% Citation Request:%    This lymphography 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: Lymphography Domain% % 2. Sources: %     (a) See Above.%     (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: 76% 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: 83% accuracy%        -- CN2 (99% threshold): 82%%     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: 85% accuracy (estimate)%        -- AQ15: 80-82%% % 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 primary-tumor.)% % 5. Number of Instances: 148% % 6. Number of Attributes: 19 including the class attribute% % 7. Attribute information:%     --- 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: normal find, metastases, malign lymph, fibrosis%     2. lymphatics: normal, arched, deformed, displaced%     3. block of affere: no, yes%     4. bl. of lymph. c: no, yes%     5. bl. of lymph. s: no, yes%     6. by pass: no, yes%     7. extravasates: no, yes%     8. regeneration of: no, yes%     9. early uptake in: no, yes%    10. lym.nodes dimin: 0-3%    11. lym.nodes enlar: 1-4%    12. changes in lym.: bean, oval, round%    13. defect in node: no, lacunar, lac. marginal, lac. central%    14. changes in node: no, lacunar, lac. margin, lac. central%    15. changes in stru: no, grainy, drop-like, coarse, diluted, reticular, %                         stripped, faint, %    16. special forms: no, chalices, vesicles%    17. dislocation of: no, yes%    18. exclusion of no: no, yes%    19. no. of nodes in: 0-9, 10-19, 20-29, 30-39, 40-49, 50-59, 60-69, >=70% % 8. Missing Attribute Values: None% % 9. Class Distribution: %     Class:        Number of Instances:%     normal find:  2%     metastases:   81%     malign lymph: 61%     fibrosis:     4% % %%%%% Relabeled values in attribute 'lymphatics'%    From: '1'                     To: normal              %    From: '2'                     To: arched              %    From: '3'                     To: deformed            %    From: '4'                     To: displaced           %%% Relabeled values in attribute 'block_of_affere'%    From: '1'                     To: no                  %    From: '2'                     To: yes                 %%% Relabeled values in attribute 'bl_of_lymph_c'%    From: '1'                     To: no                  %    From: '2'                     To: yes                 %%% Relabeled values in attribute 'bl_of_lymph_s'%    From: '1'                     To: no                  %    From: '2'                     To: yes                 %%% Relabeled values in attribute 'by_pass'%    From: '1'                     To: no                  %    From: '2'                     To: yes                 %%% Relabeled values in attribute 'extravasates'%    From: '1'                     To: no                  %    From: '2'                     To: yes                 %%% Relabeled values in attribute 'regeneration_of'%    From: '1'                     To: no                  %    From: '2'                     To: yes                 %%% Relabeled values in attribute 'early_uptake_in'%    From: '1'                     To: no                  %    From: '2'                     To: yes                 %%% Relabeled values in attribute 'changes_in_lym'%    From: '1'                     To: bean                %    From: '2'                     To: oval                %    From: '3'                     To: round               %%% Relabeled values in attribute 'defect_in_node'%    From: '1'                     To: no                  %    From: '2'                     To: lacunar             %    From: '3'                     To: lac_margin          %    From: '4'                     To: lac_central         %%% Relabeled values in attribute 'changes_in_node'%    From: '1'                     To: no                  %    From: '2'                     To: lacunar             %    From: '3'                     To: lac_margin          %    From: '4'                     To: lac_central         %%% Relabeled values in attribute 'changes_in_stru'%    From: '1'                     To: no                  %    From: '2'                     To: grainy              %    From: '3'                     To: drop_like           %    From: '4'                     To: coarse              %    From: '5'                     To: diluted             %    From: '6'                     To: reticular           %    From: '7'                     To: stripped            %    From: '8'                     To: faint               %%% Relabeled values in attribute 'special_forms'%    From: '1'                     To: no                  %    From: '2'                     To: chalices            %    From: '3'                     To: vesicles            %%% Relabeled values in attribute 'dislocation_of'%    From: '1'                     To: no                  %    From: '2'                     To: yes                 %%% Relabeled values in attribute 'exclusion_of_no'%    From: '1'                     To: no                  %    From: '2'                     To: yes                 %%