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
9
23
76.58
10.41
94.15
36.76
122.93
88.47
none
0
3
1
13.19
1.25
1.02
2.88
13.87
0.6294
32
F
5
Elective
0.2184
35
0
0
-1
0
9
24
75.72
12.01
94.63
36.68
121.63
88.47
none
0
3
0
13.12
1.27
1
2.15
13.8
0.3856
32
F
5
Elective
0.2184
35
0
0
-1
0
9
25
77.98
12.86
94.63
36.67
124.62
90.24
none
0
3
0
12.75
1.37
1.05
3.46
13.76
0.3982
32
F
5
Elective
0.2184
35
0
0
-1
0
9
26
82.65
12.05
94.58
36.68
124.27
88.21
none
0
3
0
13
1.31
1.03
2.75
13.75
0.431
32
F
5
Elective
0.2184
35
0
0
-1
0
9
27
81.45
11.95
94.14
36.68
122.66
90.55
none
0
3
0
13.03
1.27
1.05
0.28
13.69
0.5152
32
F
5
Elective
0.2184
35
0
0
-1
0
9
28
83.09
11.52
93.55
36.59
121.71
92.3
none
0
2
0
13.27
1.4
1.05
0.5
13.56
0.2241
32
F
5
Elective
0.2184
35
0
0
-1
0
9
29
83.17
12.53
93.56
36.52
118.62
92.43
none
0
2
0
13.11
1.41
1.04
0.35
13.66
0.6441
32
F
5
Elective
0.2184
35
0
0
-1
0
9
30
84.7
13.57
92.92
36.6
117.29
93.17
none
0
2
0
13.81
1.28
1.06
0
13.7
0.3542
32
F
5
Elective
0.2184
35
0
0
-1
0
9
31
87.4
13.9
93.66
36.57
116.31
93.54
none
0
2
0
13.72
1.37
1.01
1.73
13.79
0.537
32
F
5
Elective
0.2184
35
0
0
-1
0
9
32
88.1
13.32
93.81
36.59
116.2
93.86
none
0
3
1
13.88
1.36
1
3.37
13.81
0.5571
32
F
5
Elective
0.2184
35
0
0
-1
0
9
33
86.87
13.25
94.05
36.62
116.44
94.24
none
0
3
0
13.6
1.32
1.02
1.7
13.82
0.4731
32
F
5
Elective
0.2184
35
0
0
-1
0
9
34
84.47
13.66
93.79
36.55
117.7
92.94
none
0
2
0
13.51
1.35
1.02
0.46
13.75
0.3365
32
F
5
Elective
0.2184
35
0
0
-1
0
10
0
76.55
15.52
96.22
36.97
134.79
79.37
none
0
2
0
6.99
0.97
0.84
21.67
12.54
0.2731
24
M
4
ED
0.3296
18
0
0
-1
0
10
1
74.09
15.27
96.33
36.98
133.35
77.55
none
0
2
0
7.11
0.96
0.83
24.98
12.52
0.2576
24
M
4
ED
0.3296
18
0
0
-1
0
10
2
72.64
15.78
95.69
36.94
131.83
78.08
none
0
3
1
7.06
0.87
0.85
25.97
12.55
0.3682
24
M
4
ED
0.3296
18
0
0
-1
0
10
3
73.17
16.08
95.21
37.04
131.78
78.12
none
0
2
0
6.95
0.96
0.89
26.28
12.43
0.3074
24
M
4
ED
0.3296
18
0
0
-1
0
10
4
70.06
17.26
95.58
37.04
130.68
78.51
none
0
3
0
7
0.93
0.9
27.31
12.49
0.2099
24
M
4
ED
0.3296
18
0
0
-1
0
10
5
74.48
17.11
94.72
37
129.54
79.13
none
0
2
0
7.21
0.94
0.91
31.14
12.42
0.3315
24
M
4
ED
0.3296
18
0
0
-1
0
10
6
77.07
16.5
94.6
37.02
127.52
78.21
none
0
3
1
7.21
0.9
0.87
32.35
12.38
0.3621
24
M
4
ED
0.3296
18
0
0
-1
0
10
7
75.35
17.43
94.36
36.98
125.88
75.63
none
0
3
1
7.06
0.94
0.83
35.77
12.2
0.2358
24
M
4
ED
0.3296
18
0
0
-1
0
10
8
74.82
16.3
93.76
36.99
124.73
75.01
none
0
3
0
7.04
0.9
0.77
33.11
12.1
0.2351
24
M
4
ED
0.3296
18
0
0
-1
0
10
9
72
16.54
93.37
37.09
124.55
74.39
none
0
4
0
7.11
0.92
0.76
34.29
12.22
0.4992
24
M
4
ED
0.3296
18
0
0
-1
0
10
10
69.81
16.58
93.26
37.06
125.09
72.33
none
0
4
0
7.51
0.97
0.71
35.49
12.25
0.6108
24
M
4
ED
0.3296
18
0
0
-1
0
10
11
70.89
16.2
93.75
36.95
122.92
71.85
none
0
3
0
7.49
0.98
0.75
34.19
12.15
0.2995
24
M
4
ED
0.3296
18
0
0
-1
0
10
12
73.76
17.07
93.47
36.94
123.64
71
none
0
3
0
7.32
1.01
0.7
36.38
12.12
0.4555
24
M
4
ED
0.3296
18
0
0
-1
0
10
13
76.28
18.06
93.61
36.97
124.66
70.01
none
0
2
0
7.34
1.08
0.65
37.32
12.13
0.4835
24
M
4
ED
0.3296
18
0
0
-1
0
10
14
73.46
18.73
93.31
36.94
126.51
69.63
none
0
3
0
7.58
1
0.64
35.51
12.17
0.3327
24
M
4
ED
0.3296
18
0
0
-1
0
10
15
72.94
17.5
93.49
36.96
127.63
69.5
none
0
2
0
7.17
1.01
0.65
35.15
12.18
0.1303
24
M
4
ED
0.3296
18
0
0
-1
0
10
16
69.71
16.53
93.75
36.94
128.02
70.04
none
0
2
0
7.25
0.91
0.64
39.4
12.29
0.496
24
M
4
ED
0.3296
18
0
0
-1
0
10
17
68.87
16.46
93.03
36.99
123.45
70.98
none
0
2
0
7.47
1.09
0.63
38.36
12.3
0.4782
24
M
4
ED
0.3296
18
0
0
-1
0
11
0
81.13
16.11
96.6
37.08
115.09
70.86
none
0
3
0
10.53
1.42
1.39
34.88
12.62
0.2745
56
M
7
ED
0.5977
48
0
0
-1
0
11
1
79.64
15.7
94.9
37.1
116.18
71.26
none
0
2
0
10.76
1.39
1.45
33.19
12.6
0.4237
56
M
7
ED
0.5977
48
0
0
-1
0
11
2
78.29
15.35
93.78
37.14
114.44
70.72
none
0
3
1
10.5
1.43
1.43
28.3
12.62
0.3459
56
M
7
ED
0.5977
48
0
0
-1
0
11
3
78.18
14.73
94.27
37.14
114.4
69.36
none
0
2
0
10.68
1.5
1.41
28.61
12.67
0.8173
56
M
7
ED
0.5977
48
0
0
-1
0
11
4
77.99
15.35
93.83
37.19
111.78
70.09
none
0
3
0
10.92
1.57
1.42
29.4
12.64
0.3147
56
M
7
ED
0.5977
48
0
0
-1
0
11
5
77.71
15.47
93.98
37.22
113.39
69.04
none
0
2
0
11.1
1.55
1.44
32.36
12.47
0.7086
56
M
7
ED
0.5977
48
0
0
-1
0
11
6
75.65
15.88
93.46
37.28
114.57
69.29
none
0
3
0
10.59
1.45
1.43
32.31
12.54
0.1086
56
M
7
ED
0.5977
48
0
0
-1
0
11
7
74.71
14.59
93.99
37.25
116.43
70.9
none
0
3
0
10.92
1.44
1.42
31.2
12.7
0.4505
56
M
7
ED
0.5977
48
0
0
-1
0
11
8
74.21
15.54
94
37.23
115.05
71.25
none
0
3
0
10.79
1.49
1.5
32.24
12.84
0.3719
56
M
7
ED
0.5977
48
0
0
-1
0
11
9
76.76
15.55
94.45
37.18
117.79
70.21
none
0
1
0
11.1
1.58
1.53
36.37
12.93
0.3006
56
M
7
ED
0.5977
48
0
0
-1
0
11
10
75.92
16.06
94.04
37.14
118.64
71.5
none
0
2
0
11.1
1.76
1.52
37.73
12.96
0.4917
56
M
7
ED
0.5977
48
0
0
-1
0
11
11
75.67
15.86
94.57
37.08
119.53
71.94
none
0
2
0
11.18
1.85
1.52
37.83
12.99
0.5481
56
M
7
ED
0.5977
48
0
0
-1
0
11
12
74.54
15.6
94.66
37.06
120.98
72.9
none
0
2
0
10.59
1.73
1.44
37.29
12.97
0.562
56
M
7
ED
0.5977
48
0
0
-1
0
11
13
74.53
15.21
93.92
37.11
121.7
74.49
none
0
3
0
10.28
1.6
1.41
38.08
13.03
0.5617
56
M
7
ED
0.5977
48
0
0
-1
0
11
14
76.65
16.79
93.39
37.1
119.34
73.43
none
0
3
0
10.38
1.47
1.39
40.19
13.05
0.6293
56
M
7
ED
0.5977
48
0
0
-1
0
11
15
75.32
16.4
93.68
37.05
120.56
71.45
none
0
3
0
9.77
1.49
1.36
39.06
13.12
0.5953
56
M
7
ED
0.5977
48
0
0
-1
0
11
16
76.16
16.39
92.93
37.02
116.46
71.66
none
0
2
0
9.87
1.44
1.36
37.11
13.22
0.2704
56
M
7
ED
0.5977
48
0
0
-1
0
11
17
78.23
14.73
93.25
37.1
116.68
70.92
none
0
2
0
9.86
1.39
1.42
38.78
13.29
0.8026
56
M
7
ED
0.5977
48
0
0
-1
0
11
18
82.95
14.14
93.17
37.05
113.59
69.95
none
0
2
0
9.64
1.34
1.44
38.76
13.38
0.488
56
M
7
ED
0.5977
48
0
0
-1
0
11
19
82.11
14.87
92.58
37.04
117
70.7
none
0
3
0
9.29
1.26
1.48
38.93
13.35
0.3154
56
M
7
ED
0.5977
48
0
0
-1
0
11
20
80.9
15.35
92.06
36.99
117.01
70.74
none
0
4
0
9.09
1.3
1.49
34.99
13.42
0.3422
56
M
7
ED
0.5977
48
0
0
-1
0
11
21
79.61
16.45
91.64
37.08
116.22
70.05
none
0
3
0
9.68
1.33
1.54
34.93
13.41
0.0964
56
M
7
ED
0.5977
48
0
0
-1
0
11
22
80.8
16.48
91.17
37.1
115.9
70.86
none
0
2
0
9.61
1.29
1.52
33.17
13.37
0.5174
56
M
7
ED
0.5977
48
0
0
-1
0
11
23
80.52
17.1
91.06
37.07
112.93
69.62
none
0
3
0
9.39
1.31
1.52
31.12
13.14
0.5177
56
M
7
ED
0.5977
48
0
0
-1
0
11
24
82.57
17.55
91.34
37.04
112.71
71.63
none
0
2
0
9.81
1.31
1.53
26.73
13.24
0.5659
56
M
7
ED
0.5977
48
0
0
-1
0
11
25
85.5
17.84
92.65
37.08
111.15
71.18
none
0
4
0
9.64
1.38
1.56
30.16
13.21
0.5313
56
M
7
ED
0.5977
48
0
0
-1
0
11
26
86.74
16.88
92.35
37.02
110.09
69.59
none
0
2
1
9.34
1.3
1.57
30.23
13.08
0.8389
56
M
7
ED
0.5977
48
0
0
-1
0
11
27
86.74
16.23
92.55
36.98
109.59
71.2
none
0
2
0
9.37
1.35
1.55
30.53
13.02
0.3089
56
M
7
ED
0.5977
48
0
0
-1
0
11
28
87.89
14.4
93.41
37.02
111.53
71.01
none
0
3
0
9
1.25
1.6
27.28
12.91
0.3414
56
M
7
ED
0.5977
48
0
0
-1
0
11
29
88.72
13.91
93.55
37.1
109.1
72.24
none
0
2
0
9.2
1.24
1.61
27.99
12.83
0.1855
56
M
7
ED
0.5977
48
0
0
-1
0
11
30
87.69
14.14
93.3
37.07
110.72
71.87
none
0
2
0
9
1.27
1.61
28.05
12.86
0.3941
56
M
7
ED
0.5977
48
0
0
-1
0
11
31
85.86
12.83
92.91
37.05
109.47
70.81
none
0
2
0
9.25
1.2
1.54
27.35
13.03
0.2487
56
M
7
ED
0.5977
48
0
0
-1
0
11
32
85.14
12.01
93.09
37.07
110.29
69.64
none
0
2
0
9.11
1.29
1.56
28.97
13.02
0.6069
56
M
7
ED
0.5977
48
0
0
-1
0
11
33
83.39
13.24
93.6
37.05
109.98
69.79
none
0
3
0
9.07
1.4
1.54
25.96
13
0.564
56
M
7
ED
0.5977
48
0
0
-1
0
11
34
83.31
12.72
92.44
37.01
110.85
69.49
none
0
4
0
8.99
1.48
1.51
24.23
13.03
0.3242
56
M
7
ED
0.5977
48
0
0
-1
0
11
35
81.84
13.07
92.42
36.94
113.88
68.62
none
0
3
0
8.93
1.52
1.58
23.41
12.95
0.5303
56
M
7
ED
0.5977
48
0
0
-1
0
11
36
82.62
11.41
92.11
36.85
113.27
68.05
none
0
3
0
8.27
1.53
1.59
23.02
12.83
0.6483
56
M
7
ED
0.5977
48
0
0
-1
0
11
37
81.94
11.76
92.16
36.87
114.03
67.24
none
0
3
0
8.07
1.51
1.61
19.9
12.81
0.4124
56
M
7
ED
0.5977
48
0
0
-1
0
11
38
82.77
13.17
92.59
36.88
113.22
66.81
none
0
3
1
8.16
1.48
1.56
19.14
12.9
0.1046
56
M
7
ED
0.5977
48
0
0
-1
0
11
39
83.35
13.94
92.61
36.92
114.67
67
none
0
2
0
7.88
1.47
1.5
20.03
12.86
0.3109
56
M
7
ED
0.5977
48
0
0
-1
0
11
40
82.67
13.8
92.75
37.02
115.35
68.49
none
0
1
0
8.23
1.53
1.45
19.55
12.77
0.8456
56
M
7
ED
0.5977
48
0
0
-1
0
11
41
80.6
13.9
93.3
36.96
117.34
68.42
none
0
2
0
8.11
1.55
1.49
19.66
12.69
0.4981
56
M
7
ED
0.5977
48
0
0
-1
0
11
42
76.02
14.18
93.69
36.89
114.82
69.52
none
0
3
0
8.4
1.66
1.47
20.06
12.71
0.1966
56
M
7
ED
0.5977
48
0
0
-1
0
11
43
74.87
15.18
93.73
36.98
116.09
69.83
none
0
2
0
8.11
1.55
1.52
21.81
12.69
0.3595
56
M
7
ED
0.5977
48
0
0
-1
0
11
44
76.1
15.78
93.55
37.06
117.86
68.98
none
0
3
0
7.79
1.6
1.5
20.53
12.71
0.5525
56
M
7
ED
0.5977
48
0
0
-1
0
11
45
78.01
15.13
93.7
37.05
121.68
71.24
none
0
3
0
7.68
1.49
1.46
21.08
12.66
0.2423
56
M
7
ED
0.5977
48
0
0
-1
0
11
46
77.04
14.85
93.62
37.06
122.16
69.43
none
0
2
0
7.72
1.46
1.43
20.33
12.76
0.5458
56
M
7
ED
0.5977
48
0
0
-1
0
11
47
75.16
14.86
93.64
37.03
123.65
69.85
none
0
2
0
7.05
1.47
1.46
20.74
12.8
0.3518
56
M
7
ED
0.5977
48
0
0
-1
0
12
0
93.1
23.43
94.93
36.61
101.09
72.13
none
0
3
0
8.24
1.42
1.03
11.18
11.62
0.3278
89
M
1
Elective
0.3163
38
0
0
-1
0
12
1
93.46
22.76
94.96
36.67
101.04
70.31
none
0
3
0
8.33
1.42
1.04
13.13
11.58
0.3509
89
M
1
Elective
0.3163
38
0
0
-1
0
12
2
92.94
23.35
94.44
36.68
102.06
69.72
none
0
3
0
7.99
1.29
1.04
16.52
11.53
0.4553
89
M
1
Elective
0.3163
38
0
0
-1
0
12
3
92.15
23.42
93.61
36.83
101.03
70.38
none
0
2
0
8.36
1.31
1.01
16.72
11.38
0.3359
89
M
1
Elective
0.3163
38
0
0
-1
0
12
4
95.86
23.28
93.16
36.85
100.23
67.4
none
0
2
0
8.02
1.48
1.02
19.65
11.3
0.4029
89
M
1
Elective
0.3163
38
0
0
-1
0
12
5
93.63
24.25
93.39
36.84
100.46
67.06
none
0
2
1
7.59
1.4
1.01
18.94
11.35
0.4875
89
M
1
Elective
0.3163
38
0
0
-1
0
12
6
94.01
23.75
92.82
36.81
101.13
68.92
nasal
3.91
1
0
7.54
1.33
1.07
18.2
11.29
0.3148
89
M
1
Elective
0.3163
38
0
0
-1
0
12
7
93.99
23.3
92.65
36.8
101.28
68.42
mask
8.45
3
0
7.52
1.27
1.14
20.22
11.33
0.3045
89
M
1
Elective
0.3163
38
0
0
-1
0
12
8
94.53
24.65
92.7
36.78
101.45
68.47
hfnc
36.35
2
0
7.38
1.21
1.16
22.63
11.51
0.4448
89
M
1
Elective
0.3163
38
0
0
-1
0
12
9
96.61
25.47
93.53
36.75
100.61
68.23
hfnc
35.86
2
0
7.11
1.25
1.18
23.75
11.52
0.5435
89
M
1
Elective
0.3163
38
0
0
-1
0
12
10
95.95
25.5
93.55
36.74
99.7
67.3
hfnc
34.72
3
0
6.85
1.29
1.22
21.25
11.52
0.5006
89
M
1
Elective
0.3163
38
0
0
-1
0
12
11
96.74
25.1
94.21
36.73
99.24
67.87
hfnc
34.85
1
0
6.77
1.27
1.21
20.89
11.53
0.1245
89
M
1
Elective
0.3163
38
0
0
-1
0
12
12
97.42
24.84
94.56
36.75
95.58
69.19
hfnc
33.98
2
0
6.83
1.22
1.19
16.72
11.55
0.4578
89
M
1
Elective
0.3163
38
0
0
-1
0
12
13
99.81
25.71
94.98
36.85
97.15
70.46
hfnc
35.51
3
0
6.86
1.2
1.23
14.76
11.58
0.2533
89
M
1
Elective
0.3163
38
0
0
-1
0
12
14
100.71
25.7
95.24
36.88
94.77
70.41
hfnc
33.57
2
0
6.75
1.21
1.21
17.31
11.58
0.5141
89
M
1
Elective
0.3163
38
0
0
-1
0
12
15
101.5
24.75
94.39
36.85
95.72
69.52
hfnc
35.06
2
1
6.82
1.16
1.16
19.01
11.63
0.3376
89
M
1
Elective
0.3163
38
0
0
-1
0
12
16
104.11
24.67
94.57
36.83
96.48
70.78
hfnc
35.48
3
0
6.86
1.19
1.19
20.42
11.71
0.4038
89
M
1
Elective
0.3163
38
0
0
-1
0
12
17
103.25
25.1
95.72
36.85
94.44
70.46
hfnc
34.2
3
0
7.01
1.14
1.16
17.67
11.7
0.6159
89
M
1
Elective
0.3163
38
0
0
-1
0
12
18
102.47
25.51
94.95
36.93
95.35
71.61
hfnc
34.37
3
0
6.95
1.18
1.19
17.48
11.63
0.2143
89
M
1
Elective
0.3163
38
0
0
-1
0
12
19
101.49
26.05
94.72
36.9
96.95
72.22
hfnc
36.13
4
0
6.64
1.07
1.15
17.42
11.72
0.5708
89
M
1
Elective
0.3163
38
0
0
-1
0
12
20
103.71
25.6
93.94
36.88
96.74
75.06
hfnc
33.6
4
1
6.64
0.99
1.18
15.9
11.73
0.4564
89
M
1
Elective
0.3163
38
0
0
-1
0
12
21
104.42
27
93.75
36.92
97.21
74.36
hfnc
34.45
4
1
6.49
1.15
1.21
17.68
11.68
0.4517
89
M
1
Elective
0.3163
38
0
0
-1
0