.89
36.76
120.93
85.33
none
0
3
0
13.28
1.34
1.24
4.13
13.66
0.3157
32
F
5
Elective
0.2184
35
0
0
-1
0
9
17
70.07
8.87
95.72
36.73
122.47
84.58
none
0
3
0
12.96
1.27
1.24
4.95
13.76
0.5398
32
F
5
Elective
0.2184
35
0
0
-1
0
9
18
72.14
10.87
96.12
36.74
121.68
84.92
none
0
3
0
13.25
1.18
1.28
4.1
13.74
0.5307
32
F
5
Elective
0.2184
35
0
0
-1
0
9
19
73.89
11.03
96.12
36.76
121.64
85.4
none
0
3
0
13.2
1.15
1.22
6.83
13.64
0.7094
32
F
5
Elective
0.2184
35
0
0
-1
0
9
20
75.81
11.07
95.52
36.75
121.11
85.29
none
0
3
0
12.89
1.13
1.14
6.23
13.65
0.3039
32
F
5
Elective
0.2184
35
0
0
-1
0
9
21
77.92
11.31
95.51
36.77
124.17
85.84
none
0
3
0
12.96
1.21
1.14
4.52
13.69
0.4702
32
F
5
Elective
0.2184
35
0
0
-1
0
9
22
76.84
10.61
95.12
36.76
122.62
87.69
none
0
1
0
13.07
1.15
1.08
3.35
13.66
0.3271
32
F
5
Elective
0.2184
35
0
0
-1
0