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
12
22
106.26
27.65
93.71
36.95
99.83
74.88
hfnc
35.26
4
0
6.28
1.25
1.19
17.62
11.65
0.0778
89
M
1
Elective
0.3163
38
0
0
-1
0
12
23
112.18
27.53
93.82
36.94
99.94
75.28
hfnc
32.9
3
1
6.66
1.18
1.19
18.86
11.75
0.1037
89
M
1
Elective
0.3163
38
0
0
-1
0
12
24
111.22
28.06
94.81
36.94
99.55
75.8
hfnc
33.44
2
0
6.7
1.2
1.19
18.34
11.67
0.4488
89
M
1
Elective
0.3163
38
0
0
-1
0
12
25
110.57
28.08
94.26
36.93
99.82
74.08
hfnc
33.8
1
0
6.51
1.35
1.17
19.76
11.63
0.3984
89
M
1
Elective
0.3163
38
0
0
-1
0
12
26
111.45
28.63
94.33
36.89
101.39
73.28
hfnc
34.31
2
0
6.35
1.27
1.15
19.17
11.65
0.1731
89
M
1
Elective
0.3163
38
0
0
-1
0
12
27
112.06
27.8
94.57
36.89
102.74
72.57
hfnc
38.78
1
0
6.5
1.34
1.16
23.36
11.69
0.669
89
M
1
Elective
0.3163
38
0
0
-1
0
12
28
113.09
28
94.24
36.84
100.94
75.02
hfnc
35.76
3
1
6.62
1.23
1.12
19.31
11.79
0.3575
89
M
1
Elective
0.3163
38
0
0
-1
0
12
29
112.3
28.23
94.38
36.79
99.72
74.68
hfnc
34.97
4
1
6.7
1.34
1.13
19.14
11.81
0.3416
89
M
1
Elective
0.3163
38
0
0
-1
0
12
30
112.82
27.72
95.01
36.74
99.59
75.76
hfnc
35.22
3
1
6.48
1.41
1.07
16.95
11.8
0.759
89
M
1
Elective
0.3163
38
0
0
-1
0
12
31
110.65
25.29
95.88
36.77
98.84
75.83
hfnc
33.17
4
0
6.75
1.4
1.07
21.02
11.7
0.4675
89
M
1
Elective
0.3163
38
0
0
-1
0
12
32
109.28
24.09
95.7
36.78
100.81
74.62
hfnc
34.28
3
1
6.54
1.36
1.05
19.99
11.63
0.4381
89
M
1
Elective
0.3163
38
0
0
-1
0
12
33
106.52
24.57
95.81
36.79
100.58
74.33
hfnc
36.75
2
0
6.55
1.37
1.01
23.15
11.57
0.3862
89
M
1
Elective
0.3163
38
0
0
-1
0
12
34
102.13
22.98
95.8
36.8
102.46
75.21
hfnc
34.11
2
0
6.15
1.47
0.98
24.87
11.54
0.8075
89
M
1
Elective
0.3163
38
0
0
-1
0
12
35
101.65
22.18
96.9
36.77
101.36
75.09
hfnc
33.73
2
0
6.2
1.41
1
25.18
11.54
0.4743
89
M
1
Elective
0.3163
38
0
0
-1
0
12
36
103.51
21.99
96.74
36.66
100.18
73.27
hfnc
33.43
4
0
5.85
1.44
1.1
25.56
11.56
0.2625
89
M
1
Elective
0.3163
38
0
0
-1
0
12
37
99.51
22.18
96.52
36.69
102.85
73.68
hfnc
37.68
3
0
5.91
1.5
1.19
30.12
11.54
0.5589
89
M
1
Elective
0.3163
38
0
0
-1
0
13
0
95.58
18.54
93.72
37.27
104.6
64.24
none
0
3
0
8.13
2.04
1.43
24.99
15.67
0.4688
71
M
8
ED
0.6633
68
1
0
18
0
13
1
97.01
17.15
93.25
37.28
105.06
64.97
none
0
2
1
8.35
2.03
1.47
24.11
15.76
0.725
71
M
8
ED
0.6633
68
1
0
18
0
13
2
95.27
16.56
92.98
37.26
101.94
64.22
none
0
2
0
8.47
2.05
1.46
20.19
15.83
0.5009
71
M
8
ED
0.6633
68
1
0
18
0
13
3
96.28
16.81
93.15
37.32
103.85
63.05
none
0
2
0
8.64
1.99
1.47
20.81
15.87
0.4817
71
M
8
ED
0.6633
68
1
0
18
0
13
4
95.28
17.56
92.72
37.2
104.42
61.74
none
0
3
0
8.82
1.97
1.49
16.24
15.85
0.3458
71
M
8
ED
0.6633
68
1
0
18
0
13
5
95.49
17.21
92.88
37.2
106.35
62.75
none
0
2
0
9.33
2.12
1.5
17.69
15.8
0.6701
71
M
8
ED
0.6633
68
1
0
18
0
13
6
95.64
16.97
92.36
37.26
105.99
62.87
none
0
2
0
9.55
2.04
1.5
18.67
15.8
0.3564
71
M
8
ED
0.6633
68
1
0
18
1
13
7
92.24
15.15
92.86
37.2
104.54
60.78
none
0
1
0
9.67
2.13
1.58
21.87
15.66
0.2412
71
M
8
ED
0.6633
68
1
0
18
1
13
8
95.64
14.08
92.26
37.25
101.66
61.72
none
0
1
0
9.64
2.25
1.6
18.36
15.59
0.6859
71
M
8
ED
0.6633
68
1
0
18
1
13
9
97.86
14.17
91.8
37.27
99.8
63.02
none
0
0
0
9.62
2.44
1.69
20.3
15.55
0.6738
71
M
8
ED
0.6633
68
1
0
18
1
13
10
102.43
15.04
91.33
37.33
98.47
62.44
none
0
2
0
9.78
2.62
1.72
22.12
15.57
0.5883
71
M
8
ED
0.6633
68
1
0
18
1
13
11
103.14
14.45
90.21
37.39
98.29
60.68
none
0
1
0
10.18
2.8
1.8
29.15
15.56
0.5511
71
M
8
ED
0.6633
68
1
0
18
1
13
12
102.22
15.3
89.59
37.39
96.18
61.44
none
0
2
0
10.65
2.97
1.91
31.86
15.56
0.4771
71
M
8
ED
0.6633
68
1
0
18
1
13
13
108.17
15.28
89.26
37.41
96.22
61.48
none
0
2
0
10.99
3.1
1.96
32.83
15.53
0.268
71
M
8
ED
0.6633
68
1
0
18
1
13
14
106.73
16.33
87.97
37.42
96.01
59.55
none
0
0
0
11.73
3.33
2.05
38.42
15.53
0.8535
71
M
8
ED
0.6633
68
1
0
18
1
13
15
109.58
15.92
87.49
37.47
94.09
58.71
none
0
0
0
12.14
3.58
2.14
47.81
15.47
0.7332
71
M
8
ED
0.6633
68
1
0
18
1
13
16
112.97
16.26
86.89
37.47
93.17
58.7
none
0
2
1
12.47
3.85
2.21
49.21
15.44
0.8752
71
M
8
ED
0.6633
68
1
0
18
1
13
17
114.73
16.72
86.21
37.5
91.6
56.9
none
0
1
1
12.66
4.02
2.3
53.18
15.32
0.9066
71
M
8
ED
0.6633
68
1
0
18
1
13
18
118.82
17.45
85.23
37.59
89.29
56.27
none
0
1
1
13.16
4.53
2.38
59.29
15.21
0.9256
71
M
8
ED
0.6633
68
1
0
18
0
13
19
122.11
17.6
83.91
37.54
87.97
54.46
none
0
2
1
14.2
4.76
2.51
65.98
15.1
0.8767
71
M
8
ED
0.6633
68
1
0
18
0
13
20
122
18.38
82.65
37.56
88.88
52.48
none
0
1
0
14.29
5.04
2.61
69.67
14.96
0.9427
71
M
8
ED
0.6633
68
1
0
18
0
13
21
127.2
19.43
81.59
37.59
83.54
51.18
none
0
0
1
14.76
5.33
2.7
77.19
14.84
0.9141
71
M
8
ED
0.6633
68
1
0
18
0
13
22
127.08
19.99
81.16
37.68
79.26
50.03
none
0
0
1
15.39
5.66
2.84
79.62
14.68
0.9405
71
M
8
ED
0.6633
68
1
0
18
0
13
23
126.05
20.81
81.17
37.77
75.03
48.35
nasal
0
0
1
15.7
6.06
2.87
83.61
14.52
0.9369
71
M
8
ED
0.6633
68
1
0
18
0
13
24
128.43
21.51
79.82
37.81
72.13
46.3
mask
10.51
1
1
15.89
6.36
2.95
87.62
14.48
0.9675
71
M
8
ED
0.6633
68
1
0
18
0
13
25
128.84
22.26
79.16
37.83
70
44.37
hfnc
35.45
1
1
16.34
6.56
3.06
92.81
14.49
0.9816
71
M
8
ED
0.6633
68
1
0
18
0
13
26
131.65
22.38
78.02
37.86
70
44.25
niv
48.86
1
1
17.13
6.9
3.11
96.88
14.24
0.993
71
M
8
ED
0.6633
68
1
0
18
0
13
27
133.95
23.3
77
37.89
70
44.26
niv
49.2
0
1
17.7
7.14
3.22
100.68
14.24
0.996
71
M
8
ED
0.6633
68
1
0
18
0
13
28
135.9
24.31
76.15
38
70
42.56
niv
52.24
0
1
17.93
7.47
3.3
105.31
14.09
0.9865
71
M
8
ED
0.6633
68
1
0
18
0
13
29
137.49
25.1
75.27
38.1
70
42.34
niv
50.4
0
1
18.43
7.92
3.43
104.5
13.98
0.9912
71
M
8
ED
0.6633
68
1
0
18
0
13
30
137.57
24.87
73.6
38.16
70
40.09
niv
51.99
2
1
18.85
8
3.5
111.26
14
0.9933
71
M
8
ED
0.6633
68
1
0
18
0
13
31
140.29
26.42
72.65
38.16
70
40
niv
52.87
0
1
19.5
8
3.57
115.29
14.04
0.9882
71
M
8
ED
0.6633
68
1
0
18
0
13
32
143.1
27.43
72.08
38.26
70
40
niv
50.08
1
1
20.03
8
3.7
121.02
14.06
0.9964
71
M
8
ED
0.6633
68
1
0
18
0
13
33
148.88
28.8
70.34
38.33
70
40
niv
50.6
0
1
20.5
8
3.81
128.46
13.96
0.9798
71
M
8
ED
0.6633
68
1
0
18
0
13
34
152.67
30.04
70
38.33
70
40
niv
46.7
0
1
21.38
8
3.91
133.53
13.9
0.9981
71
M
8
ED
0.6633
68
1
0
18
0
13
35
157.91
32.03
70
38.43
70
40
niv
50.78
0
1
21.46
8
4.02
138.4
13.62
0.9955
71
M
8
ED
0.6633
68
1
0
18
0
13
36
160.53
33.67
70
38.44
70
40
niv
50.4
1
1
22.17
8
4.19
146.21
13.45
0.9981
71
M
8
ED
0.6633
68
1
0
18
0
13
37
164.66
35.04
70
38.5
70
40
niv
49.67
0
0
22.86
8
4.3
153.95
13.3
0.9991
71
M
8
ED
0.6633
68
1
0
18
0
13
38
168.39
35.76
70
38.55
70
40
niv
48.9
3
1
23.48
8
4.37
157.79
13.17
0.9977
71
M
8
ED
0.6633
68
1
0
18
0
13
39
173.77
36.44
70
38.65
70
40.58
niv
51.52
2
0
23.87
8
4.46
162.03
13.02
0.9941
71
M
8
ED
0.6633
68
1
0
18
0
13
40
179.81
37.34
70
38.72
70
40.18
niv
51.05
0
1
24.5
8
4.5
165.35
12.97
0.9966
71
M
8
ED
0.6633
68
1
0
18
0
13
41
179.48
38.22
70
38.72
70
40
niv
50.57
0
1
25.54
8
4.5
169.53
12.86
0.9985
71
M
8
ED
0.6633
68
1
0
18
0
13
42
179.63
39.94
70
38.71
70
40
niv
50.6
1
0
25.72
8
4.5
176.86
12.89
0.9985
71
M
8
ED
0.6633
68
1
0
18
0
13
43
180
39.78
70
38.7
71.37
40
niv
50.88
1
1
26.16
8
4.5
183.23
12.85
0.9984
71
M
8
ED
0.6633
68
1
0
18
0
13
44
180
39.43
70
38.75
70
40
niv
49.26
1
0
26.49
8
4.5
189.23
12.73
0.9961
71
M
8
ED
0.6633
68
1
0
18
0
13
45
180
39.62
70
38.81
70
40
niv
52.08
0
0
27.13
8
4.5
192.03
12.69
0.9994
71
M
8
ED
0.6633
68
1
0
18
0
13
46
178.45
40.65
70
38.86
70
40
niv
51.46
1
1
27.58
8
4.5
199.24
12.57
0.999
71
M
8
ED
0.6633
68
1
0
18
0
13
47
180
39.4
70
38.92
70
40
niv
47.92
0
1
28.13
8
4.5
204.4
12.6
0.9993
71
M
8
ED
0.6633
68
1
0
18
0
13
48
180
41.09
70
38.92
70
40
niv
51.45
1
1
28.56
8
4.5
207.7
12.48
0.9996
71
M
8
ED
0.6633
68
1
0
18
0
13
49
180
42.9
70
38.92
70
41.52
niv
49.83
0
1
29.07
8
4.5
210.17
12.31
0.9991
71
M
8
ED
0.6633
68
1
0
18
0
13
50
180
43.11
70
38.94
70
40.12
niv
50.05
0
1
29.76
8
4.5
216.22
12.27
0.999
71
M
8
ED
0.6633
68
1
0
18
0
13
51
180
43.45
70
39.01
70
40
niv
49.06
1
1
30
8
4.5
223.44
12.18
0.9994
71
M
8
ED
0.6633
68
1
0
18
0
13
52
180
44.83
70
38.99
70
40
niv
52.03
0
1
30
8
4.5
228.03
12.26
0.9986
71
M
8
ED
0.6633
68
1
0
18
0
13
53
180
45
70
38.99
70
40
niv
52.36
0
0
30
8
4.5
231.26
12.19
0.9991
71
M
8
ED
0.6633
68
1
0
18
0
13
54
180
45
70
39.03
70
40
niv
47.73
1
1
30
8
4.5
239.71
11.94
0.9991
71
M
8
ED
0.6633
68
1
0
18
0
13
55
180
44.6
70
39.08
70
40
niv
51.86
1
0
30
8
4.5
246.97
11.86
0.9992
71
M
8
ED
0.6633
68
1
0
18
0
13
56
180
44.62
70
39.09
70
40
niv
48.92
1
1
30
8
4.5
249.41
11.73
0.9977
71
M
8
ED
0.6633
68
1
0
18
0
13
57
180
45
70
39.14
70
40
niv
52.02
1
1
30
8
4.5
250
11.54
0.9993
71
M
8
ED
0.6633
68
1
0
18
0
13
58
180
45
70
39.14
70.62
40
niv
48.95
1
1
30
8
4.5
250
11.47
0.9995
71
M
8
ED
0.6633
68
1
0
18
0
13
59
180
45
70
39.18
70
40
niv
53.13
0
1
30
8
4.5
250
11.37
0.9997
71
M
8
ED
0.6633
68
1
0
18
0
13
60
180
44.35
70
39.27
70
40.31
niv
48.43
0
1
30
8
4.5
250
11.24
0.9992
71
M
8
ED
0.6633
68
1
0
18
0
13
61
180
45
70
39.36
70
40
niv
50.43
1
1
30
8
4.5
250
11.16
0.9996
71
M
8
ED
0.6633
68
1
0
18
0
13
62
180
45
70
39.42
70
40
niv
52.12
0
0
30
8
4.5
250
11.02
0.9996
71
M
8
ED
0.6633
68
1
0
18
0
13
63
180
45
70
39.48
70
40
niv
44.14
0
1
30
8
4.5
250
10.87
0.9996
71
M
8
ED
0.6633
68
1
0
18
0
13
64
180
45
70
39.65
70
40
niv
51.3
1
1
30
8
4.5
250
10.72
0.9989
71
M
8
ED
0.6633
68
1
0
18
0
13
65
180
45
70
39.66
70
40
niv
48.85
1
1
30
8
4.5
250
10.64
0.998
71
M
8
ED
0.6633
68
1
0
18
0
13
66
180
45
70
39.68
70
40
niv
50.21
1
1
30
8
4.5
250
10.61
0.9994
71
M
8
ED
0.6633
68
1
0
18
0
13
67
180
45
70
39.74
70.34
40
niv
50.26
1
1
30
8
4.5
250
10.37
0.9991
71
M
8
ED
0.6633
68
1
0
18
0
14
0
82.88
16.81
93.72
36.9
99.03
70.57
none
0
2
0
4.02
1.42
0.82
19.59
13.24
0.2658
73
F
2
ED
0.5347
22
1
0
13
0
14
1
84.19
16.22
93.45
36.88
99.53
70.6
none
0
1
0
3.8
1.38
0.82
22.63
13.23
0.8305
73
F
2
ED
0.5347
22
1
0
13
1
14
2
86.35
16.62
93.53
36.86
98.99
68.01
none
0
3
1
4.02
1.36
0.85
21.68
13.22
0.5359
73
F
2
ED
0.5347
22
1
0
13
1
14
3
83.9
17.22
93.14
36.87
99.26
68.24
none
0
4
1
3.78
1.45
0.84
23.05
13.2
0.6596
73
F
2
ED
0.5347
22
1
0
13
1
14
4
83.79
16.84
92.51
36.89
99.17
68.12
none
0
2
0
3.61
1.5
0.84
22.39
13.21
0.3255
73
F
2
ED
0.5347
22
1
0
13
1
14
5
83.95
15.37
92.75
36.89
97.14
67.26
none
0
3
0
3.7
1.35
0.86
24.86
13.27
0.5183
73
F
2
ED
0.5347
22
1
0
13
1
14
6
82.68
15.88
92.81
36.97
98.84
66.31
none
0
1
0
3.87
1.42
0.88
25.02
13.39
0.2474
73
F
2
ED
0.5347
22
1
0
13
1
14
7
84.82
15.24
92.19
37.01
95.38
67.23
none
0
2
0
4.37
1.62
0.91
25.35
13.34
0.4215
73
F
2
ED
0.5347
22
1
0
13
1
14
8
85.24
16.68
91.87
37.03
95.49
67.34
none
0
4
0
4.53
1.77
0.97
30.41
13.31
0.2847
73
F
2
ED
0.5347
22
1
0
13
1
14
9
84.14
17.12
91.05
37.09
95.66
66.14
none
0
0
1
5.18
1.82
1
36
13.16
0.4999
73
F
2
ED
0.5347
22
1
0
13
1
14
10
87.72
17.46
90.4
37.13
94.76
64.45
none
0
2
0
5.72
2.04
1.03
38.32
12.98
0.5245
73
F
2
ED
0.5347
22
1
0
13
1
14
11
90.09
18.75
89.49
37.2
90.79
61.9
none
0
0
0
6.19
2.34
1.1
43.64
12.92
0.2266
73
F
2
ED
0.5347
22
1
0
13
1
14
12
94.86
19.58
88.1
37.22
87.21
59.83
none
0
1
1
6.91
2.58
1.16
46.87
12.82
0.4783
73
F
2
ED
0.5347
22
1
0
13
1
14
13
95.9
19.92
87.68
37.38
84.95
59.3
none
0
1
0
7.26
2.85
1.28
47.45
12.77
0.5591
73
F
2
ED
0.5347
22
1
0
13
0
14
14
98.25
21.13
86.71
37.44
80.74
58.11
nasal
0.43
1
1
7.94
2.98
1.42
50.17
12.67
0.8637
73
F
2
ED
0.5347
22
1
0
13
0
14
15
99.16
20.26
86.04
37.54
78.75
54.63
nasal
3.42
1
1
8.75
3.42
1.61
55.61
12.56
0.4136
73
F
2
ED
0.5347
22
1
0
13
0