% Citation Request: % This primary tumor 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: Primary Tumor Domain % % 2. Sources: % (a) Source: % (b) Donors: Igor Kononenko, % University E.Kardelj % Faculty for electrical engineering % Trzaska 25 % 61000 Ljubljana (tel.: (38)(+61) 265-161 % % Bojan Cestnik % Jozef Stefan Institute % Jamova 39 % 61000 Ljubljana % Yugoslavia (tel.: (38)(+61) 214-399 ext.287) % (c) Date: November 1988 % % 3. Past Usage: (sveral) % 1. 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: 44% accuracy % 2. Clark,P. & Niblett,T. (1987). Induction in Noisy Domains. In % I.Bratko & N.Lavrac (Eds.) Progress in Machine Learning, 11-30, % Sigma Press. % -- Simple Bayes: 48% accuracy % -- CN2 (95% threshold): 45% % 3. Michalski,R., Mozetic,I. Hong,J., & Lavrac,N. (1986). The Multi-Purpose % Incremental Learning System AQ15 and its Testing Applications to Three % Medical Domains. In Proceedings of the Fifth National Conference on % Artificial Intelligence, 1041-1045. Philadelphia, PA: Morgan Kaufmann. % -- Experts: 42% accuracy % -- AQ15: 29-41% % % 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 breast-cancer and lymphography.) % % 5. Number of Instances: 339 % % 6. Number of Attributes: 18 including the class attribute % % 7. Attribute Information: (class is location of tumor) % --- NOTE: All attribute values in the database have been entered as % numeric values corresponding to their index in the list % of attribute values for that attribute domain as given below. % 1. class: lung, head & neck, esophasus, thyroid, stomach, duoden & sm.int, % colon, rectum, anus, salivary glands, pancreas, gallblader, % liver, kidney, bladder, testis, prostate, ovary, corpus uteri, % cervix uteri, vagina, breast % 2. age: <30, 30-59, >=60 % 3. sex: male, female % 4. histologic-type: epidermoid, adeno, anaplastic % 5. degree-of-diffe: well, fairly, poorly % 6. bone: yes, no % 7. bone-marrow: yes, no % 8. lung: yes, no % 9. pleura: yes, no % 10. peritoneum: yes, no % 11. liver: yes, no % 12. brain: yes, no % 13. skin: yes, no % 14. neck: yes, no % 15. supraclavicular: yes, no % 16. axillar: yes, no % 17. mediastinum: yes, no % 18. abdominal: yes, no % % 8. Missing Attribute Values: (? indicates unknown value) % Attribute#: Number of missing values % 1: 0 % 2: 0 % 3: 1 % 4: 67 % 5: 155 % 6: 0 % 7: 0 % 8: 0 % 9: 0 % 10: 0 % 11: 0 % 12: 0 % 13: 1 % 14: 0 % 15: 0 % 16: 1 % 17: 0 % 18: 0 % % 9. Class Distribution: % Class Index: Number of instances in class: % 1: 84 % 2: 20 % 3: 9 % 4: 14 % 5: 39 % 6: 1 % 7: 14 % 8: 6 % 9: 0 % 10: 2 % 11: 28 % 12: 16 % 13: 7 % 14: 24 % 15: 2 % 16: 1 % 17: 10 % 18: 29 % 19: 6 % 20: 2 % 21: 1 % 22: 24 % % % % % % Relabeled values in attribute age % From: 1 To: '<30' % From: 2 To: '30-59' % From: 3 To: '>=60' % % % Relabeled values in attribute sex % From: 1 To: male % From: 2 To: female % % % Relabeled values in attribute histologic-type % From: 1 To: epidermoid % From: 2 To: adeno % From: 3 To: anaplastic % % % Relabeled values in attribute degree-of-diffe % From: 1 To: well % From: 2 To: fairly % From: 3 To: poorly % % % Relabeled values in attribute bone % From: 1 To: yes % From: 2 To: no % % % Relabeled values in attribute bone-marrow % From: 1 To: yes % From: 2 To: no % % % Relabeled values in attribute lung % From: 1 To: yes % From: 2 To: no % % % Relabeled values in attribute pleura % From: 1 To: yes % From: 2 To: no % % % Relabeled values in attribute peritoneum % From: 1 To: yes % From: 2 To: no % % % Relabeled values in attribute liver % From: 1 To: yes % From: 2 To: no % % % Relabeled values in attribute brain % From: 1 To: yes % From: 2 To: no % % % Relabeled values in attribute skin % From: 1 To: yes % From: 2 To: no % % % Relabeled values in attribute neck % From: 1 To: yes % From: 2 To: no % % % Relabeled values in attribute supraclavicular % From: 1 To: yes % From: 2 To: no % % % Relabeled values in attribute axillar % From: 1 To: yes % From: 2 To: no % % % Relabeled values in attribute mediastinum % From: 1 To: yes % From: 2 To: no % % % Relabeled values in attribute abdominal % From: 1 To: yes % From: 2 To: no % % % Relabeled values in attribute class % From: 1 To: lung % From: 2 To: 'head and neck' % From: 3 To: esophagus % From: 4 To: thyroid % From: 5 To: stomach % From: 6 To: 'duoden and sm.int' % From: 7 To: colon % From: 8 To: rectum % From: 9 To: anus % From: 10 To: 'salivary glands' % From: 11 To: pancreas % From: 12 To: gallbladder % From: 13 To: liver % From: 14 To: kidney % From: 15 To: bladder % From: 16 To: testis % From: 17 To: prostate % From: 18 To: ovary % From: 19 To: 'corpus uteri' % From: 20 To: 'cervix uteri' % From: 21 To: vagina % From: 22 To: breast % @relation primary-tumor @attribute 'age' { '<30', '30-59', '>=60'} @attribute 'sex' { male, female} @attribute 'histologic-type' { epidermoid, adeno, anaplastic} @attribute 'degree-of-diffe' { well, fairly, poorly} @attribute 'bone' { yes, no} @attribute 'bone-marrow' { yes, no} @attribute 'lung' { yes, no} @attribute 'pleura' { yes, no} @attribute 'peritoneum' { yes, no} @attribute 'liver' { yes, no} @attribute 'brain' { yes, no} @attribute 'skin' { yes, no} @attribute 'neck' { yes, no} @attribute 'supraclavicular' { yes, no} @attribute 'axillar' { yes, no} @attribute 'mediastinum' { yes, no} @attribute 'abdominal' { yes, no} @attribute 'class' { lung, 'head and neck', esophagus, thyroid, stomach, 'duoden and sm.int', colon, rectum, anus, 'salivary glands', pancreas, gallbladder, liver, kidney, bladder, testis, prostate, ovary, 'corpus uteri', 'cervix uteri', vagina, breast} @data '>=60',female,?,?,no,no,no,no,no,yes,no,no,no,no,no,no,no,lung '>=60',male,?,poorly,no,no,no,no,no,yes,no,no,no,yes,no,yes,no,lung '30-59',female,adeno,?,no,no,no,yes,no,no,no,yes,no,no,yes,no,no,breast '30-59',female,adeno,?,no,no,no,no,yes,no,no,no,no,no,no,no,no,ovary '30-59',female,adeno,?,no,no,no,yes,yes,no,no,no,no,no,no,no,no,ovary '30-59',male,adeno,?,no,no,no,no,no,yes,no,no,no,no,no,no,no,colon '30-59',male,adeno,?,yes,no,no,no,no,no,no,no,no,no,no,no,no,prostate '30-59',female,adeno,?,yes,no,no,no,no,no,yes,no,no,no,no,yes,no,lung '30-59',male,adeno,fairly,no,no,no,no,no,no,no,no,yes,yes,no,no,no,prostate '30-59',female,adeno,well,no,no,no,no,yes,yes,no,no,no,no,no,no,no,ovary '>=60',female,?,?,no,no,no,no,yes,yes,no,no,no,yes,no,no,no,lung '30-59',male,epidermoid,?,no,no,no,yes,no,no,no,no,yes,no,no,no,no,'head and neck' '>=60',female,?,?,yes,no,yes,no,no,no,no,no,no,no,no,no,no,thyroid '>=60',female,adeno,?,no,yes,no,no,yes,no,no,no,no,no,no,no,yes,pancreas '30-59',male,epidermoid,well,yes,no,no,no,no,no,no,yes,yes,yes,no,no,no,lung '30-59',male,epidermoid,?,no,no,no,no,no,no,no,no,yes,no,no,no,no,'head and neck' '30-59',male,anaplastic,poorly,no,no,no,yes,no,yes,no,no,yes,no,no,yes,yes,lung '30-59',male,?,poorly,yes,no,no,no,no,yes,no,no,no,no,no,yes,no,lung '>=60',male,adeno,fairly,no,no,no,yes,yes,no,no,no,no,no,no,no,no,liver '>=60',male,epidermoid,poorly,yes,no,yes,yes,no,yes,no,no,no,no,no,no,yes,lung '30-59',female,adeno,?,no,no,no,no,yes,yes,no,yes,no,no,no,no,yes,ovary '30-59',female,adeno,well,no,no,no,no,no,no,no,no,no,yes,no,no,no,kidney '<30',female,adeno,poorly,yes,no,no,no,no,no,no,no,no,no,no,yes,no,lung '30-59',male,epidermoid,well,yes,no,no,no,no,no,no,no,yes,yes,no,no,no,'salivary glands' '<30',male,adeno,poorly,no,no,yes,no,no,no,no,no,yes,yes,yes,no,no,breast '>=60',male,adeno,well,no,no,no,no,no,yes,no,yes,no,no,no,no,no,rectum '>=60',male,adeno,?,no,no,no,no,no,yes,no,no,no,no,no,no,yes,pancreas '30-59',male,epidermoid,poorly,no,no,no,no,no,yes,no,no,no,no,no,yes,no,lung '>=60',female,adeno,poorly,no,no,no,no,no,yes,no,no,no,no,no,no,yes,pancreas '>=60',male,adeno,well,yes,no,no,no,no,no,no,no,no,no,no,no,no,prostate '>=60',female,adeno,?,no,no,no,no,no,yes,no,no,no,no,no,no,yes,gallbladder '>=60',female,?,poorly,no,no,no,no,no,yes,no,no,no,no,no,no,no,gallbladder '30-59',female,adeno,poorly,no,no,no,no,yes,yes,no,no,no,no,yes,yes,yes,breast '30-59',female,adeno,?,no,no,no,no,no,no,no,no,no,no,yes,no,no,breast '>=60',female,adeno,poorly,no,no,yes,no,no,yes,no,no,no,no,no,no,yes,gallbladder '30-59',female,adeno,?,no,no,no,no,no,no,no,no,no,yes,yes,no,yes,stomach '30-59',male,adeno,?,no,no,no,no,no,no,yes,no,no,no,no,no,yes,stomach '30-59',male,adeno,poorly,no,no,no,no,no,no,no,no,no,yes,no,yes,no,lung '30-59',male,adeno,?,yes,no,no,no,no,no,no,no,yes,no,no,no,no,thyroid '<30',male,?,poorly,yes,no,no,yes,yes,no,no,no,no,no,no,no,no,pancreas '30-59',male,?,poorly,no,no,no,no,yes,no,yes,yes,no,no,no,yes,yes,lung '>=60',female,adeno,?,no,no,no,no,no,yes,no,no,no,no,no,no,no,pancreas '30-59',female,adeno,?,no,no,yes,no,no,yes,no,no,no,no,no,no,yes,pancreas '30-59',female,adeno,?,no,no,no,yes,yes,no,no,no,no,no,no,no,no,ovary '30-59',female,?,poorly,yes,no,no,no,no,no,no,yes,yes,no,no,no,no,esophagus '30-59',female,adeno,well,no,no,no,no,yes,yes,no,no,no,no,no,no,yes,pancreas '30-59',female,adeno,?,no,no,no,no,no,yes,no,no,no,no,no,no,yes,pancreas '30-59',male,epidermoid,fairly,yes,no,no,no,no,no,no,?,yes,yes,no,no,no,lung '>=60',female,adeno,well,no,no,no,no,yes,no,no,no,no,no,no,no,no,ovary '>=60',female,adeno,well,no,no,no,no,no,no,no,no,no,yes,no,no,no,stomach '>=60',female,adeno,?,no,no,no,no,no,no,no,no,no,no,no,yes,yes,gallbladder '>=60',female,anaplastic,poorly,no,no,no,yes,no,no,no,no,no,no,no,yes,no,thyroid '30-59',female,adeno,?,yes,no,no,yes,no,no,no,yes,yes,yes,yes,yes,no,breast '<30',male,?,?,no,no,no,no,yes,yes,no,no,no,no,no,no,no,colon '30-59',female,adeno,?,no,no,yes,no,no,no,no,no,yes,yes,yes,yes,yes,stomach '30-59',male,?,poorly,yes,no,no,yes,no,no,no,no,no,no,no,yes,no,lung '30-59',male,?,poorly,yes,yes,no,no,no,no,yes,no,no,no,no,yes,no,lung '30-59',male,adeno,?,no,no,yes,no,no,yes,no,no,no,no,no,no,yes,esophagus '30-59',female,adeno,?,yes,no,no,no,no,no,no,no,no,no,no,no,no,breast '<30',female,?,poorly,yes,no,no,no,no,no,yes,no,no,yes,yes,yes,no,lung '30-59',male,?,poorly,no,no,no,no,no,no,no,no,yes,no,no,no,no,'head and neck' '30-59',male,?,poorly,yes,yes,yes,yes,yes,yes,no,no,no,no,no,yes,yes,lung '>=60',male,?,poorly,no,no,no,no,no,no,no,no,yes,no,no,no,no,'head and neck' '30-59',female,adeno,?,no,no,yes,no,no,yes,no,no,no,no,no,no,yes,'corpus uteri' '30-59',male,epidermoid,well,no,no,no,no,no,no,no,no,yes,no,no,no,no,rectum '30-59',female,adeno,well,no,no,no,yes,yes,no,no,no,no,no,no,no,no,stomach '>=60',male,adeno,?,no,no,no,no,no,yes,no,no,no,no,no,no,yes,prostate '30-59',male,adeno,?,no,no,no,yes,no,no,no,no,no,no,no,no,no,lung '30-59',female,adeno,poorly,yes,no,no,yes,no,yes,no,no,no,yes,no,yes,no,thyroid '30-59',female,adeno,?,yes,no,no,no,no,no,no,no,no,no,yes,no,no,breast '>=60',female,adeno,well,no,no,no,no,yes,no,no,no,no,no,no,no,no,pancreas '>=60',male,adeno,?,yes,no,yes,no,no,no,no,no,no,no,no,no,no,kidney '30-59',male,adeno,?,yes,no,no,no,no,no,no,no,no,no,no,no,no,kidney '30-59',female,adeno,poorly,no,no,no,yes,no,no,no,no,no,no,no,no,yes,pancreas '30-59',male,?,poorly,no,no,no,no,no,no,no,no,no,yes,no,yes,no,lung '>=60',male,epidermoid,poorly,no,no,no,no,no,no,no,no,no,yes,no,no,no,lung '30-59',female,adeno,well,no,no,no,no,yes,no,no,no,no,no,no,no,no,ovary '30-59',male,?,poorly,no,no,no,no,no,no,no,no,yes,yes,no,yes,yes,lung '30-59',male,adeno,?,no,no,no,no,no,no,no,no,no,no,yes,no,no,lung '30-59',male,adeno,fairly,no,no,yes,yes,no,no,no,no,no,no,no,no,no,testis '30-59',male,?,poorly,yes,no,yes,yes,no,yes,no,no,no,no,no,yes,yes,lung '30-59',female,adeno,?,yes,no,no,no,no,yes,no,no,no,no,no,no,no,lung '30-59',male,?,poorly,no,no,no,yes,no,yes,no,yes,no,no,no,no,no,lung '30-59',male,epidermoid,well,no,no,no,no,no,no,no,no,yes,no,no,no,no,'head and neck' '30-59',male,anaplastic,poorly,yes,yes,no,no,no,no,no,no,no,no,no,yes,no,lung '>=60',female,adeno,well,yes,no,no,no,no,no,no,no,no,no,no,no,no,thyroid '30-59',male,?,poorly,no,no,yes,no,no,yes,no,no,no,no,no,yes,yes,lung '>=60',male,epidermoid,fairly,no,no,no,no,no,no,no,no,yes,no,no,no,no,'head and neck' '30-59',female,adeno,?,no,no,no,no,yes,no,no,no,no,no,no,no,yes,ovary '30-59',female,epidermoid,poorly,no,no,no,no,no,yes,yes,no,no,no,no,yes,no,lung '30-59',female,anaplastic,poorly,no,no,no,yes,no,no,yes,no,no,no,no,yes,no,lung '>=60',male,adeno,?,no,no,yes,no,yes,yes,no,no,no,no,no,no,yes,stomach '30-59',male,adeno,?,no,no,yes,no,no,no,no,no,no,yes,no,no,no,lung '>=60',male,adeno,?,yes,no,yes,no,no,no,no,no,no,no,no,yes,yes,kidney '30-59',female,adeno,fairly,yes,no,no,no,no,no,no,no,no,no,no,no,yes,'cervix uteri' '30-59',male,?,poorly,no,no,no,no,no,yes,no,no,no,yes,no,no,no,esophagus '>=60',male,adeno,?,no,no,no,no,yes,yes,no,no,no,no,no,no,no,stomach '30-59',female,?,?,no,no,no,yes,no,no,no,no,no,no,no,no,no,lung '30-59',male,adeno,?,yes,no,yes,no,yes,no,no,no,no,no,no,no,yes,kidney '>=60',female,adeno,?,no,no,yes,no,no,yes,no,no,no,no,no,no,yes,gallbladder '30-59',female,adeno,fairly,no,no,no,no,yes,no,no,no,no,no,no,no,no,stomach '30-59',male,?,poorly,no,no,no,yes,no,no,no,no,no,yes,no,yes,yes,lung '30-59',female,adeno,?,no,no,no,no,yes,no,no,no,no,no,no,no,no,stomach '30-59',female,adeno,?,yes,no,no,yes,no,no,no,no,no,no,no,no,no,breast '<30',female,adeno,well,yes,no,yes,no,no,no,no,yes,no,no,no,no,no,thyroid '>=60',male,epidermoid,fairly,no,no,no,no,no,no,no,no,yes,no,no,no,no,'head and neck' '>=60',female,adeno,well,no,no,yes,no,no,no,no,no,no,no,no,no,no,rectum '30-59',female,adeno,?,yes,no,no,no,no,no,no,no,no,no,no,no,no,liver '30-59',female,?,?,no,no,no,no,no,no,no,no,yes,yes,no,no,no,'head and neck' '30-59',male,epidermoid,?,no,no,no,yes,no,yes,no,no,no,no,no,no,no,lung '<30',male,adeno,well,no,no,no,no,yes,no,no,no,no,yes,no,no,no,stomach '<30',female,?,well,no,no,no,no,no,no,no,no,no,no,no,no,no,kidney '30-59',female,epidermoid,poorly,yes,no,no,no,no,no,no,no,yes,no,no,no,no,'head and neck' '30-59',female,?,?,yes,no,yes,no,no,no,no,no,no,no,no,no,no,kidney '>=60',female,adeno,poorly,no,no,yes,no,yes,yes,no,no,no,no,no,no,yes,ovary '>=60',female,adeno,?,no,no,no,yes,yes,no,yes,no,no,no,no,no,yes,liver '30-59',male,adeno,?,yes,no,no,no,no,no,no,no,no,no,no,no,no,kidney '30-59',female,adeno,?,no,no,no,no,no,no,yes,no,no,no,no,yes,no,lung '30-59',female,adeno,?,no,no,no,yes,yes,no,no,no,no,no,no,no,no,ovary '>=60',female,adeno,well,no,no,no,no,no,yes,no,no,no,no,no,no,no,stomach '<30',male,adeno,?,no,no,no,yes,no,no,no,no,no,no,no,no,no,stomach '>=60',female,adeno,fairly,no,no,no,no,no,no,no,no,yes,yes,yes,no,no,breast '<30',female,adeno,?,yes,no,no,no,yes,no,no,no,yes,yes,yes,no,yes,stomach '>=60',male,epidermoid,?,no,no,no,no,no,no,no,no,yes,no,no,no,no,'head and neck' '30-59',male,adeno,poorly,no,no,no,no,no,yes,no,no,no,no,no,no,no,pancreas '>=60',male,epidermoid,fairly,yes,no,no,no,no,no,no,no,no,no,no,yes,no,lung '30-59',female,adeno,?,no,no,no,yes,no,no,no,no,no,no,no,no,yes,ovary '>=60',male,adeno,?,no,no,no,no,yes,no,no,no,no,no,no,no,no,stomach 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'30-59',male,adeno,?,no,no,yes,no,no,yes,no,no,no,yes,yes,yes,no,lung '30-59',female,adeno,?,no,no,yes,no,no,yes,no,no,no,no,no,yes,yes,'cervix uteri' '30-59',female,adeno,?,no,no,no,no,no,no,no,no,no,no,yes,no,no,breast '30-59',male,adeno,well,yes,no,no,no,no,no,no,no,no,no,no,no,no,thyroid '30-59',female,adeno,well,no,no,no,no,yes,no,no,yes,no,no,no,no,no,ovary '30-59',male,adeno,well,no,no,no,no,no,yes,no,no,no,no,no,no,no,stomach '30-59',male,adeno,?,no,no,no,yes,yes,no,no,no,no,no,no,yes,yes,lung '30-59',female,adeno,?,yes,no,no,no,no,no,no,yes,no,no,no,no,no,lung '30-59',female,?,?,no,no,no,no,no,no,no,no,yes,no,no,no,no,'head and neck' '>=60',male,epidermoid,fairly,no,no,no,no,no,no,no,no,yes,no,no,no,no,'head and neck' '30-59',female,adeno,poorly,no,no,no,no,yes,yes,no,no,no,no,no,no,no,ovary '30-59',male,adeno,?,no,no,yes,yes,no,no,no,no,no,no,no,yes,yes,liver '30-59',male,?,?,yes,no,no,no,no,no,no,no,no,no,no,no,no,kidney '30-59',male,?,poorly,no,no,no,no,no,no,no,yes,no,no,no,no,no,lung '30-59',female,adeno,?,no,no,no,no,no,yes,no,no,no,no,no,no,no,ovary '30-59',male,adeno,fairly,no,no,yes,no,no,no,no,no,yes,yes,yes,yes,no,thyroid '>=60',male,epidermoid,well,no,no,no,no,no,no,no,no,yes,yes,no,no,no,'head and neck' '>=60',female,adeno,?,no,no,no,no,no,no,no,no,no,no,no,no,yes,colon '30-59',female,epidermoid,?,yes,no,yes,no,yes,yes,no,no,no,no,no,no,yes,vagina '30-59',female,adeno,poorly,no,no,no,no,no,no,no,no,no,yes,no,no,no,lung '>=60',male,epidermoid,poorly,no,no,no,no,no,no,no,no,yes,no,no,no,no,'head and neck' '>=60',female,adeno,poorly,no,no,yes,no,no,no,no,no,no,no,no,yes,yes,kidney '30-59',female,adeno,poorly,no,no,yes,no,yes,yes,no,no,no,no,no,yes,no,lung '>=60',female,adeno,?,no,no,no,no,no,no,no,no,no,no,no,no,yes,gallbladder '>=60',female,adeno,fairly,no,no,no,no,yes,no,no,no,no,no,no,no,no,pancreas '30-59',female,adeno,well,no,no,no,no,yes,yes,no,no,no,no,no,no,yes,stomach '30-59',male,adeno,well,no,no,no,no,yes,no,no,no,no,no,no,no,no,colon '30-59',female,adeno,?,no,no,no,no,no,no,no,no,no,yes,no,no,no,stomach '>=60',female,adeno,poorly,no,no,no,no,no,yes,no,no,no,no,no,no,yes,gallbladder '30-59',male,?,poorly,no,no,yes,no,yes,yes,no,no,no,no,no,yes,yes,pancreas '>=60',male,?,poorly,no,no,no,no,no,yes,no,no,no,no,no,yes,yes,lung '>=60',male,?,poorly,no,no,no,yes,yes,no,no,no,yes,no,no,yes,yes,bladder '30-59',male,adeno,?,yes,no,no,no,no,no,no,no,no,no,no,yes,no,kidney '>=60',female,adeno,?,no,no,yes,yes,yes,no,no,no,no,no,no,no,yes,'corpus uteri' '30-59',male,epidermoid,well,no,no,no,no,no,no,no,no,yes,no,no,no,no,'head and neck' '30-59',female,?,poorly,no,no,no,no,yes,no,no,no,no,no,no,no,yes,stomach '30-59',male,adeno,well,yes,no,no,no,no,no,no,no,yes,yes,no,yes,no,prostate '30-59',female,adeno,well,no,no,no,no,yes,no,no,no,no,no,no,no,no,ovary '30-59',male,epidermoid,poorly,yes,no,no,no,no,no,no,yes,no,no,yes,no,no,lung '30-59',female,adeno,well,no,no,no,yes,yes,no,no,no,no,no,no,no,no,ovary '30-59',female,adeno,?,yes,no,yes,yes,yes,yes,yes,no,no,no,no,no,yes,gallbladder '30-59',female,adeno,well,no,no,no,yes,yes,no,no,no,no,no,no,no,no,ovary