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ed_stay_id
int64
Other
float64
Analgesic - Opioid/NSAID
float64
Antiemetic
float64
Analgesic - Acetaminophen
float64
Antibiotic
float64
Benzodiazepine - Sedative/Anxiolytic
float64
Analgesic - NSAID
float64
Bronchodilator
float64
Antiplatelet
float64
GI - Acid Suppression
float64
Corticosteroid
float64
Beta Blocker
float64
Diuretic
float64
Antipsychotic
float64
Anticoagulant
float64
Insulin/Glucose
float64
Calcium Channel Blocker
float64
Nitrate
float64
ACE Inhibitor
float64
IV Fluid
float64
Anticonvulsant
float64
Antiarrhythmic
float64
weight
float64
in_ed
int64
in_ward
int64
terminal_event
string
gender
int64
anchor_age
float64
acuity
int64
height
float64
recon_ace_inhibitor
uint8
recon_analgesic___nsaid
uint8
recon_analgesic___opioid_nsaid
uint8
recon_antiarrhythmic
uint8
recon_antibiotic
uint8
recon_anticoagulant
uint8
recon_anticonvulsant
uint8
recon_antiemetic
uint8
recon_antiplatelet
uint8
recon_antipsychotic
uint8
recon_benzodiazepine___sedative_anxiolytic
uint8
recon_beta_blocker
uint8
recon_bronchodilator
uint8
recon_calcium_channel_blocker
uint8
recon_corticosteroid
uint8
recon_diuretic
uint8
recon_gi___acid_suppression
uint8
recon_insulin_glucose
uint8
recon_nitrate
uint8
current_temperature
float64
current_heartrate
float64
current_resprate
float64
current_o2sat
float64
current_sbp
float64
current_dbp
float64
current_pain
float64
current_pulse_pressure
float64
current_map
float64
time_since_last_hrs
float64
temperature_rolling2h
float64
heartrate_rolling2h
float64
resprate_rolling2h
float64
o2sat_rolling2h
float64
sbp_rolling2h
float64
dbp_rolling2h
float64
height_missing
int64
weight_missing
int64
pain_missing
int64
admission_missing
int64
admission_type_AMBULATORY OBSERVATION
int64
admission_type_DIRECT EMER.
int64
admission_type_DIRECT OBSERVATION
int64
admission_type_ELECTIVE
int64
admission_type_EU OBSERVATION
int64
admission_type_EW EMER.
int64
admission_type_OBSERVATION ADMIT
int64
admission_type_SURGICAL SAME DAY ADMISSION
int64
admission_type_URGENT
int64
arrival_transport_AMBULANCE
int64
arrival_transport_HELICOPTER
int64
arrival_transport_OTHER
int64
arrival_transport_UNKNOWN
int64
arrival_transport_WALK IN
int64
Chemistry-Blood_Pending
int64
Chemistry-Blood_Normal
int64
Chemistry-Blood_Abnormal
int64
Hematology-Blood_Pending
int64
Hematology-Blood_Normal
int64
Hematology-Blood_Abnormal
int64
Hematology-Urine_Pending
int64
Hematology-Urine_Normal
int64
Hematology-Urine_Abnormal
int64
Blood Gas-Blood_Pending
int64
Blood Gas-Blood_Normal
int64
Blood Gas-Blood_Abnormal
int64
Chemistry-Urine_Pending
int64
Chemistry-Urine_Normal
int64
Chemistry-Urine_Abnormal
int64
Chemistry-Other Body Fluid_Pending
int64
Chemistry-Other Body Fluid_Normal
int64
Chemistry-Other Body Fluid_Abnormal
int64
Hematology-Cerebrospinal Fluid_Pending
int64
Hematology-Cerebrospinal Fluid_Normal
int64
Hematology-Cerebrospinal Fluid_Abnormal
int64
Chemistry-Cerebrospinal Fluid_Pending
int64
Chemistry-Cerebrospinal Fluid_Normal
int64
Chemistry-Cerebrospinal Fluid_Abnormal
int64
Hematology-Ascites_Pending
int64
Hematology-Ascites_Normal
int64
Hematology-Ascites_Abnormal
int64
Chemistry-Ascites_Pending
int64
Chemistry-Ascites_Normal
int64
Chemistry-Ascites_Abnormal
int64
Chemistry-Pleural_Pending
int64
Chemistry-Pleural_Normal
int64
Chemistry-Pleural_Abnormal
int64
Hematology-Pleural_Pending
int64
Hematology-Pleural_Normal
int64
Hematology-Pleural_Abnormal
int64
Hematology-Joint Fluid_Pending
int64
Hematology-Joint Fluid_Normal
int64
Hematology-Joint Fluid_Abnormal
int64
Chemistry-Stool_Pending
int64
Chemistry-Stool_Normal
int64
Chemistry-Stool_Abnormal
int64
Hematology-Other Body Fluid_Pending
int64
Hematology-Other Body Fluid_Normal
int64
Hematology-Other Body Fluid_Abnormal
int64
Blood Gas-Other Body Fluid_Pending
int64
Blood Gas-Other Body Fluid_Normal
int64
Blood Gas-Other Body Fluid_Abnormal
int64
Hematology-Bone Marrow_Pending
int64
Hematology-Bone Marrow_Normal
int64
Hematology-Bone Marrow_Abnormal
int64
Hematology-Stool_Pending
int64
Hematology-Stool_Normal
int64
Hematology-Stool_Abnormal
int64
Chemistry-Joint Fluid_Pending
int64
Chemistry-Joint Fluid_Normal
int64
Chemistry-Joint Fluid_Abnormal
int64
URINE_Pending
int64
URINE_Normal
int64
URINE_Abnormal
int64
Rapid Respiratory Viral Screen & Culture_Pending
int64
Rapid Respiratory Viral Screen & Culture_Negative
int64
Rapid Respiratory Viral Screen & Culture_Positive
int64
Rapid Respiratory Viral Screen & Culture_Other
int64
PERITONEAL FLUID_Pending
int64
PERITONEAL FLUID_Negative
int64
PERITONEAL FLUID_Positive
int64
PERITONEAL FLUID_Other
int64
BLOOD CULTURE_Pending
int64
BLOOD CULTURE_Negative
int64
BLOOD CULTURE_Positive
int64
BLOOD CULTURE_Other
int64
STOOL_Pending
int64
STOOL_Negative
int64
STOOL_Positive
int64
STOOL_Other
int64
OTHER_Pending
int64
OTHER_Negative
int64
OTHER_Positive
int64
OTHER_Other
int64
PLEURAL FLUID_Pending
int64
PLEURAL FLUID_Negative
int64
PLEURAL FLUID_Positive
int64
PLEURAL FLUID_Other
int64
TISSUE_Pending
int64
TISSUE_Negative
int64
TISSUE_Positive
int64
TISSUE_Other
int64
SEROLOGY/BLOOD_Pending
int64
SEROLOGY/BLOOD_Negative
int64
SEROLOGY/BLOOD_Positive
int64
SEROLOGY/BLOOD_Other
int64
IMMUNOLOGY_Pending
int64
IMMUNOLOGY_Negative
int64
IMMUNOLOGY_Positive
int64
IMMUNOLOGY_Other
int64
MRSA SCREEN_Pending
int64
MRSA SCREEN_Negative
int64
MRSA SCREEN_Positive
int64
MRSA SCREEN_Other
int64
SWAB_Pending
int64
SWAB_Negative
int64
SWAB_Positive
int64
SWAB_Other
int64
JOINT FLUID_Pending
int64
JOINT FLUID_Negative
int64
JOINT FLUID_Positive
int64
JOINT FLUID_Other
int64
SPUTUM_Pending
int64
SPUTUM_Negative
int64
SPUTUM_Positive
int64
SPUTUM_Other
int64
FLUID,OTHER_Pending
int64
FLUID,OTHER_Negative
int64
FLUID,OTHER_Positive
int64
FLUID,OTHER_Other
int64
ABSCESS_Pending
int64
ABSCESS_Negative
int64
ABSCESS_Positive
int64
ABSCESS_Other
int64
BRONCHOALVEOLAR LAVAGE_Pending
int64
BRONCHOALVEOLAR LAVAGE_Negative
int64
BRONCHOALVEOLAR LAVAGE_Positive
int64
BRONCHOALVEOLAR LAVAGE_Other
int64
CSF;SPINAL FLUID_Pending
int64
CSF;SPINAL FLUID_Negative
int64
CSF;SPINAL FLUID_Positive
int64
CSF;SPINAL FLUID_Other
int64
Blood (CMV AB)_Pending
int64
Blood (CMV AB)_Negative
int64
Blood (CMV AB)_Positive
int64
Blood (CMV AB)_Other
int64
Blood (EBV)_Pending
int64
Blood (EBV)_Negative
int64
Blood (EBV)_Positive
int64
Blood (EBV)_Other
int64
BILE_Pending
int64
BILE_Negative
int64
BILE_Positive
int64
BILE_Other
int64
ecg_status_Normal
int64
ecg_status_Moderate
int64
ecg_status_Acute
int64
rad_status_Normal
int64
rad_status_Moderate
int64
rad_status_Acute
int64
terminal_code
int64
step_idx
int64
p_icu
float32
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0
98.4
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96
148
101
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116.67
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98.4
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18
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148
101
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0.91816
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161.16
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DISCHARGE_WARD
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0
0
0
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0
1
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0
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0
98.4
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148
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116.67
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98.4
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161.16
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DISCHARGE_WARD
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67
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0
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0
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0
1
0
0
1
0
0
1
0
0
1
1
0
98.4
94
18
96
148
101
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116.67
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98.4
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148
101
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161.16
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DISCHARGE_WARD
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67
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0
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0
1
0
0
1
0
0
1
0
0
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1
0
98.4
94
18
96
148
101
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116.67
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98.4
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148
101
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161.16
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DISCHARGE_WARD
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67
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0
0
0
0
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0
1
0
0
1
0
0
1
0
0
1
1
0
98.4
94
18
96
148
101
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116.67
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98.4
94
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96
148
101
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161.16
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DISCHARGE_WARD
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67
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0
0
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0
1
0
0
1
0
0
1
0
0
1
1
0
98.4
94
18
96
148
101
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116.67
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98.4
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96
148
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161.16
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DISCHARGE_WARD
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67
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0
1
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1
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1
0
98.4
94
18
96
148
101
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116.67
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98.4
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148
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161.16
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98.4
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148
101
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116.67
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98.4
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163.58
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97.8
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163.58
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97.8
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0.009282
30,000,275
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1
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0
0
0
0
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0
0
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0
0
0
0
0
0
0
0
163.58
1
0
DISCHARGE_WARD
1
40
3
66
1
0
1
1
0
0
1
1
0
1
1
0
0
1
0
0
1
0
0
97.8
88
18
99
140
100
8
40
113.33
4
97.8
88
18
99
140
100
0
0
0
1
0
0
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0.145247
30,000,275
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1
1
0
0
1
0
0
0
0
0
0
0
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0
0
0
0
0
0
0
0
163.58
1
0
DISCHARGE_WARD
1
40
3
66
1
0
1
1
0
0
1
1
0
1
1
0
0
1
0
0
1
0
0
97.8
88
18
99
140
100
8
40
113.33
4.5
97.8
88
18
99
140
100
0
0
0
1
0
0
0
0
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0.90483
30,000,275
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1
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0
1
0
0
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0
0
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0
0
0
0
0
0
0
0
0
163.58
1
0
DISCHARGE_WARD
1
40
3
66
1
0
1
1
0
0
1
1
0
1
1
0
0
1
0
0
1
0
0
98.7
88
18
96
163
106
0
57
125
5.07
98.7
88
18
96
163
106
0
0
1
1
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0.953812
30,000,275
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0
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0
0
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0
163.58
0
1
DISCHARGE_WARD
1
40
3
66
1
0
1
1
0
0
1
1
0
1
1
0
0
1
0
0
1
0
0
98.7
88
18
96
163
106
0
57
125
5.5
98.7
88
18
96
163
106
0
0
1
0
0
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0
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0.884829
30,000,275
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0
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0
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0
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0
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0
163.58
0
1
DISCHARGE_WARD
1
40
3
66
1
0
1
1
0
0
1
1
0
1
1
0
0
1
0
0
1
0
0
98.7
88
18
96
163
106
0
57
125
6
98.7
88
18
96
163
106
0
0
1
0
0
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0.808241
30,000,275
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1
0
0
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0
0
0
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0
0
0
0
0
0
0
0
163.58
0
1
DISCHARGE_WARD
1
40
3
66
1
0
1
1
0
0
1
1
0
1
1
0
0
1
0
0
1
0
0
98.4
85
20
100
150
96
0
54
114
2.13
98.4
85
20
100
150
96
0
0
1
0
0
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9
0.78068
30,000,275
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1
0
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0
0
0
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0
0
0
0
0
0
0
0
163.58
0
1
DISCHARGE_WARD
1
40
3
66
1
0
1
1
0
0
1
1
0
1
1
0
0
1
0
0
1
0
0
98.4
85
20
100
150
96
0
54
114
7.5
98.4
85
20
100
150
96
0
0
1
0
0
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0
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10
0.710897
30,000,275
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1
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1
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0
0
0
0
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0
0
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0
0
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163.58
0
1
DISCHARGE_WARD
1
40
3
66
1
0
1
1
0
0
1
1
0
1
1
0
0
1
0
0
1
0
0
98.4
85
20
100
150
96
0
54
114
8
98.4
85
20
100
150
96
0
0
1
0
0
0
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0
1
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11
0.718893
30,000,275
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1
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1
0
0
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0
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163.58
0
1
DISCHARGE_WARD
1
40
3
66
1
0
1
1
0
0
1
1
0
1
1
0
0
1
0
0
1
0
0
98.4
85
20
100
150
96
0
54
114
20
98.4
85
20
100
150
96
0
0
1
0
0
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0.676992
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