DEVELOPMENT... { "data_id": "950", "name": "arsenic-female-lung", "exact_name": "arsenic-female-lung", "version": 2, "version_label": null, "description": "**Author**: \n**Source**: Unknown - Date unknown \n**Please cite**: \n\nBinarized version of the original data set (see version 1). It converts the numeric target feature to a two-class nominal target feature by computing the mean and classifying all instances with a lower target value as positive ('P') and all others as negative ('N'). Originally converted by Quan Sun.", "format": "ARFF", "uploader": "Felicia West", "uploader_id": 2, "visibility": "public", "creator": null, "contributor": null, "date": "2014-10-04 22:16:50", "update_comment": null, "last_update": "2014-10-04 22:16:50", "licence": "Public", "status": "active", "error_message": null, "url": "https:\/\/www.openml.org\/data\/download\/53484\/arsenic-female-lung.arff", "default_target_attribute": "binaryClass", "row_id_attribute": null, "ignore_attribute": null, "runs": 769, "suggest": { "input": [ "arsenic-female-lung", "Binarized version of the original data set (see version 1). It converts the numeric target feature to a two-class nominal target feature by computing the mean and classifying all instances with a lower target value as positive ('P') and all others as negative ('N'). Originally converted by Quan Sun. " ], "weight": 5 }, "qualities": { "NumberOfInstances": 559, "NumberOfFeatures": 5, "NumberOfClasses": 2, "NumberOfMissingValues": 0, "NumberOfInstancesWithMissingValues": 0, "NumberOfNumericFeatures": 3, "NumberOfSymbolicFeatures": 2, "AutoCorrelation": 0.9802867383512545, "CfsSubsetEval_DecisionStumpAUC": 0.4868421052631579, "CfsSubsetEval_DecisionStumpErrRate": 0.03398926654740608, "CfsSubsetEval_DecisionStumpKappa": 0, "CfsSubsetEval_NaiveBayesAUC": 0.4868421052631579, "CfsSubsetEval_NaiveBayesErrRate": 0.03398926654740608, "CfsSubsetEval_NaiveBayesKappa": 0, "CfsSubsetEval_kNN1NAUC": 0.4868421052631579, "CfsSubsetEval_kNN1NErrRate": 0.03398926654740608, "CfsSubsetEval_kNN1NKappa": 0, "ClassEntropy": 0.21401923999367883, "DecisionStumpAUC": 0.8421052631578947, "DecisionStumpErrRate": 0.01073345259391771, "DecisionStumpKappa": 0.8071748878923776, "Dimensionality": 0.008944543828264758, "EquivalentNumberOfAtts": 1.3112296808649486, "J48.00001.AUC": 0.4868421052631579, "J48.00001.ErrRate": 0.03398926654740608, "J48.00001.Kappa": 0, "J48.0001.AUC": 0.4868421052631579, "J48.0001.ErrRate": 0.03398926654740608, "J48.0001.Kappa": 0, "J48.001.AUC": 0.4868421052631579, "J48.001.ErrRate": 0.03398926654740608, "J48.001.Kappa": 0, "MajorityClassPercentage": 96.6010733452594, "MajorityClassSize": 540, "MaxAttributeEntropy": 5.426264754702098, "MaxKurtosisOfNumericAtts": 106.80175075569333, "MaxMeansOfNumericAtts": 23427.973166368276, "MaxMutualInformation": 0.16322025280308, "MaxNominalAttDistinctValues": 43, "MaxSkewnessOfNumericAtts": 9.677277811390576, "MaxStdDevOfNumericAtts": 180950.62146328983, "MeanAttributeEntropy": 5.426264754702098, "MeanKurtosisOfNumericAtts": 34.844062373807255, "MeanMeansOfNumericAtts": 7930.948419797177, "MeanMutualInformation": 0.16322025280308, "MeanNoiseToSignalRatio": 32.24504564546112, "MeanNominalAttDistinctValues": 22.5, "MeanSkewnessOfNumericAtts": 3.3729069266079996, "MeanStdDevOfNumericAtts": 60409.7002311256, "MinAttributeEntropy": 5.426264754702098, "MinKurtosisOfNumericAtts": -1.214406571690584, "MinMeansOfNumericAtts": 52.5, "MinMutualInformation": 0.16322025280308, "MinNominalAttDistinctValues": 2, "MinSkewnessOfNumericAtts": 0, "MinStdDevOfNumericAtts": 18.72504312794417, "MinorityClassPercentage": 3.3989266547406083, "MinorityClassSize": 19, "NaiveBayesAUC": 0.8122319688109162, "NaiveBayesErrRate": 0.01073345259391771, "NaiveBayesKappa": 0.8071748878923776, "NumberOfBinaryFeatures": 1, "PercentageOfBinaryFeatures": 20, "PercentageOfInstancesWithMissingValues": 0, "PercentageOfMissingValues": 0, "PercentageOfNumericFeatures": 60, "PercentageOfSymbolicFeatures": 40, "Quartile1AttributeEntropy": 5.426264754702098, "Quartile1KurtosisOfNumericAtts": -1.214406571690584, "Quartile1MeansOfNumericAtts": 52.5, "Quartile1MutualInformation": 0.16322025280308, "Quartile1SkewnessOfNumericAtts": 0, "Quartile1StdDevOfNumericAtts": 18.72504312794417, "Quartile2AttributeEntropy": 5.426264754702098, "Quartile2KurtosisOfNumericAtts": -1.0551570625809767, "Quartile2MeansOfNumericAtts": 312.37209302325346, "Quartile2MutualInformation": 0.16322025280308, "Quartile2SkewnessOfNumericAtts": 0.44144296843342257, "Quartile2StdDevOfNumericAtts": 259.75418695902493, "Quartile3AttributeEntropy": 5.426264754702098, "Quartile3KurtosisOfNumericAtts": 106.80175075569333, "Quartile3MeansOfNumericAtts": 23427.973166368276, "Quartile3MutualInformation": 0.16322025280308, "Quartile3SkewnessOfNumericAtts": 9.677277811390576, "Quartile3StdDevOfNumericAtts": 180950.62146328983, "REPTreeDepth1AUC": 0.8353801169590643, "REPTreeDepth1ErrRate": 0.01073345259391771, "REPTreeDepth1Kappa": 0.8071748878923776, "REPTreeDepth2AUC": 0.8353801169590643, "REPTreeDepth2ErrRate": 0.01073345259391771, "REPTreeDepth2Kappa": 0.8071748878923776, "REPTreeDepth3AUC": 0.8353801169590643, "REPTreeDepth3ErrRate": 0.01073345259391771, "REPTreeDepth3Kappa": 0.8071748878923776, "RandomTreeDepth1AUC": 0.8365497076023392, "RandomTreeDepth1ErrRate": 0.02146690518783542, "RandomTreeDepth1Kappa": 0.6730994152046781, "RandomTreeDepth2AUC": 0.8365497076023392, "RandomTreeDepth2ErrRate": 0.02146690518783542, "RandomTreeDepth2Kappa": 0.6730994152046781, "RandomTreeDepth3AUC": 0.8365497076023392, "RandomTreeDepth3ErrRate": 0.02146690518783542, "RandomTreeDepth3Kappa": 0.6730994152046781, "StdvNominalAttDistinctValues": 28.991378028648448, "kNN1NAUC": 0.8345516569200779, "kNN1NErrRate": 0.02146690518783542, "kNN1NKappa": 0.6730994152046781 }, "tags": [ { "tag": "mythbusting_1", "uploader": "1" }, { "tag": "study_1", "uploader": "2" }, { "tag": "study_15", "uploader": "939" }, { "tag": "study_20", "uploader": "939" }, { "tag": "study_41", "uploader": "1" }, { "tag": "study_7", "uploader": "64" }, { "tag": "study_236", "uploader": "0" }, { "tag": "study_293", "uploader": "0" } ], "features": [ { "name": "binaryClass", "index": "4", "type": "nominal", "distinct": "2", "missing": "0", "target": "1", "distr": [ [ "P", "N" ], [ [ "540", "0" ], [ "0", "19" ] ] ] }, { "name": "group", "index": "0", "type": "nominal", "distinct": "43", "missing": "0", "distr": [ [ "1", "2", "3", "4", "5", "6", "7", "8", "9", "10", "11", "12", "13", "14", "15", "16", "17", "18", "19", "20", "21", "22", "23", "24", "25", "26", "27", "28", "29", "30", "31", "32", "33", "34", "35", "36", "37", "38", "39", "40", "41", "42", "43" ], [ [ "0", "13" ], [ "12", "1" ], [ "13", "0" ], [ "13", "0" ], [ "13", "0" ], [ "13", "0" ], [ "13", "0" ], [ "13", "0" ], [ "13", "0" ], [ "13", "0" ], [ "13", "0" ], [ "13", "0" ], [ "13", "0" ], [ "13", "0" ], [ "13", "0" ], [ "13", "0" ], [ "13", "0" ], [ "13", "0" ], [ "13", "0" ], [ "13", "0" ], [ "13", "0" ], [ "13", "0" ], [ "13", "0" ], [ "13", "0" ], [ "13", "0" ], [ "13", "0" ], [ "13", "0" ], [ "13", "0" ], [ "13", "0" ], [ "13", "0" ], [ "13", "0" ], [ "12", "1" ], [ "12", "1" ], [ "13", "0" ], [ "13", "0" ], [ "12", "1" ], [ "13", "0" ], [ "13", "0" ], [ "13", "0" ], [ "13", "0" ], [ "13", "0" ], [ "13", "0" ], [ "11", "2" ] ] ] }, { "name": "conc", "index": "1", "type": "numeric", "distinct": "38", "missing": "0", "min": "0", "max": "934", "mean": "312", "stdev": "260" }, { "name": "age", "index": "2", "type": "numeric", "distinct": "13", "missing": "0", "min": "23", "max": "83", "mean": "53", "stdev": "19" }, { "name": "at.risk", "index": "3", "type": "numeric", "distinct": "417", "missing": "0", "min": "9", "max": "2595529", "mean": "23428", "stdev": "180951" } ], "nr_of_issues": 0, "nr_of_downvotes": 0, "nr_of_likes": 0, "nr_of_downloads": 7, "total_downloads": 7, "reach": 7, "reuse": 15, "impact_of_reuse": 0, "reach_of_reuse": 0, "impact": 15 }