**# # Data Attributes**
Name	Type	Description
clump_thickness	integer	Value range: 1-10
uniformity_of_cell_size	integer	Value range: 1-10
uniformity_of_cell_shape	integer	Value range: 1-10
marginal_adhesion	integer	Value range: 1-10
single_epithelial_cell_size	integer	Value range: 1-10
bare_nuclei	integer	Value range: 1-10
bland_chromatin	integer	Value range: 1-10
normal_nucleoli	integer	Value range: 1-10
mitosis	integer	Value range: 1-10
class	integer	Predictor Value: 2 for benign, 4 for malignant


**# LICENSE**
**## UCI Machine Learning Repository**

This breast cancer database was obtained from the University of Wisconsin Hospitals, Madison from Dr. William H. Wolberg. If you publish results when using this database, then please include this information in your acknowledgement. Also, please cite one or more of:
1. O. L. Mangasarian and W. H. Wolberg: "Cancer diagnosis via linear programming", SIAM News, Volume 23, Number 5, September 1990, pp 1 & 18.
2. William H. Wolberg and O.L. Mangasarian: "Multisurface method of pattern separation for medical diagnosis applied to breast cytology", Proceedings of the National Academy of Sciences, U.S.A., Volume 87, December 1990, pp 9193-9196.
3. O. L. Mangasarian, R. Setiono, and W.H. Wolberg: "Pattern recognition via linear programming: Theory and application to medical diagnosis", in: "Large-scale numerical optimization", Thomas F. Coleman and Yuying Li, editors, SIAM Publications, Philadelphia 1990, pp 22-30.
4. K. P. Bennett & O. L. Mangasarian: "Robust linear programming discrimination of two linearly inseparable sets", Optimization Methods and Software 1, 1992, 23-34 (Gordon & Breach Science Publishers).