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unknown (from Weka repository)

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arff slurped Weka

Attribute Types

Integer,Floating Point,String

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# Instances: 540 / # Attributes: 40
HDF5 (453.5 KB) XML CSV ARFF LibSVM Matlab Octave

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Original Data Format

arff

Name

cylinder-bands

Version mldata

0

Comment

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.

1. Number of Instances: 512

2. Number of Attributes: 40 including the class attribute -- 20 attributes are numeric, 20 are nominal

3. 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 *

4. Missing Attribute Values: yes, in 302 examples

5. 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

1. 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
2. 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
3. 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
4. numeric
5. nominal:45,no,yes
6. nominal:0.200,key
7. nominal:17,no,yes
8. nominal:84,benton,uddeholm
9. nominal:0.8125,gallatin
10. 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)

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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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