{ "data_id": "139", "name": "BNG(trains)", "exact_name": "BNG(trains)", "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": "2014-04-09 01:41:19", "update_comment": null, "last_update": "2014-04-09 01:41:19", "licence": "Public", "status": "active", "error_message": null, "url": "https:\/\/www.openml.org\/data\/download\/2169\/BayesianNetworkGenerator_trains.arff", "default_target_attribute": "class", "row_id_attribute": null, "ignore_attribute": null, "runs": 334, "suggest": { "input": [ "BNG(trains)", " " ], "weight": 5 }, "qualities": { "NumberOfInstances": 1000000, "NumberOfFeatures": 33, "NumberOfClasses": 2, "NumberOfMissingValues": 0, "NumberOfInstancesWithMissingValues": 0, "NumberOfNumericFeatures": 0, "NumberOfSymbolicFeatures": 33, "RandomTreeDepth2AUC": 0.9114062600914962, "J48.00001.ErrRate": 0.055341, "MaxStdDevOfNumericAtts": null, "MinorityClassPercentage": 49.8881, "PercentageOfNumericFeatures": 0, "Quartile3MeansOfNumericAtts": null, "CfsSubsetEval_DecisionStumpAUC": 0.9681992370252993, "RandomTreeDepth2ErrRate": 0.095793, "J48.00001.Kappa": 0.8893188917355531, "MeanAttributeEntropy": 0.9943317738161856, "MinorityClassSize": 498881, "PercentageOfSymbolicFeatures": 100, "Quartile3MutualInformation": 0.0380805164629575, "CfsSubsetEval_DecisionStumpErrRate": 0.075242, "RandomTreeDepth2Kappa": 0.8084158299706099, "J48.0001.AUC": 0.9683842016317212, "MeanKurtosisOfNumericAtts": null, "NaiveBayesAUC": 0.9519455101861679, "Quartile1AttributeEntropy": 0.6508552987753391, "Quartile3SkewnessOfNumericAtts": null, "CfsSubsetEval_DecisionStumpKappa": 0.8495174515215563, "RandomTreeDepth3AUC": 0.9114062600914962, "J48.0001.ErrRate": 0.055341, "MeanMeansOfNumericAtts": null, "NaiveBayesErrRate": 0.112923, "Quartile1KurtosisOfNumericAtts": null, "Quartile3StdDevOfNumericAtts": null, "CfsSubsetEval_NaiveBayesAUC": 0.9681992370252993, "RandomTreeDepth3ErrRate": 0.095793, "J48.0001.Kappa": 0.8893188917355531, "MeanMutualInformation": 0.03120812686451562, "NaiveBayesKappa": 0.7741752690746508, "Quartile1MeansOfNumericAtts": null, "REPTreeDepth1AUC": 0.9748311777743297, "CfsSubsetEval_NaiveBayesErrRate": 0.075242, "RandomTreeDepth3Kappa": 0.8084158299706099, "J48.001.AUC": 0.9683842016317212, "MeanNoiseToSignalRatio": 30.861309015209255, "NumberOfBinaryFeatures": 18, "Quartile1MutualInformation": 0.0023601292629799996, "REPTreeDepth1ErrRate": 0.062003, "CfsSubsetEval_NaiveBayesKappa": 0.8495174515215563, "StdvNominalAttDistinctValues": 1.3905797788016772, "J48.001.ErrRate": 0.055341, "MeanNominalAttDistinctValues": 2.3939393939393936, "Quartile1SkewnessOfNumericAtts": null, "REPTreeDepth1Kappa": 0.875995887144191, "CfsSubsetEval_kNN1NAUC": 0.9681992370252993, "kNN1NAUC": 0.9768684096780926, "J48.001.Kappa": 0.8893188917355531, "MeanSkewnessOfNumericAtts": null, "Quartile1StdDevOfNumericAtts": null, "REPTreeDepth2AUC": 0.9748311777743297, "CfsSubsetEval_kNN1NErrRate": 0.075242, "kNN1NErrRate": 0.051276, "MajorityClassPercentage": 50.1119, "MeanStdDevOfNumericAtts": null, "Quartile2AttributeEntropy": 0.9584846467042898, "REPTreeDepth2ErrRate": 0.062003, "CfsSubsetEval_kNN1NKappa": 0.8495174515215563, "kNN1NKappa": 0.8974502670632544, "MajorityClassSize": 501119, "MinAttributeEntropy": -0, "Quartile2KurtosisOfNumericAtts": null, "REPTreeDepth2Kappa": 0.875995887144191, "ClassEntropy": 0.9999963870240538, "DecisionStumpAUC": 0.7300527534723433, "MaxAttributeEntropy": 2.991209926069541, "MinKurtosisOfNumericAtts": null, "Quartile2MeansOfNumericAtts": null, "REPTreeDepth3AUC": 0.9748311777743297, "DecisionStumpErrRate": 0.270273, "MaxKurtosisOfNumericAtts": null, "MinMeansOfNumericAtts": null, "Quartile2MutualInformation": 0.01614453115374, "REPTreeDepth3ErrRate": 0.062003, "DecisionStumpKappa": 0.45991892942474005, "MaxMeansOfNumericAtts": null, "MinMutualInformation": 0, "Quartile2SkewnessOfNumericAtts": null, "REPTreeDepth3Kappa": 0.875995887144191, "Dimensionality": 3.3e-5, "MaxMutualInformation": 0.19916163273254, "MinNominalAttDistinctValues": 1, "PercentageOfBinaryFeatures": 54.54545454545454, "Quartile2StdDevOfNumericAtts": null, "RandomTreeDepth1AUC": 0.9114062600914962, "RandomTreeDepth1ErrRate": 0.095793, "EquivalentNumberOfAtts": 32.04281985155198, "MaxNominalAttDistinctValues": 8, "MinSkewnessOfNumericAtts": null, "PercentageOfInstancesWithMissingValues": 0, "Quartile3AttributeEntropy": 1.5108885003590584, "RandomTreeDepth1Kappa": 0.8084158299706099, "J48.00001.AUC": 0.9683842016317212, "MaxSkewnessOfNumericAtts": null, "MinStdDevOfNumericAtts": null, "PercentageOfMissingValues": 0, "Quartile3KurtosisOfNumericAtts": null, "AutoCorrelation": 0.4993784993784994 }, "tags": [ { "tag": "artificial", "uploader": "2" }, { "tag": "BNG", "uploader": "1" }, { "tag": "study_16", "uploader": "1" }, { "tag": "study_69", "uploader": "869" } ], "features": [ { "name": "class", "index": "32", "type": "nominal", "distinct": "2", "missing": "0", "target": "1", "distr": [ [ "east", "west" ], [ [ "498881", "0" ], [ "0", "501119" ] ] ] }, { "name": "Number_of_cars", "index": "0", "type": "nominal", "distinct": "3", "missing": "0", "distr": [ [ "3", "4", "5" ], [ [ "38414", "269260" ], [ "268785", "116032" ], [ "191682", "115827" ] ] ] }, { "name": "Number_of_different_loads", "index": "1", "type": "nominal", "distinct": "4", "missing": "0", "distr": [ [ "1", "2", "3", "4" ], [ [ "35781", "107780" ], [ "178438", "321577" ], [ "178215", "35837" ], [ "106447", "35925" ] ] ] }, { "name": "num_wheels_2", "index": "2", "type": "nominal", "distinct": "2", "missing": "0", "distr": [ [ "2", "3" ], [ [ "457078", "375540" ], [ "41803", "125579" ] ] ] }, { "name": "length_2", "index": "3", "type": "nominal", "distinct": "2", "missing": "0", "distr": [ [ "long", "short" ], [ [ "186126", "256160" ], [ "312755", "244959" ] ] ] }, { "name": "shape_2", "index": "4", "type": "nominal", "distinct": "5", "missing": "0", "distr": [ [ "closedrect", "dblopnrect", "openrect", "opentrap", "ushaped" ], [ [ "84017", "142316" ], [ "101786", "94758" ], [ "113460", "78536" ], [ "97918", "94615" ], [ "101700", "90894" ] ] ] }, { "name": "num_loads_2", "index": "5", "type": "nominal", "distinct": "2", "missing": "0", "distr": [ [ "1", "3" ], [ [ "321983", "287181" ], [ "176898", "213938" ] ] ] }, { "name": "load_shape_2", "index": "6", "type": "nominal", "distinct": "3", "missing": "0", "distr": [ [ "circlelod", "rectanglod", "trianglod" ], [ [ "138156", "252479" ], [ "129961", "156253" ], [ "230764", "92387" ] ] ] }, { "name": "num_wheels_3", "index": "7", "type": "nominal", "distinct": "2", "missing": "0", "distr": [ [ "2", "3" ], [ [ "373814", "459279" ], [ "125067", "41840" ] ] ] }, { "name": "length_3", "index": "8", "type": "nominal", "distinct": "2", "missing": "0", "distr": [ [ "long", "short" ], [ [ "187101", "225440" ], [ "311780", "275679" ] ] ] }, { "name": "shape_3", "index": "9", "type": "nominal", "distinct": "8", "missing": "0", "distr": [ [ "closedrect", "dblopnrect", "hexagon", "jaggedtop", "openrect", "opentrap", "slopetop", "ushaped" ], [ [ "60146", "49314" ], [ "69414", "49316" ], [ "78349", "49599" ], [ "47429", "65379" ], [ "47567", "110781" ], [ "78635", "49490" ], [ "69730", "49462" ], [ "47611", "77778" ] ] ] }, { "name": "num_loads_3", "index": "10", "type": "nominal", "distinct": "2", "missing": "0", "distr": [ [ "1", "2" ], [ [ "394891", "352280" ], [ "103990", "148839" ] ] ] }, { "name": "load_shape_3", "index": "11", "type": "nominal", "distinct": "3", "missing": "0", "distr": [ [ "circlelod", "rectanglod", "trianglod" ], [ [ "108518", "118023" ], [ "164817", "181441" ], [ "225546", "201655" ] ] ] }, { "name": "num_wheels_4", "index": "12", "type": "nominal", "distinct": "2", "missing": "0", "distr": [ [ "2", "3" ], [ [ "269100", "397434" ], [ "229781", "103685" ] ] ] }, { "name": "length_4", "index": "13", "type": "nominal", "distinct": "2", "missing": "0", "distr": [ [ "long", "short" ], [ [ "228353", "170445" ], [ "270528", "330674" ] ] ] }, { "name": "shape_4", "index": "14", "type": "nominal", "distinct": "4", "missing": "0", "distr": [ [ "closedrect", "ellipse", "jaggedtop", "openrect" ], [ [ "221849", "226645" ], [ "107983", "65304" ], [ "60445", "104363" ], [ "108604", "104807" ] ] ] }, { "name": "num_loads_4", "index": "15", "type": "nominal", "distinct": "3", "missing": "0", "distr": [ [ "0", "1", "2" ], [ [ "88238", "130999" ], [ "276227", "286605" ], [ "134416", "83515" ] ] ] }, { "name": "load_shape_4", "index": "16", "type": "nominal", "distinct": "4", "missing": "0", "distr": [ [ "circlelod", "hexagonlod", "rectanglod", "trianglod" ], [ [ "146537", "189674" ], [ "112199", "99777" ], [ "113956", "111658" ], [ "126189", "100010" ] ] ] }, { "name": "num_wheels_5", "index": "17", "type": "nominal", "distinct": "1", "missing": "0", "distr": [ [ "2" ], [ [ "498881", "501119" ] ] ] }, { "name": "length_5", "index": "18", "type": "nominal", "distinct": "1", "missing": "0", "distr": [ [ "short" ], [ [ "498881", "501119" ] ] ] }, { "name": "shape_5", "index": "19", "type": "nominal", "distinct": "2", "missing": "0", "distr": [ [ "openrect", "opentrap" ], [ [ "414500", "350911" ], [ "84381", "150208" ] ] ] }, { "name": "num_loads_5", "index": "20", "type": "nominal", "distinct": "1", "missing": "0", "distr": [ [ "1" ], [ [ "498881", "501119" ] ] ] }, { "name": "load_shape_5", "index": "21", "type": "nominal", "distinct": "2", "missing": "0", "distr": [ [ "circlelod", "rectanglod" ], [ [ "373728", "459723" ], [ "125153", "41396" ] ] ] }, { "name": "Rectangle_next_to_rectangle", "index": "22", "type": "nominal", "distinct": "2", "missing": "0", "distr": [ [ "0", "1" ], [ [ "352298", "276445" ], [ "146583", "224674" ] ] ] }, { "name": "Rectangle_next_to_triangle", "index": "23", "type": "nominal", "distinct": "2", "missing": "0", "distr": [ [ "0", "1" ], [ [ "198204", "383905" ], [ "300677", "117214" ] ] ] }, { "name": "Rectangle_next_to_hexagon", "index": "24", "type": "nominal", "distinct": "1", "missing": "0", "distr": [ [ "0" ], [ [ "498881", "501119" ] ] ] }, { "name": "Rectangle_next_to_circle", "index": "25", "type": "nominal", "distinct": "2", "missing": "0", "distr": [ [ "0", "1" ], [ [ "272339", "260138" ], [ "226542", "240981" ] ] ] }, { "name": "Triangle_next_to_triangle", "index": "26", "type": "nominal", "distinct": "2", "missing": "0", "distr": [ [ "0", "1" ], [ [ "275768", "406763" ], [ "223113", "94356" ] ] ] }, { "name": "Triangle_next_to_hexagon", "index": "27", "type": "nominal", "distinct": "2", "missing": "0", "distr": [ [ "0", "1" ], [ [ "334829", "418801" ], [ "164052", "82318" ] ] ] }, { "name": "Triangle_next_to_circle", "index": "28", "type": "nominal", "distinct": "2", "missing": "0", "distr": [ [ "0", "1" ], [ [ "319513", "246966" ], [ "179368", "254153" ] ] ] }, { "name": "Hexagon_next_to_hexagon", "index": "29", "type": "nominal", "distinct": "1", "missing": "0", "distr": [ [ "0" ], [ [ "498881", "501119" ] ] ] }, { "name": "Hexagon_next_to_circle", "index": "30", "type": "nominal", "distinct": "2", "missing": "0", "distr": [ [ "0", "1" ], [ [ "342084", "425424" ], [ "156797", "75695" ] ] ] }, { "name": "Circle_next_to_circle", "index": "31", "type": "nominal", "distinct": "1", "missing": "0", "distr": [ [ "0" ], [ [ "498881", "501119" ] ] ] } ], "nr_of_issues": 0, "nr_of_downvotes": 0, "nr_of_likes": 0, "nr_of_downloads": 4, "total_downloads": 7, "reach": 4, "reuse": 2, "impact_of_reuse": 0, "reach_of_reuse": 0, "impact": 2 }