% 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