% 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 (Jeffrey.Schlimmer@a.gp.cs.cmu.edu)
%    -- 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
50-59,premeno,10-14,0-2,no,2,right,left_up,no,no-recurrence-events
50-59,ge40,20-24,0-2,no,2,right,left_up,no,no-recurrence-events
40-49,premeno,45-49,0-2,no,2,left,left_low,yes,no-recurrence-events
30-39,premeno,40-44,0-2,no,1,left,left_up,no,recurrence-events
50-59,premeno,10-14,0-2,no,1,left,left_low,no,no-recurrence-events
60-69,ge40,30-34,0-2,no,3,right,left_up,yes,recurrence-events
40-49,premeno,35-39,0-2,no,1,right,left_up,no,recurrence-events
40-49,premeno,20-24,3-5,yes,2,left,left_low,yes,recurrence-events
50-59,premeno,15-19,0-2,no,2,left,left_low,no,recurrence-events
50-59,ge40,30-34,0-2,no,3,right,left_low,no,no-recurrence-events
60-69,ge40,20-24,0-2,no,2,left,left_up,no,no-recurrence-events
40-49,premeno,20-24,0-2,no,1,left,right_low,no,no-recurrence-events
60-69,ge40,30-34,3-5,yes,2,left,central,yes,recurrence-events
60-69,ge40,20-24,3-5,no,2,left,left_low,yes,recurrence-events
50-59,premeno,25-29,0-2,no,2,left,right_up,no,recurrence-events
50-59,ge40,30-34,0-2,no,1,right,right_up,no,no-recurrence-events
40-49,premeno,20-24,0-2,no,2,left,right_low,no,no-recurrence-events
60-69,ge40,15-19,0-2,no,1,right,left_up,no,no-recurrence-events
60-69,ge40,30-34,0-2,no,2,left,left_low,yes,no-recurrence-events
30-39,premeno,30-34,0-2,no,2,left,left_up,no,no-recurrence-events
30-39,premeno,40-44,3-5,no,3,right,right_up,yes,no-recurrence-events
60-69,ge40,5-9,0-2,no,1,left,central,no,no-recurrence-events
60-69,ge40,10-14,0-2,no,1,left,left_up,no,no-recurrence-events
40-49,premeno,30-34,6-8,yes,3,right,left_up,no,recurrence-events
60-69,ge40,10-14,0-2,no,1,left,left_up,no,no-recurrence-events
40-49,premeno,35-39,9-11,yes,2,right,left_up,yes,no-recurrence-events
40-49,premeno,20-24,0-2,no,1,right,left_low,no,no-recurrence-events
40-49,premeno,30-34,0-2,yes,3,right,right_up,no,recurrence-events
50-59,premeno,25-29,0-2,yes,2,left,left_up,no,no-recurrence-events
40-49,premeno,15-19,0-2,no,2,left,left_low,no,no-recurrence-events
30-39,premeno,35-39,9-11,yes,3,left,left_low,no,recurrence-events
30-39,premeno,10-14,0-2,no,2,left,right_low,no,no-recurrence-events
50-59,ge40,30-34,0-2,no,1,right,left_low,no,no-recurrence-events
60-69,ge40,30-34,0-2,no,2,left,left_up,no,no-recurrence-events
60-69,ge40,25-29,0-2,no,2,left,left_low,no,no-recurrence-events
40-49,premeno,15-19,0-2,no,2,left,left_up,no,recurrence-events
60-69,ge40,15-19,0-2,no,2,right,left_low,no,no-recurrence-events
40-49,premeno,30-34,0-2,no,2,left,right_low,no,no-recurrence-events
20-29,premeno,35-39,0-2,no,2,right,right_up,no,no-recurrence-events
40-49,premeno,30-34,0-2,no,3,right,right_up,no,recurrence-events
40-49,premeno,25-29,0-2,no,2,right,left_low,no,recurrence-events
30-39,premeno,30-34,0-2,no,3,left,left_low,no,no-recurrence-events
30-39,premeno,15-19,0-2,no,1,right,left_low,no,recurrence-events
50-59,ge40,0-4,0-2,no,1,right,central,no,no-recurrence-events
50-59,ge40,0-4,0-2,no,1,left,left_low,no,no-recurrence-events
60-69,ge40,50-54,0-2,no,3,right,left_up,no,recurrence-events
50-59,premeno,30-34,0-2,no,1,left,central,no,no-recurrence-events
60-69,ge40,20-24,24-26,yes,3,left,left_low,yes,recurrence-events
40-49,premeno,25-29,0-2,no,2,left,left_up,no,no-recurrence-events
40-49,premeno,30-34,3-5,no,2,right,left_up,no,recurrence-events
50-59,premeno,20-24,3-5,yes,2,left,left_low,no,no-recurrence-events
50-59,ge40,15-19,0-2,yes,2,left,central,yes,no-recurrence-events
50-59,premeno,10-14,0-2,no,3,left,left_low,no,no-recurrence-events
30-39,premeno,30-34,9-11,no,2,right,left_up,yes,recurrence-events
60-69,ge40,10-14,0-2,no,1,left,left_low,no,no-recurrence-events
40-49,premeno,40-44,0-2,no,2,right,left_low,no,no-recurrence-events
50-59,ge40,30-34,9-11,?,3,left,left_up,yes,no-recurrence-events
40-49,premeno,50-54,0-2,no,2,right,left_low,yes,recurrence-events
50-59,ge40,15-19,0-2,no,2,right,right_up,no,no-recurrence-events
50-59,ge40,40-44,3-5,yes,2,left,left_low,no,no-recurrence-events
30-39,premeno,25-29,3-5,yes,3,left,left_low,yes,recurrence-events
60-69,ge40,10-14,0-2,no,2,left,left_low,no,no-recurrence-events
60-69,lt40,10-14,0-2,no,1,left,right_up,no,no-recurrence-events
30-39,premeno,30-34,0-2,no,2,left,left_up,no,recurrence-events
30-39,premeno,20-24,3-5,yes,2,left,left_low,no,recurrence-events
50-59,ge40,10-14,0-2,no,1,right,left_up,no,no-recurrence-events
60-69,ge40,25-29,0-2,no,3,right,left_up,no,no-recurrence-events
50-59,ge40,25-29,3-5,yes,3,right,left_up,no,no-recurrence-events
40-49,premeno,30-34,6-8,no,2,left,left_up,no,no-recurrence-events
60-69,ge40,50-54,0-2,no,2,left,left_low,no,no-recurrence-events
50-59,premeno,30-34,0-2,no,3,left,left_low,no,no-recurrence-events
40-49,ge40,20-24,3-5,no,3,right,left_low,yes,recurrence-events
50-59,ge40,30-34,6-8,yes,2,left,right_low,yes,recurrence-events
60-69,ge40,25-29,3-5,no,2,right,right_up,no,recurrence-events
40-49,premeno,20-24,0-2,no,2,left,central,no,no-recurrence-events
40-49,premeno,20-24,0-2,no,2,left,left_up,no,no-recurrence-events
40-49,premeno,50-54,0-2,no,2,left,left_low,no,no-recurrence-events
50-59,ge40,20-24,0-2,no,2,right,central,no,recurrence-events
50-59,ge40,30-34,3-5,no,3,right,left_up,no,recurrence-events
40-49,ge40,25-29,0-2,no,2,left,left_low,no,no-recurrence-events
50-59,premeno,25-29,0-2,no,1,right,left_up,no,recurrence-events
40-49,premeno,40-44,3-5,yes,3,right,left_up,yes,no-recurrence-events
40-49,premeno,20-24,0-2,no,2,right,left_up,no,no-recurrence-events
40-49,premeno,20-24,3-5,no,2,right,left_up,no,no-recurrence-events
40-49,premeno,25-29,9-11,yes,3,right,left_up,no,recurrence-events
40-49,premeno,25-29,0-2,no,2,right,left_low,no,recurrence-events
40-49,premeno,20-24,0-2,no,1,right,right_up,no,no-recurrence-events
30-39,premeno,40-44,0-2,no,2,right,right_up,no,no-recurrence-events
60-69,ge40,10-14,6-8,yes,3,left,left_up,yes,recurrence-events
40-49,premeno,35-39,0-2,no,1,left,left_low,no,no-recurrence-events
50-59,ge40,30-34,3-5,no,3,left,left_low,no,recurrence-events
40-49,premeno,5-9,0-2,no,1,left,left_low,yes,no-recurrence-events
60-69,ge40,15-19,0-2,no,1,left,right_low,no,no-recurrence-events
40-49,premeno,30-34,0-2,no,3,right,right_up,no,no-recurrence-events
40-49,premeno,25-29,0-2,no,3,left,left_up,no,recurrence-events
50-59,ge40,5-9,0-2,no,2,right,right_up,no,no-recurrence-events
50-59,premeno,25-29,0-2,no,2,right,right_low,no,no-recurrence-events
50-59,premeno,25-29,0-2,no,2,left,right_up,no,recurrence-events
40-49,premeno,10-14,0-2,no,2,left,left_low,yes,no-recurrence-events
60-69,ge40,35-39,6-8,yes,3,left,left_low,no,recurrence-events
60-69,ge40,50-54,0-2,no,2,right,left_up,yes,no-recurrence-events
40-49,premeno,25-29,0-2,no,2,right,left_up,no,no-recurrence-events
30-39,premeno,20-24,3-5,no,2,right,central,no,no-recurrence-events
30-39,premeno,30-34,0-2,no,1,right,left_up,no,recurrence-events
60-69,lt40,30-34,0-2,no,1,left,left_low,no,no-recurrence-events
40-49,premeno,15-19,12-14,no,3,right,right_low,yes,no-recurrence-events
60-69,ge40,20-24,0-2,no,3,right,left_low,no,recurrence-events
30-39,premeno,5-9,0-2,no,2,left,right_low,no,no-recurrence-events
40-49,premeno,30-34,0-2,no,3,left,left_up,no,no-recurrence-events
60-69,ge40,30-34,0-2,no,3,left,left_low,no,no-recurrence-events
40-49,premeno,25-29,0-2,no,1,right,right_low,no,no-recurrence-events
40-49,premeno,25-29,0-2,no,1,left,right_low,no,no-recurrence-events
60-69,ge40,40-44,3-5,yes,3,right,left_low,no,recurrence-events
50-59,ge40,25-29,0-2,no,2,left,left_low,no,no-recurrence-events
50-59,premeno,30-34,0-2,no,3,right,left_up,yes,recurrence-events
40-49,ge40,30-34,3-5,no,3,left,left_low,no,recurrence-events
40-49,premeno,25-29,0-2,no,1,right,left_low,yes,no-recurrence-events
40-49,ge40,25-29,12-14,yes,3,left,right_low,yes,recurrence-events
40-49,premeno,40-44,0-2,no,1,left,left_low,no,recurrence-events
40-49,premeno,20-24,0-2,no,2,left,left_low,no,no-recurrence-events
50-59,ge40,25-29,0-2,no,1,left,right_low,no,no-recurrence-events
40-49,premeno,20-24,0-2,no,2,right,left_up,no,no-recurrence-events
70-79,ge40,40-44,0-2,no,1,right,left_up,no,no-recurrence-events
60-69,ge40,25-29,0-2,no,3,left,left_up,no,recurrence-events
50-59,premeno,25-29,0-2,no,2,left,left_low,no,no-recurrence-events
60-69,ge40,45-49,0-2,no,1,right,right_up,yes,recurrence-events
50-59,ge40,20-24,0-2,yes,2,right,left_up,no,no-recurrence-events
50-59,ge40,25-29,0-2,no,1,left,left_low,no,no-recurrence-events
50-59,ge40,20-24,0-2,no,3,left,left_up,no,no-recurrence-events
40-49,premeno,20-24,3-5,no,2,right,left_low,no,no-recurrence-events
50-59,ge40,35-39,0-2,no,2,left,left_up,no,no-recurrence-events
30-39,premeno,20-24,0-2,no,3,left,left_up,yes,recurrence-events
60-69,ge40,30-34,0-2,no,1,right,left_up,no,no-recurrence-events
60-69,ge40,25-29,0-2,no,3,right,left_low,no,no-recurrence-events
40-49,ge40,30-34,0-2,no,2,left,left_up,yes,no-recurrence-events
30-39,premeno,25-29,0-2,no,2,left,left_low,no,no-recurrence-events
40-49,premeno,20-24,0-2,no,2,left,left_low,no,recurrence-events
30-39,premeno,20-24,0-2,no,2,left,right_low,no,no-recurrence-events
40-49,premeno,10-14,0-2,no,2,right,left_low,no,no-recurrence-events
50-59,premeno,15-19,0-2,no,2,right,right_low,no,no-recurrence-events
50-59,premeno,25-29,0-2,no,1,right,left_up,no,no-recurrence-events
60-69,ge40,20-24,0-2,no,2,right,left_up,no,no-recurrence-events
60-69,ge40,40-44,0-2,no,2,right,left_low,no,recurrence-events
30-39,lt40,15-19,0-2,no,3,right,left_up,no,no-recurrence-events
40-49,premeno,30-34,12-14,yes,3,left,left_up,yes,recurrence-events
60-69,ge40,30-34,0-2,yes,2,right,right_up,yes,recurrence-events
50-59,ge40,40-44,6-8,yes,3,left,left_low,yes,recurrence-events
50-59,ge40,30-34,0-2,no,3,left,?,no,recurrence-events
70-79,ge40,10-14,0-2,no,2,left,central,no,no-recurrence-events
30-39,premeno,40-44,0-2,no,2,left,left_low,yes,no-recurrence-events
40-49,premeno,30-34,0-2,no,2,right,right_low,no,no-recurrence-events
40-49,premeno,30-34,0-2,no,1,left,left_low,no,no-recurrence-events
60-69,ge40,15-19,0-2,no,2,left,left_low,no,no-recurrence-events
40-49,premeno,10-14,0-2,no,2,left,left_low,no,no-recurrence-events
60-69,ge40,20-24,0-2,no,1,left,left_low,no,no-recurrence-events
50-59,ge40,10-14,0-2,no,1,left,left_up,no,no-recurrence-events
50-59,premeno,25-29,0-2,no,1,left,left_low,no,no-recurrence-events
50-59,ge40,30-34,9-11,yes,3,left,right_low,yes,recurrence-events
50-59,ge40,10-14,0-2,no,2,left,left_low,no,no-recurrence-events
40-49,premeno,30-34,0-2,no,1,left,right_up,no,no-recurrence-events
70-79,ge40,0-4,0-2,no,1,left,right_low,no,no-recurrence-events
40-49,premeno,25-29,0-2,no,3,right,left_up,yes,no-recurrence-events
50-59,premeno,25-29,0-2,no,3,right,left_low,yes,recurrence-events
50-59,ge40,40-44,0-2,no,2,left,left_low,no,no-recurrence-events
60-69,ge40,25-29,0-2,no,3,left,right_low,yes,recurrence-events
40-49,premeno,30-34,3-5,yes,2,right,left_low,no,no-recurrence-events
50-59,ge40,20-24,0-2,no,2,left,left_up,no,recurrence-events
70-79,ge40,20-24,0-2,no,3,left,left_up,no,no-recurrence-events
30-39,premeno,25-29,0-2,no,1,left,central,no,no-recurrence-events
60-69,ge40,30-34,0-2,no,2,left,left_low,no,no-recurrence-events
40-49,premeno,20-24,3-5,yes,2,right,right_up,yes,recurrence-events
50-59,ge40,30-34,9-11,?,3,left,left_low,yes,no-recurrence-events
50-59,ge40,0-4,0-2,no,2,left,central,no,no-recurrence-events
40-49,premeno,20-24,0-2,no,3,right,left_low,yes,no-recurrence-events
30-39,premeno,35-39,0-2,no,3,left,left_low,no,recurrence-events
60-69,ge40,30-34,0-2,no,1,left,left_up,no,no-recurrence-events
60-69,ge40,20-24,0-2,no,1,left,left_low,no,no-recurrence-events
50-59,ge40,25-29,6-8,no,3,left,left_low,yes,recurrence-events
50-59,premeno,35-39,15-17,yes,3,right,right_up,no,recurrence-events
30-39,premeno,20-24,3-5,yes,2,right,left_up,yes,no-recurrence-events
40-49,premeno,20-24,6-8,no,2,right,left_low,yes,no-recurrence-events
50-59,ge40,35-39,0-2,no,3,left,left_low,no,no-recurrence-events
50-59,premeno,35-39,0-2,no,2,right,left_up,no,no-recurrence-events
40-49,premeno,25-29,0-2,no,2,left,left_up,yes,no-recurrence-events
40-49,premeno,35-39,0-2,no,2,right,right_up,no,no-recurrence-events
50-59,premeno,30-34,3-5,yes,2,left,left_low,yes,no-recurrence-events
40-49,premeno,20-24,0-2,no,2,right,right_up,no,no-recurrence-events
60-69,ge40,15-19,0-2,no,3,right,left_up,yes,no-recurrence-events
50-59,ge40,30-34,6-8,yes,2,left,left_low,no,no-recurrence-events
50-59,premeno,25-29,3-5,yes,2,left,left_low,yes,no-recurrence-events
30-39,premeno,30-34,6-8,yes,2,right,right_up,no,no-recurrence-events
50-59,premeno,15-19,0-2,no,2,right,left_low,no,no-recurrence-events
50-59,ge40,40-44,0-2,no,3,left,right_up,no,no-recurrence-events
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