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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
9,998
| 17
| 102.53
| 17.78
| 97.36
| 36.64
| 122.82
| 71.72
|
none
| 0
| 3
| 0
| null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9,998
| 18
| 102.31
| 16.52
| 96.47
| 36.61
| 121.86
| 71.96
|
none
| 0
| 4
| 0
| null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9,998
| 19
| 102.97
| 16.85
| 96.43
| 36.73
| 121.59
| 71.93
|
none
| 0
| 3
| 0
| null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9,998
| 20
| 105.11
| 16.6
| 96.79
| 36.78
| 120.84
| 70.88
|
none
| 0
| 2
| 1
| null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9,998
| 21
| 106.63
| 15.39
| 96.54
| 36.88
| 120.33
| 70.79
|
none
| 0
| 3
| 0
| null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9,998
| 22
| 108.09
| 15.01
| 96.39
| 36.9
| 119.81
| 72.32
|
none
| 0
| 3
| 0
| null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9,998
| 23
| 108.01
| 14.72
| 96.79
| 36.86
| 119.7
| 72.43
|
none
| 0
| 3
| 0
| null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9,998
| 24
| 108.49
| 16.25
| 96.43
| 36.84
| 121.89
| 73.13
|
none
| 0
| 3
| 0
| null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9,998
| 25
| 108.8
| 16.63
| 96.74
| 36.95
| 121.24
| 74.48
|
none
| 0
| 3
| 0
| null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9,998
| 26
| 110.71
| 16.51
| 97.12
| 36.97
| 121.48
| 74.38
|
none
| 0
| 2
| 1
| null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9,998
| 27
| 109.34
| 15.65
| 97.21
| 36.98
| 122.05
| 75.04
|
none
| 0
| 4
| 0
| null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9,999
| 0
| 85.43
| 16.14
| 97.33
| 37.01
| 120.5
| 89.27
|
none
| 0
| 3
| 0
| null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9,999
| 1
| 83.15
| 15.76
| 97.01
| 37
| 117.34
| 89.39
|
none
| 0
| 2
| 0
| null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9,999
| 2
| 86.06
| 17.35
| 97.49
| 36.9
| 119.07
| 88.08
|
none
| 0
| 1
| 0
| null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9,999
| 3
| 87.21
| 17.96
| 97.36
| 36.88
| 116.86
| 86.73
|
none
| 0
| 2
| 0
| null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9,999
| 4
| 86.17
| 18.46
| 96.4
| 36.85
| 114.69
| 87.47
|
none
| 0
| 2
| 0
| null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9,999
| 5
| 87.48
| 18.18
| 96.53
| 36.81
| 113.1
| 86.28
|
none
| 0
| 3
| 0
| null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9,999
| 6
| 85.8
| 18.17
| 96.17
| 36.81
| 112.29
| 86.86
|
none
| 0
| 3
| 0
| null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9,999
| 7
| 83.92
| 18.22
| 96.79
| 36.89
| 112.67
| 88.64
|
none
| 0
| 1
| 0
| null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9,999
| 8
| 84.92
| 17.81
| 96.08
| 36.9
| 113.73
| 89.83
|
none
| 0
| 3
| 0
| null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9,999
| 9
| 85.18
| 17.97
| 95.34
| 36.9
| 114.42
| 89.72
|
none
| 0
| 1
| 0
| null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9,999
| 10
| 83.46
| 17.53
| 95.92
| 36.9
| 115.27
| 90.22
|
none
| 0
| 1
| 0
| null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9,999
| 11
| 84.28
| 17.4
| 95.72
| 36.85
| 114.13
| 88.69
|
none
| 0
| 3
| 0
| null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9,999
| 12
| 84.31
| 17.95
| 95.65
| 36.82
| 114.66
| 88.69
|
none
| 0
| 2
| 0
| null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9,999
| 13
| 84.47
| 18.5
| 96.72
| 36.76
| 119.22
| 88.83
|
none
| 0
| 3
| 0
| null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9,999
| 14
| 85.12
| 19.77
| 95.97
| 36.73
| 120.14
| 89.42
|
none
| 0
| 3
| 0
| null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9,999
| 15
| 84.83
| 18.88
| 95.7
| 36.66
| 119.44
| 89.26
|
none
| 0
| 3
| 0
| null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9,999
| 16
| 81.56
| 19.51
| 95.61
| 36.62
| 119.42
| 89.24
|
none
| 0
| 3
| 1
| null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9,999
| 17
| 83.03
| 19.54
| 94.68
| 36.58
| 118.53
| 88.89
|
none
| 0
| 2
| 0
| null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9,999
| 18
| 83.19
| 20.5
| 95.38
| 36.59
| 115.85
| 88.86
|
none
| 0
| 3
| 0
| null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9,999
| 19
| 88.33
| 21.32
| 96.73
| 36.58
| 114.82
| 88.84
|
none
| 0
| 2
| 0
| null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9,999
| 20
| 87.22
| 21.06
| 96.95
| 36.61
| 117.94
| 89.2
|
none
| 0
| 4
| 0
| null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9,999
| 21
| 87.07
| 20.68
| 96.01
| 36.57
| 116.9
| 88.85
|
none
| 0
| 3
| 0
| null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9,999
| 22
| 86.13
| 21.05
| 95.25
| 36.55
| 115.75
| 87.8
|
none
| 0
| 1
| 0
| null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
9,999
| 23
| 87.21
| 19.81
| 95.16
| 36.61
| 120.65
| 87.72
|
none
| 0
| 2
| 0
| null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
10,000
| 0
| 88.4
| 16.36
| 96.54
| 36.62
| 125.98
| 70.86
|
none
| 0
| 2
| 0
| null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
10,000
| 1
| 88.88
| 16.22
| 97.46
| 36.6
| 126.23
| 70.76
|
none
| 0
| 2
| 0
| null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
10,000
| 2
| 84.79
| 15.42
| 97.45
| 36.61
| 123.32
| 70.51
|
none
| 0
| 3
| 0
| null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
10,000
| 3
| 83.29
| 14.36
| 97.37
| 36.7
| 123.44
| 71.7
|
none
| 0
| 2
| 0
| null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
10,000
| 4
| 84.61
| 15.7
| 97.5
| 36.67
| 124.29
| 70.06
|
none
| 0
| 3
| 0
| null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
10,000
| 5
| 86.71
| 16.7
| 98.15
| 36.63
| 123.67
| 69.77
|
none
| 0
| 3
| 0
| null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
10,000
| 6
| 88.88
| 16.8
| 98.22
| 36.6
| 123.26
| 70.77
|
none
| 0
| 2
| 1
| null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
10,000
| 7
| 87.42
| 17.07
| 98.05
| 36.57
| 123.6
| 70.56
|
none
| 0
| 3
| 0
| null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
10,000
| 8
| 84.12
| 17.32
| 98.9
| 36.57
| 122.25
| 69.69
|
none
| 0
| 4
| 0
| null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
10,000
| 9
| 85.94
| 18.94
| 98.88
| 36.51
| 119.22
| 68.17
|
none
| 0
| 3
| 0
| null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
10,000
| 10
| 89.08
| 20.57
| 97.8
| 36.48
| 117.96
| 68.42
|
none
| 0
| 3
| 0
| null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
10,000
| 11
| 88.53
| 21.06
| 97.22
| 36.44
| 117.32
| 67.36
|
none
| 0
| 3
| 0
| null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
10,000
| 12
| 89.23
| 21.34
| 96.33
| 36.44
| 118.54
| 67.39
|
none
| 0
| 3
| 0
| null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
10,000
| 13
| 91.6
| 21.16
| 95.46
| 36.52
| 118.23
| 69.03
|
none
| 0
| 3
| 0
| null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
10,000
| 14
| 90.84
| 21.47
| 95.34
| 36.52
| 116.79
| 71.11
|
none
| 0
| 3
| 0
| null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
10,000
| 15
| 89.8
| 20.27
| 95.18
| 36.51
| 117.12
| 70.44
|
none
| 0
| 2
| 0
| null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
10,000
| 16
| 89.97
| 20.03
| 94.93
| 36.48
| 117.77
| 69.68
|
none
| 0
| 2
| 0
| null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
10,000
| 17
| 91.34
| 21.36
| 94.62
| 36.5
| 116.83
| 69.39
|
none
| 0
| 3
| 0
| null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
10,000
| 18
| 93.15
| 20.21
| 95.14
| 36.41
| 114.17
| 68.87
|
none
| 0
| 2
| 0
| null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
10,000
| 19
| 94.09
| 20.1
| 94.38
| 36.43
| 116.08
| 68.68
|
none
| 0
| 3
| 0
| null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
10,000
| 20
| 92.49
| 19.04
| 93.27
| 36.35
| 118.66
| 69.13
|
none
| 0
| 3
| 0
| null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
10,000
| 21
| 90.63
| 18.31
| 93.49
| 36.39
| 120.5
| 68.07
|
none
| 0
| 3
| 1
| null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
10,000
| 22
| 90.47
| 18.25
| 94.26
| 36.38
| 123.1
| 68.68
|
none
| 0
| 2
| 0
| null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
10,000
| 23
| 90.23
| 19.47
| 95.05
| 36.43
| 124.86
| 68.75
|
none
| 0
| 3
| 0
| null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
10,000
| 24
| 89.82
| 20.65
| 95.46
| 36.43
| 122.05
| 70.56
|
none
| 0
| 4
| 0
| null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
10,000
| 25
| 92.38
| 20.8
| 95.3
| 36.46
| 124.08
| 72.08
|
none
| 0
| 1
| 0
| null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
10,000
| 26
| 94.65
| 21.43
| 94.39
| 36.43
| 123.59
| 71.41
|
none
| 0
| 1
| 0
| null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
10,000
| 27
| 95.72
| 21.23
| 94.9
| 36.46
| 121.17
| 70.6
|
none
| 0
| 3
| 0
| null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
10,000
| 28
| 93.46
| 20.76
| 94.83
| 36.42
| 119.53
| 71.02
|
none
| 0
| 2
| 0
| null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
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