% 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' % % %