机器学习-Breast-Cancer-Wisconsin-(Original)-Data-Set(威

BreastCancerWisconsin(Original)DataSet(威斯康星乳腺癌(原始)数据集)数据摘要：OriginalWisconsinBreastCancerDatabase.SamplesarriveperiodicallyasDr.Wolbergreportshisclinicalcases.Thedatabasethereforereflectsthischronologicalgroupingofthedata.Thisgroupinginformationappearsimmediatelybelow,havingbeenremovedfromthedataitself中文关键词：机器学习,多变量,分类,UCI,乳腺癌,威斯康星,英文关键词：MachineLearning,Classification,UCI,BreastCancer,Wisconsin,数据格式：TEXT数据用途：Classification数据详细介绍：BreastCancerWisconsin(Original)DataSetAbstract:OriginalWisconsinBreastCancerDatabaseDataSetCharacteristics:MultivariateNumberofInstances:699Area:LifeAttributeCharacteristics:IntegerNumberofAttributes:10DateDonated1992-07-15AssociatedTasks:ClassificationMissingValues?YesNumberofWebHits:29935Source:Creator:Dr.WIlliamH.Wolberg(physician)UniversityofWisconsinHospitalsMadison,Wisconsin,USADonor:OlviMangasarian(mangasarian'@'cs.wisc.edu)ReceivedbyDavidW.Aha(aha'@'cs.jhu.edu)DataSetInformation:SamplesarriveperiodicallyasDr.Wolbergreportshisclinicalcases.Thedatabasethereforereflectsthischronologicalgroupingofthedata.Thisgroupinginformationappearsimmediatelybelow,havingbeenremovedfromthedataitself:Group1:367instances(January1989)Group2:70instances(October1989)Group3:31instances(February1990)Group4:17instances(April1990)Group5:48instances(August1990)Group6:49instances(UpdatedJanuary1991)Group7:31instances(June1991)Group8:86instances(November1991)-----------------------------------------Total:699points(asofthedonateddatbaseon15July1992)NotethattheresultssummarizedaboveinPastUsagerefertoadatasetofsize369,whileGroup1hasonly367instances.Thisisbecauseitoriginallycontained369instances;2wereremoved.ThefollowingstatementssummarizeschangestotheoriginalGroup1'ssetofdata:#####Group1:367points:200B167M(January1989)#####RevisedJan10,1991:Replacedzerobarenucleiin1080185&1187805#####RevisedNov22,1991:Removed765878,4,5,9,7,10,10,10,3,8,1norecord#####:Removed484201,2,7,8,8,4,3,10,3,4,1zeroepithelial#####:Changed0to1infield6ofsample1219406#####:Changed0to1infield8offollowingsample:#####:1182404,2,3,1,1,1,2,0,1,1,1AttributeInformation:1.Samplecodenumber:idnumber2.ClumpThickness:1-103.UniformityofCellSize:1-104.UniformityofCellShape:1-105.MarginalAdhesion:1-106.SingleEpithelialCellSize:1-107.BareNuclei:1-108.BlandChromatin:1-109.NormalNucleoli:1-1010.Mitoses:1-1011.Class:(2forbenign,4formalignant)RelevantPapers:Wolberg,W.H.,&Mangasarian,O.L.(1990).Multisurfacemethodofpatternseparationformedicaldiagnosisappliedtobreastcytology.InProceedingsoftheNationalAcademyofSciences,87,9193--9196.[WebLink]Zhang,J.(1992).Selectingtypicalinstancesininstance-basedlearning.InProceedingsoftheNinthInternationalMachineLearningConference(pp.470--479).Aberdeen,Scotland:MorganKaufmann.[WebLink]数据预览：1000025,5,1,1,1,2,1,3,1,1,21002945,5,4,4,5,7,10,3,2,1,21015425,3,1,1,1,2,2,3,1,1,21016277,6,8,8,1,3,4,3,7,1,21017023,4,1,1,3,2,1,3,1,1,21017122,8,10,10,8,7,10,9,7,1,41018099,1,1,1,1,2,10,3,1,1,21018561,2,1,2,1,2,1,3,1,1,21033078,2,1,1,1,2,1,1,1,5,21033078,4,2,1,1,2,1,2,1,1,21035283,1,1,1,1,1,1,3,1,1,21036172,2,1,1,1,2,1,2,1,1,21041801,5,3,3,3,2,3,4,4,1,41043999,1,1,1,1,2,3,3,1,1,21044572,8,7,5,10,7,9,5,5,4,41047630,7,4,6,4,6,1,4,3,1,41048672,4,1,1,1,2,1,2,1,1,21049815,4,1,1,1,2,1,3,1,1,21050670,10,7,7,6,4,10,4,1,2,41050718,6,1,1,1,2,1,3,1,1,21054590,7,3,2,10,5,10,5,4,4,41054593,10,5,5,3,6,7,7,10,1,41056784,3,1,1,1,2,1,2,1,1,21057013,8,4,5,1,2,?,7,3,1,41059552,1,1,1,1,2,1,3,1,1,21065726,5,2,3,4,2,7,3,6,1,41066373,3,2,1,1,1,1,2,1,1,21066979,5,1,1,1,2,1,2,1,1,21067444,2,1,1,1,2,1,2,1,1,21070935,1,1,3,1,2,1,1,1,1,21070935,3,1,1,1,1,1,2,1,1,21071760,2,1,1,1,2,1,3,1,1,21072179,10,7,7,3,8,5,7,4,3,41074610,2,1,1,2,2,1,3,1,1,21075123,3,1,2,1,2,1,2,1,1,21079304,2,1,1,1,2,1,2,1,1,21080185,10,10,10,8,6,1,8,9,1,41081791,6,2,1,1,1,1,7,1,1,21084584,5,4,4,9,2,10,5,6,1,41091262,2,5,3,3,6,7,7,5,1,41096800,6,6,6,9,6,?,7,8,1,21099510,10,4,3,1,3,3,6,5,2,41100524,6,10,10,2,8,10,7,3,3,41102573,5,6,5,6,10,1,3,1,1,41103608,10,10,10,4,8,1,8,10,1,41103722,1,1,1,1,2,1,2,1,2,21105257,3,7,7,4,4,9,4,8,1,41105524,1,1,1,1,2,1,2,1,1,21106095,4,1,1,3,2,1,3,1,1,21106829,7,8,7,2,4,8,3,8,2,41108370,9,5,8,1,2,3,2,1,5,41108449,5,3,3,4,2,4,3,4,1,41110102,10,3,6,2,3,5,4,10,2,41110503,5,5,5,8,10,8,7,3,7,41110524,10,5,5,6,8,8,7,1,1,41111249,10,6,6,3,4,5,3,6,1,41112209,8,10,10,1,3,6,3,9,1,41113038,8,2,4,1,5,1,5,4,4,41113483,5,2,3,1,6,10,5,1,1,41113906,9,5,5,2,2,2,5,1,1,41115282,5,3,5,5,3,3,4,10,1,41115293,1,1,1,1,2,2,2,1,1,21116116,9,10,10,1,10,8,3,3,1,41116132,6,3,4,1,5,2,3,9,1,41116192,1,1,1,1,2,1,2,1,1,21116998,10,4,2,1,3,2,4,3,10,41117152,4,1,1,1,2,1,3,1,1,21118039,5,3,4,1,8,10,4,9,1,41120559,8,3,8,3,4,9,8,9,8,41121732,1,1,1,1,2,1,3,2,1,21121919,5,1,3,1,2,1,2,1,1,21123061,6,10,2,8,10,2,7,8,10,41124651,1,3,3,2,2,1,7,2,1,21125035,9,4,5,10,6,10,4,8,1,41126417,10,6,4,1,3,4,3,2,3,41131294,1,1,2,1,2,2,4,2,1,21132347,1,1,4,1,2,1,2,1,1,21133041,5,3,1,2,2,1,2,1,1,21133136,3,1,1,1,2,3,3,1,1,21136142,2,1,1,1,3,1,2,1,1,21137156,2,2,2,1,1,1,7,1,1,21143978,4,1,1,2,2,1,2,1,1,21143978,5,2,1,1,2,1,3