"1. Title: Cylinder bands 2. Sources: (a) Creator: Bob Evans RR Donnelley & Sons Co. Gallatin Division 801 Steam Plant Rd Gallatin, Tennessee 37066-3396 (615) 452-5170 (b) Donor: same (c) Date: August, 1995 3. Past Usage: Evans, B., and Fisher, D. (1994). Overcoming process delays with decision tree induction. IEEE Expert , Vol. 9, No. 1, 60--66. 4. Relevant Information:n Here's the abstract from the above reference: ABSTRACT: Machine learning tools show significant promise for knowledge acquisition, particularly when human expertise is inadequate. Recently, process delays known as cylinder banding in rotogravure printing were substantially mitigated using control rules discovered by decision tree induction. Our work exemplifies a more general methodology which transforms the knowledge acquisition task from one in which rules are directly elicited from an expert, to one in which a learning system is responsible for rule generation. The primary responsibilities of the human expert are to evaluate the merits of generated rules, and to guide the acquisition and classification of data necessary for machine induction. These responsibilities require the expert to do what an expert does best: to exercise his or her expertise. This seems a more natural fit to an expert's capabilities than the requirements of traditional methodologies that experts explicitly enumerate the rules that they employ. 5. Number of Instances: 512 6. Number of Attributes: 40 including the class attribute -- 20 attributes are numeric, 20 are nominal 7. Attribute Information: 1. timestamp: numeric;19500101 - 21001231 2. cylinder number: nominal 3. customer: nominal; 4. job number: nominal; 5. grain screened: nominal; yes, no 6. ink color: nominal; key, type 7. proof on ctd ink: nominal; yes, no 8. blade mfg: nominal; benton, daetwyler, uddeholm 9. cylinder division: nominal; gallatin, warsaw, mattoon 10. paper type: nominal; uncoated, coated, super 11. ink type: nominal; uncoated, coated, cover 12. direct steam: nominal; use; yes, no * 13. solvent type: nominal; xylol, lactol, naptha, line, other 14. type on cylinder: nominal; yes, no 15. press type: nominal; use; 70 wood hoe, 70 motter, 70 albert, 94 motter 16. press: nominal; 821, 802, 813, 824, 815, 816, 827, 828 17. unit number: nominal; 1, 2, 3, 4, 5, 6, 7, 8, 9, 10 18. cylinder size: nominal; catalog, spiegel, tabloid 19. paper mill location: nominal; north us, south us, canadian, scandanavian, mid european 20. plating tank: nominal; 1910, 1911, other 21. proof cut: numeric; 0-100 22. viscosity: numeric; 0-100 23. caliper: numeric; 0-1.0 24. ink temperature: numeric; 5-30 25. humifity: numeric; 5-120 26. roughness: numeric; 0-2 27. blade pressure: numeric; 10-75 28. varnish pct: numeric; 0-100 29. press speed: numeric; 0-4000 30. ink pct: numeric; 0-100 31. solvent pct: numeric; 0-100 32. ESA Voltage: numeric; 0-16 33. ESA Amperage: numeric; 0-10 34. wax: numeric ; 0-4.0 35. hardener: numeric; 0-3.0 36. roller durometer: numeric; 15-120 37. current density: numeric; 20-50 38. anode space ratio: numeric; 70-130 39. chrome content: numeric; 80-120 40. band type: nominal; class; band, no band * 8. Missing Attribute Values: yes, in 302 examples 9. Class Distribution: (out of 512 total instances) -- 312 No band -- 200 Band Information about the dataset CLASSTYPE: nominal CLASSINDEX: last " "0" "cylinder-bands" "band" "noband" "noband" "noband" "noband" "noband" "noband" "noband" "band" "noband" "noband" "band" "band" "band" "noband" "band" "noband" "noband" "noband" "noband" "noband" "noband" "noband" "band" "band" "band" "noband" "noband" "band" "band" "noband" "noband" "noband" "noband" "band" "noband" "band" "noband" "noband" "noband" "noband" "noband" "noband" "noband" "noband" "noband" "noband" "noband" "noband" "noband" "band" "band" "noband" "noband" "noband" "noband" "noband" "noband" "band" "band" "band" "noband" "noband" "band" "band" "band" "band" "noband" "noband" "noband" "noband" "noband" "noband" "noband" "noband" "noband" "noband" "band" "noband" "noband" "noband" "noband" "noband" "noband" "noband" "band" "noband" "band" "noband" "noband" "noband" "noband" "band" "band" "noband" "noband" "noband" "noband" 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40 40 45 45 45 45 45 45 50 50 50 50 45 45 40 40 40 32 32 67.5 45 42 45 45 40 45 45 45 35 65 55 62 37.5 40 37.5 37.5 37.5 50 50 45 50 30 40 52 45 40 60 47.5 40 40 47.5 40 40 45 45 42 27.5 35 60 40 nan 45 40 40 45 40 35 35 42.5 40 40 50 50 40 40 40 45 55 42.5 50 nan nan 55 40 40 40 40 40 47.5 50 40 30 30 50 45 37.5 40 40 40 30 40 45 40 35 55 35 47.5 40 47.5 50 55 55 40 35 50 50 nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan 0.2 0.3 0.433 0.3 0.3 0.267 0.3 0.2 0.367 0.333 0.2 0.367 0.3 0.3 0.267 0.233 0.2 0.2 0.267 0.333 0.233 0.2 0.2 0.2 0.2 0.2 0.3 0.3 nan 0.233 0.2 0.2 0.267 0.2 0.333 0.2 nan 0.267 0.2 0.3 0.3 0.2 0.2 0.3 0.267 0.233 0.3 0.2 0.233 0.333 0.333 0.233 0.2 0.267 0.233 0.2 0.4 0.433 0.2 0.333 0.35 0.233 0.2 0.267 0.233 0.267 0.35 0.3 0.2 0.3 0.333 0.2 0.267 0.2 0.2 0.2 0.233 0.35 0.233 0.267 0.2 0.2 0.35 0.35 0.267 nan 0.333 0.267 nan 0.2 0.233 0.233 0.3 0.2 0.3 0.3 0.3 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"nominal:1910,abbey,abbeypress,abbypress,adco,ames,austads,belk,belks,best,bestprod,brendls,burdines,campingworld,casliving,casualliving,cenpurch,childcraft,childworld,colorfulimage,colortil,colortile,competitivedge,cvs,downs,dunns,eckerd,eckerds,exxon,galls,global,globalequp,guideposts,gurney,hanhouse,hanoverhouse,hanoverhse,hanovrhous,hanovrhouse,hills,homeshop,homeshopping,jamesway,jcp,jcpenny,jfk,kidsrus,kmart,lazarus,lurias,massey,mervyns,modmat,natlwildlife,ntlwildlife,oldvillageshop,penney,rei,roses,sears,servmerch,sheplers,target,toysrus,tvguide,uscav,venture,walmart,wards,woolworth,woolwrth,yieldhouse" "numeric" "nominal:45,no,yes" "nominal:0.200,key" "nominal:17,no,yes" "nominal:84,benton,uddeholm" "nominal:0.8125,gallatin" "nominal:27,coated,super,uncoated" "nominal:coated,cover,uncoated" "nominal:1865,no,yes" "nominal:line,naptha,xylol" "nominal:no,yes" "nominal:albert70,motter70,motter94,woodhoe70" "nominal:802,813,815,816,821,824,827,828" "numeric" "nominal:0.7,catalog,spiegel,tabloid" "nominal:canadian,mideuropean,northus,scandanavian,southus" "nominal:40,1910,1911" "numeric" "numeric" "nominal:.200,0.133,0.167,0.2,0.200,0.217,0.233,0.25,0.267,0.283,0.3,0.300,0.333,0.35,0.367,0.4,0.433,0.467,0.5,0.533,band" "numeric" "numeric" "numeric" "numeric" "numeric" "numeric" "numeric" "numeric" "numeric" "numeric" "numeric" "numeric" "numeric" "nominal:30,33,35,37,40,42,45" "numeric" "nominal:90,95,100" "nominal:band,noband"