{ "data_id": "1558", "name": "bank-marketing", "exact_name": "bank-marketing", "version": 2, "version_label": null, "description": "**Author**: Paulo Cortez, S\u00e9rgio Moro \n**Source**: [original] (http:\/\/www.openml.org\/d\/1461) - UCI \n**Please cite**: S. Moro, R. Laureano and P. Cortez. Using Data Mining for Bank Direct Marketing: An Application of the CRISP-DM Methodology. In P. Novais et al. (Eds.), Proceedings of the European Simulation and Modelling Conference - ESM'2011, pp. 117-121, Guimar\u00e3es, Portugal, October, 2011. EUROSIS. \n\n* Dataset: \nReduced version (10 % of the examples) of bank-marketing dataset.", "format": "ARFF", "uploader": "Rafael Gomes Mantovani", "uploader_id": 64, "visibility": "public", "creator": null, "contributor": null, "date": "2015-06-01 21:25:40", "update_comment": null, "last_update": "2015-10-08 17:16:02", "licence": "Public", "status": "active", "error_message": null, "url": "https:\/\/www.openml.org\/data\/download\/1593754\/phpBwZPTw", "default_target_attribute": "Class", "row_id_attribute": null, "ignore_attribute": null, "runs": 1259, "suggest": { "input": [ "bank-marketing", "* Dataset: Reduced version (10 % of the examples) of bank-marketing dataset. " ], "weight": 5 }, "qualities": { "NumberOfInstances": 4521, "NumberOfFeatures": 17, "NumberOfClasses": 2, "NumberOfMissingValues": 0, "NumberOfInstancesWithMissingValues": 0, "NumberOfNumericFeatures": 7, "NumberOfSymbolicFeatures": 10, "REPTreeDepth3Kappa": 0.29964843344156344, "DecisionStumpKappa": 0, "MaxMeansOfNumericAtts": 1422.6578190665798, "MinMutualInformation": 1.21456236e-6, "Quartile2SkewnessOfNumericAtts": 2.7724197169136326, "RandomTreeDepth1AUC": 0.6482651151631479, "Dimensionality": 0.0037602300376023004, "MaxMutualInformation": 0.03758116306347, "MinNominalAttDistinctValues": 2, "PercentageOfBinaryFeatures": 23.52941176470588, "Quartile2StdDevOfNumericAtts": 10.576210958711275, "RandomTreeDepth1ErrRate": 0.14841849148418493, "EquivalentNumberOfAtts": 41.76597860570077, "MaxNominalAttDistinctValues": 12, "MinSkewnessOfNumericAtts": 0.09462690455175907, "PercentageOfInstancesWithMissingValues": 0, "Quartile3AttributeEntropy": 2.2681979521709703, "RandomTreeDepth1Kappa": 0.255390007086285, "J48.00001.AUC": 0.727910508637236, "MaxSkewnessOfNumericAtts": 6.5964305462957045, "MinStdDevOfNumericAtts": 1.6935623506071464, "PercentageOfMissingValues": 0, "Quartile3KurtosisOfNumericAtts": 51.995211518305986, "AutoCorrelation": 0.8008849557522124, "RandomTreeDepth2AUC": 0.6482651151631479, "J48.00001.ErrRate": 0.10506525105065251, "MaxStdDevOfNumericAtts": 3009.6381424673496, "MinorityClassPercentage": 11.523999115239992, "PercentageOfNumericFeatures": 41.17647058823529, "Quartile3MeansOfNumericAtts": 263.9612917496129, "CfsSubsetEval_DecisionStumpAUC": 0.8005307101727447, "RandomTreeDepth2ErrRate": 0.14841849148418493, "J48.00001.Kappa": 0.36563300814569166, "MeanAttributeEntropy": 1.4162639119868419, "MinorityClassSize": 521, "PercentageOfSymbolicFeatures": 58.82352941176471, "Quartile3MutualInformation": 0.023118201939045, "CfsSubsetEval_DecisionStumpErrRate": 0.10816191108161911, "RandomTreeDepth2Kappa": 0.255390007086285, "J48.0001.AUC": 0.727910508637236, "MeanKurtosisOfNumericAtts": 28.192983686316996, "NaiveBayesAUC": 0.8343862745872217, "Quartile1AttributeEntropy": 0.77154092808717, "Quartile3SkewnessOfNumericAtts": 5.87525867789642, "CfsSubsetEval_DecisionStumpKappa": 0.3387814541568554, "RandomTreeDepth3AUC": 0.6482651151631479, "J48.0001.ErrRate": 0.10506525105065251, "MeanMeansOfNumericAtts": 255.258191929725, "NaiveBayesErrRate": 0.1324928113249281, "Quartile1KurtosisOfNumericAtts": 0.348775487261181, "Quartile3StdDevOfNumericAtts": 259.85663262468233, "CfsSubsetEval_NaiveBayesAUC": 0.8005307101727447, "RandomTreeDepth3ErrRate": 0.14841849148418493, "J48.0001.Kappa": 0.36563300814569166, "MeanMutualInformation": 0.012343103326121112, "NaiveBayesKappa": 0.3951982644393878, "Quartile1MeansOfNumericAtts": 2.7936297279363, "REPTreeDepth1AUC": 0.7858301343570058, "CfsSubsetEval_NaiveBayesErrRate": 0.10816191108161911, "RandomTreeDepth3Kappa": 0.255390007086285, "J48.001.AUC": 0.727910508637236, "MeanNoiseToSignalRatio": 113.74131541860069, "NumberOfBinaryFeatures": 4, "Quartile1MutualInformation": 0.002669038770875, "REPTreeDepth1ErrRate": 0.11015262110152621, "CfsSubsetEval_NaiveBayesKappa": 0.3387814541568554, "CfsSubsetEval_kNN1NAUC": 0.8005307101727447, "StdvNominalAttDistinctValues": 3.9777157040470126, "J48.001.ErrRate": 0.10506525105065251, "MeanNominalAttDistinctValues": 4.6, "Quartile1SkewnessOfNumericAtts": 0.6995014533559326, "REPTreeDepth1Kappa": 0.29964843344156344, "CfsSubsetEval_kNN1NErrRate": 0.10816191108161911, "kNN1NAUC": 0.5809198656429944, "J48.001.Kappa": 0.36563300814569166, "MeanSkewnessOfNumericAtts": 3.3570318763598537, "Quartile1StdDevOfNumericAtts": 3.1098066601886116, "REPTreeDepth2AUC": 0.7858301343570058, "CfsSubsetEval_kNN1NKappa": 0.3387814541568554, "kNN1NErrRate": 0.14333112143331123, "MajorityClassPercentage": 88.47600088476001, "MeanStdDevOfNumericAtts": 484.7490209759697, "Quartile2AttributeEntropy": 1.190720089001044, "REPTreeDepth2ErrRate": 0.11015262110152621, "ClassEntropy": 0.5155217894467283, "kNN1NKappa": 0.19189380339593495, "MajorityClassSize": 4000, "MinAttributeEntropy": 0.12313645800480948, "Quartile2KurtosisOfNumericAtts": 12.530049737749422, "REPTreeDepth2Kappa": 0.29964843344156344, "REPTreeDepth3AUC": 0.7858301343570058, "DecisionStumpAUC": 0.7452020153550863, "MaxAttributeEntropy": 3.0677460916319435, "MinKurtosisOfNumericAtts": -1.0395310625320309, "Quartile2MeansOfNumericAtts": 39.76664454766647, "REPTreeDepth3ErrRate": 0.11015262110152621, "DecisionStumpErrRate": 0.11523999115239991, "MaxKurtosisOfNumericAtts": 88.39033211861826, "MinMeansOfNumericAtts": 0.5425790754257905, "Quartile2MutualInformation": 0.00782731409677 }, "tags": [ { "uploader": "38960", "tag": "Chemistry" }, { "uploader": "2", "tag": "derived" }, { "uploader": "38960", "tag": "Life Science" }, { "uploader": "5824", "tag": "study_144" }, { "uploader": "64", "tag": "study_52" }, { "uploader": "64", "tag": "study_7" } ], "features": [ { "name": "Class", "index": "16", "type": "nominal", "distinct": "2", "missing": "0", "target": "1", "distr": [ [ "1", "2" ], [ [ "4000", "0" ], [ "0", "521" ] ] ] }, { "name": "V1", "index": "0", "type": "numeric", "distinct": "67", "missing": "0", "min": "19", "max": "87", "mean": "41", "stdev": "11" }, { "name": "V2", "index": "1", "type": "nominal", "distinct": "12", "missing": "0", "distr": [ [ "admin.", "blue-collar", "entrepreneur", "housemaid", "management", "retired", "self-employed", "services", "student", "technician", "unemployed", "unknown" ], [ [ "420", "58" ], [ "877", "69" ], [ "153", "15" ], [ "98", "14" ], [ "838", "131" ], [ "176", "54" ], [ "163", "20" ], [ "379", "38" ], [ "65", "19" ], [ "685", "83" ], [ "115", "13" ], [ "31", "7" ] ] ] }, { "name": "V3", "index": "2", "type": "nominal", "distinct": "3", "missing": "0", "distr": [ [ "divorced", "married", "single" ], [ [ "451", "77" ], [ "2520", "277" ], [ "1029", "167" ] ] ] }, { "name": "V4", "index": "3", "type": "nominal", "distinct": "4", "missing": "0", "distr": [ [ "primary", "secondary", "tertiary", "unknown" ], [ [ "614", "64" ], [ "2061", "245" ], [ "1157", "193" ], [ "168", "19" ] ] ] }, { "name": "V5", "index": "4", "type": "nominal", "distinct": "2", "missing": "0", "distr": [ [ "no", "yes" ], [ [ "3933", "512" ], [ "67", "9" ] ] ] }, { "name": "V6", "index": "5", "type": "numeric", "distinct": "2353", "missing": "0", "min": "-3313", "max": "71188", "mean": "1423", "stdev": "3010" }, { "name": "V7", "index": "6", "type": "nominal", "distinct": "2", "missing": "0", "distr": [ [ "no", "yes" ], [ [ "1661", "301" ], [ "2339", "220" ] ] ] }, { "name": "V8", "index": "7", "type": "nominal", "distinct": "2", "missing": "0", "distr": [ [ "no", "yes" ], [ [ "3352", "478" ], [ "648", "43" ] ] ] }, { "name": "V9", "index": "8", "type": "nominal", "distinct": "3", "missing": "0", "distr": [ [ "cellular", "telephone", "unknown" ], [ [ "2480", "416" ], [ "257", "44" ], [ "1263", "61" ] ] ] }, { "name": "V10", "index": "9", "type": "numeric", "distinct": "31", "missing": "0", "min": "1", "max": "31", "mean": "16", "stdev": "8" }, { "name": "V11", "index": "10", "type": "nominal", "distinct": "12", "missing": "0", "distr": [ [ "apr", "aug", "dec", "feb", "jan", "jul", "jun", "mar", "may", "nov", "oct", "sep" ], [ [ "237", "56" ], [ "554", "79" ], [ "11", "9" ], [ "184", "38" ], [ "132", "16" ], [ "645", "61" ], [ "476", "55" ], [ "28", "21" ], [ "1305", "93" ], [ "350", "39" ], [ "43", "37" ], [ "35", "17" ] ] ] }, { "name": "V12", "index": "11", "type": "numeric", "distinct": "875", "missing": "0", "min": "4", "max": "3025", "mean": "264", "stdev": "260" }, { "name": "V13", "index": "12", "type": "numeric", "distinct": "32", "missing": "0", "min": "1", "max": "50", "mean": "3", "stdev": "3" }, { "name": "V14", "index": "13", "type": "numeric", "distinct": "292", "missing": "0", "min": "-1", "max": "871", "mean": "40", "stdev": "100" }, { "name": "V15", "index": "14", "type": "numeric", "distinct": "24", "missing": "0", "min": "0", "max": "25", "mean": "1", "stdev": "2" }, { "name": "V16", "index": "15", "type": "nominal", "distinct": "4", "missing": "0", "distr": [ [ "failure", "other", "success", "unknown" ], [ [ "427", "63" ], [ "159", "38" ], [ "46", "83" ], [ "3368", "337" ] ] ] } ], "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 }