" Notes: The large soybean database (soybean-large-data.arff) and it's corresponding test database (soybean-large-test.arff) combined into a single file (soybean-large.arff). 1. Title: Large Soybean Database 2. Sources: (a) R.S. Michalski and R.L. Chilausky \"Learning by Being Told and Learning from Examples: An Experimental Comparison of the Two Methods of Knowledge Acquisition in the Context of Developing an Expert System for Soybean Disease Diagnosis\", International Journal of Policy Analysis and Information Systems, Vol. 4, No. 2, 1980. (b) Donor: Ming Tan & Jeff Schlimmer (Jeff.Schlimmer%cs.cmu.edu) (c) Date: 11 July 1988 3. Past Usage: 1. See above. 2. Tan, M., & Eshelman, L. (1988). Using weighted networks to represent classification knowledge in noisy domains. Proceedings of the Fifth International Conference on Machine Learning (pp. 121-134). Ann Arbor, Michigan: Morgan Kaufmann. -- IWN recorded a 97.1% classification accuracy -- 290 training and 340 test instances 3. Fisher,D.H. & Schlimmer,J.C. (1988). Concept Simplification and Predictive Accuracy. Proceedings of the Fifth International Conference on Machine Learning (pp. 22-28). Ann Arbor, Michigan: Morgan Kaufmann. -- Notes why this database is highly predictable 4. Relevant Information Paragraph: There are 19 classes, only the first 15 of which have been used in prior work. The folklore seems to be that the last four classes are unjustified by the data since they have so few examples. There are 35 categorical attributes, some nominal and some ordered. The value ``dna'' means does not apply. The values for attributes are encoded numerically, with the first value encoded as ``0,'' the second as ``1,'' and so forth. An unknown values is encoded as ``?''. 5. Number of Instances: 683 6. Number of Attributes: 35 (all have been nominalized) 7. Attribute Information: -- 19 Classes diaporthe-stem-canker, charcoal-rot, rhizoctonia-root-rot, phytophthora-rot, brown-stem-rot, powdery-mildew, downy-mildew, brown-spot, bacterial-blight, bacterial-pustule, purple-seed-stain, anthracnose, phyllosticta-leaf-spot, alternarialeaf-spot, frog-eye-leaf-spot, diaporthe-pod-&-stem-blight, cyst-nematode, 2-4-d-injury, herbicide-injury. 1. date: april,may,june,july,august,september,october,?. 2. plant-stand: normal,lt-normal,?. 3. precip: lt-norm,norm,gt-norm,?. 4. temp: lt-norm,norm,gt-norm,?. 5. hail: yes,no,?. 6. crop-hist: diff-lst-year,same-lst-yr,same-lst-two-yrs, same-lst-sev-yrs,?. 7. area-damaged: scattered,low-areas,upper-areas,whole-field,?. 8. severity: minor,pot-severe,severe,?. 9. seed-tmt: none,fungicide,other,?. 10. germination: '90-100%','80-89%','lt-80%',?. 11. plant-growth: norm,abnorm,?. 12. leaves: norm,abnorm. 13. leafspots-halo: absent,yellow-halos,no-yellow-halos,?. 14. leafspots-marg: w-s-marg,no-w-s-marg,dna,?. 15. leafspot-size: lt-1/8,gt-1/8,dna,?. 16. leaf-shread: absent,present,?. 17. leaf-malf: absent,present,?. 18. leaf-mild: absent,upper-surf,lower-surf,?. 19. stem: norm,abnorm,?. 20. lodging: yes,no,?. 21. stem-cankers: absent,below-soil,above-soil,above-sec-nde,?. 22. canker-lesion: dna,brown,dk-brown-blk,tan,?. 23. fruiting-bodies: absent,present,?. 24. external decay: absent,firm-and-dry,watery,?. 25. mycelium: absent,present,?. 26. int-discolor: none,brown,black,?. 27. sclerotia: absent,present,?. 28. fruit-pods: norm,diseased,few-present,dna,?. 29. fruit spots: absent,colored,brown-w/blk-specks,distort,dna,?. 30. seed: norm,abnorm,?. 31. mold-growth: absent,present,?. 32. seed-discolor: absent,present,?. 33. seed-size: norm,lt-norm,?. 34. shriveling: absent,present,?. 35. roots: norm,rotted,galls-cysts,?." 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"diaporthe-stem-canker" "charcoal-rot" "charcoal-rot" "charcoal-rot" "charcoal-rot" "charcoal-rot" "charcoal-rot" "charcoal-rot" "charcoal-rot" "charcoal-rot" "charcoal-rot" "rhizoctonia-root-rot" "rhizoctonia-root-rot" "rhizoctonia-root-rot" "rhizoctonia-root-rot" "rhizoctonia-root-rot" "rhizoctonia-root-rot" "rhizoctonia-root-rot" "rhizoctonia-root-rot" "rhizoctonia-root-rot" "rhizoctonia-root-rot" "phytophthora-rot" "phytophthora-rot" "phytophthora-rot" "phytophthora-rot" "phytophthora-rot" "phytophthora-rot" "phytophthora-rot" "phytophthora-rot" "phytophthora-rot" "phytophthora-rot" "phytophthora-rot" "phytophthora-rot" "phytophthora-rot" "phytophthora-rot" "phytophthora-rot" "phytophthora-rot" "phytophthora-rot" "phytophthora-rot" "phytophthora-rot" "phytophthora-rot" "phytophthora-rot" "phytophthora-rot" "phytophthora-rot" "phytophthora-rot" "phytophthora-rot" "phytophthora-rot" "phytophthora-rot" "phytophthora-rot" "phytophthora-rot" "phytophthora-rot" "phytophthora-rot" "phytophthora-rot" "phytophthora-rot" "phytophthora-rot" "phytophthora-rot" "phytophthora-rot" "phytophthora-rot" "phytophthora-rot" "phytophthora-rot" "phytophthora-rot" "brown-stem-rot" "brown-stem-rot" "brown-stem-rot" "brown-stem-rot" "brown-stem-rot" "brown-stem-rot" "brown-stem-rot" "brown-stem-rot" "brown-stem-rot" "brown-stem-rot" "brown-stem-rot" "brown-stem-rot" "brown-stem-rot" "brown-stem-rot" "brown-stem-rot" "brown-stem-rot" "brown-stem-rot" "brown-stem-rot" "brown-stem-rot" "brown-stem-rot" "powdery-mildew" "powdery-mildew" "powdery-mildew" "powdery-mildew" "powdery-mildew" "powdery-mildew" "powdery-mildew" "powdery-mildew" "powdery-mildew" "powdery-mildew" "downy-mildew" "downy-mildew" "downy-mildew" "downy-mildew" "downy-mildew" "downy-mildew" "downy-mildew" "downy-mildew" "downy-mildew" "downy-mildew" "brown-spot" "brown-spot" "brown-spot" "brown-spot" "brown-spot" "brown-spot" "brown-spot" "brown-spot" "brown-spot" "brown-spot" "brown-spot" "brown-spot" "brown-spot" "brown-spot" "brown-spot" "brown-spot" "brown-spot" "brown-spot" "brown-spot" "brown-spot" "brown-spot" "brown-spot" "brown-spot" "brown-spot" "brown-spot" "brown-spot" "brown-spot" "brown-spot" "brown-spot" "brown-spot" "brown-spot" "brown-spot" "brown-spot" "brown-spot" "brown-spot" "brown-spot" "brown-spot" "brown-spot" "brown-spot" "brown-spot" "bacterial-blight" "bacterial-blight" "bacterial-blight" "bacterial-blight" "bacterial-blight" "bacterial-blight" "bacterial-blight" "bacterial-blight" "bacterial-blight" "bacterial-blight" "bacterial-pustule" "bacterial-pustule" "bacterial-pustule" "bacterial-pustule" "bacterial-pustule" "bacterial-pustule" "bacterial-pustule" "bacterial-pustule" "bacterial-pustule" "bacterial-pustule" "purple-seed-stain" "purple-seed-stain" "purple-seed-stain" "purple-seed-stain" "purple-seed-stain" "purple-seed-stain" "purple-seed-stain" "purple-seed-stain" "purple-seed-stain" "purple-seed-stain" "anthracnose" "anthracnose" "anthracnose" "anthracnose" "anthracnose" "anthracnose" "anthracnose" "anthracnose" "anthracnose" "anthracnose" "anthracnose" "anthracnose" "anthracnose" "anthracnose" "anthracnose" "anthracnose" "anthracnose" "anthracnose" "anthracnose" "anthracnose" "phyllosticta-leaf-spot" "phyllosticta-leaf-spot" "phyllosticta-leaf-spot" "phyllosticta-leaf-spot" "phyllosticta-leaf-spot" "phyllosticta-leaf-spot" "phyllosticta-leaf-spot" "phyllosticta-leaf-spot" "phyllosticta-leaf-spot" "phyllosticta-leaf-spot" "alternarialeaf-spot" "alternarialeaf-spot" "alternarialeaf-spot" "alternarialeaf-spot" "alternarialeaf-spot" "alternarialeaf-spot" "alternarialeaf-spot" "alternarialeaf-spot" "alternarialeaf-spot" "alternarialeaf-spot" "alternarialeaf-spot" "alternarialeaf-spot" "alternarialeaf-spot" "alternarialeaf-spot" "alternarialeaf-spot" "alternarialeaf-spot" "alternarialeaf-spot" "alternarialeaf-spot" "alternarialeaf-spot" "alternarialeaf-spot" "alternarialeaf-spot" "alternarialeaf-spot" "alternarialeaf-spot" "alternarialeaf-spot" "alternarialeaf-spot" "alternarialeaf-spot" "alternarialeaf-spot" "alternarialeaf-spot" "alternarialeaf-spot" "alternarialeaf-spot" "alternarialeaf-spot" "alternarialeaf-spot" "alternarialeaf-spot" "alternarialeaf-spot" "alternarialeaf-spot" "alternarialeaf-spot" "alternarialeaf-spot" "alternarialeaf-spot" "alternarialeaf-spot" "alternarialeaf-spot" "frog-eye-leaf-spot" "frog-eye-leaf-spot" "frog-eye-leaf-spot" "frog-eye-leaf-spot" "frog-eye-leaf-spot" "frog-eye-leaf-spot" "frog-eye-leaf-spot" "frog-eye-leaf-spot" "frog-eye-leaf-spot" "frog-eye-leaf-spot" "frog-eye-leaf-spot" "frog-eye-leaf-spot" "frog-eye-leaf-spot" "frog-eye-leaf-spot" "frog-eye-leaf-spot" "frog-eye-leaf-spot" "frog-eye-leaf-spot" "frog-eye-leaf-spot" "frog-eye-leaf-spot" "frog-eye-leaf-spot" "frog-eye-leaf-spot" "frog-eye-leaf-spot" "frog-eye-leaf-spot" "frog-eye-leaf-spot" "frog-eye-leaf-spot" "frog-eye-leaf-spot" "frog-eye-leaf-spot" "frog-eye-leaf-spot" "frog-eye-leaf-spot" "frog-eye-leaf-spot" "frog-eye-leaf-spot" "frog-eye-leaf-spot" "frog-eye-leaf-spot" "frog-eye-leaf-spot" "frog-eye-leaf-spot" "frog-eye-leaf-spot" "frog-eye-leaf-spot" "frog-eye-leaf-spot" "frog-eye-leaf-spot" "frog-eye-leaf-spot" "diaporthe-pod-&-stem-blight" "diaporthe-pod-&-stem-blight" "diaporthe-pod-&-stem-blight" "diaporthe-pod-&-stem-blight" "diaporthe-pod-&-stem-blight" "diaporthe-pod-&-stem-blight" "cyst-nematode" "cyst-nematode" "cyst-nematode" "cyst-nematode" "cyst-nematode" "cyst-nematode" "2-4-d-injury" "herbicide-injury" "herbicide-injury" "herbicide-injury" "herbicide-injury" "diaporthe-stem-canker" "diaporthe-stem-canker" "diaporthe-stem-canker" "diaporthe-stem-canker" "diaporthe-stem-canker" "diaporthe-stem-canker" "diaporthe-stem-canker" "diaporthe-stem-canker" "diaporthe-stem-canker" "diaporthe-stem-canker" "charcoal-rot" "charcoal-rot" "charcoal-rot" "charcoal-rot" "charcoal-rot" "charcoal-rot" "charcoal-rot" "charcoal-rot" "charcoal-rot" "charcoal-rot" "rhizoctonia-root-rot" "rhizoctonia-root-rot" "rhizoctonia-root-rot" "rhizoctonia-root-rot" "rhizoctonia-root-rot" "rhizoctonia-root-rot" "rhizoctonia-root-rot" "rhizoctonia-root-rot" "rhizoctonia-root-rot" "rhizoctonia-root-rot" "phytophthora-rot" "phytophthora-rot" "phytophthora-rot" "phytophthora-rot" "phytophthora-rot" "phytophthora-rot" "phytophthora-rot" "phytophthora-rot" "phytophthora-rot" "phytophthora-rot" "phytophthora-rot" "phytophthora-rot" "phytophthora-rot" "phytophthora-rot" "phytophthora-rot" "phytophthora-rot" "phytophthora-rot" "phytophthora-rot" "phytophthora-rot" "phytophthora-rot" "phytophthora-rot" "phytophthora-rot" "phytophthora-rot" "phytophthora-rot" "phytophthora-rot" "phytophthora-rot" "phytophthora-rot" "phytophthora-rot" "phytophthora-rot" "phytophthora-rot" "phytophthora-rot" "phytophthora-rot" "phytophthora-rot" "phytophthora-rot" "phytophthora-rot" "phytophthora-rot" "phytophthora-rot" "phytophthora-rot" "phytophthora-rot" "phytophthora-rot" "phytophthora-rot" "phytophthora-rot" "phytophthora-rot" "phytophthora-rot" "phytophthora-rot" "phytophthora-rot" "phytophthora-rot" "phytophthora-rot" "brown-stem-rot" "brown-stem-rot" "brown-stem-rot" "brown-stem-rot" "brown-stem-rot" "brown-stem-rot" "brown-stem-rot" "brown-stem-rot" "brown-stem-rot" "brown-stem-rot" "brown-stem-rot" "brown-stem-rot" "brown-stem-rot" "brown-stem-rot" "brown-stem-rot" "brown-stem-rot" "brown-stem-rot" "brown-stem-rot" "brown-stem-rot" "brown-stem-rot" "brown-stem-rot" "brown-stem-rot" "brown-stem-rot" "brown-stem-rot" "powdery-mildew" "powdery-mildew" "powdery-mildew" "powdery-mildew" "powdery-mildew" "powdery-mildew" "powdery-mildew" "powdery-mildew" "powdery-mildew" "powdery-mildew" "downy-mildew" "downy-mildew" "downy-mildew" "downy-mildew" "downy-mildew" "downy-mildew" "downy-mildew" "downy-mildew" "downy-mildew" "downy-mildew" "brown-spot" "brown-spot" "brown-spot" "brown-spot" "brown-spot" "brown-spot" "brown-spot" "brown-spot" "brown-spot" "brown-spot" "brown-spot" "brown-spot" "brown-spot" "brown-spot" "brown-spot" "brown-spot" "brown-spot" "brown-spot" "brown-spot" "brown-spot" "brown-spot" "brown-spot" "brown-spot" "brown-spot" "brown-spot" "brown-spot" "brown-spot" "brown-spot" "brown-spot" "brown-spot" "brown-spot" "brown-spot" "brown-spot" "brown-spot" "brown-spot" "brown-spot" "brown-spot" "brown-spot" "brown-spot" "brown-spot" "brown-spot" "brown-spot" "brown-spot" "brown-spot" "brown-spot" "brown-spot" "brown-spot" "brown-spot" "brown-spot" "brown-spot" "brown-spot" "brown-spot" "bacterial-blight" "bacterial-blight" "bacterial-blight" "bacterial-blight" "bacterial-blight" "bacterial-blight" "bacterial-blight" "bacterial-blight" "bacterial-blight" "bacterial-blight" "bacterial-pustule" "bacterial-pustule" "bacterial-pustule" "bacterial-pustule" "bacterial-pustule" "bacterial-pustule" "bacterial-pustule" "bacterial-pustule" "bacterial-pustule" "bacterial-pustule" "purple-seed-stain" "purple-seed-stain" "purple-seed-stain" "purple-seed-stain" "purple-seed-stain" "purple-seed-stain" "purple-seed-stain" "purple-seed-stain" "purple-seed-stain" "purple-seed-stain" "anthracnose" "anthracnose" "anthracnose" "anthracnose" "anthracnose" "anthracnose" "anthracnose" "anthracnose" "anthracnose" "anthracnose" "anthracnose" "anthracnose" "anthracnose" "anthracnose" "anthracnose" "anthracnose" "anthracnose" "anthracnose" "anthracnose" "anthracnose" "anthracnose" "anthracnose" "anthracnose" "anthracnose" "phyllosticta-leaf-spot" "phyllosticta-leaf-spot" "phyllosticta-leaf-spot" "phyllosticta-leaf-spot" "phyllosticta-leaf-spot" "phyllosticta-leaf-spot" "phyllosticta-leaf-spot" "phyllosticta-leaf-spot" "phyllosticta-leaf-spot" "phyllosticta-leaf-spot" "alternarialeaf-spot" "alternarialeaf-spot" "alternarialeaf-spot" "alternarialeaf-spot" "alternarialeaf-spot" "alternarialeaf-spot" "alternarialeaf-spot" "alternarialeaf-spot" "alternarialeaf-spot" "alternarialeaf-spot" "alternarialeaf-spot" "alternarialeaf-spot" "alternarialeaf-spot" "alternarialeaf-spot" "alternarialeaf-spot" "alternarialeaf-spot" "alternarialeaf-spot" "alternarialeaf-spot" "alternarialeaf-spot" "alternarialeaf-spot" "alternarialeaf-spot" "alternarialeaf-spot" "alternarialeaf-spot" "alternarialeaf-spot" "alternarialeaf-spot" "alternarialeaf-spot" "alternarialeaf-spot" "alternarialeaf-spot" "alternarialeaf-spot" "alternarialeaf-spot" "alternarialeaf-spot" "alternarialeaf-spot" "alternarialeaf-spot" "alternarialeaf-spot" "alternarialeaf-spot" "alternarialeaf-spot" "alternarialeaf-spot" "alternarialeaf-spot" "alternarialeaf-spot" "alternarialeaf-spot" "alternarialeaf-spot" "alternarialeaf-spot" "alternarialeaf-spot" "alternarialeaf-spot" "alternarialeaf-spot" "alternarialeaf-spot" "alternarialeaf-spot" "alternarialeaf-spot" "alternarialeaf-spot" "alternarialeaf-spot" "alternarialeaf-spot" "frog-eye-leaf-spot" "frog-eye-leaf-spot" "frog-eye-leaf-spot" "frog-eye-leaf-spot" "frog-eye-leaf-spot" "frog-eye-leaf-spot" "frog-eye-leaf-spot" "frog-eye-leaf-spot" "frog-eye-leaf-spot" "frog-eye-leaf-spot" "frog-eye-leaf-spot" "frog-eye-leaf-spot" "frog-eye-leaf-spot" "frog-eye-leaf-spot" "frog-eye-leaf-spot" "frog-eye-leaf-spot" "frog-eye-leaf-spot" "frog-eye-leaf-spot" "frog-eye-leaf-spot" "frog-eye-leaf-spot" "frog-eye-leaf-spot" "frog-eye-leaf-spot" "frog-eye-leaf-spot" "frog-eye-leaf-spot" "frog-eye-leaf-spot" "frog-eye-leaf-spot" "frog-eye-leaf-spot" "frog-eye-leaf-spot" "frog-eye-leaf-spot" "frog-eye-leaf-spot" "frog-eye-leaf-spot" "frog-eye-leaf-spot" "frog-eye-leaf-spot" "frog-eye-leaf-spot" "frog-eye-leaf-spot" "frog-eye-leaf-spot" "frog-eye-leaf-spot" "frog-eye-leaf-spot" "frog-eye-leaf-spot" "frog-eye-leaf-spot" "frog-eye-leaf-spot" "frog-eye-leaf-spot" "frog-eye-leaf-spot" "frog-eye-leaf-spot" "frog-eye-leaf-spot" "frog-eye-leaf-spot" "frog-eye-leaf-spot" "frog-eye-leaf-spot" "frog-eye-leaf-spot" "frog-eye-leaf-spot" "frog-eye-leaf-spot" "diaporthe-pod-&-stem-blight" "diaporthe-pod-&-stem-blight" "diaporthe-pod-&-stem-blight" "diaporthe-pod-&-stem-blight" "diaporthe-pod-&-stem-blight" "diaporthe-pod-&-stem-blight" "diaporthe-pod-&-stem-blight" "diaporthe-pod-&-stem-blight" "diaporthe-pod-&-stem-blight" "cyst-nematode" "cyst-nematode" "cyst-nematode" "cyst-nematode" "cyst-nematode" "cyst-nematode" "cyst-nematode" "cyst-nematode" "2-4-d-injury" "2-4-d-injury" "2-4-d-injury" "2-4-d-injury" "2-4-d-injury" "2-4-d-injury" "2-4-d-injury" "2-4-d-injury" "2-4-d-injury" "2-4-d-injury" "2-4-d-injury" "2-4-d-injury" "2-4-d-injury" "2-4-d-injury" "2-4-d-injury" "herbicide-injury" "herbicide-injury" "herbicide-injury" "herbicide-injury" "same-lst-yr" "same-lst-two-yrs" "same-lst-yr" "same-lst-yr" "same-lst-two-yrs" "same-lst-sev-yrs" "same-lst-two-yrs" "same-lst-yr" "same-lst-sev-yrs" "same-lst-two-yrs" "same-lst-yr" "same-lst-yr" "same-lst-yr" "same-lst-sev-yrs" "same-lst-yr" "same-lst-sev-yrs" "diff-lst-year" "same-lst-two-yrs" "same-lst-two-yrs" "same-lst-two-yrs" "same-lst-two-yrs" "same-lst-yr" "same-lst-sev-yrs" "diff-lst-year" "same-lst-yr" "same-lst-sev-yrs" "diff-lst-year" "same-lst-two-yrs" "same-lst-yr" "same-lst-yr" "same-lst-yr" "same-lst-sev-yrs" "same-lst-two-yrs" "same-lst-two-yrs" "same-lst-two-yrs" "same-lst-two-yrs" "same-lst-yr" "same-lst-two-yrs" "diff-lst-year" "same-lst-yr" "same-lst-yr" "same-lst-yr" "same-lst-sev-yrs" "same-lst-two-yrs" "same-lst-yr" "same-lst-sev-yrs" "same-lst-two-yrs" "same-lst-two-yrs" "same-lst-yr" "same-lst-sev-yrs" "diff-lst-year" "diff-lst-year" "same-lst-yr" "same-lst-yr" "same-lst-two-yrs" "same-lst-sev-yrs" "same-lst-sev-yrs" "same-lst-yr" "same-lst-two-yrs" "same-lst-yr" "same-lst-sev-yrs" "diff-lst-year" "same-lst-yr" "same-lst-yr" "same-lst-yr" "diff-lst-year" "same-lst-two-yrs" "same-lst-sev-yrs" "same-lst-two-yrs" "same-lst-two-yrs" "same-lst-yr" "same-lst-yr" "same-lst-sev-yrs" "same-lst-yr" "same-lst-two-yrs" "same-lst-sev-yrs" "same-lst-sev-yrs" "same-lst-two-yrs" 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