DEVELOPMENT... { "data_id": "23517", "name": "numerai28.6", "exact_name": "numerai28.6", "version": 2, "version_label": null, "description": "**Author**: Numer.ai \r\n**Source**: [Kaggle](https:\/\/www.kaggle.com\/numerai\/encrypted-stock-market-data-from-numerai) \r\n**Please cite**: \r\n\r\n**Encrypted Stock Market Training Data from Numer.ai** \r\nThe data is cleaned, regularized and encrypted global equity data. The first 21 columns (feature1 - feature21) are features, and target is the binary class you\u2019re trying to predict.\r\n\r\n\r\n\r\n\r\n", "format": "ARFF", "uploader": "Felicia West", "uploader_id": 2, "visibility": "public", "creator": null, "contributor": null, "date": "2016-07-07 00:59:06", "update_comment": null, "last_update": "2016-07-07 00:59:06", "licence": "Public", "status": "active", "error_message": null, "url": "https:\/\/www.openml.org\/data\/download\/2160285\/phpg2t68G", "default_target_attribute": "attribute_21", "row_id_attribute": null, "ignore_attribute": null, "runs": 3039, "suggest": { "input": [ "numerai28.6", "The data is cleaned, regularized and encrypted global equity data. The first 21 columns (feature1 - feature21) are features, and target is the binary class you\u2019re trying to predict. " ], "weight": 5 }, "qualities": { "NumberOfInstances": 96320, "NumberOfFeatures": 22, "NumberOfClasses": 2, "NumberOfMissingValues": 0, "NumberOfInstancesWithMissingValues": 0, "NumberOfNumericFeatures": 21, "NumberOfSymbolicFeatures": 1, "AutoCorrelation": 0.49966257955335913, "CfsSubsetEval_DecisionStumpAUC": 0.5178128477893038, "CfsSubsetEval_DecisionStumpErrRate": 0.48296303986710964, "CfsSubsetEval_DecisionStumpKappa": 0.031321629574587236, "CfsSubsetEval_NaiveBayesAUC": 0.5178128477893038, "CfsSubsetEval_NaiveBayesErrRate": 0.48296303986710964, "CfsSubsetEval_NaiveBayesKappa": 0.031321629574587236, "CfsSubsetEval_kNN1NAUC": 0.5178128477893038, "CfsSubsetEval_kNN1NErrRate": 0.48296303986710964, "CfsSubsetEval_kNN1NKappa": 0.031321629574587236, "ClassEntropy": 0.9999228673926669, "DecisionStumpAUC": 0.5138750982500997, "DecisionStumpErrRate": 0.48588039867109634, "DecisionStumpKappa": 0.024223716544650855, "Dimensionality": 0.00022840531561461793, "EquivalentNumberOfAtts": null, "J48.00001.AUC": 0.5179637443987174, "J48.00001.ErrRate": 0.48310838870431894, "J48.00001.Kappa": 0.030972097557659416, "J48.0001.AUC": 0.5179637443987174, "J48.0001.ErrRate": 0.48310838870431894, "J48.0001.Kappa": 0.030972097557659416, "J48.001.AUC": 0.5179637443987174, "J48.001.ErrRate": 0.48310838870431894, "J48.001.Kappa": 0.030972097557659416, "MajorityClassPercentage": 50.517026578073086, "MajorityClassSize": 48658, "MaxAttributeEntropy": null, "MaxKurtosisOfNumericAtts": -1.1273569064301712, "MaxMeansOfNumericAtts": 0.5171499966289026, "MaxMutualInformation": null, "MaxNominalAttDistinctValues": 2, "MaxSkewnessOfNumericAtts": 0.06818169405217256, "MaxStdDevOfNumericAtts": 0.30074296229229786, "MeanAttributeEntropy": null, "MeanKurtosisOfNumericAtts": -1.2005501277473178, "MeanMeansOfNumericAtts": 0.5009744863032921, "MeanMutualInformation": null, "MeanNoiseToSignalRatio": null, "MeanNominalAttDistinctValues": 2, "MeanSkewnessOfNumericAtts": -0.002565864884213646, "MeanStdDevOfNumericAtts": 0.29037948941871544, "MinAttributeEntropy": null, "MinKurtosisOfNumericAtts": -1.3004674163038363, "MinMeansOfNumericAtts": 0.48607061220705816, "MinMutualInformation": null, "MinNominalAttDistinctValues": 2, "MinSkewnessOfNumericAtts": -0.10028720687526763, "MinStdDevOfNumericAtts": 0.2828708091524973, "MinorityClassPercentage": 49.482973421926914, "MinorityClassSize": 47662, "NaiveBayesAUC": 0.527195252282047, "NaiveBayesErrRate": 0.48101121262458474, "NaiveBayesKappa": 0.036576107032967674, "NumberOfBinaryFeatures": 1, "PercentageOfBinaryFeatures": 4.545454545454546, "PercentageOfInstancesWithMissingValues": 0, "PercentageOfMissingValues": 0, "PercentageOfNumericFeatures": 95.45454545454545, "PercentageOfSymbolicFeatures": 4.545454545454546, "Quartile1AttributeEntropy": null, "Quartile1KurtosisOfNumericAtts": -1.234248924899548, "Quartile1MeansOfNumericAtts": 0.49413462683542253, "Quartile1MutualInformation": null, "Quartile1SkewnessOfNumericAtts": -0.02930209563738473, "Quartile1StdDevOfNumericAtts": 0.28671318515360833, "Quartile2AttributeEntropy": null, "Quartile2KurtosisOfNumericAtts": -1.1927320077073131, "Quartile2MeansOfNumericAtts": 0.5013077730128551, "Quartile2MutualInformation": null, "Quartile2SkewnessOfNumericAtts": 0.005062186068544294, "Quartile2StdDevOfNumericAtts": 0.29036531103271035, "Quartile3AttributeEntropy": null, "Quartile3KurtosisOfNumericAtts": -1.1651576889799782, "Quartile3MeansOfNumericAtts": 0.5059519529477954, "Quartile3MutualInformation": null, "Quartile3SkewnessOfNumericAtts": 0.018434812757753702, "Quartile3StdDevOfNumericAtts": 0.29363111934603986, "REPTreeDepth1AUC": 0.5029984521021925, "REPTreeDepth1ErrRate": 0.4966985049833887, "REPTreeDepth1Kappa": 0.006120710906246375, "REPTreeDepth2AUC": 0.5029984521021925, "REPTreeDepth2ErrRate": 0.4966985049833887, "REPTreeDepth2Kappa": 0.006120710906246375, "REPTreeDepth3AUC": 0.5029984521021925, "REPTreeDepth3ErrRate": 0.4966985049833887, "REPTreeDepth3Kappa": 0.006120710906246375, "RandomTreeDepth1AUC": 0.5009240206375405, "RandomTreeDepth1ErrRate": 0.4990137043189369, "RandomTreeDepth1Kappa": 0.0018480742133161474, "RandomTreeDepth2AUC": 0.5009240206375405, "RandomTreeDepth2ErrRate": 0.4990137043189369, "RandomTreeDepth2Kappa": 0.0018480742133161474, "RandomTreeDepth3AUC": 0.5009240206375405, "RandomTreeDepth3ErrRate": 0.4990137043189369, "RandomTreeDepth3Kappa": 0.0018480742133161474, "StdvNominalAttDistinctValues": 0, "kNN1NAUC": 0.5034870475188484, "kNN1NErrRate": 0.49637666112956813, "kNN1NKappa": 0.006975255857133679 }, "tags": [ { "tag": "AzurePilot", "uploader": "2" }, { "tag": "OpenML-CC18", "uploader": "1" }, { "tag": "study_135", "uploader": "5824" }, { "tag": "study_218", "uploader": "869" }, { "tag": "study_99", "uploader": "1" }, { "tag": "study_271", "uploader": "0" }, { "tag": "study_240", "uploader": "0" }, { "tag": "study_226", "uploader": "0" }, { "tag": "study_275", "uploader": "0" } ], "features": [ { "name": "attribute_21", "index": "21", "type": "nominal", "distinct": "2", "missing": "0", "target": "1", "distr": [ [ "0", "1" ], [ [ "47662", "0" ], [ "0", "48658" ] ] ] }, { "name": "attribute_11", "index": "11", "type": "numeric", "distinct": "1001", "missing": "0", "min": "0", "max": "1", "mean": "0", "stdev": "0" }, { "name": "attribute_20", "index": "20", "type": "numeric", "distinct": "1001", "missing": "0", "min": "0", "max": "1", "mean": "1", "stdev": "0" }, { "name": "attribute_19", "index": "19", "type": "numeric", "distinct": "1001", "missing": "0", "min": "0", "max": "1", "mean": "0", "stdev": "0" }, { "name": "attribute_18", "index": "18", "type": "numeric", "distinct": "1001", "missing": "0", "min": "0", "max": "1", "mean": "0", "stdev": "0" }, { "name": "attribute_17", "index": "17", "type": "numeric", "distinct": "1001", "missing": "0", "min": "0", "max": "1", "mean": "1", "stdev": "0" }, { "name": "attribute_16", "index": "16", "type": "numeric", "distinct": "1001", "missing": "0", "min": "0", "max": "1", "mean": "1", "stdev": "0" }, { "name": "attribute_15", "index": "15", "type": "numeric", "distinct": "1000", "missing": "0", "min": "0", "max": "1", "mean": "1", "stdev": "0" }, { "name": "attribute_14", "index": "14", "type": "numeric", "distinct": "1001", "missing": "0", "min": "0", "max": "1", "mean": "1", "stdev": "0" }, { "name": "attribute_13", "index": "13", "type": "numeric", "distinct": "1001", "missing": "0", "min": "0", "max": "1", "mean": "1", "stdev": "0" }, { "name": "attribute_12", "index": "12", "type": "numeric", "distinct": "1000", "missing": "0", "min": "0", "max": "1", "mean": "1", "stdev": "0" }, { "name": "attribute_0", "index": "0", "type": "numeric", "distinct": "1001", "missing": "0", "min": "0", "max": "1", "mean": "1", "stdev": "0" }, { "name": "attribute_10", "index": "10", "type": "numeric", "distinct": "1001", "missing": "0", "min": "0", "max": "1", "mean": "0", "stdev": "0" }, { "name": "attribute_9", "index": "9", "type": "numeric", "distinct": "1000", "missing": "0", "min": "0", "max": "1", "mean": "0", "stdev": "0" }, { "name": "attribute_8", "index": "8", "type": "numeric", "distinct": "1001", "missing": "0", "min": "0", "max": "1", "mean": "1", "stdev": "0" }, { "name": "attribute_7", "index": "7", "type": "numeric", "distinct": "1001", "missing": "0", "min": "0", "max": "1", "mean": "1", "stdev": "0" }, { "name": "attribute_6", "index": "6", "type": "numeric", "distinct": "1000", "missing": "0", "min": "0", "max": "1", "mean": "0", "stdev": "0" }, { "name": "attribute_5", "index": "5", "type": "numeric", "distinct": "1001", "missing": "0", "min": "0", "max": "1", "mean": "0", "stdev": "0" }, { "name": "attribute_4", "index": "4", "type": "numeric", "distinct": "1000", "missing": "0", "min": "0", "max": "1", "mean": "0", "stdev": "0" }, { "name": "attribute_3", "index": "3", "type": "numeric", "distinct": "1001", "missing": "0", "min": "0", "max": "1", "mean": "0", "stdev": "0" }, { "name": "attribute_2", "index": "2", "type": "numeric", "distinct": "1000", "missing": "0", "min": "0", "max": "1", "mean": "1", "stdev": "0" }, { "name": "attribute_1", "index": "1", "type": "numeric", "distinct": "1001", "missing": "0", "min": "0", "max": "1", "mean": "1", "stdev": "0" } ], "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 }