{ "data_id": "73", "name": "BNG(labor,nominal,1000000)", "exact_name": "BNG(labor,nominal,1000000)", "version": 1, "version_label": "1", "description": "", "format": "ARFF", "uploader": "Jan van Rijn", "uploader_id": 1, "visibility": "public", "creator": "\"Geoffrey Holmes\",\"Bernhard Pfahringer\",\"Jan van Rijn\",\"Joaquin Vanschoren\"", "contributor": null, "date": "2014-04-08 06:07:14", "update_comment": null, "last_update": "2014-04-08 06:07:14", "licence": "Public", "status": "active", "error_message": null, "url": "https:\/\/www.openml.org\/data\/download\/1719\/BayesianNetworkGenerator_labor_small.arff", "default_target_attribute": "class", "row_id_attribute": null, "ignore_attribute": null, "runs": 71, "suggest": { "input": [ "BNG(labor,nominal,1000000)", " " ], "weight": 5 }, "qualities": { "NumberOfInstances": 1000000, "NumberOfFeatures": 17, "NumberOfClasses": 2, "NumberOfMissingValues": 0, "NumberOfInstancesWithMissingValues": 0, "NumberOfNumericFeatures": 0, "NumberOfSymbolicFeatures": 17, "MinorityClassPercentage": 35.448, "PercentageOfNumericFeatures": 0, "Quartile3MeansOfNumericAtts": null, "CfsSubsetEval_DecisionStumpAUC": 0.9837629039213913, "RandomTreeDepth2AUC": 0.9710962017125503, "J48.00001.ErrRate": 0.036333, "MaxStdDevOfNumericAtts": null, "MinorityClassSize": 354480, "PercentageOfSymbolicFeatures": 100, "Quartile3MutualInformation": 0.1549565532485775, "CfsSubsetEval_DecisionStumpErrRate": 0.056435, "RandomTreeDepth2ErrRate": 0.042096, "J48.00001.Kappa": 0.9205602103429512, "MeanAttributeEntropy": 1.033597717762138, "NaiveBayesAUC": 0.9808665360320776, "Quartile1AttributeEntropy": 0.6960595099111991, "Quartile3SkewnessOfNumericAtts": null, "CfsSubsetEval_DecisionStumpKappa": 0.8770350737349197, "RandomTreeDepth2Kappa": 0.90826944074419, "J48.0001.AUC": 0.987512768015588, "MeanKurtosisOfNumericAtts": null, "NaiveBayesErrRate": 0.069135, "Quartile1KurtosisOfNumericAtts": null, "Quartile3StdDevOfNumericAtts": null, "CfsSubsetEval_NaiveBayesAUC": 0.9837629039213913, "RandomTreeDepth3AUC": 0.9710962017125503, "J48.0001.ErrRate": 0.036333, "MeanMeansOfNumericAtts": null, "NaiveBayesKappa": 0.8497351529156308, "Quartile1MeansOfNumericAtts": null, "REPTreeDepth1AUC": 0.9893152212389941, "CfsSubsetEval_NaiveBayesErrRate": 0.056435, "RandomTreeDepth3ErrRate": 0.042096, "J48.0001.Kappa": 0.9205602103429512, "MeanMutualInformation": 0.08583526102688813, "NumberOfBinaryFeatures": 4, "Quartile1MutualInformation": 0.01958904563605, "REPTreeDepth1ErrRate": 0.036843, "CfsSubsetEval_NaiveBayesKappa": 0.8770350737349197, "RandomTreeDepth3Kappa": 0.90826944074419, "J48.001.AUC": 0.987512768015588, "MeanNoiseToSignalRatio": 11.041644720324912, "Quartile1SkewnessOfNumericAtts": null, "REPTreeDepth1Kappa": 0.9194935909259195, "CfsSubsetEval_kNN1NAUC": 0.9837629039213913, "StdvNominalAttDistinctValues": 0.4372373160976031, "J48.001.ErrRate": 0.036333, "MeanNominalAttDistinctValues": 2.764705882352941, "Quartile1StdDevOfNumericAtts": null, "REPTreeDepth2AUC": 0.9893152212389941, "CfsSubsetEval_kNN1NErrRate": 0.056435, "kNN1NAUC": 0.9879893531771449, "J48.001.Kappa": 0.9205602103429512, "MeanSkewnessOfNumericAtts": null, "Quartile2AttributeEntropy": 1.1220107388702487, "REPTreeDepth2ErrRate": 0.036843, "CfsSubsetEval_kNN1NKappa": 0.8770350737349197, "kNN1NErrRate": 0.038031, "MajorityClassPercentage": 64.55199999999999, "MeanStdDevOfNumericAtts": null, "Quartile2KurtosisOfNumericAtts": null, "REPTreeDepth2Kappa": 0.9194935909259195, "ClassEntropy": 0.938005560894582, "kNN1NKappa": 0.9170320047690544, "MajorityClassSize": 645520, "MinAttributeEntropy": 0.41916555663667904, "Quartile2MeansOfNumericAtts": null, "REPTreeDepth3AUC": 0.9893152212389941, "DecisionStumpAUC": 0.7609289024901004, "MaxAttributeEntropy": 1.5818934497963355, "MinKurtosisOfNumericAtts": null, "MinMeansOfNumericAtts": null, "Quartile2MutualInformation": 0.047524316732155, "REPTreeDepth3ErrRate": 0.036843, "DecisionStumpErrRate": 0.173234, "MaxKurtosisOfNumericAtts": null, "MinMutualInformation": 0.00391986926245, "Quartile2SkewnessOfNumericAtts": null, "REPTreeDepth3Kappa": 0.9194935909259195, "DecisionStumpKappa": 0.5797161490996852, "MaxMeansOfNumericAtts": null, "MinNominalAttDistinctValues": 2, "PercentageOfBinaryFeatures": 23.52941176470588, "Quartile2StdDevOfNumericAtts": null, "RandomTreeDepth1AUC": 0.9710962017125503, "Dimensionality": 1.7e-5, "MaxMutualInformation": 0.3278692860388, "MinSkewnessOfNumericAtts": null, "PercentageOfInstancesWithMissingValues": 0, "Quartile3AttributeEntropy": 1.384668926598221, "RandomTreeDepth1ErrRate": 0.042096, "EquivalentNumberOfAtts": 10.927974700289537, "MaxNominalAttDistinctValues": 3, "MinStdDevOfNumericAtts": null, "PercentageOfMissingValues": 0, "Quartile3KurtosisOfNumericAtts": null, "AutoCorrelation": 0.5427275427275428, "RandomTreeDepth1Kappa": 0.90826944074419, "J48.00001.AUC": 0.987512768015588, "MaxSkewnessOfNumericAtts": null }, "tags": [ { "uploader": "2", "tag": "artificial" }, { "uploader": "1", "tag": "BNG" }, { "uploader": "869", "tag": "study_69" } ], "features": [ { "name": "class", "index": "16", "type": "nominal", "distinct": "2", "missing": "0", "target": "1", "distr": [ [ "bad", "good" ], [ [ "354480", "0" ], [ "0", "645520" ] ] ] }, { "name": "duration", "index": "0", "type": "nominal", "distinct": "3", "missing": "0", "distr": [ [ "'B1of3'", "'B2of3'", "'B3of3'" ], [ [ "91053", "92423" ], [ "173344", "310454" ], [ "90083", "242643" ] ] ] }, { "name": "wage-increase-first-year", "index": "1", "type": "nominal", "distinct": "3", "missing": "0", "distr": [ [ "'B1of3'", "'B2of3'", "'B3of3'" ], [ [ "271915", "192876" ], [ "74297", "327149" ], [ "8268", "125495" ] ] ] }, { "name": "wage-increase-second-year", "index": "2", "type": "nominal", "distinct": "3", "missing": "0", "distr": [ [ "'B1of3'", "'B2of3'", "'B3of3'" ], [ [ "187677", "85379" ], [ "149596", "476420" ], [ "17207", "83721" ] ] ] }, { "name": "wage-increase-third-year", "index": "3", "type": "nominal", "distinct": "3", "missing": "0", "distr": [ [ "'B1of3'", "'B2of3'", "'B3of3'" ], [ [ "77003", "38296" ], [ "21502", "38735" ], [ "255975", "568489" ] ] ] }, { "name": "cost-of-living-adjustment", "index": "4", "type": "nominal", "distinct": "3", "missing": "0", "distr": [ [ "none", "tcf", "tc" ], [ [ "238928", "477443" ], [ "24835", "125817" ], [ "90717", "42260" ] ] ] }, { "name": "working-hours", "index": "5", "type": "nominal", "distinct": "3", "missing": "0", "distr": [ [ "'B1of3'", "'B2of3'", "'B3of3'" ], [ [ "8465", "25042" ], [ "24749", "126110" ], [ "321266", "494368" ] ] ] }, { "name": "pension", "index": "6", "type": "nominal", "distinct": "3", "missing": "0", "distr": [ [ "none", "ret_allw", "empl_contr" ], [ [ "189756", "8510" ], [ "40926", "42212" ], [ "123798", "594798" ] ] ] }, { "name": "standby-pay", "index": "7", "type": "nominal", "distinct": "3", "missing": "0", "distr": [ [ "'B1of3'", "'B2of3'", "'B3of3'" ], [ [ "337916", "544904" ], [ "8147", "41941" ], [ "8417", "58675" ] ] ] }, { "name": "shift-differential", "index": "8", "type": "nominal", "distinct": "3", "missing": "0", "distr": [ [ "'B1of3'", "'B2of3'", "'B3of3'" ], [ [ "338152", "578389" ], [ "8188", "42050" ], [ "8140", "25081" ] ] ] }, { "name": "education-allowance", "index": "9", "type": "nominal", "distinct": "2", "missing": "0", "distr": [ [ "yes", "no" ], [ [ "111653", "158842" ], [ "242827", "486678" ] ] ] }, { "name": "statutory-holidays", "index": "10", "type": "nominal", "distinct": "3", "missing": "0", "distr": [ [ "'B1of3'", "'B2of3'", "'B3of3'" ], [ [ "296060", "379398" ], [ "45052", "216210" ], [ "13368", "49912" ] ] ] }, { "name": "vacation", "index": "11", "type": "nominal", "distinct": "3", "missing": "0", "distr": [ [ "below_average", "average", "generous" ], [ [ "151249", "209426" ], [ "124482", "207396" ], [ "78749", "228698" ] ] ] }, { "name": "longterm-disability-assistance", "index": "12", "type": "nominal", "distinct": "2", "missing": "0", "distr": [ [ "yes", "no" ], [ [ "210095", "620559" ], [ "144385", "24961" ] ] ] }, { "name": "contribution-to-dental-plan", "index": "13", "type": "nominal", "distinct": "3", "missing": "0", "distr": [ [ "none", "half", "full" ], [ [ "146207", "51180" ], [ "189505", "372774" ], [ "18768", "221566" ] ] ] }, { "name": "bereavement-assistance", "index": "14", "type": "nominal", "distinct": "2", "missing": "0", "distr": [ [ "yes", "no" ], [ [ "290197", "624917" ], [ "64283", "20603" ] ] ] }, { "name": "contribution-to-health-plan", "index": "15", "type": "nominal", "distinct": "3", "missing": "0", "distr": [ [ "none", "half", "full" ], [ [ "134880", "23365" ], [ "48977", "133102" ], [ "170623", "489053" ] ] ] } ], "nr_of_issues": 0, "nr_of_downvotes": 0, "nr_of_likes": 0, "nr_of_downloads": 5, "total_downloads": 6, "reach": 5, "reuse": 12, "impact_of_reuse": 0, "reach_of_reuse": 0, "impact": 12 }