{
    "data_id": "43150",
    "name": "ALARM_dataset",
    "exact_name": "ALARM_dataset",
    "version": 1,
    "version_label": null,
    "description": "**Dataset description**\n\nThe ALARM (\"A Logical Alarm Reduction Mechanism\") is a Bayesian network designed to provide an alarm message system for patient monitoring.\n\nThe alarm data set contains the following 37 variables:\n\nCVP (central venous pressure): a three-level factor with levels LOW, NORMAL and HIGH.\n\nPCWP (pulmonary capillary wedge pressure): a three-level factor with levels LOW, NORMAL and HIGH.\n\nHIST (history): a two-level factor with levels TRUE and FALSE.\n\nTPR (total peripheral resistance): a three-level factor with levels LOW, NORMAL and HIGH.\n\nBP (blood pressure): a three-level factor with levels LOW, NORMAL and HIGH.\n\nCO (cardiac output): a three-level factor with levels LOW, NORMAL and HIGH.\n\nHRBP (heart rate \/ blood pressure): a three-level factor with levels LOW, NORMAL and HIGH.\n\nHREK (heart rate measured by an EKG monitor): a three-level factor with levels LOW, NORMAL and HIGH.\n\nHRSA (heart rate \/ oxygen saturation): a three-level factor with levels LOW, NORMAL and HIGH.\n\nPAP (pulmonary artery pressure): a three-level factor with levels LOW, NORMAL and HIGH.\n\nSAO2 (arterial oxygen saturation): a three-level factor with levels LOW, NORMAL and HIGH.\n\nFIO2 (fraction of inspired oxygen): a two-level factor with levels LOW and NORMAL.\n\nPRSS (breathing pressure): a four-level factor with levels ZERO, LOW, NORMAL and HIGH.\n\nECO2 (expelled CO2): a four-level factor with levels ZERO, LOW, NORMAL and HIGH.\n\nMINV (minimum volume): a four-level factor with levels ZERO, LOW, NORMAL and HIGH.\n\nMVS (minimum volume set): a three-level factor with levels LOW, NORMAL and HIGH.\n\nHYP (hypovolemia): a two-level factor with levels TRUE and FALSE.\n\nLVF (left ventricular failure): a two-level factor with levels TRUE and FALSE.\n\nAPL (anaphylaxis): a two-level factor with levels TRUE and FALSE.\n\nANES (insufficient anesthesia\/analgesia): a two-level factor with levels TRUE and FALSE.\n\nPMB (pulmonary embolus): a two-level factor with levels TRUE and FALSE.\n\nINT (intubation): a three-level factor with levels NORMAL, ESOPHAGEAL and ONESIDED.\n\nKINK (kinked tube): a two-level factor with levels TRUE and FALSE.\n\nDISC (disconnection): a two-level factor with levels TRUE and FALSE.\n\nLVV (left ventricular end-diastolic volume): a three-level factor with levels LOW, NORMAL and HIGH.\n\nSTKV (stroke volume): a three-level factor with levels LOW, NORMAL and HIGH.\n\nCCHL (catecholamine): a two-level factor with levels NORMAL and HIGH.\n\nERLO (error low output): a two-level factor with levels TRUE and FALSE.\n\nHR (heart rate): a three-level factor with levels LOW, NORMAL and HIGH.\n\nERCA (electrocauter): a two-level factor with levels TRUE and FALSE.\n\nSHNT (shunt): a two-level factor with levels NORMAL and HIGH.\n\nPVS (pulmonary venous oxygen saturation): a three-level factor with levels LOW, NORMAL and HIGH.\n\nACO2 (arterial CO2): a three-level factor with levels LOW, NORMAL and HIGH.\n\nVALV (pulmonary alveoli ventilation): a four-level factor with levels ZERO, LOW, NORMAL and HIGH.\n\nVLNG (lung ventilation): a four-level factor with levels ZERO, LOW, NORMAL and HIGH.\n\nVTUB (ventilation tube): a four-level factor with levels ZERO, LOW, NORMAL and HIGH.\n\nVMCH (ventilation machine): a four-level factor with levels ZERO, LOW, NORMAL and HIGH",
    "format": "arff",
    "uploader": "Oleksandr Zadorozhnyi",
    "uploader_id": 29044,
    "visibility": "public",
    "creator": null,
    "contributor": null,
    "date": "2022-01-30 21:59:37",
    "update_comment": null,
    "last_update": "2022-01-30 21:59:37",
    "licence": "Public",
    "status": "active",
    "error_message": null,
    "url": "https:\/\/www.openml.org\/data\/download\/22101745\/data.arff",
    "default_target_attribute": null,
    "row_id_attribute": null,
    "ignore_attribute": null,
    "runs": 0,
    "suggest": {
        "input": [
            "ALARM_dataset",
            "The ALARM (\"A Logical Alarm Reduction Mechanism\") is a Bayesian network designed to provide an alarm message system for patient monitoring. The alarm data set contains the following 37 variables: CVP (central venous pressure): a three-level factor with levels LOW, NORMAL and HIGH. PCWP (pulmonary capillary wedge pressure): a three-level factor with levels LOW, NORMAL and HIGH. HIST (history): a two-level factor with levels TRUE and FALSE. TPR (total peripheral resistance): a three-level factor w "
        ],
        "weight": 5
    },
    "qualities": {
        "NumberOfInstances": 20000,
        "NumberOfFeatures": 37,
        "NumberOfClasses": null,
        "NumberOfMissingValues": 0,
        "NumberOfInstancesWithMissingValues": 0,
        "NumberOfNumericFeatures": 0,
        "NumberOfSymbolicFeatures": 37,
        "Dimensionality": 0.00185,
        "PercentageOfNumericFeatures": 0,
        "MajorityClassPercentage": null,
        "PercentageOfSymbolicFeatures": 100,
        "MajorityClassSize": null,
        "MinorityClassPercentage": null,
        "MinorityClassSize": null,
        "NumberOfBinaryFeatures": 13,
        "PercentageOfBinaryFeatures": 35.13513513513514,
        "PercentageOfInstancesWithMissingValues": 0,
        "AutoCorrelation": null,
        "PercentageOfMissingValues": 0
    },
    "tags": [
        {
            "uploader": "38960",
            "tag": "Computer Systems"
        },
        {
            "uploader": "29044",
            "tag": "Graphical models"
        },
        {
            "uploader": "38960",
            "tag": "Machine Learning"
        },
        {
            "uploader": "29044",
            "tag": "MaRDI"
        },
        {
            "uploader": "29044",
            "tag": "TA3"
        }
    ],
    "features": [
        {
            "name": "CVP",
            "index": "0",
            "type": "nominal",
            "distinct": "3",
            "missing": "0",
            "distr": []
        },
        {
            "name": "PCWP",
            "index": "1",
            "type": "nominal",
            "distinct": "3",
            "missing": "0",
            "distr": []
        },
        {
            "name": "HIST",
            "index": "2",
            "type": "nominal",
            "distinct": "2",
            "missing": "0",
            "distr": []
        },
        {
            "name": "TPR",
            "index": "3",
            "type": "nominal",
            "distinct": "3",
            "missing": "0",
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            "name": "BP",
            "index": "4",
            "type": "nominal",
            "distinct": "3",
            "missing": "0",
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            "name": "CO",
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            "type": "nominal",
            "distinct": "3",
            "missing": "0",
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            "name": "HRBP",
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            "type": "nominal",
            "distinct": "3",
            "missing": "0",
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            "name": "HREK",
            "index": "7",
            "type": "nominal",
            "distinct": "3",
            "missing": "0",
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        {
            "name": "HRSA",
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            "type": "nominal",
            "distinct": "3",
            "missing": "0",
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        {
            "name": "PAP",
            "index": "9",
            "type": "nominal",
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            "missing": "0",
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        },
        {
            "name": "SAO2",
            "index": "10",
            "type": "nominal",
            "distinct": "3",
            "missing": "0",
            "distr": []
        },
        {
            "name": "FIO2",
            "index": "11",
            "type": "nominal",
            "distinct": "2",
            "missing": "0",
            "distr": []
        },
        {
            "name": "PRSS",
            "index": "12",
            "type": "nominal",
            "distinct": "4",
            "missing": "0",
            "distr": []
        },
        {
            "name": "ECO2",
            "index": "13",
            "type": "nominal",
            "distinct": "4",
            "missing": "0",
            "distr": []
        },
        {
            "name": "MINV",
            "index": "14",
            "type": "nominal",
            "distinct": "4",
            "missing": "0",
            "distr": []
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        {
            "name": "MVS",
            "index": "15",
            "type": "nominal",
            "distinct": "3",
            "missing": "0",
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        {
            "name": "HYP",
            "index": "16",
            "type": "nominal",
            "distinct": "2",
            "missing": "0",
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        {
            "name": "LVF",
            "index": "17",
            "type": "nominal",
            "distinct": "2",
            "missing": "0",
            "distr": []
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        {
            "name": "APL",
            "index": "18",
            "type": "nominal",
            "distinct": "2",
            "missing": "0",
            "distr": []
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        {
            "name": "ANES",
            "index": "19",
            "type": "nominal",
            "distinct": "2",
            "missing": "0",
            "distr": []
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        {
            "name": "PMB",
            "index": "20",
            "type": "nominal",
            "distinct": "2",
            "missing": "0",
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        {
            "name": "INT",
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            "type": "nominal",
            "distinct": "3",
            "missing": "0",
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        {
            "name": "KINK",
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            "type": "nominal",
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            "missing": "0",
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        {
            "name": "DISC",
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            "name": "LVV",
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            "missing": "0",
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            "name": "STKV",
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            "missing": "0",
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        {
            "name": "CCHL",
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            "distinct": "2",
            "missing": "0",
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            "name": "ERLO",
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            "type": "nominal",
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            "missing": "0",
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            "name": "SHNT",
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            "type": "nominal",
            "distinct": "2",
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            "type": "nominal",
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            "type": "nominal",
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}