DEVELOPMENT... { "data_id": "57", "name": "hypothyroid", "exact_name": "hypothyroid", "version": 1, "version_label": "1", "description": "**Author**: \n**Source**: Unknown - \n**Please cite**: \n\n;\n ; Thyroid disease records supplied by the Garavan Institute and J. Ross\n ; Quinlan, New South Wales Institute, Syndney, Australia.\n ;\n ; 1987.\n ;\n \n hypothyroid, primary hypothyroid, compensated hypothyroid,\n secondary hypothyroid,\n negative.\t\t\t| classes\n \n age:\t\t\t\tcontinuous.\n sex:\t\t\t\tM, F.\n on thyroxine:\t\t\tf, t.\n query on thyroxine:\t\tf, t.\n on antithyroid medication:\tf, t.\n sick:\t\t\t\tf, t.\n pregnant:\t\t\tf, t.\n thyroid surgery:\t\tf, t.\n I131 treatment:\t\t\tf, t.\n query hypothyroid:\t\tf, t.\n query hyperthyroid:\t\tf, t.\n lithium:\t\t\tf, t.\n goitre:\t\t\t\tf, t.\n tumor:\t\t\t\tf, t.\n hypopituitary:\t\t\tf, t.\n psych:\t\t\t\tf, t.\n TSH measured:\t\t\tf, t.\n TSH:\t\t\t\tcontinuous.\n T3 measured:\t\t\tf, t.\n T3:\t\t\t\tcontinuous.\n TT4 measured:\t\t\tf, t.\n TT4:\t\t\t\tcontinuous.\n T4U measured:\t\t\tf, t.\n T4U:\t\t\t\tcontinuous.\n FTI measured:\t\t\tf, t.\n FTI:\t\t\t\tcontinuous.\n TBG measured:\t\t\tf, t.\n TBG:\t\t\t\tcontinuous.\n referral source:\t\tWEST, STMW, SVHC, SVI, SVHD, other.\n\n\n Num Instances: 3772\n Num Attributes: 30\n Num Continuous: 7 (Int 1 \/ Real 6)\n Num Discrete: 23\n Missing values: 6064 \/ 5.4%\n\n name type enum ints real missing distinct (1)\n 1 'age' Int 0% 100% 0% 1 \/ 0% 93 \/ 2% 0% \n 2 'sex' Enum 96% 0% 0% 150 \/ 4% 2 \/ 0% 0% \n 3 'on thyroxine' Enum 100% 0% 0% 0 \/ 0% 2 \/ 0% 0% \n 4 'query on thyroxine' Enum 100% 0% 0% 0 \/ 0% 2 \/ 0% 0% \n 5 'on antithyroid medicati Enum 100% 0% 0% 0 \/ 0% 2 \/ 0% 0% \n 6 'sick' Enum 100% 0% 0% 0 \/ 0% 2 \/ 0% 0% \n 7 'pregnant' Enum 100% 0% 0% 0 \/ 0% 2 \/ 0% 0% \n 8 'thyroid surgery' Enum 100% 0% 0% 0 \/ 0% 2 \/ 0% 0% \n 9 'I131 treatment' Enum 100% 0% 0% 0 \/ 0% 2 \/ 0% 0% \n 10 'query hypothyroid' Enum 100% 0% 0% 0 \/ 0% 2 \/ 0% 0% \n 11 'query hyperthyroid' Enum 100% 0% 0% 0 \/ 0% 2 \/ 0% 0% \n 12 'lithium' Enum 100% 0% 0% 0 \/ 0% 2 \/ 0% 0% \n 13 'goitre' Enum 100% 0% 0% 0 \/ 0% 2 \/ 0% 0% \n 14 'tumor' Enum 100% 0% 0% 0 \/ 0% 2 \/ 0% 0% \n 15 'hypopituitary' Enum 100% 0% 0% 0 \/ 0% 2 \/ 0% 0% \n 16 'psych' Enum 100% 0% 0% 0 \/ 0% 2 \/ 0% 0% \n 17 'TSH measured' Enum 100% 0% 0% 0 \/ 0% 2 \/ 0% 0% \n 18 'TSH' Real 0% 11% 79% 369 \/ 10% 287 \/ 8% 2% \n 19 'T3 measured' Enum 100% 0% 0% 0 \/ 0% 2 \/ 0% 0% \n 20 'T3' Real 0% 9% 71% 769 \/ 20% 69 \/ 2% 0% \n 21 'TT4 measured' Enum 100% 0% 0% 0 \/ 0% 2 \/ 0% 0% \n 22 'TT4' Real 0% 94% 0% 231 \/ 6% 241 \/ 6% 1% \n 23 'T4U measured' Enum 100% 0% 0% 0 \/ 0% 2 \/ 0% 0% \n 24 'T4U' Real 0% 2% 87% 387 \/ 10% 146 \/ 4% 1% \n 25 'FTI measured' Enum 100% 0% 0% 0 \/ 0% 2 \/ 0% 0% \n 26 'FTI' Real 0% 90% 0% 385 \/ 10% 234 \/ 6% 2% \n 27 'TBG measured' Enum 100% 0% 0% 0 \/ 0% 1 \/ 0% 0% \n 28 'TBG' Real 0% 0% 0% 3772 \/100% 0 \/ 0% 0% \n 29 'referral source' Enum 100% 0% 0% 0 \/ 0% 5 \/ 0% 0% \n 30 'Class' Enum 100% 0% 0% 0 \/ 0% 4 \/ 0% 0%", "format": "ARFF", "uploader": "Jason ", "uploader_id": 1, "visibility": "public", "creator": "Ross Quinlan", "contributor": null, "date": "2014-04-06 23:23:22", "update_comment": null, "last_update": "2014-04-06 23:23:22", "licence": "Public", "status": "active", "error_message": null, "url": "https:\/\/www.openml.org\/data\/download\/57\/dataset_57_hypothyroid.arff", "default_target_attribute": "Class", "row_id_attribute": null, "ignore_attribute": null, "runs": 883, "suggest": { "input": [ "hypothyroid", "; ; Thyroid disease records supplied by the Garavan Institute and J. Ross ; Quinlan, New South Wales Institute, Syndney, Australia. ; ; 1987. ; hypothyroid, primary hypothyroid, compensated hypothyroid, secondary hypothyroid, negative. | classes age: continuous. sex: M, F. on thyroxine: f, t. query on thyroxine: f, t. on antithyroid medication: f, t. sick: f, t. pregnant: f, t. thyroid surgery: f, t. I131 treatment: f, t. query hypothyroid: f, t. query hyperthyroid: f, t. lithium: f, t. goitre: " ], "weight": 5 }, "qualities": { "NumberOfInstances": 3772, "NumberOfFeatures": 30, "NumberOfClasses": 4, "NumberOfMissingValues": 6064, "NumberOfInstancesWithMissingValues": 3772, "NumberOfNumericFeatures": 7, "NumberOfSymbolicFeatures": 23, "AutoCorrelation": 0.8562715460090162, "CfsSubsetEval_DecisionStumpAUC": 0.988871524706157, "CfsSubsetEval_DecisionStumpErrRate": 0.02704135737009544, "CfsSubsetEval_DecisionStumpKappa": 0.8214494217145025, "CfsSubsetEval_NaiveBayesAUC": 0.988871524706157, "CfsSubsetEval_NaiveBayesErrRate": 0.02704135737009544, "CfsSubsetEval_NaiveBayesKappa": 0.8214494217145025, "CfsSubsetEval_kNN1NAUC": 0.988871524706157, "CfsSubsetEval_kNN1NErrRate": 0.02704135737009544, "CfsSubsetEval_kNN1NKappa": 0.8214494217145025, "ClassEntropy": 0.46661759698663374, "DecisionStumpAUC": 0.9844898933771603, "DecisionStumpErrRate": 0.04612937433722163, "DecisionStumpKappa": 0.714726078305068, "Dimensionality": 0.007953340402969246, "EquivalentNumberOfAtts": 202.5849704152198, "J48.00001.AUC": 0.9960819087507015, "J48.00001.ErrRate": 0.005302226935312832, "J48.00001.Kappa": 0.9636072438179593, "J48.0001.AUC": 0.9960819087507015, "J48.0001.ErrRate": 0.005302226935312832, "J48.0001.Kappa": 0.9636072438179593, "J48.001.AUC": 0.9960819087507015, "J48.001.ErrRate": 0.005302226935312832, "J48.001.Kappa": 0.9636072438179593, "MajorityClassPercentage": 92.28525980911984, "MajorityClassSize": 3481, "MaxAttributeEntropy": 1.520689912507409, "MaxKurtosisOfNumericAtts": 238.1814623780636, "MaxMeansOfNumericAtts": 110.46964865662825, "MaxMutualInformation": 0.01195055117111, "MaxNominalAttDistinctValues": 5, "MaxSkewnessOfNumericAtts": 13.882652755041702, "MaxStdDevOfNumericAtts": 35.604247607641, "MeanAttributeEntropy": 0.33755530471128503, "MeanKurtosisOfNumericAtts": 51.41313506551009, "MeanMeansOfNumericAtts": 46.43668969641138, "MeanMutualInformation": 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"study_293", "uploader": "0" } ], "topics": [ { "topic": "Artificial datasets", "uploader": "8111" } ], "features": [ { "name": "Class", "index": "29", "type": "nominal", "distinct": "4", "missing": "0", "target": "1", "distr": [ [ "negative", "compensated_hypothyroid", "primary_hypothyroid", "secondary_hypothyroid" ], [ [ "3481", "0", "0", "0" ], [ "0", "194", "0", "0" ], [ "0", "0", "95", "0" ], [ "0", "0", "0", "2" ] ] ] }, { "name": "psych", "index": "15", "type": "nominal", "distinct": "2", "missing": "0", "distr": [ [ "f", "t" ], [ [ "3305", "186", "95", "2" ], [ "176", "8", "0", "0" ] ] ] }, { "name": "referral_source", "index": "28", "type": "nominal", "distinct": "5", "missing": "0", "distr": [ [ "SVHC", "other", "SVI", "STMW", "SVHD" ], [ [ "375", "10", "1", "0" ], [ "2028", "119", "52", "2" ], [ "937", "58", "39", "0" ], [ "105", "4", "3", "0" ], [ "36", "3", "0", "0" ] ] ] }, { "name": "TBG", "index": "27", "type": "numeric", "distinct": "0", "missing": "3772", "min": 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