Co project
kisha2019
9 months ago
5
files (2)MLproject.docx
breast-cancer.arff2.txt
MLproject.docx
· Comprehensive Literature Review: Require a more comprehensive survey of existing approaches.
· Comparative Study: Expect more detailed benchmarking of at least 8 to 10 machine learning models.
· Additional Experiments:
· Conduct feature selection or dimensionality reduction as an extra step.
· Explore ensemble methods or advanced techniques beyond the basics
2. Project Objectives
The main goal of this project is to provide hands-on research experience in machine learning. Students will:
· Identify and define a research-worthy problem.
· Explore existing machine learning approaches.
· Develop, implement, and test their own solution.
· Critically evaluate their work in comparison with related methods.
3. Project Topic Selection
· Topics should be relevant to machine learning in a domain that all group members agree on.
· Each group must submit a 1-page project proposal (12-point font, single spacing, 1-inch margins) that includes:
· Problem statement
· Dataset(s) selection
· Plan and methodology
breast-cancer.arff2.txt
% Breast Cancer Dataset (UCI ML Repository) % ARFF for WEKA - corrected enums/underscores, no '?' in attribute values @RELATION breast_cancer @ATTRIBUTE class {no-recurrence-events,recurrence-events} @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,right_up,left_low,right_low,central} @ATTRIBUTE irradiat {yes,no} @DATA no-recurrence-events,30-39,premeno,30-34,0-2,no,3,left,left_low,no no-recurrence-events,40-49,premeno,20-24,0-2,no,2,right,right_up,no no-recurrence-events,40-49,premeno,20-24,0-2,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,40-49,premeno,0-4,0-2,no,2,right,right_low,no no-recurrence-events,60-69,ge40,15-19,0-2,no,2,left,left_low,no no-recurrence-events,50-59,premeno,25-29,0-2,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,40-49,premeno,50-54,0-2,no,2,left,left_low,no no-recurrence-events,40-49,premeno,20-24,0-2,no,2,right,left_up,no no-recurrence-events,40-49,premeno,0-4,0-2,no,3,left,central,no no-recurrence-events,50-59,ge40,25-29,0-2,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,50-59,ge40,25-29,0-2,no,3,left,right_up,no no-recurrence-events,40-49,premeno,30-34,0-2,no,3,left,left_up,no no-recurrence-events,60-69,lt40,30-34,0-2,no,1,left,left_low,no no-recurrence-events,40-49,premeno,15-19,0-2,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,60-69,ge40,30-34,0-2,no,3,left,left_low,no no-recurrence-events,50-59,ge40,30-34,0-2,no,1,right,right_up,no no-recurrence-events,50-59,ge40,40-44,0-2,no,2,left,left_low,no no-recurrence-events,60-69,ge40,15-19,0-2,no,2,left,left_low,no no-recurrence-events,30-39,premeno,25-29,0-2,no,2,right,left_low,no no-recurrence-events,50-59,premeno,40-44,0-2,no,2,left,left_up,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,no no-recurrence-events,50-59,premeno,20-24,0-2,no,1,left,left_low,no no-recurrence-events,60-69,ge40,25-29,0-2,no,3,right,left_up,no no-recurrence-events,40-49,premeno,40-44,0-2,no,2,right,left_low,no no-recurrence-events,60-69,ge40,30-34,0-2,no,2,left,left_low,no no-recurrence-events,50-59,ge40,40-44,0-2,no,3,right,left_up,no no-recurrence-events,50-59,premeno,15-19,0-2,no,2,right,left_low,no no-recurrence-events,50-59,premeno,10-14,0-2,no,3,left,left_low,no no-recurrence-events,50-59,ge40,10-14,0-2,no,1,right,left_up,no no-recurrence-events,50-59,ge40,10-14,0-2,no,1,left,left_up,no no-recurrence-events,30-39,premeno,30-34,0-2,no,2,left,left_up,no no-recurrence-events,50-59,ge40,0-4,0-2,no,2,left,central,no no-recurrence-events,50-59,ge40,15-19,0-2,no,1,right,central,no no-recurrence-events,40-49,premeno,10-14,0-2,no,2,left,left_low,no no-recurrence-events,40-49,premeno,30-34,0-2,no,1,left,left_low,no no-recurrence-events,50-59,ge40,20-24,0-2,no,1,right,left_low,no no-recurrence-events,60-69,ge40,25-29,0-2,no,2,left,left_low,no no-recurrence-events,60-69,ge40,5-9,0-2,no,1,left,central,no no-recurrence-events,40-49,premeno,10-14,0-2,no,2,left,left_up,no no-recurrence-events,50-59,ge40,50-54,0-2,no,1,right,right_up,no no-recurrence-events,50-59,ge40,30-34,0-2,no,1,left,left_up,no no-recurrence-events,40-49,premeno,25-29,0-2,no,2,right,left_low,no no-recurrence-events,50-59,premeno,25-29,0-2,no,1,right,left_up,no no-recurrence-events,40-49,premeno,20-24,0-2,no,1,right,right_up,no no-recurrence-events,40-49,premeno,20-24,0-2,no,1,right,left_low,no no-recurrence-events,50-59,lt40,15-19,0-2,no,2,left,left_low,no no-recurrence-events,30-39,premeno,20-24,0-2,no,2,left,right_low,no no-recurrence-events,50-59,premeno,15-19,0-2,no,1,left,left_low,no no-recurrence-events,70-79,ge40,20-24,0-2,no,3,left,left_up,no no-recurrence-events,70-79,ge40,40-44,0-2,no,1,right,left_up,no no-recurrence-events,70-79,ge40,40-44,0-2,no,1,right,right_up,no no-recurrence-events,50-59,ge40,0-4,0-2,no,1,right,central,no no-recurrence-events,50-59,ge40,5-9,0-2,no,2,right,right_up,no no-recurrence-events,60-69,ge40,30-34,0-2,no,1,left,left_up,no no-recurrence-events,60-69,ge40,15-19,0-2,no,1,right,left_up,no no-recurrence-events,40-49,premeno,20-24,0-2,no,2,left,central,no no-recurrence-events,40-49,premeno,10-14,0-2,no,1,right,right_low,no no-recurrence-events,50-59,ge40,0-4,0-2,no,1,left,left_low,no no-recurrence-events,20-29,premeno,35-39,0-2,no,2,right,right_up,no no-recurrence-events,40-49,premeno,25-29,0-2,no,1,left,right_low,no no-recurrence-events,40-49,premeno,10-14,0-2,no,1,right,left_up,no no-recurrence-events,40-49,premeno,25-29,0-2,no,1,right,right_low,no no-recurrence-events,50-59,ge40,20-24,0-2,no,3,left,left_up,no no-recurrence-events,50-59,ge40,35-39,0-2,no,3,left,left_low,no no-recurrence-events,60-69,ge40,50-54,0-2,no,2,left,left_low,no no-recurrence-events,60-69,ge40,10-14,0-2,no,1,left,left_low,no no-recurrence-events,40-49,premeno,25-29,0-2,no,2,right,left_up,no no-recurrence-events,60-69,ge40,20-24,0-2,no,2,left,left_up,no no-recurrence-events,50-59,premeno,15-19,0-2,no,2,right,right_low,no no-recurrence-events,30-39,premeno,5-9,0-2,no,2,left,right_low,no no-recurrence-events,50-59,ge40,10-14,0-2,no,1,left,left_low,no no-recurrence-events,50-59,ge40,10-14,0-2,no,2,left,left_low,no no-recurrence-events,30-39,premeno,25-29,0-2,no,1,left,central,no no-recurrence-events,50-59,premeno,25-29,0-2,no,2,left,left_low,no no-recurrence-events,40-49,premeno,25-29,0-2,no,2,right,central,no no-recurrence-events,50-59,ge40,10-14,0-2,no,2,right,left_low,no no-recurrence-events,60-69,ge40,10-14,0-2,no,1,left,left_up,no no-recurrence-events,60-69,ge40,15-19,0-2,no,2,right,left_low,no no-recurrence-events,50-59,ge40,15-19,0-2,no,2,right,left_low,no no-recurrence-events,40-49,premeno,20-24,0-2,no,1,left,right_low,no no-recurrence-events,50-59,ge40,35-39,0-2,no,3,left,left_up,no no-recurrence-events,60-69,ge40,25-29,0-2,no,2,right,left_low,no no-recurrence-events,70-79,ge40,0-4,0-2,no,1,left,right_low,no no-recurrence-events,50-59,ge40,20-24,0-2,no,3,right,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,0-4,0-2,no,2,right,central,no no-recurrence-events,50-59,ge40,20-24,0-2,no,3,left,left_up,no no-recurrence-events,50-59,ge40,25-29,0-2,no,2,right,left_up,no no-recurrence-events,60-69,ge40,20-24,0-2,no,2,right,left_up,no no-recurrence-events,50-59,premeno,10-14,0-2,no,1,left,left_low,no no-recurrence-events,40-49,premeno,30-34,0-2,no,2,right,right_low,no no-recurrence-events,60-69,ge40,30-34,0-2,no,2,left,left_up,no no-recurrence-events,60-69,ge40,15-19,0-2,no,2,right,left_up,no no-recurrence-events,40-49,premeno,30-34,0-2,no,1,left,right_up,no no-recurrence-events,30-39,premeno,25-29,0-2,no,2,left,left_low,no no-recurrence-events,40-49,ge40,20-24,0-2,no,3,left,left_low,no no-recurrence-events,50-59,ge40,30-34,0-2,no,3,right,left_low,no no-recurrence-events,50-59,premeno,25-29,0-2,no,2,right,right_low,no no-recurrence-events,40-49,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,40-49,premeno,30-34,0-2,no,1,right,left_up,no no-recurrence-events,40-49,premeno,20-24,0-2,no,2,left,left_up,no no-recurrence-events,30-39,premeno,40-44,0-2,no,2,right,right_up,no no-recurrence-events,40-49,premeno,30-34,0-2,no,3,right,right_up,no no-recurrence-events,60-69,ge40,30-34,0-2,no,1,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,ge40,15-19,0-2,no,1,right,central,no no-recurrence-events,40-49,premeno,20-24,0-2,no,2,right,left_up,no no-recurrence-events,40-49,premeno,10-14,0-2,no,1,right,left_up,no no-recurrence-events,40-49,premeno,35-39,0-2,no,2,right,right_up,no no-recurrence-events,50-59,ge40,20-24,0-2,no,2,right,left_up,no no-recurrence-events,30-39,premeno,15-19,0-2,no,1,left,left_low,no no-recurrence-events,40-49,ge40,20-24,0-2,no,3,left,left_up,no no-recurrence-events,30-39,premeno,10-14,0-2,no,1,right,left_low,no no-recurrence-events,60-69,ge40,15-19,0-2,no,1,left,right_low,no no-recurrence-events,60-69,ge40,20-24,0-2,no,1,left,left_low,no no-recurrence-events,50-59,ge40,15-19,0-2,no,2,right,right_up,no no-recurrence-events,50-59,ge40,40-44,0-2,no,3,left,left_up,no no-recurrence-events,50-59,ge40,30-34,0-2,no,1,right,left_low,no no-recurrence-events,60-69,ge40,10-14,0-2,no,1,right,left_low,no no-recurrence-events,70-79,ge40,10-14,0-2,no,2,left,central,no no-recurrence-events,30-39,premeno,30-34,6-8,yes,2,right,right_up,no no-recurrence-events,30-39,premeno,25-29,6-8,yes,2,right,left_up,yes no-recurrence-events,50-59,premeno,25-29,0-2,yes,2,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,35-39,9-11,yes,2,right,right_up,yes no-recurrence-events,40-49,premeno,40-44,3-5,yes,3,right,left_up,yes no-recurrence-events,40-49,premeno,30-34,6-8,no,2,left,left_up,no no-recurrence-events,50-59,ge40,40-44,0-2,no,3,left,right_up,no no-recurrence-events,60-69,ge40,30-34,0-2,no,2,left,left_low,yes no-recurrence-events,30-39,premeno,20-24,3-5,no,2,right,central,no no-recurrence-events,30-39,premeno,40-44,3-5,no,3,right,right_up,yes no-recurrence-events,40-49,premeno,5-9,0-2,no,1,left,left_low,yes 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,left,right_low,no no-recurrence-events,50-59,ge40,40-44,3-5,yes,2,left,left_low,no no-recurrence-events,50-59,premeno,20-24,3-5,yes,2,left,left_low,no no-recurrence-events,60-69,ge40,10-14,0-2,no,1,left,left_up,no no-recurrence-events,40-49,premeno,45-49,0-2,no,2,left,left_low,yes no-recurrence-events,60-69,ge40,45-49,6-8,yes,3,left,central,no no-recurrence-events,40-49,premeno,25-29,0-2,?,2,left,right_low,yes no-recurrence-events,60-69,ge40,50-54,0-2,no,2,right,left_up,yes no-recurrence-events,50-59,premeno,30-34,3-5,yes,2,left,left_low,yes no-recurrence-events,30-39,premeno,20-24,0-2,no,3,left,central,no no-recurrence-events,50-59,lt40,30-34,0-2,no,3,right,left_up,no no-recurrence-events,50-59,ge40,25-29,15-17,yes,3,right,left_up,no no-recurrence-events,60-69,ge40,30-34,3-5,yes,3,left,left_low,no no-recurrence-events,50-59,ge40,35-39,15-17,no,3,left,left_low,no no-recurrence-events,60-69,ge40,15-19,0-2,no,3,right,left_up,yes no-recurrence-events,30-39,lt40,15-19,0-2,no,3,right,left_up,no no-recurrence-events,60-69,ge40,40-44,3-5,no,2,right,left_up,yes no-recurrence-events,50-59,ge40,25-29,3-5,yes,3,right,left_up,no no-recurrence-events,50-59,premeno,30-34,0-2,no,1,left,central,no no-recurrence-events,50-59,ge40,30-34,0-2,no,1,right,central,no no-recurrence-events,40-49,premeno,35-39,0-2,no,1,left,left_low,no no-recurrence-events,40-49,premeno,25-29,0-2,no,3,right,left_up,yes no-recurrence-events,40-49,premeno,30-34,3-5,yes,2,right,left_low,no no-recurrence-events,60-69,ge40,10-14,0-2,no,2,right,left_up,yes no-recurrence-events,60-69,ge40,25-29,3-5,?,1,right,left_up,yes no-recurrence-events,60-69,ge40,25-29,3-5,?,1,right,left_low,yes no-recurrence-events,40-49,premeno,20-24,3-5,no,2,right,left_up,no no-recurrence-events,40-49,premeno,20-24,3-5,no,2,right,left_low,no no-recurrence-events,40-49,ge40,40-44,15-17,yes,2,right,left_up,yes no-recurrence-events,50-59,premeno,10-14,0-2,no,2,right,left_up,no no-recurrence-events,40-49,ge40,30-34,0-2,no,2,left,left_up,yes no-recurrence-events,30-39,premeno,20-24,3-5,yes,2,right,left_up,yes no-recurrence-events,30-39,premeno,15-19,0-2,no,1,left,left_low,no no-recurrence-events,60-69,ge40,30-34,6-8,yes,2,right,right_up,no no-recurrence-events,50-59,ge40,20-24,3-5,yes,2,right,left_up,no no-recurrence-events,50-59,premeno,25-29,3-5,yes,2,left,left_low,yes no-recurrence-events,40-49,premeno,30-34,0-2,no,2,right,right_up,yes no-recurrence-events,40-49,ge40,25-29,0-2,no,2,left,left_low,no no-recurrence-events,60-69,ge40,10-14,0-2,no,2,left,left_low,no no-recurrence-events,50-59,premeno,25-29,3-5,no,2,right,left_up,yes no-recurrence-events,40-49,premeno,20-24,0-2,no,3,right,left_low,yes no-recurrence-events,40-49,premeno,35-39,0-2,yes,3,right,left_up,yes no-recurrence-events,40-49,premeno,35-39,0-2,yes,3,right,left_low,yes no-recurrence-events,40-49,premeno,25-29,0-2,no,1,right,left_low,yes no-recurrence-events,50-59,ge40,30-34,9-11,?,3,left,left_up,yes no-recurrence-events,50-59,ge40,30-34,9-11,?,3,left,left_low,yes no-recurrence-events,40-49,premeno,20-24,6-8,no,2,right,left_low,yes no-recurrence-events,50-59,ge40,25-29,0-2,no,1,left,right_low,no no-recurrence-events,60-69,ge40,15-19,0-2,no,2,left,left_up,yes no-recurrence-events,40-49,premeno,10-14,0-2,no,2,right,left_up,no no-recurrence-events,50-59,ge40,20-24,0-2,yes,2,right,left_up,no no-recurrence-events,40-49,premeno,15-19,12-14,no,3,right,right_low,yes no-recurrence-events,40-49,premeno,25-29,0-2,no,2,left,left_up,yes no-recurrence-events,50-59,ge40,30-34,6-8,yes,2,left,left_low,no no-recurrence-events,30-39,premeno,10-14,0-2,no,2,left,right_low,no no-recurrence-events,50-59,premeno,50-54,0-2,yes,2,right,left_up,yes no-recurrence-events,50-59,ge40,35-39,0-2,no,2,left,left_up,no no-recurrence-events,50-59,premeno,10-14,3-5,no,1,right,left_up,no no-recurrence-events,40-49,premeno,10-14,0-2,no,2,left,left_low,yes no-recurrence-events,50-59,ge40,15-19,0-2,yes,2,left,central,yes no-recurrence-events,50-59,premeno,25-29,0-2,no,1,left,left_low,no no-recurrence-events,60-69,ge40,25-29,0-2,no,3,right,left_low,no recurrence-events,50-59,premeno,15-19,0-2,no,2,left,left_low,no recurrence-events,40-49,premeno,40-44,0-2,no,1,left,left_low,no recurrence-events,50-59,ge40,35-39,0-2,no,2,left,left_low,no recurrence-events,50-59,premeno,25-29,0-2,no,2,left,right_up,no recurrence-events,30-39,premeno,0-4,0-2,no,2,right,central,no recurrence-events,50-59,ge40,30-34,0-2,no,3,left,?,no recurrence-events,50-59,premeno,25-29,0-2,no,2,left,right_up,no recurrence-events,50-59,premeno,30-34,0-2,no,3,left,right_up,no recurrence-events,40-49,premeno,35-39,0-2,no,1,right,left_up,no recurrence-events,40-49,premeno,20-24,0-2,no,2,left,left_low,no recurrence-events,50-59,ge40,20-24,0-2,no,2,right,central,no recurrence-events,40-49,premeno,30-34,0-2,no,3,right,right_up,no recurrence-events,50-59,premeno,25-29,0-2,no,1,right,left_up,no recurrence-events,60-69,ge40,40-44,0-2,no,2,right,left_low,no recurrence-events,40-49,ge40,20-24,0-2,no,2,right,left_up,no recurrence-events,50-59,ge40,20-24,0-2,no,2,left,left_up,no recurrence-events,40-49,premeno,15-19,0-2,no,2,left,left_up,no recurrence-events,60-69,ge40,30-34,0-2,no,3,right,central,no recurrence-events,30-39,premeno,15-19,0-2,no,1,right,left_low,no recurrence-events,40-49,premeno,25-29,0-2,no,3,left,right_up,no recurrence-events,30-39,premeno,30-34,0-2,no,1,right,left_up,no recurrence-events,60-69,ge40,25-29,0-2,no,3,left,right_low,yes recurrence-events,60-69,ge40,20-24,0-2,no,3,right,left_low,no recurrence-events,30-39,premeno,25-29,3-5,yes,3,left,left_low,yes recurrence-events,40-49,ge40,20-24,3-5,no,3,right,left_low,yes recurrence-events,40-49,premeno,30-34,15-17,yes,3,left,left_low,no recurrence-events,50-59,premeno,30-34,0-2,no,3,right,left_up,yes recurrence-events,60-69,ge40,40-44,3-5,yes,3,right,left_low,no recurrence-events,60-69,ge40,45-49,0-2,no,1,right,right_up,yes recurrence-events,50-59,premeno,50-54,9-11,yes,2,right,left_up,no recurrence-events,40-49,premeno,30-34,3-5,no,2,right,left_up,no recurrence-events,30-39,premeno,30-34,3-5,no,3,right,left_up,yes recurrence-events,70-79,ge40,15-19,9-11,?,1,left,left_low,yes recurrence-events,60-69,ge40,30-34,0-2,no,3,right,left_up,yes recurrence-events,50-59,premeno,25-29,3-5,yes,3,left,left_low,yes recurrence-events,40-49,premeno,25-29,0-2,no,2,right,left_low,no recurrence-events,40-49,premeno,25-29,0-2,no,2,right,left_low,no recurrence-events,30-39,premeno,35-39,0-2,no,3,left,left_low,no recurrence-events,40-49,premeno,20-24,3-5,yes,2,right,right_up,yes recurrence-events,60-69,ge40,20-24,3-5,no,2,left,left_low,yes recurrence-events,40-49,premeno,15-19,15-17,yes,3,left,left_low,no recurrence-events,50-59,ge40,25-29,6-8,no,3,left,left_low,yes recurrence-events,50-59,ge40,20-24,3-5,yes,3,right,right_up,no recurrence-events,40-49,premeno,30-34,12-14,yes,3,left,left_up,yes recurrence-events,30-39,premeno,30-34,9-11,no,2,right,left_up,yes recurrence-events,30-39,premeno,15-19,6-8,yes,3,left,left_low,yes recurrence-events,50-59,ge40,30-34,9-11,yes,3,left,right_low,yes recurrence-events,60-69,ge40,35-39,6-8,yes,3,left,left_low,no recurrence-events,30-39,premeno,20-24,3-5,yes,2,left,left_low,no recurrence-events,40-49,premeno,25-29,0-2,no,3,left,left_up,no recurrence-events,40-49,premeno,50-54,0-2,no,2,right,left_low,yes recurrence-events,30-39,premeno,40-44,0-2,no,1,left,left_up,no recurrence-events,60-69,ge40,50-54,0-2,no,3,right,left_up,no recurrence-events,40-49,premeno,30-34,0-2,yes,3,right,right_up,no recurrence-events,40-49,premeno,30-34,6-8,yes,3,right,left_up,no recurrence-events,40-49,premeno,30-34,0-2,no,1,left,left_low,yes recurrence-events,40-49,premeno,20-24,3-5,yes,2,left,left_low,yes recurrence-events,50-59,ge40,30-34,6-8,yes,2,left,right_low,yes recurrence-events,50-59,ge40,30-34,3-5,no,3,right,left_up,no recurrence-events,60-69,ge40,25-29,3-5,no,2,right,right_up,no recurrence-events,40-49,ge40,25-29,12-14,yes,3,left,right_low,yes recurrence-events,60-69,ge40,25-29,0-2,no,3,left,left_up,no recurrence-events,50-59,lt40,20-24,0-2,?,1,left,left_up,no recurrence-events,50-59,lt40,20-24,0-2,?,1,left,left_low,no recurrence-events,30-39,premeno,35-39,9-11,yes,3,left,left_low,no recurrence-events,40-49,premeno,30-34,3-5,yes,2,left,right_up,no recurrence-events,60-69,ge40,20-24,24-26,yes,3,left,left_low,yes recurrence-events,30-39,premeno,35-39,0-2,no,3,left,left_low,no recurrence-events,40-49,premeno,25-29,0-2,no,2,left,left_low,yes recurrence-events,50-59,ge40,30-34,6-8,yes,3,left,right_low,no recurrence-events,50-59,premeno,25-29,0-2,no,3,right,left_low,yes recurrence-events,40-49,premeno,15-19,0-2,yes,3,right,left_up,no recurrence-events,60-69,ge40,30-34,0-2,yes,2,right,right_up,yes recurrence-events,60-69,ge40,30-34,3-5,yes,2,left,central,yes recurrence-events,40-49,premeno,25-29,9-11,yes,3,right,left_up,no recurrence-events,30-39,premeno,25-29,6-8,yes,3,left,right_low,yes recurrence-events,60-69,ge40,10-14,6-8,yes,3,left,left_up,yes recurrence-events,50-59,premeno,35-39,15-17,yes,3,right,right_up,no recurrence-events,50-59,ge40,40-44,6-8,yes,3,left,left_low,yes recurrence-events,50-59,ge40,40-44,6-8,yes,3,left,left_low,yes recurrence-events,30-39,premeno,30-34,0-2,no,2,left,left_up,no recurrence-events,30-39,premeno,20-24,0-2,no,3,left,left_up,yes recurrence-events,60-69,ge40,20-24,0-2,no,1,right,left_up,no recurrence-events,40-49,ge40,30-34,3-5,no,3,left,left_low,no recurrence-events,50-59,ge40,30-34,3-5,no,3,left,left_low,no
