View uci-20070111 cylinder-bands (public)
























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# Instances: 540 / # Attributes: 40
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- Original Data Format
- arff
- Name
- cylinder-bands
- Version mldata
- 0
- Comment
Title: Cylinder bands
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
Past Usage:
Evans, B., and Fisher, D. (1994). Overcoming process delays with decision tree induction. IEEE Expert , Vol. 9, No. 1, 60--66.
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.
Number of Instances: 512
Number of Attributes: 40 including the class attribute -- 20 attributes are numeric, 20 are nominal
Attribute Information:
- timestamp: numeric;19500101 - 21001231
- cylinder number: nominal
- customer: nominal;
- job number: nominal;
- grain screened: nominal; yes, no
- ink color: nominal; key, type
-
proof on ctd ink: nominal; yes, no
- blade mfg: nominal; benton, daetwyler, uddeholm
- cylinder division: nominal; gallatin, warsaw, mattoon
- paper type: nominal; uncoated, coated, super
- ink type: nominal; uncoated, coated, cover
- direct steam: nominal; use; yes, no *
- solvent type: nominal; xylol, lactol, naptha, line, other
-
type on cylinder: nominal; yes, no
- press type: nominal; use; 70 wood hoe, 70 motter, 70 albert, 94 motter
- press: nominal; 821, 802, 813, 824, 815, 816, 827, 828
- unit number: nominal; 1, 2, 3, 4, 5, 6, 7, 8, 9, 10
- cylinder size: nominal; catalog, spiegel, tabloid
- paper mill location: nominal; north us, south us, canadian, scandanavian, mid european
- plating tank: nominal; 1910, 1911, other
- proof cut: numeric; 0-100
- viscosity: numeric; 0-100
- caliper: numeric; 0-1.0
- ink temperature: numeric; 5-30
- humifity: numeric; 5-120
- roughness: numeric; 0-2
- blade pressure: numeric; 10-75
- varnish pct: numeric; 0-100
- press speed: numeric; 0-4000
- ink pct: numeric; 0-100
- solvent pct: numeric; 0-100
- ESA Voltage: numeric; 0-16
- ESA Amperage: numeric; 0-10
- wax: numeric ; 0-4.0
- hardener: numeric; 0-3.0
- roller durometer: numeric; 15-120
- current density: numeric; 20-50
- anode space ratio: numeric; 70-130
- chrome content: numeric; 80-120
- band type: nominal; class; band, no band *
Missing Attribute Values: yes, in 302 examples
Class Distribution: (out of 512 total instances) -- 312 No band -- 200 Band
Information about the dataset CLASSTYPE: nominal CLASSINDEX: last
- Names
- timestamp,cylinder_number,customer,job_number,grain_screened,ink_color,proof_on_ctd_ink,blade_mfg,cylinder_division,paper_type,
- Types
- nominal:19900330,19900409,19900414,19900417,19900418,19900425,19900426,19900505,19900507,19900509,19900510,19900511,19900514,19900517,19900518,19900524,19900602,19900603,19900606,19900608,19900611,19900612,19900614,19900615,19900617,19900620,19900621,19900622,19900625,19900626,19900702,19900705,19900706,19900707,19900708,19900710,19900718,19900719,19900723,19900726,19900727,19900730,19900801,19900804,19900805,19900806,19900807,19900809,19900810,19900811,19900812,19900813,19900814,19900818,19900819,19900820,19900821,19900824,19900825,19900830,19900831,19900909,19900910,19900913,19900915,19900920,19900921,19900924,19900926,19901001,19901002,19901003,19901004,19901005,19901006,19901007,19901008,19901010,19901014,19901017,19901023,19901027,19901030,19901031,19901101,19901102,19901105,19901106,19901107,19901108,19901109,19901113,19901114,19901115,19901116,19901117,19901119,19901120,19901121,19901124,19901125,19901206,19901208,19901209,19901210,19901211,19901212,19901214,19901215,19901218,19901219,19901222,19901230,19910103,19910104,19910108,19910109,19910111,19910112,19910113,19910114,19910117,19910118,19910123,19910125,19910127,19910129,19910130,19910131,19910201,19910206,19910208,19910211,19910212,19910213,19910214,19910215,19910216,19910220,19910221,19910223,19910227,19910301,19910302,19910303,19910304,19910306,19910307,19910308,19910309,19910310,19910311,19910314,19910316,19910317,19910318,19910319,19910320,19910322,19910323,19910325,19910327,19910330,19910402,19910404,19910405,19910406,19910409,19910415,19910416,19910419,19910422,19910423,19910426,19910428,19910430,19910501,19910502,19910503,19910505,19910507,19910508,19910511,19910517,19910524,19910528,19910529,19910531,19910603,19910604,19910605,19910607,19910609,19910610,19910611,19910614,19910617,19910618,19910619,19910622,19910626,19910627,19910629,19910706,19910707,19910712,19910718,19910719,19910724,19910727,19910729,19910730,19910802,19910804,19910806,19910807,19910809,19910810,19910815,19910817,19910818,19910822,19910829,19910903,19910915,19910917,19910920,19910923,19910924,19911102,19911103,19911104,19911124,19911203,19911209,19911211,19920105,19920110,19920114,19920115,19920205,19920207,19920208,19920220,19920317,19920320,19920326,19920402,19920405,19920408,19920416,19920515,19920523,19920529,19920530,19920531,19920603,19920610,19920705,19920709,19920712,19920808,19920822,19920826,19920911,19920915,19920918,19920920,19921001,19921004,19921125,19921129,19930113,19930205,19930217,19930219,19930227,19930309,19930407,19930421,19930514,19930624,19930906,19930908,19930915,19930916,19930928,19931008,19940904,19940927,19941001,19941004,19941005,19941007,19941009,19941010,tabloid
- nominal:1351,3,aa067,aa1,aa11,aa17,aa28,aa29,aa40,aa43,aa45,aa56,aa58,aa66,aa7,aa70,aa97,b125,b181,b6,b7,e26,e302,e303,e310,e38,e510,e67,e68,e69,e72,e74,e77,e78,e81,e83,e84,e85,e86,e90,e91,e92,ee304,f067,f103,f108,f121,f126,f131,f133,f135,f146,f159,f169,f170,f19,f192,f219,f227,f236,f237,f242,f25,f257,f26,f261,f264,f267,f294,f308,f310,f321,f329,f331,f337,f372,f374,f38,f383,f416,f450,f466,f482,f492,f510,f569,f571,f590,f601,f615,f620,f629,f633,f670,f672,f679,f685,f72,f76,f77,f85,f89,f98,g089,g108,g145,g150,g3,g38,g404,g407,g412,g416,g433,g459,g462,g465,g467,g48,g496,g5,g518,g519,g55,g572,g60,g604,g608,g625,g628,g634,g640,g648,g657,g67,g69,g71,g78,g81,g84,g95,g98,i010,i25,i301,i303,i305,i309,i311,i317,i320,i324,i325,i331,i337,i343,i346,i347,i349,i353,i354,i357,i358,i365,i366,i383,i400,i46,i49,i820,j15,j29,j33,j34,j38,j40,j42,j43,j44,j45,j582,j6,j60,j62,j68,j70,j9,m103,m200,m208,m254,m257,m260,m272,m309,m332,m337,m362,m372,m374,m39,m4,m402,m410,m432,m45,m65,m74,m93,o1,o14,o15,o2,o21,o28,o4,o5,o6,o7,o8,r1,r14,r15,r17,r18,r2,r22,r23,r25,r29,r3,r30,r32,r34,r38,r4,r43,r5,r6,r7,r9,s180,s21,t117,t133,t176,t178,t195,t200,t204,t218,t233,t234,t244,t245,t26,t280,t281,t284,t30,t31,t312,t313,t32,t333,t351,t365,t368,t380,t383,t78,t8,v376,w30,w357,w364,w368,w395,w406,w516,w717,w785,w90,w92,x001,x019,x102,x103,x108,x116,x118,x12,x126,x127,x129,x13,x132,x135,x138,x139,x141,x146,x147,x151,x153,x155,x158,x160,x163,x18,x184,x185,x195,x196,x197,x199,x201,x203,x206,x21,x216,x220,x221,x232,x235,x242,x243,x249,x25,x251,x253,x255,x264,x266,x271,x272,x273,x281,x282,x29,x291,x292,x295,x297,x304,x308,x315,x326,x333,x342,x346,x35,x350,x351,x352,x356,x36,x367,x37,x374,x377,x381,x388,x389,x390,x396,x400,x405,x408,x414,x420,x423,x53,x57,x60,x65,x66,x67,x7,x713,x720,x727,x742,x746,x750,x753,x754,x760,x766,x768,x770,x771,x776,x777,x779,x787,x788,x791,x793,x795,x798,x799,x80,x802,x804,x809,x817,x818,x819,x820,x821,x823,x826,x828,x830,x831,x837,x838,x84,x89,x9,x91,x95,x96,y209,y216,y228,y255,y270
- 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
- Data (first 10 data points)
time... cyli... cust... job_... grai... ink_... proo... blad... cyli... pape... ... 1991... x126 tvgu... 25503 yes key yes benton gall... unco... ... 1991... x266 tvgu... 25503 yes key yes benton gall... unco... ... 1991... b7 modmat 47201 yes key yes benton gall... unco... ... 1991... t133 massey 39039 yes key yes benton gall... unco... ... 1991... j34 kmart 37351 no key yes benton gall... unco... ... 1991... t218 massey 38039 yes key yes benton gall... unco... ... 1991... x249 roses 35751 no key yes benton gall... coated ... 1991... x788 roses 35751 no key yes benton gall... coated ... 1991... m372 modmat 47201 yes key yes benton gall... unco... ... 1991... i320 chil... 37000 yes key yes benton gall... unco... ... ... ... ... ... ... ... ... ... ... ... ...
- Description
A gzip'ed tar containing UCI and UCI KDD datasets (uci-20070111.tar.gz, 17,952,832 Bytes)
- URLs
- (No information yet)
- Publications
- Data Source
- http://www.ics.uci.edu/~mlearn/MLRepository.html http://kdd.ics.uci.edu/
- Measurement Details
- Usage Scenario
- revision 1
- by mldata on 2010-11-06 09:58
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Acknowledgements
This project is supported by PASCAL (Pattern Analysis, Statistical Modelling and Computational Learning)
http://www.pascal-network.org/.