{ "data_id": "68", "name": "eeg-eye-state", "exact_name": "eeg-eye-state", "version": 1, "version_label": null, "description": "**Author**: Oliver Roesler, it12148'@'lehre.dhbw-stuttgart.de \n**Source**: [UCI](https:\/\/archive.ics.uci.edu\/ml\/datasets\/EEG+Eye+State), Baden-Wuerttemberg, Cooperative State University (DHBW), Stuttgart, Germany \n**Please cite**: \n\nAll data is from one continuous EEG measurement with the Emotiv EEG Neuroheadset. The duration of the measurement was 117 seconds. The eye state was detected via a camera during the EEG measurement and added later manually to the file after analysing the video frames. '1' indicates the eye-closed and '0' the eye-open state. All values are in chronological order with the first measured value at the top of the data.\n", "format": "ARFF", "uploader": "Rafael Gomes Mantovani", "uploader_id": 64, "visibility": "public", "creator": null, "contributor": null, "date": "2015-05-22 16:40:04", "update_comment": null, "last_update": "2015-11-09 20:42:10", "licence": "Public", "status": "active", "error_message": null, "url": "https:\/\/www.openml.org\/data\/download\/1587924\/phplE7q6h", "default_target_attribute": "Class", "row_id_attribute": null, "ignore_attribute": null, "runs": 118, "suggest": { "input": [ "eeg-eye-state", "All data is from one continuous EEG measurement with the Emotiv EEG Neuroheadset. The duration of the measurement was 117 seconds. The eye state was detected via a camera during the EEG measurement and added later manually to the file after analysing the video frames. '1' indicates the eye-closed and '0' the eye-open state. All values are in chronological order with the first measured value at the top of the data. " ], "weight": 5 }, "qualities": { "NumberOfInstances": 14980, "NumberOfFeatures": 15, "NumberOfClasses": 2, "NumberOfMissingValues": 0, "NumberOfInstancesWithMissingValues": 0, "NumberOfNumericFeatures": 14, "NumberOfSymbolicFeatures": 1, "AutoCorrelation": 0.9984645169904534, "CfsSubsetEval_DecisionStumpAUC": 0.815562880843502, "CfsSubsetEval_DecisionStumpErrRate": 0.22923898531375167, "CfsSubsetEval_DecisionStumpKappa": 0.5343988170412974, "CfsSubsetEval_NaiveBayesAUC": 0.815562880843502, "CfsSubsetEval_NaiveBayesErrRate": 0.22923898531375167, "CfsSubsetEval_NaiveBayesKappa": 0.5343988170412974, "CfsSubsetEval_kNN1NAUC": 0.815562880843502, "CfsSubsetEval_kNN1NErrRate": 0.22923898531375167, "CfsSubsetEval_kNN1NKappa": 0.5343988170412974, "ClassEntropy": 0.992422373387609, "DecisionStumpAUC": 0.5730896889672722, "DecisionStumpErrRate": 0.41141522029372496, "DecisionStumpKappa": 0.12923993775163797, "Dimensionality": 0.0010013351134846463, "EquivalentNumberOfAtts": null, "J48.00001.AUC": 0.8271933877278838, "J48.00001.ErrRate": 0.1863818424566088, "J48.00001.Kappa": 0.6230255040333611, "J48.0001.AUC": 0.8271933877278838, "J48.0001.ErrRate": 0.1863818424566088, "J48.0001.Kappa": 0.6230255040333611, "J48.001.AUC": 0.8271933877278838, "J48.001.ErrRate": 0.1863818424566088, "J48.001.Kappa": 0.6230255040333611, "MajorityClassPercentage": 55.12016021361815, "MajorityClassSize": 8257, "MaxAttributeEntropy": null, "MaxKurtosisOfNumericAtts": 14979.178735371073, "MaxMeansOfNumericAtts": 4644.02237917223, "MaxMutualInformation": null, "MaxNominalAttDistinctValues": 2, "MaxSkewnessOfNumericAtts": 122.38777688436316, "MaxStdDevOfNumericAtts": 5891.2850425236575, "MeanAttributeEntropy": null, "MeanKurtosisOfNumericAtts": 8904.72190163755, "MeanMeansOfNumericAtts": 4316.882028546157, "MeanMutualInformation": null, "MeanNoiseToSignalRatio": null, "MeanNominalAttDistinctValues": 2, "MeanSkewnessOfNumericAtts": 71.73726620900297, "MeanStdDevOfNumericAtts": 1767.2884824189532, "MinAttributeEntropy": null, "MinKurtosisOfNumericAtts": 2056.5210594418404, "MinMeansOfNumericAtts": 4009.767693591455, "MinMutualInformation": null, "MinNominalAttDistinctValues": 2, "MinSkewnessOfNumericAtts": -13.615160740498586, "MinStdDevOfNumericAtts": 29.292603201776053, "MinorityClassPercentage": 44.879839786381844, "MinorityClassSize": 6723, "NaiveBayesAUC": 0.5441157198060068, "NaiveBayesErrRate": 0.4634846461949266, "NaiveBayesKappa": 0.11130397334752887, "NumberOfBinaryFeatures": 1, "PercentageOfBinaryFeatures": 6.666666666666667, "PercentageOfInstancesWithMissingValues": 0, "PercentageOfMissingValues": 0, "PercentageOfNumericFeatures": 93.33333333333333, "PercentageOfSymbolicFeatures": 6.666666666666667, "Quartile1AttributeEntropy": null, "Quartile1KurtosisOfNumericAtts": 2713.5598368066608, "Quartile1MeansOfNumericAtts": 4193.079256508679, "Quartile1MutualInformation": null, "Quartile1SkewnessOfNumericAtts": 22.475026893669664, "Quartile1StdDevOfNumericAtts": 37.98467230942155, "Quartile2AttributeEntropy": null, "Quartile2KurtosisOfNumericAtts": 9352.695219763142, "Quartile2MeansOfNumericAtts": 4271.6276034712955, "Quartile2MutualInformation": null, "Quartile2SkewnessOfNumericAtts": 84.61113200877784, "Quartile2StdDevOfNumericAtts": 627.1558153704191, "Quartile3AttributeEntropy": null, "Quartile3KurtosisOfNumericAtts": 14971.654606997874, "Quartile3MeansOfNumericAtts": 4466.12820822263, "Quartile3MutualInformation": null, "Quartile3SkewnessOfNumericAtts": 122.34170603745707, "Quartile3StdDevOfNumericAtts": 3343.823788627256, "REPTreeDepth1AUC": 0.8585707193015194, "REPTreeDepth1ErrRate": 0.19072096128170896, "REPTreeDepth1Kappa": 0.6126693923072585, "REPTreeDepth2AUC": 0.8585707193015194, "REPTreeDepth2ErrRate": 0.19072096128170896, "REPTreeDepth2Kappa": 0.6126693923072585, "REPTreeDepth3AUC": 0.8585707193015194, "REPTreeDepth3ErrRate": 0.19072096128170896, "REPTreeDepth3Kappa": 0.6126693923072585, "RandomTreeDepth1AUC": 0.8092130970110125, "RandomTreeDepth1ErrRate": 0.18845126835781043, "RandomTreeDepth1Kappa": 0.6188451689674707, "RandomTreeDepth2AUC": 0.8092130970110125, "RandomTreeDepth2ErrRate": 0.18845126835781043, "RandomTreeDepth2Kappa": 0.6188451689674707, "RandomTreeDepth3AUC": 0.8092130970110125, "RandomTreeDepth3ErrRate": 0.18845126835781043, "RandomTreeDepth3Kappa": 0.6188451689674707, "StdvNominalAttDistinctValues": 0, "kNN1NAUC": 0.8331954978013598, "kNN1NErrRate": 0.16355140186915887, "kNN1NKappa": 0.6684228094245078 }, "tags": [ { "tag": "study_14", "uploader": "1" }, { "tag": "study_1", "uploader": "0" }, { "tag": "study_79", "uploader": "0" }, { "tag": "study_109", "uploader": "0" }, { "tag": "study_308", "uploader": "0" }, { "tag": "study_463", "uploader": "0" }, { "tag": "study_118", "uploader": "0" }, { "tag": "study_446", "uploader": "0" }, { "tag": "study_237", "uploader": "0" }, { "tag": "study_110", "uploader": "0" }, { "tag": "study_661", "uploader": "0" }, { "tag": "study_251", "uploader": "0" }, { "tag": "study_263", "uploader": "0" }, { "tag": "study_521", "uploader": "0" }, { "tag": "study_603", "uploader": "0" } ], "features": [ { "name": "Class", "index": "14", "type": "nominal", "distinct": "2", "missing": "0", "target": "1", "distr": [ [ "1", "2" ], [ [ "8257", "0" ], [ "0", "6723" ] ] ] }, { "name": "V1", "index": "0", "type": "numeric", "distinct": "548", "missing": "0", "min": "1031", "max": "309231", "mean": "4322", "stdev": "2492" }, { "name": "V2", "index": "1", "type": "numeric", "distinct": "452", "missing": "0", "min": "2831", "max": "7805", "mean": "4010", "stdev": "46" }, { "name": "V3", "index": "2", "type": "numeric", "distinct": "345", "missing": "0", "min": "1040", "max": "6881", "mean": "4264", "stdev": "44" }, { "name": "V4", "index": "3", "type": "numeric", "distinct": "312", "missing": "0", "min": "2453", "max": "642564", "mean": "4165", "stdev": "5216" }, { "name": "V5", "index": "4", "type": "numeric", "distinct": "285", "missing": "0", "min": "2090", "max": "6474", "mean": "4342", "stdev": "35" }, { "name": "V6", "index": "5", "type": "numeric", "distinct": "330", "missing": "0", "min": "2768", "max": "362564", "mean": "4644", "stdev": "2925" }, { "name": "V7", "index": "6", "type": "numeric", "distinct": "290", "missing": "0", "min": "2086", "max": "567179", "mean": "4110", "stdev": "4601" }, { "name": "V8", "index": "7", "type": "numeric", "distinct": "294", "missing": "0", "min": "4567", "max": "7264", "mean": "4616", "stdev": "29" }, { "name": "V9", "index": "8", "type": "numeric", "distinct": "304", "missing": "0", "min": "1358", "max": "265641", "mean": "4219", "stdev": "2136" }, { "name": "V10", "index": "9", "type": "numeric", "distinct": "346", "missing": "0", "min": "1816", "max": "6674", "mean": "4231", "stdev": "38" }, { "name": "V11", "index": "10", "type": "numeric", "distinct": "419", "missing": "0", "min": "3273", "max": "6823", "mean": "4202", "stdev": "38" }, { "name": "V12", "index": "11", "type": "numeric", "distinct": "343", "missing": "0", "min": "2258", "max": "7003", "mean": "4279", "stdev": "42" }, { "name": "V13", "index": "12", "type": "numeric", "distinct": "558", "missing": "0", "min": "87", "max": "152308", "mean": "4615", "stdev": "1208" }, { "name": "V14", "index": "13", "type": "numeric", "distinct": "592", "missing": "0", "min": "1366", "max": "715897", "mean": "4416", "stdev": "5891" } ], "nr_of_issues": 0, "nr_of_downvotes": 0, "nr_of_likes": 0, "nr_of_downloads": 0, "total_downloads": 0, "reach": 0, "reuse": 11, "impact_of_reuse": 0, "reach_of_reuse": 0, "impact": 11 }