cylinder-bands

OpenML dataset with id 6332

No author found.

Full work available at URL: https://api.openml.org/data/v1/download/1854224/cylinder-bands.arff

Upload date: 30 March 2016

Dataset Characteristics

Number of classes: 2
Number of features: 40 (numeric: 18, symbolic: 22 and in total binary: 4 )
Number of instances: 540
Number of instances with missing values: 263
Number of missing values: 999

Description

Author: Bob Evans, RR Donnelley & Sons Co. Source: UCI - August, 1995 Please cite: UCI citation policy

Description

Cylinder bands UCI dataset - Process delays known as cylinder banding in rotogravure printing were substantially mitigated using control rules discovered by decision tree induction.

Attribute Information

There are 40 attributes for 540 observations, including the class: 20 are numeric and 20 are nominal. There are missing values in 302 of the instances.

```

  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

```

Notes:

cylinder number is an identifier and should be ignored when modeling the data
data set consists of 540 observations. UCI explanation states 541, which is wrong.

Relevant Papers

Evans, B., and Fisher, D. (1994). Overcoming process delays with decision tree induction. IEEE Expert, Vol. 9, No. 1, 60--66.

This page was built for dataset: cylinder-bands