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% 1. Title: Database for fitting contact lenses%% 2. Sources:% (a) Cendrowska, J. "PRISM: An algorithm for inducing modular rules",% International Journal of Man-Machine Studies, 1987, 27, 349-370% (b) Donor: Benoit Julien (Julien@ce.cmu.edu)% (c) Date: 1 August 1990%% 3. Past Usage:% 1. See above.% 2. Witten, I. H. & MacDonald, B. A. (1988). Using concept% learning for knowledge acquisition. International Journal of% Man-Machine Studies, 27, (pp. 349-370).%% Notes: This database is complete (all possible combinations of% attribute-value pairs are represented).%% Each instance is complete and correct.%% 9 rules cover the training set.%% 4. Relevant Information Paragraph:% The examples are complete and noise free.% The examples highly simplified the problem. The attributes do not% fully describe all the factors affecting the decision as to which type,% if any, to fit.%% 5. Number of Instances: 24%% 6. Number of Attributes: 4 (all nominal)%% 7. Attribute Information:% -- 3 Classes% 1 : the patient should be fitted with hard contact lenses,% 2 : the patient should be fitted with soft contact lenses,% 1 : the patient should not be fitted with contact lenses.%% 1. age of the patient: (1) young, (2) pre-presbyopic, (3) presbyopic% 2. spectacle prescription: (1) myope, (2) hypermetrope% 3. astigmatic: (1) no, (2) yes% 4. tear production rate: (1) reduced, (2) normal%% 8. Number of Missing Attribute Values: 0%% 9. Class Distribution:% 1. hard contact lenses: 4% 2. soft contact lenses: 5% 3. no contact lenses: 15@relation contact-lenses@attribute age {young, pre-presbyopic, presbyopic}@attribute spectacle-prescrip {myope, hypermetrope}@attribute astigmatism {no, yes}@attribute tear-prod-rate {reduced, normal}@attribute contact-lenses {soft, hard, none}@data%% 24 instances%young,myope,no,reduced,noneyoung,myope,no,normal,softyoung,myope,yes,reduced,noneyoung,myope,yes,normal,hardyoung,hypermetrope,no,reduced,noneyoung,hypermetrope,no,normal,softyoung,hypermetrope,yes,reduced,noneyoung,hypermetrope,yes,normal,hardpre-presbyopic,myope,no,reduced,nonepre-presbyopic,myope,no,normal,softpre-presbyopic,myope,yes,reduced,nonepre-presbyopic,myope,yes,normal,hardpre-presbyopic,hypermetrope,no,reduced,nonepre-presbyopic,hypermetrope,no,normal,softpre-presbyopic,hypermetrope,yes,reduced,nonepre-presbyopic,hypermetrope,yes,normal,nonepresbyopic,myope,no,reduced,nonepresbyopic,myope,no,normal,nonepresbyopic,myope,yes,reduced,nonepresbyopic,myope,yes,normal,hardpresbyopic,hypermetrope,no,reduced,nonepresbyopic,hypermetrope,no,normal,softpresbyopic,hypermetrope,yes,reduced,nonepresbyopic,hypermetrope,yes,normal,none