;% 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% ;% ;% ;% ;% ;% (defun breast-cancer () (data :name 'breast-cancer :columns '(age menopause tumor-size inv-nodes node-caps deg-malig breast breast-quad irradiat Class) :egs '( (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) )))