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
1
0
68.58
14.47
96.52
37.18
108.94
78.43
none
0
2
0
5.68
1.28
1.27
10.66
13.55
0.2621
24
M
2
Elective
0.2173
17
0
0
-1
0
1
1
67.03
13.87
94.94
37.25
111.73
79.14
none
0
3
0
5.46
1.18
1.22
11.94
13.65
0.3353
24
M
2
Elective
0.2173
17
0
0
-1
0
1
2
69.05
14.63
94.45
37.29
111.48
78.86
none
0
2
0
5.55
1.21
1.25
10.24
13.69
0.1678
24
M
2
Elective
0.2173
17
0
0
-1
0
1
3
69.07
14.42
95.16
37.27
110.68
76.79
none
0
2
0
5.5
1.13
1.24
10.72
13.61
0.1961
24
M
2
Elective
0.2173
17
0
0
-1
0
1
4
73.35
15.62
95.83
37.21
110.38
75.47
none
0
3
0
5.96
1.2
1.21
11.46
13.49
0.3
24
M
2
Elective
0.2173
17
0
0
-1
0
1
5
73.39
15.44
94.21
37.28
109.26
75.58
none
0
2
0
6.53
1.1
1.21
12.45
13.58
0.3197
24
M
2
Elective
0.2173
17
0
0
-1
0
1
6
74.22
15.37
94.37
37.24
108.75
74.17
none
0
3
0
6.42
1.19
1.22
13.07
13.45
0.3819
24
M
2
Elective
0.2173
17
0
0
-1
0
1
7
73.4
15.12
94.83
37.21
108.9
71.97
none
0
3
0
6.34
1.3
1.23
14.87
13.53
0.5769
24
M
2
Elective
0.2173
17
0
0
-1
0
1
8
73.35
14.06
94.53
37.23
106.08
71.13
none
0
1
1
6.26
1.31
1.28
16.24
13.44
0.8892
24
M
2
Elective
0.2173
17
0
0
-1
0
1
9
71.29
12.98
94.79
37.1
107.75
72.03
none
0
2
0
6.14
1.38
1.25
14.56
13.48
0.3208
24
M
2
Elective
0.2173
17
0
0
-1
0
1
10
73.85
13.32
94.61
37.13
106.28
73.31
none
0
3
0
6.38
1.54
1.23
12.7
13.52
0.3322
24
M
2
Elective
0.2173
17
0
0
-1
0
1
11
73.96
14.03
94.36
37.14
106.19
73.2
none
0
2
0
6.84
1.43
1.23
12.81
13.58
0.2139
24
M
2
Elective
0.2173
17
0
0
-1
0
1
12
76.29
12.85
93.55
37.18
105.62
72.87
none
0
3
0
6.77
1.51
1.21
14
13.48
0.4385
24
M
2
Elective
0.2173
17
0
0
-1
0
1
13
75.7
14.13
94.01
37.17
105.63
73.19
none
0
3
0
6.67
1.56
1.23
11.77
13.45
0.3111
24
M
2
Elective
0.2173
17
0
0
-1
0
1
14
74.26
15.2
94.02
37.25
108.07
72.03
none
0
2
0
6.55
1.52
1.24
13.22
13.46
0.293
24
M
2
Elective
0.2173
17
0
0
-1
0
1
15
74.18
15.15
94.35
37.32
108.59
71.49
none
0
3
0
6.92
1.56
1.24
15.28
13.48
0.7849
24
M
2
Elective
0.2173
17
0
0
-1
0
1
16
75.06
14.86
94.18
37.35
107.12
70.86
none
0
3
0
6.92
1.66
1.24
15.41
13.4
0.6947
24
M
2
Elective
0.2173
17
0
0
-1
0
2
0
81.4
21.2
95.66
36.98
105.55
66.57
none
0
4
0
7.03
1.53
1.05
24.94
12.34
0.421
74
F
3
Transfer
0.5558
33
1
0
16
0
2
1
82.88
20.95
95.83
36.96
104.72
65.91
none
0
3
0
7.46
1.5
1.09
24.12
12.3
0.4801
74
F
3
Transfer
0.5558
33
1
0
16
0
2
2
81.81
20.34
96.8
36.96
104.57
66.85
none
0
2
0
7.25
1.59
1.09
21.41
12.25
0.2497
74
F
3
Transfer
0.5558
33
1
0
16
0
2
3
82.44
20.39
97.38
37.02
104.63
67.38
none
0
3
0
6.91
1.65
1.1
23.41
12.23
0.3737
74
F
3
Transfer
0.5558
33
1
0
16
0
2
4
79.52
20.93
97.12
37.07
105.49
68.71
none
0
3
0
7.19
1.74
1.14
25.17
12.17
0.2644
74
F
3
Transfer
0.5558
33
1
0
16
1
2
5
79.58
20.75
97.7
37.07
104.78
70.11
none
0
2
0
7.18
1.73
1.13
25.93
12.14
0.389
74
F
3
Transfer
0.5558
33
1
0
16
1
2
6
77.74
20.96
97.36
37.05
103.21
70.26
none
0
3
0
6.89
1.78
1.12
27.64
12.17
0.4677
74
F
3
Transfer
0.5558
33
1
0
16
1
2
7
75.32
20.54
97.04
37.09
102.15
69.54
none
0
3
0
6.75
1.82
1.14
25.61
12.12
0.1783
74
F
3
Transfer
0.5558
33
1
0
16
1
2
8
75.95
21.9
96.08
36.99
100
67.07
none
0
3
0
6.65
1.9
1.16
28.22
12.14
0.3958
74
F
3
Transfer
0.5558
33
1
0
16
1
2
9
70
22.35
96.04
37.08
100.84
67.22
none
0
2
0
6.66
1.88
1.17
30.9
12.16
0.6283
74
F
3
Transfer
0.5558
33
1
0
16
1
2
10
72.7
22.68
96.09
37.11
99.57
66.67
none
0
1
0
6.55
1.93
1.22
33.65
12.19
0.6414
74
F
3
Transfer
0.5558
33
1
0
16
1
2
11
73.29
23.46
96.04
37.17
95.51
65.43
none
0
1
0
6.69
2.05
1.31
33.14
12.1
0.4245
74
F
3
Transfer
0.5558
33
1
0
16
1
2
12
76.24
23.88
95.21
37.18
92.91
66.04
none
0
3
0
7.26
2.04
1.36
33.48
12.07
0.4931
74
F
3
Transfer
0.5558
33
1
0
16
1
2
13
76.56
24.38
94.27
37.19
88.73
62.84
none
0
3
1
7.29
2.14
1.36
34.89
11.98
0.5159
74
F
3
Transfer
0.5558
33
1
0
16
1
2
14
76.13
25.42
94.35
37.17
85.62
60.53
none
0
2
0
7.47
2.35
1.46
39.64
11.95
0.5784
74
F
3
Transfer
0.5558
33
1
0
16
1
2
15
77.92
26.23
93.41
37.2
83.63
58.35
none
0
1
1
8.08
2.68
1.53
43.83
11.95
0.614
74
F
3
Transfer
0.5558
33
1
0
16
1
2
16
81.06
27.33
93.02
37.24
79.81
58.55
none
0
2
1
8.34
2.86
1.59
44.38
11.85
0.7563
74
F
3
Transfer
0.5558
33
1
0
16
0
2
17
85.18
26.54
92.79
37.27
80.69
56.77
none
0
1
1
8.8
3.14
1.66
45.63
11.57
0.9516
74
F
3
Transfer
0.5558
33
1
0
16
0
2
18
84.49
25.07
91.92
37.26
79.64
55.47
none
0
0
0
9.35
3.39
1.74
48.71
11.4
0.5909
74
F
3
Transfer
0.5558
33
1
0
16
0
2
19
85.56
25.91
90.7
37.38
76.72
55.08
nasal
0.79
1
1
10.1
3.59
1.85
52.35
11.21
0.6224
74
F
3
Transfer
0.5558
33
1
0
16
0
2
20
87.3
27.95
90.67
37.4
77.3
53.13
mask
10.3
0
1
10.45
3.91
1.99
57.52
11.16
0.8529
74
F
3
Transfer
0.5558
33
1
0
16
0
2
21
90.18
28.21
89
37.47
76
51.87
hfnc
35.56
2
1
11.32
4.15
2.09
60.7
11.06
0.8987
74
F
3
Transfer
0.5558
33
1
0
16
0
2
22
90.65
27.99
88.12
37.48
74.32
50.22
niv
51.21
0
1
12.4
4.55
2.17
65.76
11.01
0.8117
74
F
3
Transfer
0.5558
33
1
0
16
0
2
23
92.26
30.35
86.77
37.69
72.05
47.84
niv
48.11
1
1
12.63
5
2.28
73.15
11.08
0.9535
74
F
3
Transfer
0.5558
33
1
0
16
0
2
24
98.36
31.75
86.15
37.73
70
47.01
niv
51.98
1
1
13.51
5.3
2.39
74.52
10.95
0.8745
74
F
3
Transfer
0.5558
33
1
0
16
0
2
25
102.04
32.27
85.42
37.73
70
46.89
niv
52.12
0
1
13.9
5.54
2.48
84
10.78
0.9028
74
F
3
Transfer
0.5558
33
1
0
16
0
2
26
105.68
33.51
83.92
37.81
70
44.26
niv
49.23
0
1
14.42
5.89
2.62
89.93
10.66
0.9072
74
F
3
Transfer
0.5558
33
1
0
16
0
2
27
113.43
34.11
83.37
37.93
70
41.85
niv
50.52
0
1
15.11
6.21
2.8
96.65
10.52
0.9927
74
F
3
Transfer
0.5558
33
1
0
16
0
2
28
115.24
36.01
81.99
38.05
70
40.98
niv
50.88
0
1
15.73
6.65
2.93
96.12
10.34
0.9836
74
F
3
Transfer
0.5558
33
1
0
16
0
2
29
120.75
37.1
80.85
38.08
70
40
niv
48.76
1
1
16.53
7.04
3.05
103
10.24
0.9946
74
F
3
Transfer
0.5558
33
1
0
16
0
2
30
124.89
37.51
80
38.1
70
40
niv
49.33
1
1
17.13
7.35
3.17
109.08
10.03
0.9935
74
F
3
Transfer
0.5558
33
1
0
16
0
2
31
128.22
39.26
78.7
38.07
70
40
niv
50.42
0
1
17.82
7.61
3.27
113.58
9.87
0.9892
74
F
3
Transfer
0.5558
33
1
0
16
0
2
32
134.55
39.68
77.58
38.11
70
40
niv
50.85
0
1
18.45
7.99
3.39
122.38
9.69
0.9972
74
F
3
Transfer
0.5558
33
1
0
16
0
3
0
84.7
22.87
93.48
36.89
127.65
81.14
none
0
3
0
11.22
2.01
0.93
23.35
13.31
0.532
65
F
7
ED
0.6325
55
0
0
-1
0
3
1
85.35
23.88
93.32
36.84
128.96
81.47
none
0
2
0
11.42
1.96
0.94
20.16
13.27
0.4298
65
F
7
ED
0.6325
55
0
0
-1
0
3
2
84.21
24.36
93.38
36.8
130.38
83.19
none
0
3
0
11.64
1.78
0.95
19.87
13.11
0.3127
65
F
7
ED
0.6325
55
0
0
-1
0
3
3
82.91
25.23
92.77
36.76
129.84
81.52
none
0
1
0
11.42
1.86
0.92
21.44
13.16
0.5109
65
F
7
ED
0.6325
55
0
0
-1
0
3
4
83.4
25.92
92.69
36.73
128.67
81
none
0
2
1
11.58
1.89
0.92
22.7
13.16
0.3244
65
F
7
ED
0.6325
55
0
0
-1
0
3
5
83.17
25.1
91.86
36.67
125.6
81.67
none
0
3
0
11.68
1.83
0.88
25.03
13.2
0.4394
65
F
7
ED
0.6325
55
0
0
-1
0
3
6
80.14
23.84
92.9
36.63
125.71
82.18
nasal
0
2
0
11.67
1.82
0.87
25.99
13.11
0.4707
65
F
7
ED
0.6325
55
0
0
-1
0
3
7
79.59
24.4
93.09
36.64
124.1
82.26
nasal
3.3
4
0
11.74
1.99
0.86
27.45
13.1
0.4556
65
F
7
ED
0.6325
55
0
0
-1
0
3
8
78.22
24.77
93.23
36.75
125.36
81.23
nasal
1.62
3
0
12.06
2.05
0.89
28.34
13.19
0.6663
65
F
7
ED
0.6325
55
0
0
-1
0
3
9
78.91
24.84
93.08
36.74
125.36
79.28
nasal
2.56
4
0
12.31
2.08
0.87
29.53
13.14
0.5185
65
F
7
ED
0.6325
55
0
0
-1
0
3
10
77.36
24.56
93.5
36.76
126.99
79.71
nasal
0.53
3
0
12.5
2.24
0.83
34.34
13.22
0.9182
65
F
7
ED
0.6325
55
0
0
-1
0
3
11
79.12
24.93
93.68
36.8
126.81
79.14
nasal
1.95
2
0
12.62
2.2
0.83
31.46
13.22
0.4729
65
F
7
ED
0.6325
55
0
0
-1
0
3
12
80.92
24.45
93.21
36.84
128.36
79.61
nasal
3.88
3
0
12.5
2.15
0.82
31.34
13.09
0.4534
65
F
7
ED
0.6325
55
0
0
-1
0
3
13
82.95
24.2
93.06
36.89
129.65
80.69
nasal
1.76
2
0
12.5
2.16
0.81
31.23
13.03
0.6117
65
F
7
ED
0.6325
55
0
0
-1
0
3
14
80.13
24.47
92.6
36.85
128.35
81.21
nasal
0.12
4
0
11.93
2.18
0.81
29.29
13.05
0.4025
65
F
7
ED
0.6325
55
0
0
-1
0
3
15
80.63
23.71
92.47
36.84
128.77
81.65
nasal
2.62
4
0
11.99
2.2
0.81
29.98
12.99
0.4344
65
F
7
ED
0.6325
55
0
0
-1
0
3
16
85.45
23.77
93.04
36.84
129.05
81.52
nasal
2.63
1
0
11.87
2.28
0.81
31.64
13.07
0.8207
65
F
7
ED
0.6325
55
0
0
-1
0
3
17
85.4
23.78
93.7
36.89
128.8
84.2
nasal
3.11
2
0
11.78
2.26
0.78
28.52
12.97
0.7678
65
F
7
ED
0.6325
55
0
0
-1
0
3
18
87.01
22.16
94.58
36.95
130.18
85.52
nasal
3.06
2
0
11.27
2.24
0.81
28.51
13.03
0.8098
65
F
7
ED
0.6325
55
0
0
-1
0
3
19
83.67
22.55
94.96
36.95
132.15
85.83
nasal
1.39
3
0
11.31
2.39
0.78
31.29
13.14
0.7576
65
F
7
ED
0.6325
55
0
0
-1
0
3
20
82.54
22.65
94.52
36.94
130.28
86.54
nasal
1.86
3
0
11.71
2.56
0.75
29.57
13.13
0.777
65
F
7
ED
0.6325
55
0
0
-1
0
3
21
79.24
22.79
93.95
36.92
129.77
87.48
nasal
2.42
2
1
11.74
2.54
0.82
28.01
13.17
0.7668
65
F
7
ED
0.6325
55
0
0
-1
0
3
22
80.7
23.72
93.98
36.86
129.98
89.27
nasal
4.25
2
0
11.51
2.52
0.82
30.41
13.13
0.7413
65
F
7
ED
0.6325
55
0
0
-1
0
3
23
80.73
24.59
94.21
36.92
127.27
89.77
nasal
3.84
3
1
10.83
2.63
0.86
29.97
12.96
0.6406
65
F
7
ED
0.6325
55
0
0
-1
0
3
24
80.36
26.3
93.25
36.89
125.26
90.7
nasal
3.06
2
0
10.55
2.72
0.89
30.55
12.96
0.5055
65
F
7
ED
0.6325
55
0
0
-1
0
3
25
83.56
26.13
93.96
36.9
126.44
89.36
nasal
1.62
2
0
10.41
2.68
0.93
30.06
13.01
0.6585
65
F
7
ED
0.6325
55
0
0
-1
0
3
26
83.09
25.99
93.57
36.91
129.96
91.12
nasal
2.23
2
0
10.43
2.69
0.95
30.67
13.07
0.7081
65
F
7
ED
0.6325
55
0
0
-1
0
3
27
78.66
26.24
92.56
36.93
128.37
92.57
nasal
0.48
2
1
10.46
2.69
0.97
29.04
13.16
0.7616
65
F
7
ED
0.6325
55
0
0
-1
0
3
28
76.49
25.88
92.27
36.92
128.04
93.11
nasal
1.14
3
1
10.47
2.72
0.97
28.65
13.22
0.2208
65
F
7
ED
0.6325
55
0
0
-1
0
3
29
77.59
26.46
91.57
36.93
125.86
93.64
mask
9.45
3
0
10.35
2.66
0.92
28.46
13.13
0.3946
65
F
7
ED
0.6325
55
0
0
-1
0
3
30
77.31
27
91.51
36.95
125.12
93.21
mask
5.97
2
0
10.19
2.71
0.94
27.35
13.19
0.4059
65
F
7
ED
0.6325
55
0
0
-1
0
3
31
76
27.5
91.47
36.92
124.83
90.95
hfnc
37.19
4
1
10.33
2.53
0.92
27.19
13.22
0.6654
65
F
7
ED
0.6325
55
0
0
-1
0
3
32
75.8
27.37
91.16
36.94
126.99
88.21
hfnc
35.3
2
1
10.29
2.65
0.93
28.02
13.09
0.7477
65
F
7
ED
0.6325
55
0
0
-1
0
3
33
73.73
26.43
91.56
36.99
125.72
86.93
hfnc
35.88
3
1
10.07
2.66
0.9
30.59
13.06
0.7034
65
F
7
ED
0.6325
55
0
0
-1
0
3
34
72.37
26.31
91.3
37.03
124.71
87.72
hfnc
34.3
3
0
10.19
2.65
0.92
27.51
13.05
0.5113
65
F
7
ED
0.6325
55
0
0
-1
0
3
35
72.64
26.45
91.59
36.97
125.58
86.05
hfnc
35.36
2
0
9.49
2.81
0.89
26.62
12.9
0.5746
65
F
7
ED
0.6325
55
0
0
-1
0
3
36
73.38
26.64
91.65
37.01
125.39
87.59
hfnc
34.36
3
0
9.42
2.87
0.91
23.34
12.94
0.5429
65
F
7
ED
0.6325
55
0
0
-1
0
3
37
73.43
26.47
92.17
36.98
127.41
88.01
hfnc
33.05
3
0
9.41
2.97
0.97
22.92
12.88
0.7266
65
F
7
ED
0.6325
55
0
0
-1
0
3
38
71.72
28.97
91.48
37.01
126.06
89.97
hfnc
34.17
1
0
9.28
2.95
0.92
27.08
12.83
0.7354
65
F
7
ED
0.6325
55
0
0
-1
0
3
39
71.18
29.23
92.55
37.04
127.52
89.63
hfnc
34.79
2
1
8.95
2.92
0.9
26.98
12.79
0.3708
65
F
7
ED
0.6325
55
0
0
-1
0
3
40
70.22
28.54
91.95
37.05
126.72
90.46
hfnc
35.06
2
1
8.86
2.93
0.9
27.75
12.72
0.7824
65
F
7
ED
0.6325
55
0
0
-1
0
3
41
72.01
28.98
92.48
37.03
128.27
89.7
hfnc
33.72
2
0
8.74
2.94
0.92
26.66
12.78
0.69
65
F
7
ED
0.6325
55
0
0
-1
0
3
42
72.68
28.34
91.84
36.93
129.54
90.74
hfnc
33.97
3
0
8.24
2.95
0.91
29.09
12.76
0.7317
65
F
7
ED
0.6325
55
0
0
-1
0
3
43
70.14
29.25
91.35
36.81
129.55
91.29
hfnc
35.31
4
1
7.86
2.79
0.9
27.83
12.87
0.6211
65
F
7
ED
0.6325
55
0
0
-1
0
3
44
69.97
28
91.76
36.87
131.04
91.16
hfnc
36.2
3
1
7.49
2.78
0.88
29.68
12.84
0.5382
65
F
7
ED
0.6325
55
0
0
-1
0
3
45
67.77
28.85
92.5
36.8
130.16
90.15
hfnc
35.74
3
0
7.61
2.87
0.87
28.94
12.68
0.4637
65
F
7
ED
0.6325
55
0
0
-1
0
3
46
67.22
28.86
92.66
36.87
129.02
90
hfnc
35.69
3
0
7.41
2.71
0.89
32.43
12.74
0.646
65
F
7
ED
0.6325
55
0
0
-1
0
3
47
67.81
28.76
93.08
36.82
129.73
89.06
hfnc
34.8
3
1
7.54
2.9
0.91
34.78
12.81
0.2604
65
F
7
ED
0.6325
55
0
0
-1
0
3
48
67.24
28.69
92.46
36.77
132
85.12
hfnc
34.43
2
0
7.61
3
0.91
37.6
12.78
0.5086
65
F
7
ED
0.6325
55
0
0
-1
0
3
49
65.66
28.02
91.9
36.79
130.3
83.76
hfnc
35.68
3
1
7.34
3.01
0.93
39.1
12.8
0.7395
65
F
7
ED
0.6325
55
0
0
-1
0