ALARM (A Logical Alarm Reduction Mechanism)

This dataset represents alarm message system for patient monitoring. It was introduced in Beinlich et al. (1989).

Task: The dataset collection can be used to study causal discovery algorithms.

Summary: 

Size of collection: 20,000 x 37

Task: Causal Discovery

Data Type: Categorical

Dataset Scope: Standalone

Ground Truth: Known

Temporal Structure: No

License: TBD

Missing Values: No

Missingness Statement: There are no missing values.

Collection: 

The alarm dataset contains the following 37 variables:

CVP: Central venous pressure (LOW / NORMAL / HIGH)

PCWP: Pulmonary capillary wedge pressure (LOW / NORMAL / HIGH)

HIST: History (TRUE / FALSE)

TPR: Total peripheral resistance (LOW / NORMAL / HIGH)

BP: Blood pressure (LOW / NORMAL / HIGH)

CO: Cardiac output (LOW / NORMAL / HIGH)

HRBP: Heart rate / blood pressure (LOW / NORMAL / HIGH)

HREK: Heart rate measured by an EKG monitor (LOW / NORMAL / HIGH)

HRSA: Heart rate / oxygen saturation (LOW / NORMAL / HIGH)

PAP: Pulmonary artery pressure (LOW / NORMAL / HIGH)

SAO2: Arterial oxygen saturation (LOW / NORMAL / HIGH)

FIO2: Fraction of inspired oxygen (LOW / NORMAL)

PRSS: Breathing pressure (ZERO / LOW / NORMAL / HIGH)

ECO2: Expelled CO2 (ZERO / LOW / NORMAL / HIGH)

MINV: Minimum volume (ZERO / LOW / NORMAL / HIGH)

MVS: Minimum volume set (LOW / NORMAL / HIGH)

HYP: Hypovolemia (TRUE / FALSE)

LVF: Left ventricular failure (TRUE / FALSE)

APL: Anaphylaxis (TRUE / FALSE)

ANES: Insufficient anesthesia/analgesia (TRUE / FALSE)

PMB: Pulmonary embolus (TRUE / FALSE)

INT: Intubation (NORMAL / ESOPHAGEAL / ONESIDED)

KINK: Kinked tube (TRUE / FALSE)

DISC: Disconnection (TRUE / FALSE)

LVV: Left ventricular end-diastolic volume (LOW / NORMAL / HIGH)

STKV: Stroke volume (LOW / NORMAL / HIGH)

CCHL: Catecholamine (NORMAL / HIGH)

ERLO: Error low output (TRUE / FALSE)

HR: Heart rate (LOW / NORMAL / HIGH)

ERCA: Electrocauter (TRUE / FALSE)

SHNT: Shunt (NORMAL / HIGH)

PVS: Pulmonary venous oxygen saturation (LOW / NORMAL / HIGH)

ACO2: Arterial CO2 (LOW / NORMAL / HIGH)

VALV: Pulmonary alveoli ventilation (ZERO / LOW / NORMAL / HIGH)

VLNG: Lung ventilation (ZERO / LOW / NORMAL / HIGH)

VTUB: Ventilation tube (ZERO / LOW / NORMAL / HIGH)

VMCH: Ventilation machine (ZERO / LOW / NORMAL / HIGH)

Files: 

alarm.csv: dataset