{
    "data_id": "73",
    "name": "ilpd",
    "exact_name": "ilpd",
    "version": 1,
    "version_label": null,
    "description": "**Author**: Bendi Venkata Ramana, M. Surendra Prasad Babu, N. B. Venkateswarlu \n  \n**Source**: UCI  \n\n**Please cite**:   \n\nSource:\n\n1. Bendi Venkata Ramana,  \nramana.bendi '@' gmail.com \nAssociate Professor, \nDepartment of Information Technology, \nAditya Instutute of Technology and Management, \nTekkali - 532201, Andhra Pradesh, India. \n\n2. Prof. M. Surendra Prasad Babu \ndrmsprasadbabu '@' yahoo.co.in \nDeptartment of Computer Science & Systems Engineering, \nAndhra University College of Engineering, \nVisakhapatnam-530 003 Andhra Pradesh, India. \n\n3.Prof. N. B. Venkateswarlu \nvenkat_ritch '@' yahoo.com \nDepartment of Computer Science and Engineering, \nAditya Instutute of Technology and Management, \nTekkali - 532201, Andhra Pradesh, India.\n\n\nData Set Information:\n\nThis data set contains 416 liver patient records and 167 non liver patient records.The data set was collected from north east of Andhra Pradesh, India. Selector is a class label used to divide into groups(liver patient or not). This data set contains 441 male patient records and 142 female patient records. \n\nAny patient whose age exceeded 89 is listed as being of age \"90\".\n\nAttribute Information:\n\n1. Age Age of the patient \n2. Gender Gender of the patient \n3. TB Total Bilirubin \n4. DB Direct Bilirubin \n5. Alkphos Alkaline Phosphotase \n6. Sgpt Alamine Aminotransferase \n7. Sgot Aspartate Aminotransferase \n8. TP Total Protiens \n9. ALB Albumin \n10. A\/G Ratio Albumin and Globulin Ratio \n11. Selector field used to split the data into two sets (labeled by the experts) \n\n\nRelevant Papers:\n\n1. Bendi Venkata Ramana, Prof. M. S. Prasad Babu and Prof. N. B. Venkateswarlu, \u00e2\u20ac\u0153A Critical Comparative Study of Liver Patients from USA and INDIA: An Exploratory Analysis\u00e2\u20ac\u009d, International Journal of Computer Science Issues, ISSN :1694-0784, May 2012. \n2. Bendi Venkata Ramana, Prof. M. S. Prasad Babu and Prof. N. B. Venkateswarlu, \u00e2\u20ac\u0153A Critical Study of Selected Classification Algorithms for Liver Disease Diagnosis\u00e2\u20ac\u009d, International Journal of Database Management Systems (IJDMS), Vol.3, No.2, ISSN : 0975-5705, PP 101-114, May 2011.",
    "format": "ARFF",
    "uploader": "Rafael Gomes Mantovani",
    "uploader_id": 64,
    "visibility": "public",
    "creator": null,
    "contributor": null,
    "date": "2015-05-22 22:40:56",
    "update_comment": null,
    "last_update": "2015-11-09 20:32:35",
    "licence": "Public",
    "status": "active",
    "error_message": null,
    "url": "https:\/\/www.openml.org\/data\/download\/1590565\/phpOJxGL9",
    "default_target_attribute": "Class",
    "row_id_attribute": null,
    "ignore_attribute": null,
    "runs": 0,
    "suggest": {
        "input": [
            "ilpd",
            "Source: 1. Bendi Venkata Ramana, ramana.bendi '@' gmail.com Associate Professor, Department of Information Technology, Aditya Instutute of Technology and Management, Tekkali - 532201, Andhra Pradesh, India. 2. Prof. M. Surendra Prasad Babu drmsprasadbabu '@' yahoo.co.in Deptartment of Computer Science & Systems Engineering, Andhra University College of Engineering, Visakhapatnam-530 003 Andhra Pradesh, India. 3.Prof. N. B. Venkateswarlu venkat_ritch '@' yahoo.com Department of Computer Science a "
        ],
        "weight": 5
    },
    "qualities": {
        "NumberOfInstances": 583,
        "NumberOfFeatures": 11,
        "NumberOfClasses": 2,
        "NumberOfMissingValues": 0,
        "NumberOfInstancesWithMissingValues": 0,
        "NumberOfNumericFeatures": 9,
        "NumberOfSymbolicFeatures": 2,
        "AutoCorrelation": 0.6134020618556701,
        "CfsSubsetEval_DecisionStumpAUC": 0.6042722247812068,
        "CfsSubsetEval_DecisionStumpErrRate": 0.3259005145797599,
        "CfsSubsetEval_DecisionStumpKappa": 0.14779196799507618,
        "CfsSubsetEval_NaiveBayesAUC": 0.6042722247812068,
        "CfsSubsetEval_NaiveBayesErrRate": 0.3259005145797599,
        "CfsSubsetEval_NaiveBayesKappa": 0.14779196799507618,
        "CfsSubsetEval_kNN1NAUC": 0.6042722247812068,
        "CfsSubsetEval_kNN1NErrRate": 0.3259005145797599,
        "CfsSubsetEval_kNN1NKappa": 0.14779196799507618,
        "ClassEntropy": 0.8640904272487622,
        "DecisionStumpAUC": 0.6296637494242284,
        "DecisionStumpErrRate": 0.2864493996569468,
        "DecisionStumpKappa": 0,
        "Dimensionality": 0.018867924528301886,
        "EquivalentNumberOfAtts": 181.12929170935587,
        "J48.00001.AUC": 0.6580780746199907,
        "J48.00001.ErrRate": 0.2915951972555746,
        "J48.00001.Kappa": 0.1347278727453685,
        "J48.0001.AUC": 0.6580780746199907,
        "J48.0001.ErrRate": 0.2915951972555746,
        "J48.0001.Kappa": 0.1347278727453685,
        "J48.001.AUC": 0.6580780746199907,
        "J48.001.ErrRate": 0.2915951972555746,
        "J48.001.Kappa": 0.1347278727453685,
        "MajorityClassPercentage": 71.35506003430532,
        "MajorityClassSize": 416,
        "MaxAttributeEntropy": 0.8009231574877496,
        "MaxKurtosisOfNumericAtts": 150.9198836440821,
        "MaxMeansOfNumericAtts": 290.5763293310462,
        "MaxMutualInformation": 0.00477057255121,
        "MaxNominalAttDistinctValues": 2,
        "MaxSkewnessOfNumericAtts": 10.54617721691246,
        "MaxStdDevOfNumericAtts": 288.9185290517341,
        "MeanAttributeEntropy": 0.8009231574877496,
        "MeanKurtosisOfNumericAtts": 30.04207633619092,
        "MeanMeansOfNumericAtts": 60.14487102267959,
        "MeanMutualInformation": 0.00477057255121,
        "MeanNoiseToSignalRatio": 166.88826684641967,
        "MeanNominalAttDistinctValues": 2,
        "MeanSkewnessOfNumericAtts": 3.2908126195510525,
        "MeanStdDevOfNumericAtts": 82.43157657369557,
        "MinAttributeEntropy": 0.8009231574877496,
        "MinKurtosisOfNumericAtts": -0.5600656409430136,
        "MinMeansOfNumericAtts": 0.9470639039451115,
        "MinMutualInformation": 0.00477057255121,
        "MinNominalAttDistinctValues": 2,
        "MinSkewnessOfNumericAtts": -0.2856721864357383,
        "MinStdDevOfNumericAtts": 0.31849195945867437,
        "MinorityClassPercentage": 28.644939965694682,
        "MinorityClassSize": 167,
        "NaiveBayesAUC": 0.7150087195315136,
        "NaiveBayesErrRate": 0.43567753001715265,
        "NaiveBayesKappa": 0.24145314468952656,
        "NumberOfBinaryFeatures": 2,
        "PercentageOfBinaryFeatures": 18.181818181818183,
        "PercentageOfInstancesWithMissingValues": 0,
        "PercentageOfMissingValues": 0,
        "PercentageOfNumericFeatures": 81.81818181818183,
        "PercentageOfSymbolicFeatures": 18.181818181818183,
        "Quartile1AttributeEntropy": 0.8009231574877496,
        "Quartile1KurtosisOfNumericAtts": -0.07743311078942616,
        "Quartile1MeansOfNumericAtts": 2.313979416809606,
        "Quartile1MutualInformation": 0.00477057255121,
        "Quartile1SkewnessOfNumericAtts": -0.03653502062858911,
        "Quartile1StdDevOfNumericAtts": 0.9404851449937466,
        "Quartile2AttributeEntropy": 0.8009231574877496,
        "Quartile2KurtosisOfNumericAtts": 11.352528764019535,
        "Quartile2MeansOfNumericAtts": 6.483190394511149,
        "Quartile2MutualInformation": 0.00477057255121,
        "Quartile2SkewnessOfNumericAtts": 3.212402862087732,
        "Quartile2StdDevOfNumericAtts": 6.209521726180145,
        "Quartile3AttributeEntropy": 0.8009231574877496,
        "Quartile3KurtosisOfNumericAtts": 43.871620582676755,
        "Quartile3MeansOfNumericAtts": 95.31217838764996,
        "Quartile3MutualInformation": 0.00477057255121,
        "Quartile3SkewnessOfNumericAtts": 5.728332961583485,
        "Quartile3StdDevOfNumericAtts": 212.77917260677316,
        "REPTreeDepth1AUC": 0.6079715568862275,
        "REPTreeDepth1ErrRate": 0.30360205831903947,
        "REPTreeDepth1Kappa": 0.034000168503038,
        "REPTreeDepth2AUC": 0.6079715568862275,
        "REPTreeDepth2ErrRate": 0.30360205831903947,
        "REPTreeDepth2Kappa": 0.034000168503038,
        "REPTreeDepth3AUC": 0.6079715568862275,
        "REPTreeDepth3ErrRate": 0.30360205831903947,
        "REPTreeDepth3Kappa": 0.034000168503038,
        "RandomTreeDepth1AUC": 0.5996372639336711,
        "RandomTreeDepth1ErrRate": 0.3156089193825043,
        "RandomTreeDepth1Kappa": 0.20515708358032014,
        "RandomTreeDepth2AUC": 0.5996372639336711,
        "RandomTreeDepth2ErrRate": 0.3156089193825043,
        "RandomTreeDepth2Kappa": 0.20515708358032014,
        "RandomTreeDepth3AUC": 0.5996372639336711,
        "RandomTreeDepth3ErrRate": 0.3156089193825043,
        "RandomTreeDepth3Kappa": 0.20515708358032014,
        "StdvNominalAttDistinctValues": 0,
        "kNN1NAUC": 0.5985720865960387,
        "kNN1NErrRate": 0.3687821612349914,
        "kNN1NKappa": 0.17342046780926257
    },
    "tags": [
        {
            "tag": "study_14",
            "uploader": "1"
        },
        {
            "tag": "study_1",
            "uploader": "0"
        },
        {
            "tag": "study_15",
            "uploader": "0"
        },
        {
            "tag": "study_17",
            "uploader": "0"
        },
        {
            "tag": "study_29",
            "uploader": "0"
        },
        {
            "tag": "study_32",
            "uploader": "0"
        },
        {
            "tag": "study_48",
            "uploader": "0"
        },
        {
            "tag": "study_69",
            "uploader": "0"
        },
        {
            "tag": "study_90",
            "uploader": "0"
        },
        {
            "tag": "study_92",
            "uploader": "0"
        },
        {
            "tag": "study_94",
            "uploader": "0"
        },
        {
            "tag": "study_96",
            "uploader": "0"
        },
        {
            "tag": "study_98",
            "uploader": "0"
        },
        {
            "tag": "study_127",
            "uploader": "0"
        },
        {
            "tag": "study_15",
            "uploader": "0"
        },
        {
            "tag": "study_17",
            "uploader": "0"
        },
        {
            "tag": "study_29",
            "uploader": "0"
        },
        {
            "tag": "study_32",
            "uploader": "0"
        },
        {
            "tag": "study_48",
            "uploader": "0"
        },
        {
            "tag": "study_69",
            "uploader": "0"
        },
        {
            "tag": "study_90",
            "uploader": "0"
        },
        {
            "tag": "study_92",
            "uploader": "0"
        },
        {
            "tag": "study_94",
            "uploader": "0"
        },
        {
            "tag": "study_96",
            "uploader": "0"
        },
        {
            "tag": "study_98",
            "uploader": "0"
        },
        {
            "tag": "study_127",
            "uploader": "0"
        },
        {
            "tag": "study_15",
            "uploader": "0"
        },
        {
            "tag": "study_17",
            "uploader": "0"
        },
        {
            "tag": "study_29",
            "uploader": "0"
        },
        {
            "tag": "study_32",
            "uploader": "0"
        },
        {
            "tag": "study_48",
            "uploader": "0"
        },
        {
            "tag": "study_69",
            "uploader": "0"
        },
        {
            "tag": "study_90",
            "uploader": "0"
        },
        {
            "tag": "study_92",
            "uploader": "0"
        },
        {
            "tag": "study_94",
            "uploader": "0"
        },
        {
            "tag": "study_96",
            "uploader": "0"
        },
        {
            "tag": "study_98",
            "uploader": "0"
        },
        {
            "tag": "study_127",
            "uploader": "0"
        },
        {
            "tag": "study_15",
            "uploader": "0"
        },
        {
            "tag": "study_17",
            "uploader": "0"
        },
        {
            "tag": "study_29",
            "uploader": "0"
        },
        {
            "tag": "study_32",
            "uploader": "0"
        },
        {
            "tag": "study_48",
            "uploader": "0"
        },
        {
            "tag": "study_69",
            "uploader": "0"
        },
        {
            "tag": "study_90",
            "uploader": "0"
        },
        {
            "tag": "study_92",
            "uploader": "0"
        },
        {
            "tag": "study_94",
            "uploader": "0"
        },
        {
            "tag": "study_96",
            "uploader": "0"
        },
        {
            "tag": "study_98",
            "uploader": "0"
        },
        {
            "tag": "study_127",
            "uploader": "0"
        },
        {
            "tag": "study_173",
            "uploader": "0"
        },
        {
            "tag": "study_195",
            "uploader": "0"
        },
        {
            "tag": "study_15",
            "uploader": "0"
        },
        {
            "tag": "study_17",
            "uploader": "0"
        },
        {
            "tag": "study_29",
            "uploader": "0"
        },
        {
            "tag": "study_32",
            "uploader": "0"
        },
        {
            "tag": "study_48",
            "uploader": "0"
        },
        {
            "tag": "study_69",
            "uploader": "0"
        },
        {
            "tag": "study_90",
            "uploader": "0"
        },
        {
            "tag": "study_92",
            "uploader": "0"
        },
        {
            "tag": "study_94",
            "uploader": "0"
        },
        {
            "tag": "study_96",
            "uploader": "0"
        },
        {
            "tag": "study_98",
            "uploader": "0"
        },
        {
            "tag": "study_127",
            "uploader": "0"
        },
        {
            "tag": "study_234",
            "uploader": "0"
        },
        {
            "tag": "study_15",
            "uploader": "0"
        },
        {
            "tag": "study_17",
            "uploader": "0"
        },
        {
            "tag": "study_29",
            "uploader": "0"
        },
        {
            "tag": "study_32",
            "uploader": "0"
        },
        {
            "tag": "study_48",
            "uploader": "0"
        },
        {
            "tag": "study_69",
            "uploader": "0"
        },
        {
            "tag": "study_90",
            "uploader": "0"
        },
        {
            "tag": "study_92",
            "uploader": "0"
        },
        {
            "tag": "study_94",
            "uploader": "0"
        },
        {
            "tag": "study_96",
            "uploader": "0"
        },
        {
            "tag": "study_98",
            "uploader": "0"
        },
        {
            "tag": "study_127",
            "uploader": "0"
        },
        {
            "tag": "study_346",
            "uploader": "0"
        },
        {
            "tag": "study_99",
            "uploader": "0"
        },
        {
            "tag": "study_110",
            "uploader": "0"
        },
        {
            "tag": "study_124",
            "uploader": "0"
        },
        {
            "tag": "study_110",
            "uploader": "0"
        }
    ],
    "features": [
        {
            "name": "Class",
            "index": "10",
            "type": "nominal",
            "distinct": "2",
            "missing": "0",
            "target": "1",
            "distr": [
                [
                    "1",
                    "2"
                ],
                [
                    [
                        "416",
                        "0"
                    ],
                    [
                        "0",
                        "167"
                    ]
                ]
            ]
        },
        {
            "name": "V1",
            "index": "0",
            "type": "numeric",
            "distinct": "72",
            "missing": "0",
            "min": "4",
            "max": "90",
            "mean": "45",
            "stdev": "16"
        },
        {
            "name": "V2",
            "index": "1",
            "type": "nominal",
            "distinct": "2",
            "missing": "0",
            "distr": [
                [
                    "Female",
                    "Male"
                ],
                [
                    [
                        "92",
                        "50"
                    ],
                    [
                        "324",
                        "117"
                    ]
                ]
            ]
        },
        {
            "name": "V3",
            "index": "2",
            "type": "numeric",
            "distinct": "113",
            "missing": "0",
            "min": "0",
            "max": "75",
            "mean": "3",
            "stdev": "6"
        },
        {
            "name": "V4",
            "index": "3",
            "type": "numeric",
            "distinct": "80",
            "missing": "0",
            "min": "0",
            "max": "20",
            "mean": "1",
            "stdev": "3"
        },
        {
            "name": "V5",
            "index": "4",
            "type": "numeric",
            "distinct": "263",
            "missing": "0",
            "min": "63",
            "max": "2110",
            "mean": "291",
            "stdev": "243"
        },
        {
            "name": "V6",
            "index": "5",
            "type": "numeric",
            "distinct": "152",
            "missing": "0",
            "min": "10",
            "max": "2000",
            "mean": "81",
            "stdev": "183"
        },
        {
            "name": "V7",
            "index": "6",
            "type": "numeric",
            "distinct": "177",
            "missing": "0",
            "min": "10",
            "max": "4929",
            "mean": "110",
            "stdev": "289"
        },
        {
            "name": "V8",
            "index": "7",
            "type": "numeric",
            "distinct": "58",
            "missing": "0",
            "min": "3",
            "max": "10",
            "mean": "6",
            "stdev": "1"
        },
        {
            "name": "V9",
            "index": "8",
            "type": "numeric",
            "distinct": "40",
            "missing": "0",
            "min": "1",
            "max": "6",
            "mean": "3",
            "stdev": "1"
        },
        {
            "name": "V10",
            "index": "9",
            "type": "numeric",
            "distinct": "70",
            "missing": "0",
            "min": "0",
            "max": "3",
            "mean": "1",
            "stdev": "0"
        }
    ],
    "nr_of_issues": 0,
    "nr_of_downvotes": 0,
    "nr_of_likes": 0,
    "nr_of_downloads": 0,
    "total_downloads": 0,
    "reach": 0,
    "reuse": 11,
    "impact_of_reuse": 0,
    "reach_of_reuse": 0,
    "impact": 11
}