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aidancbrady/breast-cancer.arff

Created February 10, 2019 19:02
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breast-cancer.arff
% 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'
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'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'
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'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'
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'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'
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'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'
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'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'
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'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'
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'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'
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'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'
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'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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