DEVELOPMENT... { "data_id": "1064", "name": "ar6", "exact_name": "ar6", "version": 1, "version_label": null, "description": "**Author**: \n**Source**: Unknown - Date unknown \n**Please cite**: \n\n%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%\n%%\nThis is a PROMISE Software Engineering Repository data set made publicly\navailable in order to encourage repeatable, refutable, verifiable, and\/or\nimprovable predictive models of software engineering.\n\nIf you publish material based on PROMISE data sets then, please follow\nthe acknowledgment guidelines posted on the PROMISE repository web page\nhttp:\/\/promise.site.uottowa.ca\/SERepository.\n%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%\n--Title: AR6 \/Software Defect Prediction\n--Date: February, 4th, 2009\n--Data from a Turkish white-goods manufacturer\n--Donated by: Software Research Laboratory (Softlab),\nBogazici University, Istanbul, Turkey\n--Website: http:\/\/softlab.boun.edu.tr\n--Contact address: ayse.tosun@boun.edu.tr, bener@boun.edu.tr\n\n--Description:\nEmbedded software in a white-goods product.\nImplemented in C.\nConsists of 101 modules (15 defective \/ 86 defect-free)\n29 static code attributes (McCabe, Halstead and LOC measures) and 1 defect information(false\/true)\nFunction\/method level static code attributes are collected using\nPrest Metrics Extraction and Analysis Tool [1].\n[1] Prest Metrics Extraction and Analysis Tool, available at http:\/\/softlab.boun.edu.tr\/?q=resources&i=tools.", "format": "ARFF", "uploader": "Felicia West", "uploader_id": 2, "visibility": "public", "creator": "Mike Chapman", "contributor": null, "date": "2014-10-06 23:57:38", "update_comment": null, "last_update": "2014-10-06 23:57:38", "licence": "Public", "status": "active", "error_message": null, "url": "https:\/\/www.openml.org\/data\/download\/53947\/ar6.arff", "default_target_attribute": "defects", "row_id_attribute": null, "ignore_attribute": null, "runs": 789, "suggest": { "input": [ "ar6", "%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% %% This is a PROMISE Software Engineering Repository data set made publicly available in order to encourage repeatable, refutable, verifiable, and\/or improvable predictive models of software engineering. If you publish material based on PROMISE data sets then, please follow the acknowledgment guidelines posted on the PROMISE repository web page http:\/\/promise.site.uottowa.ca\/SERepository. %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% " ], "weight": 5 }, "qualities": { "NumberOfInstances": 101, "NumberOfFeatures": 30, "NumberOfClasses": 2, "NumberOfMissingValues": 0, "NumberOfInstancesWithMissingValues": 0, "NumberOfNumericFeatures": 29, "NumberOfSymbolicFeatures": 1, "AutoCorrelation": 0.82, "CfsSubsetEval_DecisionStumpAUC": 0.5577519379844961, "CfsSubsetEval_DecisionStumpErrRate": 0.1485148514851485, "CfsSubsetEval_DecisionStumpKappa": 0.0856970428485211, "CfsSubsetEval_NaiveBayesAUC": 0.5577519379844961, "CfsSubsetEval_NaiveBayesErrRate": 0.1485148514851485, "CfsSubsetEval_NaiveBayesKappa": 0.0856970428485211, "CfsSubsetEval_kNN1NAUC": 0.5577519379844961, "CfsSubsetEval_kNN1NErrRate": 0.1485148514851485, "CfsSubsetEval_kNN1NKappa": 0.0856970428485211, "ClassEntropy": 0.6061112071230007, "DecisionStumpAUC": 0.5492248062015502, "DecisionStumpErrRate": 0.15841584158415842, "DecisionStumpKappa": 0.1358288770053474, "Dimensionality": 0.297029702970297, "EquivalentNumberOfAtts": null, "J48.00001.AUC": 0.5306201550387597, "J48.00001.ErrRate": 0.22772277227722773, "J48.00001.Kappa": 0.01858893113645982, "J48.0001.AUC": 0.5306201550387597, "J48.0001.ErrRate": 0.22772277227722773, "J48.0001.Kappa": 0.01858893113645982, "J48.001.AUC": 0.5306201550387597, "J48.001.ErrRate": 0.22772277227722773, "J48.001.Kappa": 0.01858893113645982, "MajorityClassPercentage": 85.14851485148515, "MajorityClassSize": 86, "MaxAttributeEntropy": null, "MaxKurtosisOfNumericAtts": 48.7365025231794, "MaxMeansOfNumericAtts": 2561.3085148514847, "MaxMutualInformation": null, "MaxNominalAttDistinctValues": 2, "MaxSkewnessOfNumericAtts": 7.040414354799715, "MaxStdDevOfNumericAtts": 4013.7373651384783, "MeanAttributeEntropy": null, "MeanKurtosisOfNumericAtts": 12.508975501454573, "MeanMeansOfNumericAtts": 119.2550734038921, "MeanMutualInformation": null, "MeanNoiseToSignalRatio": null, "MeanNominalAttDistinctValues": 2, "MeanSkewnessOfNumericAtts": 2.7803486499343353, "MeanStdDevOfNumericAtts": 235.72618489571184, "MinAttributeEntropy": null, "MinKurtosisOfNumericAtts": -0.35246054619035094, "MinMeansOfNumericAtts": 0.19702970297029704, "MinMutualInformation": null, "MinNominalAttDistinctValues": 2, "MinSkewnessOfNumericAtts": 0.2615369370767837, "MinStdDevOfNumericAtts": 0.07901322110198328, "MinorityClassPercentage": 14.85148514851485, "MinorityClassSize": 15, "NaiveBayesAUC": 0.6993706347378923, "NaiveBayesErrRate": 0.1485148514851485, "NaiveBayesKappa": 0.2726836293807009, "NumberOfBinaryFeatures": 1, "PercentageOfBinaryFeatures": 3.3333333333333335, "PercentageOfInstancesWithMissingValues": 0, "PercentageOfMissingValues": 0, "PercentageOfNumericFeatures": 96.66666666666667, "PercentageOfSymbolicFeatures": 3.3333333333333335, "Quartile1AttributeEntropy": null, "Quartile1KurtosisOfNumericAtts": 1.9093550100896195, "Quartile1MeansOfNumericAtts": 1.0148514851485149, "Quartile1MutualInformation": null, "Quartile1SkewnessOfNumericAtts": 1.4543574054987922, "Quartile1StdDevOfNumericAtts": 2.622790693528043, "Quartile2AttributeEntropy": null, "Quartile2KurtosisOfNumericAtts": 4.38525742204207, "Quartile2MeansOfNumericAtts": 7.701386138613861, "Quartile2MutualInformation": null, "Quartile2SkewnessOfNumericAtts": 1.9531790680244019, "Quartile2StdDevOfNumericAtts": 6.402629410354516, "Quartile3AttributeEntropy": null, "Quartile3KurtosisOfNumericAtts": 7.057659117262059, "Quartile3MeansOfNumericAtts": 23.667475247524756, "Quartile3MutualInformation": null, "Quartile3SkewnessOfNumericAtts": 2.6123330466481773, "Quartile3StdDevOfNumericAtts": 46.11501833353397, "REPTreeDepth1AUC": 0.4833333333333334, "REPTreeDepth1ErrRate": 0.1485148514851485, "REPTreeDepth1Kappa": 0, "REPTreeDepth2AUC": 0.4833333333333334, "REPTreeDepth2ErrRate": 0.1485148514851485, "REPTreeDepth2Kappa": 0, "REPTreeDepth3AUC": 0.4833333333333334, "REPTreeDepth3ErrRate": 0.1485148514851485, "REPTreeDepth3Kappa": 0, "RandomTreeDepth1AUC": 0.5693798449612403, "RandomTreeDepth1ErrRate": 0.21782178217821782, "RandomTreeDepth1Kappa": 0.1387596899224809, "RandomTreeDepth2AUC": 0.5693798449612403, "RandomTreeDepth2ErrRate": 0.21782178217821782, "RandomTreeDepth2Kappa": 0.1387596899224809, "RandomTreeDepth3AUC": 0.5693798449612403, "RandomTreeDepth3ErrRate": 0.21782178217821782, "RandomTreeDepth3Kappa": 0.1387596899224809, "StdvNominalAttDistinctValues": 0, "kNN1NAUC": 0.6608527131782946, "kNN1NErrRate": 0.19801980198019803, "kNN1NKappa": 0.257898603967671 }, "tags": [ { "tag": "mythbusting_1", "uploader": "1" }, { "tag": "PROMISE", "uploader": "24659" }, { "tag": "study_1", "uploader": "2" }, { "tag": "study_123", "uploader": "3886" }, { "tag": "study_15", "uploader": "939" }, { "tag": "study_20", "uploader": "939" }, { "tag": "study_41", "uploader": "1" }, { "tag": "study_52", "uploader": "64" }, { "tag": "study_7", "uploader": "64" }, { "tag": "study_88", "uploader": "4209" }, { "tag": "study_236", "uploader": "0" } ], "features": [ { "name": "defects", "index": "29", "type": "nominal", "distinct": "2", "missing": "0", "target": "1", "distr": [ [ "false", "true" ], [ [ "86", "0" ], [ "0", "15" ] ] ] }, { "name": "halstead_error", "index": "15", "type": "numeric", "distinct": "25", "missing": "0", "min": "0", "max": "14775", "mean": "276", "stdev": "1952" }, { "name": "formal_parameters", "index": "28", "type": "numeric", "distinct": "4", "missing": "0", "min": "0", "max": "2", "mean": "0", "stdev": "0" }, { "name": "normalized_cyclomatic_complexity", "index": "27", "type": "numeric", "distinct": "28", "missing": "0", "min": "0", "max": "0", "mean": "0", "stdev": "0" }, { "name": "design_density", "index": "26", "type": "numeric", "distinct": "30", "missing": "0", "min": "0", "max": "7", "mean": "1", "stdev": "1" }, { "name": "design_complexity", "index": "25", "type": "numeric", "distinct": "16", "missing": "0", "min": "0", "max": "20", "mean": "2", "stdev": "3" }, { "name": "decision_density", "index": "24", "type": "numeric", "distinct": "15", "missing": "0", "min": "0", "max": "3", "mean": "1", "stdev": "1" }, { "name": "cyclomatic_density", "index": "23", "type": "numeric", "distinct": "34", "missing": "0", "min": "0", "max": "10", "mean": "0", "stdev": "1" }, { "name": "cyclomatic_complexity", "index": "22", "type": "numeric", "distinct": "15", "missing": "0", "min": "1", "max": "19", "mean": "4", "stdev": "4" }, { "name": "multiple_condition_count", "index": "21", "type": "numeric", "distinct": "10", "missing": "0", "min": "0", "max": "9", "mean": "1", "stdev": "2" }, { "name": "condition_count", "index": "20", "type": "numeric", "distinct": "17", "missing": "0", "min": "0", "max": "24", "mean": "3", "stdev": "5" }, { "name": "call_pairs", "index": "19", "type": "numeric", "distinct": "14", "missing": "0", "min": "0", "max": "20", "mean": "3", "stdev": "4" }, { "name": "decision_count", "index": "18", "type": "numeric", "distinct": "19", "missing": "0", "min": "0", "max": "27", "mean": "4", "stdev": "6" }, { "name": "branch_count", "index": "17", "type": "numeric", "distinct": "20", "missing": "0", "min": "0", "max": "821", "mean": "23", "stdev": "108" }, { "name": "halstead_time", "index": "16", "type": "numeric", "distinct": "88", "missing": "0", "min": "0", "max": "1037", "mean": "142", "stdev": "223" }, { "name": "total_loc", "index": "0", "type": "numeric", "distinct": "43", "missing": "0", "min": "1", "max": "98", "mean": "21", "stdev": "20" }, { "name": "halstead_effort", "index": "14", "type": "numeric", "distinct": "87", "missing": "0", "min": "4", "max": "18667", "mean": "2561", "stdev": "4014" }, { "name": "halstead_difficulty", "index": "13", "type": "numeric", "distinct": "39", "missing": "0", "min": "0", "max": "33", "mean": "8", "stdev": "6" }, { "name": "halstead_level", "index": "12", "type": "numeric", "distinct": "40", "missing": "0", "min": "0", "max": "591", "mean": "11", "stdev": "78" }, { "name": "halstead_volume", "index": "11", "type": "numeric", "distinct": "79", "missing": "0", "min": "4", "max": "1101", "mean": "207", "stdev": "231" }, { "name": "halstead_length", "index": "10", "type": "numeric", "distinct": "66", "missing": "0", "min": "4", "max": "267", "mean": "61", "stdev": "57" }, { "name": "halstead_vocabulary", "index": "9", "type": "numeric", "distinct": "41", "missing": "0", "min": "3", "max": "97", "mean": "23", "stdev": "17" }, { "name": "total_operators", "index": "8", "type": "numeric", "distinct": "55", "missing": "0", "min": "3", "max": "160", "mean": "37", "stdev": "35" }, { "name": "total_operands", "index": "7", "type": "numeric", "distinct": "50", "missing": "0", "min": "1", "max": "109", "mean": "24", "stdev": "23" }, { "name": "unique_operators", "index": "6", "type": "numeric", "distinct": "19", "missing": "0", "min": "2", "max": "21", "mean": "9", "stdev": "4" }, { "name": "unique_operands", "index": "5", "type": "numeric", "distinct": "32", "missing": "0", "min": "1", "max": "50", "mean": "14", "stdev": "11" }, { "name": "executable_loc", "index": "4", "type": "numeric", "distinct": "36", "missing": "0", "min": "0", "max": "89", "mean": "15", "stdev": "15" }, { "name": "code_and_comment_loc", "index": "3", "type": "numeric", "distinct": "5", "missing": "0", "min": "0", "max": "11", "mean": "0", "stdev": "1" }, { "name": "comment_loc", "index": "2", "type": "numeric", "distinct": "21", "missing": "0", "min": "0", "max": "31", "mean": "5", "stdev": "6" }, { "name": "blank_loc", "index": "1", "type": "numeric", "distinct": "7", "missing": "0", "min": "0", "max": "48", "mean": "1", "stdev": "6" } ], "nr_of_issues": 0, "nr_of_downvotes": 0, "nr_of_likes": 0, "nr_of_downloads": 9, "total_downloads": 10, "reach": 9, "reuse": 14, "impact_of_reuse": 0, "reach_of_reuse": 0, "impact": 14 }