;% 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 ;% (defun primary-tumor () (data :name 'primary-tumor :columns '(age sex histologic-type degree-of-diffe bone bone-marrow lung pleura peritoneum liver brain skin neck supraclavicular axillar mediastinum abdominal class) :egs '( (>=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) (>=60 female ? poorly yes no no no no no no no no no no no yes thyroid) (<30 female ? poorly yes no yes yes no no no 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) (30-59 female adeno ? yes no no yes no yes no no yes yes yes yes yes breast) (>=60 female adeno poorly no no no yes yes no no no no no no no no ovary) (30-59 male ? poorly no no no no no no no no no no no yes no lung) (30-59 male adeno well no no no no no no no no no no no yes no stomach) (>=60 female adeno fairly no no no no no no no no no yes yes no no breast) (30-59 male adeno ? yes no yes no no no no no no no no no no kidney) (<30 female adeno ? yes no no no no no no no no no yes no no breast) (>=60 male adeno well no no no no no yes no no no no no no no rectum) (30-59 male adeno ? yes no yes no no no yes no no no no yes no stomach) (30-59 male epidermoid ? no no no no no no no no no yes ? yes no lung) (30-59 male epidermoid ? no no yes no no no no no no yes no no no esophagus) (30-59 female adeno ? no no no no yes no no no no no no no no ovary) (30-59 female ? ? yes no no no no no no no no yes yes no no breast) (30-59 male epidermoid poorly no no yes no no no no no yes yes yes yes no esophagus) (>=60 male adeno poorly no no no no no yes no no no no no no no stomach) (30-59 female adeno fairly yes no no yes no no no no no yes yes yes yes breast) (30-59 female anaplastic poorly no no no yes yes no no no no yes no yes no lung) (>=60 female ? poorly no no no no no yes no no no no no no yes stomach) (30-59 male epidermoid poorly yes no no yes no no no no no yes no yes no lung) (30-59 male epidermoid poorly yes no no no no no no no no no no no no lung) (>=60 male adeno ? no no yes yes no no no no no no no no no kidney) (30-59 male epidermoid well yes no no no no no no no no no no no no lung) (>=60 female adeno ? no no no no yes yes no no no no no no no gallbladder) (<30 female adeno well yes yes no no yes no no no no no no no no stomach) (>=60 female adeno ? no no yes no no no no no no no no no no liver) (30-59 male adeno ? no no no yes yes yes no no no no no no yes pancreas) (>=60 female adeno fairly no no no no no yes no no no no no no yes gallbladder) (>=60 female adeno poorly yes no no no no no no no no no no no yes corpus-uteri) (30-59 female adeno poorly no no no no no yes no no no no no no yes pancreas) (>=60 female ? poorly no no no no no no no no no no no yes yes lung) (>=60 male ? poorly yes no no no no yes no no no no no yes yes lung) (30-59 male adeno well no no no no yes yes no no no no no no yes colon) (>=60 male adeno well no no no no no no no no no no no no yes prostate) (>=60 female adeno ? yes no yes no no no no no no no no no no thyroid) (30-59 male anaplastic poorly no no yes no yes no no no no no no no yes lung) (>=60 male adeno well no no yes no no yes no no no no no yes yes prostate) (>=60 female adeno ? no no no no yes yes 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) (30-59 male adeno ? no no yes yes no no no no no no no yes yes pancreas) (>=60 female adeno ? no no no no no yes no no no no no no yes gallbladder) (30-59 male ? poorly no no no no no no yes yes no yes yes yes no lung) (30-59 female adeno ? yes no no no no no no no no yes yes no no breast) (30-59 female ? ? no no no no yes no no no no no no no yes ovary) (30-59 female adeno fairly no no no no yes no no no no no no no yes colon) (30-59 male adeno poorly no no no yes no yes no no no no no yes yes pancreas) (>=60 male adeno well no no no no no no yes no no no no no no kidney) (30-59 male adeno ? no no no no yes yes no no no no no no yes stomach) (>=60 male epidermoid well yes no no no yes yes no no no no no yes no lung) (30-59 male adeno poorly yes no no no no yes no no no no no no no stomach) (30-59 female adeno ? no no no yes yes no no no no no no no no gallbladder) (30-59 male adeno ? no no no yes yes yes no no no yes no no yes colon) (30-59 male ? poorly no no no no no no no no no yes no no no stomach) (30-59 female adeno fairly no no no no yes no no yes yes yes yes no no breast) (30-59 male adeno fairly no no yes no no no no no yes yes no yes no lung) (>=60 male adeno fairly no no no yes yes yes no no no no no no yes colon) (30-59 male adeno ? no no no no no yes no no no no no no no pancreas) (30-59 male adeno well no no no no yes yes no no no no no no no pancreas) (30-59 male adeno ? yes no yes no no no yes no no no no yes no kidney) (>=60 female adeno ? no no no no no yes no no no no no no yes colon) (30-59 male anaplastic poorly no no no no no no yes no no no no no no lung) (30-59 female adeno fairly no no no yes yes no no no no no no no no ovary) (<30 male ? poorly no no no no no yes no no no yes no yes no lung) (30-59 female adeno well yes no no no no no no no no no no no no lung) (30-59 male adeno ? yes no yes yes no no no no no no no yes no kidney) (30-59 female adeno fairly no no no no no no no no no no no no yes corpus-uteri) (30-59 male ? ? yes no no no no no no yes no no no no no lung) (30-59 male adeno ? yes no no no no no no no no no no no no stomach) (>=60 female adeno ? yes no yes yes no yes no no no no no yes yes pancreas) (<30 male adeno ? no no no no no no no no no yes no no no kidney) (30-59 female adeno ? yes no yes yes yes yes no no no no no yes yes lung) (30-59 male ? poorly no no no yes no yes yes no no no no yes yes lung) (30-59 male adeno fairly yes no no no no no no no no no no no no prostate) (>=60 female epidermoid ? no no no no no yes no no no no no no yes gallbladder) (30-59 male adeno well no no yes no no no no yes no no yes no no kidney) (>=60 female ? ? no no no no no yes no no no no no no yes stomach) (<30 male anaplastic poorly no no no no no no no no no yes no no no liver) (>=60 female adeno ? no no yes no no yes no no no no no yes yes colon) (30-59 female adeno ? no no yes no no no no no no no no no no colon) (30-59 male ? poorly yes no no no no no no no no no no no no esophagus) (<30 male adeno poorly yes yes yes no no yes yes no no no yes yes yes stomach) (<30 male adeno ? yes no no 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 yes esophagus) (>=60 male adeno poorly no no yes no no yes no no no no no no yes pancreas) (30-59 male adeno ? yes no no no no no no no no no no yes no lung) (>=60 male epidermoid ? no no no no no no no no no no no no yes lung) (30-59 female adeno well yes no no no no no no no no no no no no corpus-uteri) (>=60 male adeno ? no no no yes yes no no no no no no yes yes lung) (>=60 female ? poorly yes no no yes no yes no no no no no no no lung) (30-59 male ? poorly yes no no no yes no yes no no no no yes yes lung) (<30 male adeno ? no no no no yes yes no yes no no no no yes kidney) (30-59 female ? poorly no no yes yes yes yes no yes no no no yes yes lung) (30-59 female adeno ? no no no yes no no no no no no no no no ovary) (>=60 female ? poorly yes no no yes no no no no no no no no no lung) (<30 female adeno well yes no no no no no no no no yes no no yes stomach) (30-59 female adeno ? no no yes yes yes no no no no no no no yes stomach) (>=60 female adeno ? no no no no no yes no no no no no no yes stomach) (30-59 female adeno fairly yes no yes no no no no no no no no yes no thyroid) (30-59 female adeno ? no no no no no no no no no no yes no no breast) (30-59 female adeno ? no no yes yes yes no no no no yes no no no breast) (<30 female ? poorly yes no yes yes no no no no no no no yes no lung) (30-59 female adeno well no no no yes yes no no no no no no no no stomach) (30-59 female adeno ? no no no no no no no no no no yes no no breast) (30-59 male epidermoid well no no no no no no no no yes no no no no head-and-neck) (30-59 female adeno well yes no yes no no no no no no no no no no thyroid) (>=60 female adeno poorly no no no no no yes no no no no no yes yes gallbladder) (30-59 male epidermoid ? yes no no yes yes no no no yes yes no no no salivary-glands) (>=60 female adeno poorly no no yes yes yes yes no no no no no yes yes gallbladder) (>=60 female ? poorly no no no no no yes no no no no no yes yes lung) (30-59 male adeno poorly no no no no yes yes no no no no no no no pancreas) (>=60 female adeno ? no no yes no no no no no no no no no no duoden-and-sm.int) (30-59 female adeno ? no no no no no no no no no no yes no no breast) (30-59 male epidermoid ? no no yes no no no no no yes no no no no head-and-neck) (>=60 female ? poorly no no no no no no no no no no no no yes ovary) (>=60 female ? poorly no no yes no no yes yes no no yes no yes no lung) (>=60 female adeno ? no no no no no no no no no no no yes yes liver) (>=60 female adeno ? no no yes yes no yes no no no no no yes yes colon) (30-59 female adeno ? no no yes yes yes no no no no no no no no pancreas) (30-59 male ? ? no no no no yes no no no no no no no no bladder) (30-59 male epidermoid well no no no no no no no no yes no no no no head-and-neck) (30-59 male adeno fairly yes no no no no no no no no no no no no prostate) (30-59 female adeno ? no no no yes no no no no no no no no no ovary) (30-59 female ? poorly no no no no no no no no yes yes no no no esophagus) (30-59 male adeno well no no yes yes no no no no no no no yes yes stomach) (>=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 no no yes no no no no no no rectum) (<30 male ? poorly no no yes no no no no no no no no no no lung) (>=60 male adeno ? no no yes no no no no no no yes no no no stomach) (>=60 female adeno poorly no no no no yes yes no no no no no no no pancreas) (30-59 female adeno poorly no no no yes yes yes no no no no no no yes pancreas) (>=60 male epidermoid ? no no yes no no yes no no no no no yes yes esophagus) (>=60 female ? poorly no no no yes no yes no no no yes no yes no lung) (30-59 male adeno poorly yes no no no no no no yes no no no no no lung) (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 no yes yes no no no no no yes yes corpus-uteri) (>=60 female adeno poorly no no yes no no yes no no no no no yes yes pancreas) (30-59 female adeno well no no no no yes no no no no no no no no ovary) (>=60 male adeno well no no no no yes no no no no no no no yes stomach) (30-59 male ? poorly no no no no yes yes no no no no no yes no lung) (30-59 male ? ? yes no yes no no no no no no no no no no thyroid) (30-59 female adeno ? no no no no no yes no no no yes no yes no lung) (>=60 female adeno ? no no no no no yes no no no no no no no gallbladder) (>=60 female adeno ? no no no no no yes no no no no no no no colon) (30-59 male adeno ? no no no no no yes no no no no no no yes stomach) (>=60 male adeno well no no no no yes yes no no no no no no yes pancreas) (30-59 male epidermoid poorly yes no no no no no no no no no no no no lung) (<30 male epidermoid fairly no no no no no no no no yes no no no no head-and-neck) (>=60 male adeno ? no no no yes yes yes no no no no no no yes rectum) (30-59 female adeno well no no no yes yes no no no no yes no no no stomach) (30-59 female adeno ? no no yes no no no no no no no no yes yes colon) (30-59 female adeno ? no no no no yes no no no no no no no yes ovary) (30-59 male epidermoid well no no no no no no no no yes no no no no lung) (30-59 female adeno ? no no no no no no no no no no yes no no breast) (>=60 female adeno ? no no no yes yes no no no no no no no yes kidney) (>=60 female epidermoid poorly no no no no no no no no no no no yes no lung) (30-59 male ? ? no no no no no no no no no no no no yes stomach) (30-59 female adeno ? no no no no no no no no no no yes no no breast) (30-59 ? ? well no no no no no no no no no no no yes no thyroid) (30-59 female adeno ? no no no no yes yes no no no yes no yes yes ovary) (30-59 female adeno ? yes yes no no yes yes no no no no yes no no breast) (>=60 female adeno ? no no yes no no no no no no no no no no kidney) (>=60 female epidermoid poorly yes no yes no no no no no no yes no no no lung) (30-59 male adeno well yes no no no no no no no no no no no no kidney) (>=60 male ? poorly no no no no no no yes no no no no yes yes lung) (30-59 female adeno ? no no yes no yes yes no no no no no no yes kidney) (30-59 male adeno ? yes no no no no no no no no no no no no prostate) (>=60 female epidermoid ? no no no yes yes no no no no no no no no lung) (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) )))