{ "data_id": "1060", "name": "ar3", "exact_name": "ar3", "version": 1, "version_label": null, "description": "**Author**: \n**Source**: Unknown - Date unknown \n**Please cite**: \n\n", "format": "ARFF", "uploader": "Joaquin Vanschoren", "uploader_id": 2, "visibility": "public", "creator": "Software Research Laboratory (Softlab)", "contributor": null, "date": "2014-10-06 23:57:31", "update_comment": null, "last_update": "2014-10-06 23:57:31", "licence": "Public", "status": "active", "error_message": null, "url": "https:\/\/www.openml.org\/data\/download\/53943\/ar3.arff", "default_target_attribute": "defects", "row_id_attribute": null, "ignore_attribute": null, "runs": 718, "suggest": { "input": [ "ar3", " " ], "weight": 5 }, "qualities": { "NumberOfInstances": 63, "NumberOfFeatures": 30, "NumberOfClasses": 2, "NumberOfMissingValues": 0, "NumberOfInstancesWithMissingValues": 0, "NumberOfNumericFeatures": 29, "NumberOfSymbolicFeatures": 1, "REPTreeDepth3Kappa": -0.053511705685618506, "DecisionStumpKappa": 0.40324763193504715, "MaxMeansOfNumericAtts": 34858.16807619048, "MinMutualInformation": null, "Quartile2SkewnessOfNumericAtts": 2.40130799658522, "RandomTreeDepth1AUC": 0.4636363636363637, "Dimensionality": 0.47619047619047616, "MaxMutualInformation": null, "MinNominalAttDistinctValues": 2, "PercentageOfBinaryFeatures": 3.3333333333333335, "Quartile2StdDevOfNumericAtts": 25.24048187422767, "RandomTreeDepth1ErrRate": 0.19047619047619047, "EquivalentNumberOfAtts": null, "MaxNominalAttDistinctValues": 2, "MinSkewnessOfNumericAtts": -0.14398688215028205, "PercentageOfInstancesWithMissingValues": 0, "Quartile3AttributeEntropy": null, "RandomTreeDepth1Kappa": -0.09248554913294758, "J48.00001.AUC": 0.5840909090909091, "MaxSkewnessOfNumericAtts": 5.16064537155956, "MinStdDevOfNumericAtts": 0.11744659644451566, "PercentageOfMissingValues": 0, "Quartile3KurtosisOfNumericAtts": 10.856830891285252, "AutoCorrelation": 0.8709677419354839, "RandomTreeDepth2AUC": 0.4636363636363637, "J48.00001.ErrRate": 0.12698412698412698, "MaxStdDevOfNumericAtts": 71004.50864814474, "MinorityClassPercentage": 12.698412698412698, "PercentageOfNumericFeatures": 96.66666666666667, "Quartile3MeansOfNumericAtts": 70.92063492063494, "CfsSubsetEval_DecisionStumpAUC": 0.5840909090909091, "RandomTreeDepth2ErrRate": 0.19047619047619047, "J48.00001.Kappa": 0.1571906354515052, "MeanAttributeEntropy": null, "MinorityClassSize": 8, "PercentageOfSymbolicFeatures": 3.3333333333333335, "Quartile3MutualInformation": null, "CfsSubsetEval_DecisionStumpErrRate": 0.12698412698412698, "RandomTreeDepth2Kappa": -0.09248554913294758, "J48.0001.AUC": 0.5840909090909091, "MeanKurtosisOfNumericAtts": 8.789840249537656, "NaiveBayesAUC": 0.6144660894660895, "Quartile1AttributeEntropy": null, "Quartile3SkewnessOfNumericAtts": 3.010658473802061, "CfsSubsetEval_DecisionStumpKappa": 0.1571906354515052, "RandomTreeDepth3AUC": 0.4636363636363637, "J48.0001.ErrRate": 0.12698412698412698, "MeanMeansOfNumericAtts": 1335.099676351779, "NaiveBayesErrRate": 0.15873015873015872, "Quartile1KurtosisOfNumericAtts": 4.855045142944784, "Quartile3StdDevOfNumericAtts": 92.3690530491863, "CfsSubsetEval_NaiveBayesAUC": 0.5840909090909091, "RandomTreeDepth3ErrRate": 0.19047619047619047, "J48.0001.Kappa": 0.1571906354515052, "MeanMutualInformation": null, "NaiveBayesKappa": 0.3531827515400412, "Quartile1MeansOfNumericAtts": 2.0002022936507933, "REPTreeDepth1AUC": 0.4772727272727273, "CfsSubsetEval_NaiveBayesErrRate": 0.12698412698412698, "RandomTreeDepth3Kappa": -0.09248554913294758, "J48.001.AUC": 0.5840909090909091, "MeanNoiseToSignalRatio": null, "NumberOfBinaryFeatures": 1, "Quartile1MutualInformation": null, "REPTreeDepth1ErrRate": 0.15873015873015872, "CfsSubsetEval_NaiveBayesKappa": 0.1571906354515052, "CfsSubsetEval_kNN1NAUC": 0.5840909090909091, "StdvNominalAttDistinctValues": 0, "J48.001.ErrRate": 0.12698412698412698, "MeanNominalAttDistinctValues": 2, "Quartile1SkewnessOfNumericAtts": 2.050562086989856, "REPTreeDepth1Kappa": -0.053511705685618506, "CfsSubsetEval_kNN1NErrRate": 0.12698412698412698, "kNN1NAUC": 0.6295454545454546, "J48.001.Kappa": 0.1571906354515052, "MeanSkewnessOfNumericAtts": 2.5201992122456063, "Quartile1StdDevOfNumericAtts": 4.155968869286659, "REPTreeDepth2AUC": 0.4772727272727273, "CfsSubsetEval_kNN1NKappa": 0.1571906354515052, "kNN1NErrRate": 0.19047619047619047, "MajorityClassPercentage": 87.3015873015873, "MeanStdDevOfNumericAtts": 2669.0155540600026, "Quartile2AttributeEntropy": null, "REPTreeDepth2ErrRate": 0.15873015873015872, "ClassEntropy": 0.5491087450260073, "kNN1NKappa": 0.14090909090909098, "MajorityClassSize": 55, "MinAttributeEntropy": null, "Quartile2KurtosisOfNumericAtts": 6.354449360366518, "REPTreeDepth2Kappa": -0.053511705685618506, "REPTreeDepth3AUC": 0.4772727272727273, "DecisionStumpAUC": 0.5693181818181818, "MaxAttributeEntropy": null, "MinKurtosisOfNumericAtts": -0.5958237392620385, "Quartile2MeansOfNumericAtts": 16.603174603174605, "REPTreeDepth3ErrRate": 0.15873015873015872, "DecisionStumpErrRate": 0.1111111111111111, "MaxKurtosisOfNumericAtts": 32.82521876759053, "MinMeansOfNumericAtts": 0.12743961904761905, "Quartile2MutualInformation": null }, "tags": [ { "uploader": "38960", "tag": "Chemistry" }, { "uploader": "38960", "tag": "Life Science" }, { "uploader": "24659", "tag": "PROMISE" }, { "uploader": "2", "tag": "study_1" }, { "uploader": "3886", "tag": "study_123" }, { "uploader": "1", "tag": "study_41" } ], "features": [ { "name": "defects", "index": "29", "type": "nominal", "distinct": "2", "missing": "0", "target": "1", "distr": [ [ "false", "true" ], [ [ "55", "0" ], [ "0", "8" ] ] ] }, { "name": "total_loc", "index": "0", "type": "numeric", "distinct": "48", "missing": "0", "min": "3", "max": "670", "mean": "89", "stdev": "117" }, { "name": "blank_loc", "index": "1", "type": "numeric", "distinct": "33", "missing": "0", "min": "0", "max": "116", "mean": "23", "stdev": "27" }, { "name": "comment_loc", "index": "2", "type": "numeric", "distinct": "29", "missing": "0", "min": "0", "max": "195", "mean": "13", "stdev": "27" }, { "name": "code_and_comment_loc", "index": "3", "type": "numeric", "distinct": "10", "missing": "0", "min": "0", "max": "31", "mean": "2", "stdev": "4" }, { "name": "executable_loc", "index": "4", "type": "numeric", "distinct": "45", "missing": "0", "min": "3", "max": "394", "mean": "53", "stdev": "68" }, { "name": "unique_operands", "index": "5", "type": "numeric", "distinct": "46", "missing": "0", "min": "4", "max": "142", "mean": "37", "stdev": "33" }, { "name": "unique_operators", "index": "6", "type": "numeric", "distinct": "23", "missing": "0", "min": "3", "max": "31", "mean": "12", "stdev": "7" }, { "name": "total_operands", "index": "7", "type": "numeric", "distinct": "60", "missing": "0", "min": "5", "max": "575", "mean": "103", "stdev": "117" }, { "name": "total_operators", "index": "8", "type": "numeric", "distinct": "55", "missing": "0", "min": "8", "max": "817", "mean": "137", "stdev": "164" }, { "name": "halstead_vocabulary", "index": "9", "type": "numeric", "distinct": "48", "missing": "0", "min": "8", "max": "169", "mean": "50", "stdev": "38" }, { "name": "halstead_length", "index": "10", "type": "numeric", "distinct": "55", "missing": "0", "min": "14", "max": "1392", "mean": "240", "stdev": "281" }, { "name": "halstead_volume", "index": "11", "type": "numeric", "distinct": "59", "missing": "0", "min": "29", "max": "7140", "mean": "1037", "stdev": "1384" }, { "name": "halstead_level", "index": "12", "type": "numeric", "distinct": "61", "missing": "0", "min": "0", "max": "1", "mean": "0", "stdev": "0" }, { "name": "halstead_difficulty", "index": "13", "type": "numeric", "distinct": "61", "missing": "0", "min": "2", "max": "61", "mean": "17", "stdev": "15" }, { "name": "halstead_effort", "index": "14", "type": "numeric", "distinct": "62", "missing": "0", "min": "44", "max": "390312", "mean": "34858", "stdev": "71005" }, { "name": "halstead_error", "index": "15", "type": "numeric", "distinct": "59", "missing": "0", "min": "0", "max": "2", "mean": "0", "stdev": "0" }, { "name": "halstead_time", "index": "16", "type": "numeric", "distinct": "62", "missing": "0", "min": "2", "max": "21684", "mean": "1937", "stdev": "3945" }, { "name": "branch_count", "index": "17", "type": "numeric", "distinct": "27", "missing": "0", "min": "0", "max": "244", "mean": "34", "stdev": "51" }, { "name": "decision_count", "index": "18", "type": "numeric", "distinct": "27", "missing": "0", "min": "0", "max": "122", "mean": "17", "stdev": "25" }, { "name": "call_pairs", "index": "19", "type": "numeric", "distinct": "24", "missing": "0", "min": "0", "max": "109", "mean": "10", "stdev": "18" }, { "name": "condition_count", "index": "20", "type": "numeric", "distinct": "27", "missing": "0", "min": "0", "max": "122", "mean": "17", "stdev": "25" }, { "name": "multiple_condition_count", "index": "21", "type": "numeric", "distinct": "15", "missing": "0", "min": "0", "max": "33", "mean": "5", "stdev": "8" }, { "name": "cyclomatic_complexity", "index": "22", "type": "numeric", "distinct": "26", "missing": "0", "min": "1", "max": "85", "mean": "13", "stdev": "18" }, { "name": "cyclomatic_density", "index": "23", "type": "numeric", "distinct": "51", "missing": "0", "min": "0", "max": "1", "mean": "0", "stdev": "0" }, { "name": "decision_density", "index": "24", "type": "numeric", "distinct": "14", "missing": "0", "min": "0", "max": "2", "mean": "1", "stdev": "1" }, { "name": "design_complexity", "index": "25", "type": "numeric", "distinct": "24", "missing": "0", "min": "0", "max": "109", "mean": "10", "stdev": "18" }, { "name": "design_density", "index": "26", "type": "numeric", "distinct": "38", "missing": "0", "min": "0", "max": "24", "mean": "2", "stdev": "4" }, { "name": "normalized_cyclomatic_complexity", "index": "27", "type": "numeric", "distinct": "58", "missing": "0", "min": "0", "max": "1", "mean": "0", "stdev": "0" }, { "name": "formal_parameters", "index": "28", "type": "numeric", "distinct": "3", "missing": "0", "min": "0", "max": "2", "mean": "0", "stdev": "1" } ], "nr_of_issues": 0, "nr_of_downvotes": 0, "nr_of_likes": 0, "nr_of_downloads": 0, "total_downloads": 0, "reach": 0, "reuse": 0, "impact_of_reuse": 0, "reach_of_reuse": 0, "impact": 0 }