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
3
50
63.5
29.11
91.97
36.84
128.43
83.31
hfnc
33.2
1
1
6.99
3.07
0.92
37.99
12.95
0.7557
65
F
7
ED
0.6325
55
0
0
-1
0
3
51
59.02
28.7
91.56
36.79
127.68
82.15
hfnc
34.67
2
1
6.69
3.09
0.95
34.52
12.97
0.7315
65
F
7
ED
0.6325
55
0
0
-1
0
3
52
59.69
27.19
91.45
36.8
125.82
81.88
hfnc
33.22
3
1
6.81
3.02
0.95
32.54
12.87
0.7327
65
F
7
ED
0.6325
55
0
0
-1
0
3
53
55.27
26.04
91.75
36.72
124.77
81.79
hfnc
36.58
2
1
6.93
3.03
1
30.91
12.88
0.7107
65
F
7
ED
0.6325
55
0
0
-1
0
3
54
53.42
25.98
92
36.76
125.74
81.89
hfnc
34.51
3
0
6.91
3.08
1.07
32.62
12.91
0.4164
65
F
7
ED
0.6325
55
0
0
-1
0
4
0
82.27
14.82
96.61
36.73
112.29
78.96
none
0
2
0
6.88
1.01
1.01
41.52
13.3
0.3285
50
M
0
ED
0.2896
37
0
0
-1
0
4
1
81.72
13.86
97.02
36.75
111.2
79.13
none
0
2
0
6.64
0.97
1.03
42.46
13.26
0.408
50
M
0
ED
0.2896
37
0
0
-1
0
4
2
82.58
14.1
96.18
36.76
111.24
77.04
none
0
2
0
6.44
1
1.07
39.18
13.34
0.1273
50
M
0
ED
0.2896
37
0
0
-1
0
4
3
83.29
13.33
96.44
36.75
104.77
76.15
none
0
1
0
6.48
1.09
1.08
41.28
13.26
0.4931
50
M
0
ED
0.2896
37
0
0
-1
0
4
4
83.95
13.11
96.29
36.7
105.84
76.48
none
0
2
0
6.63
1.1
1.09
40.69
13.35
0.4745
50
M
0
ED
0.2896
37
0
0
-1
0
4
5
79.98
12.81
96.92
36.66
104.71
75.41
none
0
3
0
6.31
1.02
1.1
39.7
13.31
0.2607
50
M
0
ED
0.2896
37
0
0
-1
0
4
6
78.46
12.74
97.14
36.67
106.11
73.85
none
0
3
0
6.41
1.19
1.1
39.88
13.35
0.2937
50
M
0
ED
0.2896
37
0
0
-1
0
4
7
79.25
13.19
96.34
36.68
105.74
75.48
none
0
3
0
6.74
1.25
1.13
39.15
13.37
0.3517
50
M
0
ED
0.2896
37
0
0
-1
0
4
8
78.84
13.15
96.37
36.72
104.74
74.07
none
0
2
0
6.91
1.32
1.14
36.87
13.36
0.4504
50
M
0
ED
0.2896
37
0
0
-1
0
4
9
81.21
13.33
96.08
36.71
103.61
73.62
none
0
3
0
7.09
1.17
1.18
41.25
13.37
0.2644
50
M
0
ED
0.2896
37
0
0
-1
0
4
10
79.27
13
96.18
36.76
104.09
74.12
none
0
3
0
7
1.24
1.18
44.93
13.32
0.4748
50
M
0
ED
0.2896
37
0
0
-1
0
4
11
79.86
13.04
96.09
36.73
101.48
74.82
none
0
2
0
6.62
1.29
1.17
43.02
13.43
0.1968
50
M
0
ED
0.2896
37
0
0
-1
0
4
12
78.63
14.21
95.41
36.93
99.68
78.08
none
0
3
0
6.89
1.28
1.17
42.26
13.46
0.2895
50
M
0
ED
0.2896
37
0
0
-1
0
4
13
79.49
14.51
95.05
36.91
100.55
79.28
none
0
2
0
6.86
1.36
1.21
44.87
13.49
0.2788
50
M
0
ED
0.2896
37
0
0
-1
0
4
14
78.23
14.03
94.7
36.85
99.56
78.14
none
0
2
0
7
1.27
1.19
44.87
13.64
0.3008
50
M
0
ED
0.2896
37
0
0
-1
0
4
15
76.92
15.87
95.18
36.83
102.71
77.47
none
0
1
0
6.9
1.23
1.22
44.73
13.76
0.4783
50
M
0
ED
0.2896
37
0
0
-1
0
4
16
73.58
15.53
94.41
36.89
102.37
78.14
none
0
1
0
6.77
1.3
1.16
44.63
13.8
0.5119
50
M
0
ED
0.2896
37
0
0
-1
0
4
17
72.8
15.28
95.52
36.9
101.49
77.51
none
0
2
0
6.93
1.23
1.18
46.84
13.79
0.5795
50
M
0
ED
0.2896
37
0
0
-1
0
4
18
73.35
15.52
96.01
36.94
105
76.87
none
0
3
0
7.02
1.18
1.2
44.98
13.87
0.2835
50
M
0
ED
0.2896
37
0
0
-1
0
4
19
70.66
15.71
96.08
36.93
104.19
75.93
none
0
2
0
7.11
1.1
1.22
43.83
13.83
0.5965
50
M
0
ED
0.2896
37
0
0
-1
0
4
20
72.21
14.56
96.8
36.93
103.21
75.94
none
0
3
0
7.45
0.93
1.25
46.22
13.81
0.3621
50
M
0
ED
0.2896
37
0
0
-1
0
4
21
72.18
14.48
97.14
37.07
101.96
76.02
none
0
2
0
7.26
0.89
1.21
43.16
13.9
0.4182
50
M
0
ED
0.2896
37
0
0
-1
0
4
22
69.87
14.46
97.31
37.04
100.67
75.48
none
0
3
0
7.46
0.91
1.17
44.61
13.94
0.3987
50
M
0
ED
0.2896
37
0
0
-1
0
4
23
70.81
15.16
97.2
37.01
102.33
76.5
none
0
3
0
7.78
0.94
1.12
44.94
13.95
0.5907
50
M
0
ED
0.2896
37
0
0
-1
0
4
24
69.16
14.87
97.03
37.02
104.84
77.35
none
0
2
0
7.55
0.87
1.09
44.7
14.01
0.5302
50
M
0
ED
0.2896
37
0
0
-1
0
4
25
66.19
15.38
97.29
37
104.81
77.82
none
0
2
0
7.47
0.82
1.07
48.43
13.98
0.3966
50
M
0
ED
0.2896
37
0
0
-1
0
4
26
65.19
15.78
96.87
36.93
103.57
79.72
none
0
4
0
7.33
0.83
1.03
51.11
13.95
0.2968
50
M
0
ED
0.2896
37
0
0
-1
0
4
27
64.88
13.48
97.54
36.89
102.12
78.88
none
0
1
0
7.7
0.83
0.98
50.7
13.89
0.4332
50
M
0
ED
0.2896
37
0
0
-1
0
4
28
65.73
13.41
97.52
36.83
98.79
79.19
none
0
2
0
7.63
0.81
1
46.83
13.89
0.4742
50
M
0
ED
0.2896
37
0
0
-1
0
4
29
64.83
12.15
97.7
36.83
97.7
80.27
none
0
3
0
7.5
0.93
1
44.92
13.82
0.3874
50
M
0
ED
0.2896
37
0
0
-1
0
4
30
63.98
12.11
98.2
36.8
98.01
80.76
none
0
2
1
7.19
0.97
1.02
46.85
13.73
0.2257
50
M
0
ED
0.2896
37
0
0
-1
0
4
31
63.27
12.26
96.93
36.83
100.51
80.15
none
0
2
0
7.24
1.11
1.02
47.46
13.87
0.7329
50
M
0
ED
0.2896
37
0
0
-1
0
4
32
64.27
12.83
95.62
36.74
103.54
81
none
0
3
0
7.33
1.01
1.01
48.6
13.76
0.2783
50
M
0
ED
0.2896
37
0
0
-1
0
4
33
66.23
13.59
94.72
36.82
105.53
81.23
none
0
3
0
7.3
1.07
1.03
48.06
13.89
0.1299
50
M
0
ED
0.2896
37
0
0
-1
0
4
34
67.63
12.47
94.59
36.88
102.99
80.97
none
0
2
0
7.17
1.1
1.04
48.25
13.87
0.4071
50
M
0
ED
0.2896
37
0
0
-1
0
4
35
65.22
12.74
94.12
36.97
103.14
79.57
none
0
3
0
7.11
0.98
1.02
49.48
13.98
0.5674
50
M
0
ED
0.2896
37
0
0
-1
0
4
36
69.72
12.26
94.88
36.92
105.15
78.89
none
0
2
0
6.94
0.96
1
50.33
14.08
0.1209
50
M
0
ED
0.2896
37
0
0
-1
0
5
0
74.61
14.91
95.61
37.23
138.78
65.3
none
0
2
0
8.44
0.83
0.82
5.05
11.85
0.0367
49
M
0
ED
0.2507
22
0
0
-1
0
5
1
73.49
14.91
95.3
37.22
138.65
64.59
none
0
4
0
8.64
0.94
0.79
5.51
11.73
0.1229
49
M
0
ED
0.2507
22
0
0
-1
0
5
2
77.18
14.4
95.18
37.3
137.08
65.59
none
0
2
0
8.56
0.89
0.77
1.22
11.83
0.3421
49
M
0
ED
0.2507
22
0
0
-1
0
5
3
78.98
14.2
95.65
37.32
136.89
66.58
none
0
2
0
8.44
0.79
0.77
1.36
11.81
0.4886
49
M
0
ED
0.2507
22
0
0
-1
0
5
4
79.2
14.64
95.65
37.31
134.57
65.77
none
0
3
0
8.52
0.81
0.73
0.35
11.74
0.5221
49
M
0
ED
0.2507
22
0
0
-1
0
5
5
78.05
14.31
95.85
37.3
135.34
65.88
none
0
0
0
8.62
0.85
0.72
0
11.81
0.6083
49
M
0
ED
0.2507
22
0
0
-1
0
5
6
78.44
13.49
95.22
37.28
135.8
66.48
none
0
1
0
8.56
0.84
0.7
1.32
11.83
0.4482
49
M
0
ED
0.2507
22
0
0
-1
0
5
7
80.41
12.18
95.07
37.3
138.99
65.7
none
0
2
0
8.58
1
0.69
3.96
11.86
0.294
49
M
0
ED
0.2507
22
0
0
-1
0
5
8
76.68
12.09
94.78
37.3
140.49
65.01
none
0
3
0
8.79
1.07
0.73
4.45
11.87
0.3212
49
M
0
ED
0.2507
22
0
0
-1
0
5
9
76.33
11.6
94.74
37.29
142.54
65.31
none
0
4
0
8.85
1.06
0.75
6.67
11.84
0.3233
49
M
0
ED
0.2507
22
0
0
-1
0
5
10
74.48
11.03
94.2
37.4
141.49
64.46
none
0
2
0
9.25
1.24
0.81
8.81
11.72
0.2669
49
M
0
ED
0.2507
22
0
0
-1
0
5
11
74.69
11.67
93.36
37.41
139.59
63.81
none
0
1
0
9.61
1.28
0.87
11.77
11.7
0.4217
49
M
0
ED
0.2507
22
0
0
-1
0
5
12
78.66
11.82
92.45
37.47
137.23
62.22
none
0
2
0
10.07
1.44
0.97
14.07
11.57
0.4349
49
M
0
ED
0.2507
22
0
0
-1
0
5
13
79.64
13.42
90.78
37.46
135.53
60.45
none
0
2
0
10.44
1.6
1.04
19.01
11.45
0.3301
49
M
0
ED
0.2507
22
0
0
-1
0
5
14
81.14
14.62
89.78
37.57
133.78
59.04
none
0
0
0
11.36
1.81
1.15
26.46
11.41
0.4091
49
M
0
ED
0.2507
22
0
0
-1
0
5
15
81.62
16.09
87.96
37.74
129.16
57.77
none
0
2
0
12.24
2.07
1.27
31.17
11.33
0.7663
49
M
0
ED
0.2507
22
0
0
-1
0
5
16
88.47
16.39
86.45
37.78
124.59
57.37
none
0
0
1
12.85
2.32
1.36
35.12
11.29
0.7272
49
M
0
ED
0.2507
22
0
0
-1
0
5
17
95.14
17.22
85.62
37.82
124.83
54.54
none
0
1
1
13.71
2.62
1.55
42.48
11.04
0.578
49
M
0
ED
0.2507
22
0
0
-1
0
5
18
98.65
18.01
84.87
37.83
122.21
52.32
none
0
1
1
14.21
2.95
1.65
49.72
10.8
0.8271
49
M
0
ED
0.2507
22
0
0
-1
0
5
19
100.91
20.05
83.37
37.93
120.68
50.45
nasal
0.7
1
1
14.58
3.25
1.81
56.97
10.68
0.7573
49
M
0
ED
0.2507
22
0
0
-1
0
5
20
101.59
20.52
81.81
38.03
117.14
47.29
nasal
3.11
1
1
14.9
3.57
1.89
64.85
10.62
0.8605
49
M
0
ED
0.2507
22
0
0
-1
0
5
21
103.21
22.17
80.61
38.11
112.81
44.87
mask
11.06
0
0
15.71
3.9
1.97
69.9
10.48
0.9647
49
M
0
ED
0.2507
22
0
0
-1
0
6
0
90.95
23.95
96.35
36.79
102.73
67.26
none
0
4
0
7.31
1.01
0.6
12.43
13.38
0.2587
80
M
2
ED
0.2886
72
0
0
-1
0
6
1
93.55
23.89
96.56
36.71
107.14
66.83
none
0
2
1
7.14
1.06
0.58
13.28
13.28
0.3482
80
M
2
ED
0.2886
72
0
0
-1
0
6
2
95.32
23.61
96.47
36.73
109.08
65.82
none
0
3
0
7.19
0.98
0.57
15.41
13.09
0.1983
80
M
2
ED
0.2886
72
0
0
-1
0
6
3
91.93
24.74
96.73
36.72
106.58
65.19
none
0
2
0
7.45
0.99
0.57
13.46
13.15
0.2995
80
M
2
ED
0.2886
72
0
0
-1
0
6
4
90.3
23.52
96.42
36.63
107.4
64.46
none
0
3
0
7.35
0.98
0.54
11.11
13.17
0.6339
80
M
2
ED
0.2886
72
0
0
-1
0
6
5
89.91
23.37
97.14
36.68
107.12
61.94
none
0
3
0
7.06
1.03
0.53
10.89
13.21
0.5061
80
M
2
ED
0.2886
72
0
0
-1
0
6
6
92.77
22.94
97.28
36.72
107.16
61.66
none
0
1
0
6.63
0.96
0.51
8.37
13.22
0.436
80
M
2
ED
0.2886
72
0
0
-1
0
6
7
93.32
23.11
96.92
36.66
108.67
62.05
none
0
2
1
6.46
0.84
0.52
6.57
13.25
0.2987
80
M
2
ED
0.2886
72
0
0
-1
0
6
8
93.48
22.57
96.39
36.61
109.4
62.19
none
0
2
0
6
0.93
0.56
2.88
13.33
0.549
80
M
2
ED
0.2886
72
0
0
-1
0
6
9
95.43
22.24
96.17
36.63
112.05
62.13
none
0
1
0
5.88
0.9
0.58
0.21
13.33
0.1568
80
M
2
ED
0.2886
72
0
0
-1
0
6
10
97.59
20.65
96.44
36.6
110.24
62.5
none
0
3
0
6.21
1.02
0.59
0.07
13.36
0.6911
80
M
2
ED
0.2886
72
0
0
-1
0
6
11
95.92
22.07
96.44
36.61
111.17
61.52
none
0
3
0
6.1
0.97
0.6
0.81
13.32
0.6123
80
M
2
ED
0.2886
72
0
0
-1
0
6
12
94.17
21.65
96.58
36.54
110.77
63.78
none
0
3
0
6.55
1.04
0.64
1.79
13.28
0.5684
80
M
2
ED
0.2886
72
0
0
-1
0
6
13
93.28
22.08
97.6
36.61
111.34
63.85
none
0
1
0
6.75
1.15
0.59
1.54
13.2
0.2791
80
M
2
ED
0.2886
72
0
0
-1
0
6
14
92.17
22.55
97.19
36.57
112.01
64.16
none
0
1
0
7.17
1.23
0.55
0.2
13.26
0.2062
80
M
2
ED
0.2886
72
0
0
-1
0
6
15
94.69
22.69
96.88
36.54
114.93
63.44
none
0
4
0
7.29
1.3
0.6
0
13.15
0.1899
80
M
2
ED
0.2886
72
0
0
-1
0
6
16
93.37
23.64
96.64
36.5
114.37
62.8
none
0
3
0
7.12
1.4
0.58
0
13.19
0.2139
80
M
2
ED
0.2886
72
0
0
-1
0
6
17
92.46
23.67
96.5
36.48
110.38
62.61
none
0
3
0
7.52
1.45
0.57
0.94
13.24
0.24
80
M
2
ED
0.2886
72
0
0
-1
0
6
18
95.64
22.02
95.91
36.51
111.53
64.42
none
0
3
0
6.96
1.51
0.53
1.78
13.24
0.5086
80
M
2
ED
0.2886
72
0
0
-1
0
6
19
95.48
22.17
96.75
36.55
111.88
65.13
none
0
3
0
7.23
1.54
0.5
3.03
13.24
0.3191
80
M
2
ED
0.2886
72
0
0
-1
0
6
20
93.57
21.28
97.7
36.6
112.02
65.79
none
0
3
0
7.11
1.53
0.5
4.96
13.12
0.2267
80
M
2
ED
0.2886
72
0
0
-1
0
6
21
91.74
21.11
97.38
36.52
114.17
65.63
none
0
2
0
7.43
1.41
0.52
2.08
13.32
0.143
80
M
2
ED
0.2886
72
0
0
-1
0
6
22
92.92
20.36
97.77
36.57
114.19
65.9
none
0
2
0
7.91
1.47
0.5
3.58
13.27
0.2669
80
M
2
ED
0.2886
72
0
0
-1
0
6
23
94.26
21.88
98.09
36.49
111.95
67.8
none
0
2
0
7.76
1.35
0.47
5.17
13.28
0.4706
80
M
2
ED
0.2886
72
0
0
-1
0
6
24
92.59
21.98
97.5
36.54
110.25
65.98
none
0
3
0
7.76
1.41
0.51
1.94
13.4
0.394
80
M
2
ED
0.2886
72
0
0
-1
0
6
25
89.24
21.64
97.23
36.57
112.74
66.07
none
0
2
0
7.68
1.44
0.5
0
13.44
0.5324
80
M
2
ED
0.2886
72
0
0
-1
0
6
26
92.3
23.66
97.47
36.62
111.05
64.83
none
0
2
0
7.93
1.28
0.51
2.86
13.5
0.4698
80
M
2
ED
0.2886
72
0
0
-1
0
6
27
94.77
24.34
97.48
36.59
112.88
64.49
none
0
3
0
7.95
1.33
0.51
5.96
13.39
0.3747
80
M
2
ED
0.2886
72
0
0
-1
0
6
28
96.37
24.3
98.21
36.63
111.41
64.75
none
0
2
0
8.05
1.37
0.52
7.09
13.42
0.2642
80
M
2
ED
0.2886
72
0
0
-1
0
6
29
95.86
25.18
97.73
36.55
114.75
63.86
none
0
2
0
8.33
1.41
0.5
6.82
13.4
0.445
80
M
2
ED
0.2886
72
0
0
-1
0
6
30
98.07
24.85
97.25
36.52
115.38
61.91
none
0
1
0
8.63
1.42
0.51
7.26
13.35
0.2316
80
M
2
ED
0.2886
72
0
0
-1
0
6
31
97.74
23.63
96.94
36.55
117.58
60.49
none
0
2
0
9.17
1.34
0.46
10.78
13.26
0.657
80
M
2
ED
0.2886
72
0
0
-1
0
6
32
100.3
24.54
96.61
36.55
118.7
59.98
none
0
3
0
9.51
1.33
0.45
7.61
13.16
0.4981
80
M
2
ED
0.2886
72
0
0
-1
0
6
33
97.02
24.14
97.63
36.5
118.64
57.32
none
0
2
0
9.38
1.3
0.46
6.98
13.04
0.285
80
M
2
ED
0.2886
72
0
0
-1
0
6
34
99.03
23.64
97.85
36.49
116.55
56.95
none
0
2
0
9.45
1.44
0.43
6.81
13.11
0.626
80
M
2
ED
0.2886
72
0
0
-1
0
6
35
100.05
24.47
98.43
36.52
116.79
56.22
none
0
2
0
9.39
1.42
0.47
7.16
13.13
0.2547
80
M
2
ED
0.2886
72
0
0
-1
0