Wisconsin breast cancer database Description Data come from a study of breast cancer in Wisconsin. There are 681 cases of potentially cancerous tumors of which 238 are actually malignant. Determining whether a tumor is really malignant is traditionally determined by an invasive surgical procedure. The purpose of this study was to determine whether a new procedure called fine needle aspiration which draws only a small sample of tissue could be effective in determining tumor status. Usage data(wbca) Format A data frame with 681 observations on the following 10 variables. Class 0 if malignant, 1 if benign Adhes marginal adhesion BNucl bare nuclei Chrom bland chromatin Epith epithelial cell size Mitos mitoses NNucl normal nucleoli Thick clump thickness UShap cell shape uniformity USize cell size uniformity Details The predictor values are determined by a doctor observing the cells and rating them on a scale from 1 (normal) to 10 (most abnormal) with respect to the particular characteristic. Source Bennett, K.,P., and Mangasarian, O.L., Neural network training via linear programming. In P. M. Pardalos, editor, Advances in Optimization and Parallel Computing, pages 56-57. Elsevier Science, 1992 "","Class","Adhes","BNucl","Chrom","Epith","Mitos","NNucl","Thick","UShap","USize" "1",1,1,1,3,2,1,1,5,1,1 "2",1,5,10,3,7,1,2,5,4,4 "3",1,1,2,3,2,1,1,3,1,1 "4",1,1,4,3,3,1,7,6,8,8 "5",1,3,1,3,2,1,1,4,1,1 "6",0,8,10,9,7,1,7,8,10,10 "7",1,1,10,3,2,1,1,1,1,1 "8",1,1,1,3,2,1,1,2,2,1 "9",1,1,1,1,2,5,1,2,1,1 "10",1,1,1,2,2,1,1,4,1,2 "11",1,1,1,3,1,1,1,1,1,1 "12",1,1,1,2,2,1,1,2,1,1 "13",0,3,3,4,2,1,4,5,3,3 "14",1,1,3,3,2,1,1,1,1,1 "15",0,10,9,5,7,4,5,8,5,7 "16",0,4,1,4,6,1,3,7,6,4 "17",1,1,1,2,2,1,1,4,1,1 "18",1,1,1,3,2,1,1,4,1,1 "19",0,6,10,4,4,2,1,10,7,7 "20",1,1,1,3,2,1,1,6,1,1 "21",0,10,10,5,5,4,4,7,2,3 "22",0,3,7,7,6,1,10,10,5,5 "23",1,1,1,2,2,1,1,3,1,1 "24",1,1,1,3,2,1,1,1,1,1 "25",0,4,7,3,2,1,6,5,3,2 "26",1,1,1,2,1,1,1,3,1,2 "27",1,1,1,2,2,1,1,5,1,1 "28",1,1,1,2,2,1,1,2,1,1 "29",1,1,1,1,2,1,1,1,3,1 "30",1,1,1,2,1,1,1,3,1,1 "31",1,1,1,3,2,1,1,2,1,1 "32",0,3,5,7,8,3,4,10,7,7 "33",1,2,1,3,2,1,1,2,1,1 "34",1,1,1,2,2,1,1,3,2,1 "35",1,1,1,2,2,1,1,2,1,1 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