breast-cancer.arff

是UCI数据库中的一些有代表性的数据集

% Citation Request:
%    This breast cancer domain was obtained from the University Medical Centre,
%    Institute of Oncology, Ljubljana, Yugoslavia.  Thanks go to M. Zwitter and 
%    M. Soklic for providing the data.  Please include this citation if you plan
%    to use this database.
% 
% 1. Title: Breast cancer data (Michalski has used this)
% 
% 2. Sources: 
%    -- Matjaz Zwitter & Milan Soklic (physicians)
%       Institute of Oncology 
%       University Medical Center
%       Ljubljana, Yugoslavia
%    -- Donors: Ming Tan and Jeff Schlimmer ([e-mail])
%    -- Date: 11 July 1988
% 
% 3. Past Usage: (Several: here are some)
%      -- Michalski,R.S., Mozetic,I., Hong,J., & Lavrac,N. (1986). The 
%         Multi-Purpose Incremental Learning System AQ15 and its Testing 
%         Application to Three Medical Domains.  In Proceedings of the 
%         Fifth National Conference on Artificial Intelligence, 1041-1045,
%         Philadelphia, PA: Morgan Kaufmann.
%         -- accuracy range: 66%-72%
%      -- Clark,P. & Niblett,T. (1987). Induction in Noisy Domains.  In 
%         Progress in Machine Learning (from the Proceedings of the 2nd
%         European Working Session on Learning), 11-30, Bled, 
%         Yugoslavia: Sigma Press.
%         -- 8 test results given: 65%-72% accuracy range
%      -- Tan, M., & Eshelman, L. (1988). Using weighted networks to 
%         represent classification knowledge in noisy domains.  Proceedings 
%         of the Fifth International Conference on Machine Learning, 121-134,
%         Ann Arbor, MI.
%         -- 4 systems tested: accuracy range was 68%-73.5%
%     -- Cestnik,G., Konenenko,I, & Bratko,I. (1987). Assistant-86: A
%        Knowledge-Elicitation Tool for Sophisticated Users.  In I.Bratko
%        & N.Lavrac (Eds.) Progress in Machine Learning, 31-45, Sigma Press.
%        -- Assistant-86: 78% accuracy
% 
% 4. Relevant Information:
%      This is one of three domains provided by the Oncology Institute
%      that has repeatedly appeared in the machine learning literature.
%      (See also lymphography and primary-tumor.)
% 
%      This data set includes 201 instances of one class and 85 instances of
%      another class.  The instances are described by 9 attributes, some of
%      which are linear and some are nominal.
% 
% 5. Number of Instances: 286
% 
% 6. Number of Attributes: 9 + the class attribute
% 
% 7. Attribute Information:
%    1. Class: no-recurrence-events, recurrence-events
%    2. age: 10-19, 20-29, 30-39, 40-49, 50-59, 60-69, 70-79, 80-89, 90-99.
%    3. menopause: lt40, ge40, premeno.
%    4. tumor-size: 0-4, 5-9, 10-14, 15-19, 20-24, 25-29, 30-34, 35-39, 40-44,
%                   45-49, 50-54, 55-59.
%    5. inv-nodes: 0-2, 3-5, 6-8, 9-11, 12-14, 15-17, 18-20, 21-23, 24-26,
%                  27-29, 30-32, 33-35, 36-39.
%    6. node-caps: yes, no.
%    7. deg-malig: 1, 2, 3.
%    8. breast: left, right.
%    9. breast-quad: left-up, left-low, right-up, right-low, central.
%   10. irradiat: yes, no.
% 
% 8. Missing Attribute Values: (denoted by "?")
%    Attribute #:  Number of instances with missing values:
%    6.             8
%    9.             1.
% 
% 9. Class Distribution:
%     1. no-recurrence-events: 201 instances
%     2. recurrence-events: 85 instances
%
% Num Instances:     286
% Num Attributes:    10
% Num Continuous:    0 (Int 0 / Real 0)
% Num Discrete:      10
% Missing values:    9 /  0.3%
%
%     name                      type enum ints real     missing    distinct  (1)
%   1 'age'                     Enum 100%   0%   0%     0 /  0%     6 /  2%   0% 
%   2 'menopause'               Enum 100%   0%   0%     0 /  0%     3 /  1%   0% 
%   3 'tumor-size'              Enum 100%   0%   0%     0 /  0%    11 /  4%   0% 
%   4 'inv-nodes'               Enum 100%   0%   0%     0 /  0%     7 /  2%   0% 
%   5 'node-caps'               Enum  97%   0%   0%     8 /  3%     2 /  1%   0% 
%   6 'deg-malig'               Enum 100%   0%   0%     0 /  0%     3 /  1%   0% 
%   7 'breast'                  Enum 100%   0%   0%     0 /  0%     2 /  1%   0% 
%   8 'breast-quad'             Enum 100%   0%   0%     1 /  0%     5 /  2%   0% 
%   9 'irradiat'                Enum 100%   0%   0%     0 /  0%     2 /  1%   0% 
%  10 'Class'                   Enum 100%   0%   0%     0 /  0%     2 /  1%   0% 
%
%
@relation breast-cancer
@attribute age {'10-19','20-29','30-39','40-49','50-59','60-69','70-79','80-89','90-99'}
@attribute menopause {'lt40','ge40','premeno'}
@attribute tumor-size {'0-4','5-9','10-14','15-19','20-24','25-29','30-34','35-39','40-44','45-49','50-54','55-59'}
@attribute inv-nodes {'0-2','3-5','6-8','9-11','12-14','15-17','18-20','21-23','24-26','27-29','30-32','33-35','36-39'}
@attribute node-caps {'yes','no'}
@attribute deg-malig {'1','2','3'}
@attribute breast {'left','right'}
@attribute breast-quad {'left_up','left_low','right_up','right_low','central'}
@attribute 'irradiat' {'yes','no'}
@attribute 'Class' {'no-recurrence-events','recurrence-events'}
@data
'40-49','premeno','15-19','0-2','yes','3','right','left_up','no','recurrence-events'
'50-59','ge40','15-19','0-2','no','1','right','central','no','no-recurrence-events'
'50-59','ge40','35-39','0-2','no','2','left','left_low','no','recurrence-events'
'40-49','premeno','35-39','0-2','yes','3','right','left_low','yes','no-recurrence-events'
'40-49','premeno','30-34','3-5','yes','2','left','right_up','no','recurrence-events'
'50-59','premeno','25-29','3-5','no','2','right','left_up','yes','no-recurrence-events'
'50-59','ge40','40-44','0-2','no','3','left','left_up','no','no-recurrence-events'
'40-49','premeno','10-14','0-2','no','2','left','left_up','no','no-recurrence-events'
'40-49','premeno','0-4','0-2','no','2','right','right_low','no','no-recurrence-events'
'40-49','ge40','40-44','15-17','yes','2','right','left_up','yes','no-recurrence-events'
'50-59','premeno','25-29','0-2','no','2','left','left_low','no','no-recurrence-events'
'60-69','ge40','15-19','0-2','no','2','right','left_up','no','no-recurrence-events'
'50-59','ge40','30-34','0-2','no','1','right','central','no','no-recurrence-events'
'50-59','ge40','25-29','0-2','no','2','right','left_up','no','no-recurrence-events'
'40-49','premeno','25-29','0-2','no','2','left','left_low','yes','recurrence-events'
'30-39','premeno','20-24','0-2','no','3','left','central','no','no-recurrence-events'
'50-59','premeno','10-14','3-5','no','1','right','left_up','no','no-recurrence-events'
'60-69','ge40','15-19','0-2','no','2','right','left_up','no','no-recurrence-events'
'50-59','premeno','40-44','0-2','no','2','left','left_up','no','no-recurrence-events'
'50-59','ge40','20-24','0-2','no','3','left','left_up','no','no-recurrence-events'
'50-59','lt40','20-24','0-2',?,'1','left','left_low','no','recurrence-events'
'60-69','ge40','40-44','3-5','no','2','right','left_up','yes','no-recurrence-events'
'50-59','ge40','15-19','0-2','no','2','right','left_low','no','no-recurrence-events'
'40-49','premeno','10-14','0-2','no','1','right','left_up','no','no-recurrence-events'
'30-39','premeno','15-19','6-8','yes','3','left','left_low','yes','recurrence-events'
'50-59','ge40','20-24','3-5','yes','2','right','left_up','no','no-recurrence-events'
'50-59','ge40','10-14','0-2','no','2','right','left_low','no','no-recurrence-events'
'40-49','premeno','10-14','0-2','no','1','right','left_up','no','no-recurrence-events'
'60-69','ge40','30-34','3-5','yes','3','left','left_low','no','no-recurrence-events'
'40-49','premeno','15-19','15-17','yes','3','left','left_low','no','recurrence-events'
'60-69','ge40','30-34','0-2','no','3','right','central','no','recurrence-events'
'60-69','ge40','25-29','3-5',?,'1','right','left_low','yes','no-recurrence-events'
'50-59','ge40','25-29','0-2','no','3','left','right_up','no','no-recurrence-events'
'50-59','ge40','20-24','0-2','no','3','right','left_up','no','no-recurrence-events'
'40-49','premeno','30-34','0-2','no','1','left','left_low','yes','recurrence-events'
'30-39','premeno','15-19','0-2','no','1','left','left_low','no','no-recurrence-events'
'40-49','premeno','10-14','0-2','no','2','right','left_up','no','no-recurrence-events'
'60-69','ge40','45-49','6-8','yes','3','left','central','no','no-recurrence-events'
'40-49','ge40','20-24','0-2','no','3','left','left_low','no','no-recurrence-events'
'40-49','premeno','10-14','0-2','no','1','right','right_low','no','no-recurrence-events'
'30-39','premeno','35-39','0-2','no','3','left','left_low','no','recurrence-events'
'40-49','premeno','35-39','9-11','yes','2','right','right_up','yes','no-recurrence-events'
'60-69','ge40','25-29','0-2','no','2','right','left_low','no','no-recurrence-events'
'50-59','ge40','20-24','3-5','yes','3','right','right_up','no','recurrence-events'
'30-39','premeno','15-19','0-2','no','1','left','left_low','no','no-recurrence-events'
'50-59','premeno','30-34','0-2','no','3','left','right_up','no','recurrence-events'
'60-69','ge40','10-14','0-2','no','2','right','left_up','yes','no-recurrence-events'
'40-49','premeno','35-39','0-2','yes','3','right','left_up','yes','no-recurrence-events'
'50-59','premeno','50-54','0-2','yes','2','right','left_up','yes','no-recurrence-events'
'50-59','ge40','40-44','0-2','no','3','right','left_up','no','no-recurrence-events'
'70-79','ge40','15-19','9-11',?,'1','left','left_low','yes','recurrence-events'
'50-59','lt40','30-34','0-2','no','3','right','left_up','no','no-recurrence-events'
'40-49','premeno','0-4','0-2','no','3','left','central','no','no-recurrence-events'
'70-79','ge40','40-44','0-2','no','1','right','right_up','no','no-recurrence-events'
'40-49','premeno','25-29','0-2',?,'2','left','right_low','yes','no-recurrence-events'
'50-59','ge40','25-29','15-17','yes','3','right','left_up','no','no-recurrence-events'
'50-59','premeno','20-24','0-2','no','1','left','left_low','no','no-recurrence-events'
'50-59','ge40','35-39','15-17','no','3','left','left_low','no','no-recurrence-events'
'50-59','ge40','50-54','0-2','no','1','right','right_up','no','no-recurrence-events'
'30-39','premeno','0-4','0-2','no','2','right','central','no','recurrence-events'
'50-59','ge40','40-44','6-8','yes','3','left','left_low','yes','recurrence-events'
'40-49','premeno','30-34','0-2','no','2','right','right_up','yes','no-recurrence-events'
'40-49','ge40','20-24','0-2','no','3','left','left_up','no','no-recurrence-events'
'40-49','premeno','30-34','15-17','yes','3','left','left_low','no','recurrence-events'
'40-49','ge40','20-24','0-2','no','2','right','left_up','no','recurrence-events'
'50-59','ge40','15-19','0-2','no','1','right','central','no','no-recurrence-events'
'30-39','premeno','25-29','0-2','no','2','right','left_low','no','no-recurrence-events'
'60-69','ge40','15-19','0-2','no','2','left','left_low','no','no-recurrence-events'
'50-59','premeno','50-54','9-11','yes','2','right','left_up','no','recurrence-events'
'30-39','premeno','10-14','0-2','no','1','right','left_low','no','no-recurrence-events'
'50-59','premeno','25-29','3-5','yes','3','left','left_low','yes','recurrence-events'
'60-69','ge40','25-29','3-5',?,'1','right','left_up','yes','no-recurrence-events'
'60-69','ge40','10-14','0-2','no','1','right','left_low','no','no-recurrence-events'
'50-59','ge40','30-34','6-8','yes','3','left','right_low','no','recurrence-events'
'30-39','premeno','25-29','6-8','yes','3','left','right_low','yes','recurrence-events'
'50-59','ge40','10-14','0-2','no','1','left','left_low','no','no-recurrence-events'
'50-59','premeno','15-19','0-2','no','1','left','left_low','no','no-recurrence-events'
'40-49','premeno','25-29','0-2','no','2','right','central','no','no-recurrence-events'
'40-49','premeno','25-29','0-2','no','3','left','right_up','no','recurrence-events'
'60-69','ge40','30-34','6-8','yes','2','right','right_up','no','no-recurrence-events'
'50-59','lt40','15-19','0-2','no','2','left','left_low','no','no-recurrence-events'
'40-49','premeno','25-29','0-2','no','2','right','left_low','no','no-recurrence-events'
'40-49','premeno','30-34','0-2','no','1','right','left_up','no','no-recurrence-events'
'60-69','ge40','15-19','0-2','no','2','left','left_up','yes','no-recurrence-events'
'30-39','premeno','0-4','0-2','no','2','right','central','no','no-recurrence-events'
'50-59','ge40','35-39','0-2','no','3','left','left_up','no','no-recurrence-events'
'40-49','premeno','40-44','0-2','no','1','right','left_up','no','no-recurrence-events'
'30-39','premeno','25-29','6-8','yes','2','right','left_up','yes','no-recurrence-events'
'50-59','ge40','20-24','0-2','no','1','right','left_low','no','no-recurrence-events'
'50-59','ge40','30-34','0-2','no','1','left','left_up','no','no-recurrence-events'
'60-69','ge40','20-24','0-2','no','1','right','left_up','no','recurrence-events'
'30-39','premeno','30-34','3-5','no','3','right','left_up','yes','recurrence-events'
'50-59','lt40','20-24','0-2',?,'1','left','left_up','no','recurrence-events'