DEVELOPMENT... { "data_id": "40833", "name": "PC3", "exact_name": "PC3", "version": 2, "version_label": null, "description": "software fault prediction", "format": "ARFF", "uploader": "Kimberly Murphy", "uploader_id": 3002, "visibility": "public", "creator": null, "contributor": null, "date": "2017-06-23 18:26:47", "update_comment": null, "last_update": "2017-06-23 18:26:47", "licence": "Public", "status": "in_preparation", "error_message": null, "url": "https:\/\/www.openml.org\/data\/download\/5885629\/phplybWZX", "default_target_attribute": "Class", "row_id_attribute": null, "ignore_attribute": null, "runs": 0, "suggest": { "input": [ "PC3", "software fault prediction " ], "weight": 5 }, "qualities": { "NumberOfInstances": 1563, "NumberOfFeatures": 38, "NumberOfClasses": 2, "NumberOfMissingValues": 0, "NumberOfInstancesWithMissingValues": 0, "NumberOfNumericFeatures": 37, "NumberOfSymbolicFeatures": 1, "Quartile1MutualInformation": null, "PercentageOfBinaryFeatures": 2.631578947368421, "PercentageOfInstancesWithMissingValues": 0, "PercentageOfMissingValues": 0, "PercentageOfNumericFeatures": 97.36842105263158, "PercentageOfSymbolicFeatures": 2.631578947368421, "Quartile1AttributeEntropy": null, "Quartile1KurtosisOfNumericAtts": 12.549619926155666, "Quartile1MeansOfNumericAtts": 1.7272616762635953, "StdvNominalAttDistinctValues": 0, "Quartile1SkewnessOfNumericAtts": 3.05996501393082, "Quartile1StdDevOfNumericAtts": 2.0583826025554837, "Quartile2AttributeEntropy": null, "Quartile2KurtosisOfNumericAtts": 144.27319456591403, "Quartile2MeansOfNumericAtts": 7.637875879718483, "Quartile2MutualInformation": null, "Quartile2SkewnessOfNumericAtts": 9.777471538769246, "Quartile2StdDevOfNumericAtts": 15.928280528240814, "Quartile3AttributeEntropy": null, "Quartile3KurtosisOfNumericAtts": 407.2738207707065, "Quartile3MeansOfNumericAtts": 22.676583493282145, "Quartile3MutualInformation": null, "Quartile3SkewnessOfNumericAtts": 16.299723810564455, "Quartile3StdDevOfNumericAtts": 43.85840094500993, "AutoCorrelation": 0.8565941101152369, "MeanMeansOfNumericAtts": 1008.1612944614482, "ClassEntropy": 0.47645497142532245, "Dimensionality": 0.02431222008957134, "EquivalentNumberOfAtts": null, "MajorityClassPercentage": 89.76327575175944, "MajorityClassSize": 1403, "MaxAttributeEntropy": null, "MaxKurtosisOfNumericAtts": 1039.3380068388688, "MaxMeansOfNumericAtts": 34072.82269353807, "MaxMutualInformation": null, "MaxNominalAttDistinctValues": 2, "MaxSkewnessOfNumericAtts": 30.488993517150227, "MaxStdDevOfNumericAtts": 358165.9357273064, "MeanAttributeEntropy": null, "MeanKurtosisOfNumericAtts": 239.39427218056161, "NumberOfBinaryFeatures": 1, "MeanMutualInformation": null, "MeanNoiseToSignalRatio": null, "MeanNominalAttDistinctValues": 2, "MeanSkewnessOfNumericAtts": 10.435096624064103, "MeanStdDevOfNumericAtts": 10334.48437857212, "MinAttributeEntropy": null, "MinKurtosisOfNumericAtts": -1.4822370260657112, "MinMeansOfNumericAtts": 0.12455534229046705, "MinMutualInformation": null, "MinNominalAttDistinctValues": 2, "MinSkewnessOfNumericAtts": -0.4617627833309659, "MinStdDevOfNumericAtts": 0.12943827711259492, "MinorityClassPercentage": 10.236724248240563, "MinorityClassSize": 160 }, "tags": [], "features": [ { "name": "Class", "index": "37", "type": "nominal", "distinct": "2", "missing": "0", "target": "1", "distr": [ [ "1", "2" ], [ [ "1403", "0" ], [ "0", "160" ] ] ] }, { "name": "V21", "index": "20", "type": "numeric", "distinct": "139", "missing": "0", "min": "0", "max": "31", "mean": "0", "stdev": "1" }, { "name": "V20", "index": "19", "type": "numeric", "distinct": "1329", "missing": "0", "min": "0", "max": "12751451", "mean": "34073", "stdev": "358166" }, { "name": "V22", "index": "21", "type": "numeric", "distinct": "357", "missing": "0", "min": "1", "max": "9605", "mean": "127", "stdev": "344" }, { "name": "V23", "index": "22", "type": "numeric", "distinct": "45", "missing": "0", "min": "0", "max": "2", "mean": "0", "stdev": "0" }, { "name": "V24", "index": "23", "type": "numeric", "distinct": "1318", "missing": "0", "min": "0", "max": "708414", "mean": "1893", "stdev": "19898" }, { "name": "V25", "index": "24", "type": "numeric", "distinct": "1055", "missing": "0", "min": "0", "max": "92836", "mean": "786", "stdev": "3097" }, { "name": "V26", "index": "25", "type": "numeric", "distinct": "81", "missing": "0", "min": "0", "max": "1", "mean": "1", "stdev": "0" }, { "name": "V27", "index": "26", "type": "numeric", "distinct": "50", "missing": "0", "min": "0", "max": "289", "mean": "4", "stdev": "10" }, { "name": "V28", "index": "27", "type": "numeric", "distinct": "68", "missing": "0", "min": "0", "max": "574", "mean": "8", "stdev": "20" }, { "name": "V29", "index": "28", "type": "numeric", "distinct": "103", "missing": "0", "min": "2", "max": "963", "mean": "18", "stdev": "36" }, { "name": "V30", "index": "29", "type": "numeric", "distinct": "68", "missing": "0", "min": "0", "max": "2", "mean": "0", "stdev": "0" }, { "name": "V31", "index": "30", "type": "numeric", "distinct": "227", "missing": "0", "min": "0", "max": "4015", "mean": "57", "stdev": "155" }, { "name": "V32", "index": "31", "type": "numeric", "distinct": "259", "missing": "0", "min": "1", "max": "5590", "mean": "70", "stdev": "191" }, { "name": "V33", "index": "32", "type": "numeric", "distinct": "117", "missing": "0", "min": "0", "max": "787", "mean": "22", "stdev": "38" }, { "name": "V34", "index": "33", "type": "numeric", "distinct": "43", "missing": "0", "min": "1", "max": "68", "mean": "13", "stdev": "7" }, { "name": "V35", "index": "34", "type": "numeric", "distinct": "170", "missing": "0", "min": "1", "max": "891", "mean": "36", "stdev": "52" }, { "name": "V36", "index": "35", "type": "numeric", "distinct": "377", "missing": "0", "min": "0", "max": "94", "mean": "14", "stdev": "20" }, { "name": "V37", "index": "36", "type": "numeric", "distinct": "123", "missing": "0", "min": "0", "max": "817", "mean": "23", "stdev": "41" }, { "name": "V11", "index": "10", "type": "numeric", "distinct": "33", "missing": "0", "min": "1", "max": "71", "mean": "3", "stdev": "4" }, { "name": "V2", "index": "1", "type": "numeric", "distinct": "72", "missing": "0", "min": "1", "max": "589", "mean": "10", "stdev": "21" }, { "name": "V3", "index": "2", "type": "numeric", "distinct": "20", "missing": "0", "min": "0", "max": "24", "mean": "2", "stdev": "3" }, { "name": "V4", "index": "3", "type": "numeric", "distinct": "25", "missing": "0", "min": "0", "max": "42", "mean": "1", "stdev": "3" }, { "name": "V5", "index": "4", "type": "numeric", "distinct": "58", "missing": "0", "min": "0", "max": "78", "mean": "4", "stdev": "9" }, { "name": "V6", "index": "5", "type": "numeric", "distinct": "69", "missing": "0", "min": "0", "max": "1148", "mean": "15", "stdev": "39" }, { "name": "V7", "index": "6", "type": "numeric", "distinct": "52", "missing": "0", "min": "1", "max": "299", "mean": "5", "stdev": "11" }, { "name": "V8", "index": "7", "type": "numeric", "distinct": "77", "missing": "0", "min": "0", "max": "1", "mean": "0", "stdev": "0" }, { "name": "V9", "index": "8", "type": "numeric", "distinct": "45", "missing": "0", "min": "0", "max": "570", "mean": "7", "stdev": "19" }, { "name": "V10", "index": "9", "type": "numeric", "distinct": "51", "missing": "0", "min": "2", "max": "5", "mean": "2", "stdev": "0" }, { "name": "V1", "index": "0", "type": "numeric", "distinct": "54", "missing": "0", "min": "0", "max": "77", "mean": "7", "stdev": "9" }, { "name": "V12", "index": "11", "type": "numeric", "distinct": "78", "missing": "0", "min": "0", "max": "1", "mean": "1", "stdev": "0" }, { "name": "V13", "index": "12", "type": "numeric", "distinct": "126", "missing": "0", "min": "1", "max": "1260", "mean": "21", "stdev": "46" }, { "name": "V14", "index": "13", "type": "numeric", "distinct": "25", "missing": "0", "min": "1", "max": "70", "mean": "2", "stdev": "4" }, { "name": "V15", "index": "14", "type": "numeric", "distinct": "61", "missing": "0", "min": "0", "max": "1", "mean": "0", "stdev": "0" }, { "name": "V16", "index": "15", "type": "numeric", "distinct": "118", "missing": "0", "min": "0", "max": "817", "mean": "22", "stdev": "41" }, { "name": "V17", "index": "16", "type": "numeric", "distinct": "8", "missing": "0", "min": "0", "max": "7", "mean": "1", "stdev": "1" }, { "name": "V18", "index": "17", "type": "numeric", "distinct": "1174", "missing": "0", "min": "0", "max": "1535", "mean": "37", "stdev": "71" }, { "name": "V19", "index": "18", "type": "numeric", "distinct": "822", "missing": "0", "min": "0", "max": "281", "mean": "15", "stdev": "16" } ], "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 }