{ "data_id": "1408", "name": "BNG(lymph,10000,1)", "exact_name": "BNG(lymph,10000,1)", "version": 1, "version_label": null, "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": "2015-02-23 03:39:54", "update_comment": null, "last_update": "2015-02-23 03:39:54", "licence": "public domain", "status": "active", "error_message": null, "url": "https:\/\/www.openml.org\/data\/download\/584495\/BNG_lymph_10000_1.arff", "default_target_attribute": "class", "row_id_attribute": null, "ignore_attribute": null, "runs": 27, "suggest": { "input": [ "BNG(lymph,10000,1)", " " ], "weight": 5 }, "qualities": { "NumberOfInstances": 1000000, "NumberOfFeatures": 19, "NumberOfClasses": 4, "NumberOfMissingValues": 0, "NumberOfInstancesWithMissingValues": 0, "NumberOfNumericFeatures": 3, "NumberOfSymbolicFeatures": 16, "REPTreeDepth3Kappa": 0.8128351757172773, "DecisionStumpKappa": 0.617656711877775, "MaxMeansOfNumericAtts": 2.9283927712063744, "MinMutualInformation": 0.00301732260176, "Quartile2SkewnessOfNumericAtts": 0.5530171535044811, "RandomTreeDepth1AUC": 0.8960525185531826, "Dimensionality": 1.9e-5, "MaxMutualInformation": 0.34517137952144, "MinNominalAttDistinctValues": 2, "PercentageOfBinaryFeatures": 47.368421052631575, "Quartile2StdDevOfNumericAtts": 0.9775278539812383, "RandomTreeDepth1ErrRate": 0.127503, "EquivalentNumberOfAtts": 22.438644082029207, "MaxNominalAttDistinctValues": 8, "MinSkewnessOfNumericAtts": 0.22319089920733456, "PercentageOfInstancesWithMissingValues": 0, "Quartile3AttributeEntropy": 1.8036679261357957, "RandomTreeDepth1Kappa": 0.7610742241140461, "J48.00001.AUC": 0.9570813033483662, "MaxSkewnessOfNumericAtts": 0.9031404195448545, "MinStdDevOfNumericAtts": 0.8818136826671585, "PercentageOfMissingValues": 0, "Quartile3KurtosisOfNumericAtts": -0.3661400477394139, "AutoCorrelation": 0.46374446374446376, "RandomTreeDepth2AUC": 0.8960525185531826, "J48.00001.ErrRate": 0.087499, "MaxStdDevOfNumericAtts": 2.020102261305017, "MinorityClassPercentage": 1.6507999999999998, "PercentageOfNumericFeatures": 15.789473684210526, "Quartile3MeansOfNumericAtts": 2.9283927712063744, "CfsSubsetEval_DecisionStumpAUC": 0.9145405723591037, "RandomTreeDepth2ErrRate": 0.127503, "J48.00001.Kappa": 0.8343923625484628, "MeanAttributeEntropy": 1.321818422642169, "MinorityClassSize": 16508, "PercentageOfSymbolicFeatures": 84.21052631578947, "Quartile3MutualInformation": 0.05841932940039, "CfsSubsetEval_DecisionStumpErrRate": 0.156688, "RandomTreeDepth2Kappa": 0.7610742241140461, "J48.0001.AUC": 0.9570813033483662, "MeanKurtosisOfNumericAtts": -0.9324831641095348, "NaiveBayesAUC": 0.9396249883220141, "Quartile1AttributeEntropy": 0.9188853685453438, "Quartile3SkewnessOfNumericAtts": 0.9031404195448545, "CfsSubsetEval_DecisionStumpKappa": 0.6976148247430374, "RandomTreeDepth3AUC": 0.8960525185531826, "J48.0001.ErrRate": 0.087499, "MeanMeansOfNumericAtts": 2.3530932570688603, "NaiveBayesErrRate": 0.15379, "Quartile1KurtosisOfNumericAtts": -1.487213084166274, "Quartile3StdDevOfNumericAtts": 2.020102261305017, "CfsSubsetEval_NaiveBayesAUC": 0.9145405723591037, "RandomTreeDepth3ErrRate": 0.127503, "J48.0001.Kappa": 0.8343923625484628, "MeanMutualInformation": 0.05598402750649867, "NaiveBayesKappa": 0.7036796917664283, "Quartile1MeansOfNumericAtts": 1.7302160000000073, "REPTreeDepth1AUC": 0.9616786768974963, "CfsSubsetEval_NaiveBayesErrRate": 0.156688, "RandomTreeDepth3Kappa": 0.7610742241140461, "J48.001.AUC": 0.9570813033483662, "MeanNoiseToSignalRatio": 22.61063470270572, "NumberOfBinaryFeatures": 9, "Quartile1MutualInformation": 0.01986443375226, "REPTreeDepth1ErrRate": 0.098466, "CfsSubsetEval_NaiveBayesKappa": 0.6976148247430374, "CfsSubsetEval_kNN1NAUC": 0.9145405723591037, "StdvNominalAttDistinctValues": 1.591644851508443, "J48.001.ErrRate": 0.087499, "MeanNominalAttDistinctValues": 3, "Quartile1SkewnessOfNumericAtts": 0.22319089920733456, "REPTreeDepth1Kappa": 0.8128351757172773, "CfsSubsetEval_kNN1NErrRate": 0.156688, "kNN1NAUC": 0.9175869465738464, "J48.001.Kappa": 0.8343923625484628, "MeanSkewnessOfNumericAtts": 0.5597828240855567, "Quartile1StdDevOfNumericAtts": 0.8818136826671585, "REPTreeDepth2AUC": 0.9616786768974963, "CfsSubsetEval_kNN1NKappa": 0.6976148247430374, "kNN1NErrRate": 0.112261, "MajorityClassPercentage": 54.34949999999999, "MeanStdDevOfNumericAtts": 1.293147932651138, "Quartile2AttributeEntropy": 0.9981314935719824, "REPTreeDepth2ErrRate": 0.098466, "ClassEntropy": 1.2562056674968567, "kNN1NKappa": 0.7878410151464715, "MajorityClassSize": 543495, "MinAttributeEntropy": 0.668398031478638, "Quartile2KurtosisOfNumericAtts": -0.9440963604229164, "REPTreeDepth2Kappa": 0.8128351757172773, "REPTreeDepth3AUC": 0.9616786768974963, "DecisionStumpAUC": 0.8116074696428723, "MaxAttributeEntropy": 2.919297590224824, "MinKurtosisOfNumericAtts": -1.487213084166274, "Quartile2MeansOfNumericAtts": 2.4006710000001994, "REPTreeDepth3ErrRate": 0.098466, "DecisionStumpErrRate": 0.196697, "MaxKurtosisOfNumericAtts": -0.3661400477394139, "MinMeansOfNumericAtts": 1.7302160000000073, "Quartile2MutualInformation": 0.03246827874897 }, "tags": [ { "uploader": "2", "tag": "artificial" }, { "uploader": "1", "tag": "BNG" }, { "uploader": "38960", "tag": "Chemistry" }, { "uploader": "38960", "tag": "Life Science" } ], "features": [ { "name": "class", "index": "18", "type": "nominal", "distinct": "4", "missing": "0", "target": "1", "distr": [ [ "normal", "metastases", "malign_lymph", "fibrosis" ], [ [ "16508", "0", "0", "0" ], [ "0", "543495", "0", "0" ], [ "0", "0", "409672", "0" ], [ "0", "0", "0", "30325" ] ] ] }, { "name": "lymphatics", "index": "0", "type": "nominal", "distinct": "4", "missing": "0", "distr": [ [ "normal", "arched", "deformed", "displaced" ], [ [ "5063", "50980", "21394", "8234" ], [ "3547", "209369", "96577", "9001" ], [ "5259", "168823", "231722", "7929" ], [ "2639", "114323", "59979", "5161" ] ] ] }, { "name": "block_of_affere", "index": "1", "type": "nominal", "distinct": "2", "missing": "0", "distr": [ [ "no", "yes" ], [ [ "9253", "210190", "232093", "23022" ], [ "7255", "333305", "177579", "7303" ] ] ] }, { "name": "bl_of_lymph_c", "index": "2", "type": "nominal", "distinct": "2", "missing": "0", "distr": [ [ "no", "yes" ], [ [ "11563", "466223", "327696", "19794" ], [ "4945", "77272", "81976", "10531" ] ] ] }, { "name": "bl_of_lymph_s", "index": "3", "type": "nominal", "distinct": "2", "missing": "0", "distr": [ [ "no", "yes" ], [ [ "12091", "344995", "366117", "22702" ], [ "4417", "198500", "43555", "7623" ] ] ] }, { "name": "by_pass", "index": "4", "type": "nominal", "distinct": "2", "missing": "0", "distr": [ [ "no", "yes" ], [ [ "7542", "469501", "75870", "14080" ], [ "8966", "73994", "333802", "16245" ] ] ] }, { "name": "extravasates", "index": "5", "type": "nominal", "distinct": "2", "missing": "0", "distr": [ [ "no", "yes" ], [ [ "7764", "354223", "164167", "9691" ], [ "8744", "189272", "245505", "20634" ] ] ] }, { "name": "regeneration_of", "index": "6", "type": "nominal", "distinct": "2", "missing": "0", "distr": [ [ "no", "yes" ], [ [ "14079", "396591", "241911", "13495" ], [ "2429", "146904", "167761", "16830" ] ] ] }, { "name": "early_uptake_in", "index": "7", "type": "nominal", "distinct": "2", "missing": "0", "distr": [ [ "no", "yes" ], [ [ "7179", "333629", "163811", "10726" ], [ "9329", "209866", "245861", "19599" ] ] ] }, { "name": "lym_nodes_dimin", "index": "8", "type": "numeric", "distinct": "3", "missing": "0", "min": "1", "max": "3", "mean": "2", "stdev": "1" }, { "name": "lym_nodes_enlar", "index": "9", "type": "numeric", "distinct": "4", "missing": "0", "min": "1", "max": "4", "mean": "2", "stdev": "1" }, { "name": "changes_in_lym", "index": "10", "type": "nominal", "distinct": "3", "missing": "0", "distr": [ [ "bean", "oval", "round" ], [ [ "4341", "66204", "48643", "10931" ], [ "5561", "222825", "238203", "11368" ], [ "6606", "254466", "122826", "8026" ] ] ] }, { "name": "defect_in_node", "index": "11", "type": "nominal", "distinct": "4", "missing": "0", "distr": [ [ "no", "lacunar", "lac_margin", "lac_central" ], [ [ "4448", "49460", "64569", "6096" ], [ "5218", "167234", "94666", "8971" ], [ "2968", "185833", "106236", "4652" ], [ "3874", "140968", "144201", "10606" ] ] ] }, { "name": "changes_in_node", "index": "12", "type": "nominal", "distinct": "4", "missing": "0", "distr": [ [ "no", "lacunar", "lac_margin", "lac_central" ], [ [ "3847", "115645", "54158", "4871" ], [ "3427", "139123", "109605", "12727" ], [ "6181", "204840", "109314", "8299" ], [ "3053", "83887", "136595", "4428" ] ] ] }, { "name": "changes_in_stru", "index": "13", "type": "nominal", "distinct": "8", "missing": "0", "distr": [ [ "no", "grainy", "drop_like", "coarse", "diluted", "reticular", "stripped", "faint" ], [ [ "2714", "36183", "32801", "3671" ], [ "2566", "70526", "37493", "3681" ], [ "1917", "76222", "52494", "3657" ], [ "1949", "95704", "55477", "3782" ], [ "1855", "89167", "56115", "4111" ], [ "1878", "36080", "34923", "3740" ], [ "1792", "34129", "48647", "3776" ], [ "1837", "105484", "91722", "3907" ] ] ] }, { "name": "special_forms", "index": "14", "type": "nominal", "distinct": "3", "missing": "0", "distr": [ [ "no", "chalices", "vesicles" ], [ [ "8105", "145722", "69451", "9035" ], [ "4180", "227715", "68171", "8035" ], [ "4223", "170058", "272050", "13255" ] ] ] }, { "name": "dislocation_of", "index": "15", "type": "nominal", "distinct": "2", "missing": "0", "distr": [ [ "no", "yes" ], [ [ "9743", "232128", "160109", "15081" ], [ "6765", "311367", "249563", "15244" ] ] ] }, { "name": "exclusion_of_no", "index": "16", "type": "nominal", "distinct": "2", "missing": "0", "distr": [ [ "no", "yes" ], [ [ "8763", "199120", "91501", "11971" ], [ "7745", "344375", "318171", "18354" ] ] ] }, { "name": "no_of_nodes_in", "index": "17", "type": "numeric", "distinct": "289149", "missing": "0", "min": "1", "max": "10", "mean": "3", "stdev": "2" } ], "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 }