[26] | 1 | |1. Title: Large Soybean Database |
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| 2 | | |
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| 3 | |2. Sources: |
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| 4 | | (a) Michalski,R.S. Learning by being told and learning from |
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| 5 | | examples: an experimental comparison of the two methodes of knowledge |
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| 6 | | acquisition in the context of developing an expert system for soybean |
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| 7 | | desease diagnoiss", International Journal of Policy Analysis and |
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| 8 | | Information Systems, 1980, 4(2), 125-161. |
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| 9 | | (b) Donor: Ming Tan & Jeff Schlimmer (Jeff.Schlimmer%cs.cmu.edu) |
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| 10 | | (c) Date: 11 July 1988 |
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| 11 | | |
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| 12 | |3. Past Usage: |
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| 13 | | 1. See above. |
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| 14 | | 2. Tan, M., & Eshelman, L. (1988). Using weighted networks to represent |
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| 15 | | classification knowledge in noisy domains. Proceedings of the Fifth |
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| 16 | | International Conference on Machine Learning (pp. 121-134). Ann Arbor, |
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| 17 | | Michigan: Morgan Kaufmann. |
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| 18 | | -- IWN recorded a 97.1% classification accuracy |
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| 19 | | -- 290 training and 340 test instances |
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| 20 | | 3. Fisher,D.H. & Schlimmer,J.C. (1988). Concept Simplification and |
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| 21 | | Predictive Accuracy. Proceedings of the Fifth |
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| 22 | | International Conference on Machine Learning (pp. 121-134). Ann Arbor, |
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| 23 | | Michigan: Morgan Kaufmann. |
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| 24 | | -- Notes why this database is highly predictable |
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| 25 | | |
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| 26 | |4. Relevant Information Paragraph: |
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| 27 | | There are 19 classes, only the first 15 of which have been used in prior |
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| 28 | | work. The folklore seems to be that the last four classes are |
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| 29 | | unjustified by the data since they have so few examples. |
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| 30 | | There are 35 categorical attributes, some nominal and some ordered. The |
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| 31 | | value ``dna'' means does not apply. The values for attributes are |
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| 32 | | encoded numerically, with the first value encoded as ``0,'' the second as |
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| 33 | | ``1,'' and so forth. An unknown values is encoded as ``-1.'' |
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| 34 | | |
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| 35 | |5. Number of Instances: 316 |
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| 36 | | |
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| 37 | |6. Number of Attributes: 35 (all have been nominalized) |
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| 38 | | |
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| 39 | |7. Attribute Information: |
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| 40 | | -- 19 Classes |
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| 41 | | diaporthe-stem-canker, charcoal-rot, rhizoctonia-root-rot, |
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| 42 | | phytophthora-rot, brown-stem-rot, powdery-mildew, |
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| 43 | | downy-mildew, brown-spot, bacterial-blight, |
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| 44 | | bacterial-pustule, purple-seed-stain, anthracnose, |
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| 45 | | phyllosticta-leaf-spot, alternarialeaf-spot, |
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| 46 | | frog-eye-leaf-spot, diaporthe-pod-&-stem-blight, |
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| 47 | | cyst-nematode, 2-4-d-injury, herbicide-injury. |
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| 48 | | |
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| 49 | | 1. date: april,may,june,july,august,september,october,?. |
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| 50 | | 2. plant-stand: normal,lt-normal,?. |
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| 51 | | 3. precip: lt-norm,norm,gt-norm,?. |
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| 52 | | 4. temp: lt-norm,norm,gt-norm,?. |
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| 53 | | 5. hail: yes,no,?. |
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| 54 | | 6. crop-hist: diff-lst-year,same-lst-yr,same-lst-two-yrs, |
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| 55 | | same-lst-sev-yrs,?. |
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| 56 | | 7. area-damaged: scattered,low-areas,upper-areas,whole-field,?. |
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| 57 | | 8. severity: minor,pot-severe,severe,?. |
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| 58 | | 9. seed-tmt: none,fungicide,other,?. |
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| 59 | | 10. germination: 90-100%,80-89%,lt-80%,?. |
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| 60 | | 11. plant-growth: norm,abnorm,?. |
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| 61 | | 12. leaves: norm,abnorm. |
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| 62 | | 13. leafspots-halo: absent,yellow-halos,no-yellow-halos,?. |
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| 63 | | 14. leafspots-marg: w-s-marg,no-w-s-marg,dna,?. |
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| 64 | | 15. leafspot-size: lt-1/8,gt-1/8,dna,?. |
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| 65 | | 16. leaf-shread: absent,present,?. |
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| 66 | | 17. leaf-malf: absent,present,?. |
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| 67 | | 18. leaf-mild: absent,upper-surf,lower-surf,?. |
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| 68 | | 19. stem: norm,abnorm,?. |
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| 69 | | 20. lodging: yes,no,?. |
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| 70 | | 21. stem-cankers: absent,below-soil,above-soil,above-sec-nde,?. |
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| 71 | | 22. canker-lesion: dna,brown,dk-brown-blk,tan,?. |
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| 72 | | 23. fruiting-bodies: absent,present,?. |
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| 73 | | 24. external decay: absent,firm-and-dry,watery,?. |
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| 74 | | 25. mycelium: absent,present,?. |
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| 75 | | 26. int-discolor: none,brown,black,?. |
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| 76 | | 27. sclerotia: absent,present,?. |
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| 77 | | 28. fruit-pods: norm,diseased,few-present,dna,?. |
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| 78 | | 29. fruit spots: absent,colored,brown-w/blk-specks,distort,dna,?. |
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| 79 | | 30. seed: norm,abnorm,?. |
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| 80 | | 31. mold-growth: absent,present,?. |
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| 81 | | 32. seed-discolor: absent,present,?. |
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| 82 | | 33. seed-size: norm,lt-norm,?. |
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| 83 | | 34. shriveling: absent,present,?. |
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| 84 | | 35. roots: norm,rotted,galls-cysts,?. |
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| 85 | | |
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| 86 | |8. Number of Missing Attribute Values: |
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| 87 | | 1. date: 0 |
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| 88 | | 2. plant-stand: 1 |
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| 89 | | 3. precip: 8 |
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| 90 | | 4. temp: 11 |
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| 91 | | 5. hail: 7 |
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| 92 | | 6. crop-hist: 41 |
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| 93 | | 7. area-damaged: 1 |
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| 94 | | 8. severity: 1 |
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| 95 | | 9. seed-tmt: 41 |
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| 96 | | 10. germination: 41 |
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| 97 | | 11. plant-growth: 36 |
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| 98 | | 12. leaves: 1 |
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| 99 | | 13. leafspots-halo: 0 |
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| 100 | | 14. leafspots-marg: 25 |
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| 101 | | 15. leafspot-size: 25 |
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| 102 | | 16. leaf-shread: 25 |
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| 103 | | 17. leaf-malf: 26 |
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| 104 | | 18. leaf-mild: 25 |
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| 105 | | 19. stem: 30 |
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| 106 | | 20. lodging: 1 |
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| 107 | | 21. stem-cankers: 41 |
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| 108 | | 22. canker-lesion: 11 |
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| 109 | | 23. fruiting-bodies: 11 |
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| 110 | | 24. external decay: 35 |
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| 111 | | 25. mycelium: 11 |
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| 112 | | 26. int-discolor: 11 |
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| 113 | | 27. sclerotia: 11 |
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| 114 | | 28. fruit-pods: 11 |
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| 115 | | 29. fruit spots: 25 |
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| 116 | | 30. seed: 35 |
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| 117 | | 31. mold-growth: 29 |
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| 118 | | 32. seed-discolor: 29 |
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| 119 | | 33. seed-size: 35 |
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| 120 | | 34. shriveling: 29 |
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| 121 | | 35. roots: 35 |
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| 122 | | |
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| 123 | |9. Class Distribution: |
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| 124 | | 1. diaporthe-stem-canker: 10 |
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| 125 | | 2. charcoal-rot: 10 |
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| 126 | | 3. rhizoctonia-root-rot: 10 |
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| 127 | | 4. phytophthora-rot: 40 |
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| 128 | | 5. brown-stem-rot: 20 |
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| 129 | | 6. powdery-mildew: 10 |
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| 130 | | 7. downy-mildew: 10 |
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| 131 | | 8. brown-spot: 40 |
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| 132 | | 9. bacterial-blight: 10 |
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| 133 | | 10. bacterial-pustule: 10 |
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| 134 | | 11. purple-seed-stain: 10 |
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| 135 | | 12. anthracnose: 20 |
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| 136 | | 13. phyllosticta-leaf-spot: 10 |
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| 137 | | 14. alternarialeaf-spot: 40 |
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| 138 | | 15. frog-eye-leaf-spot: 40 |
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| 139 | | 16. diaporthe-pod-&-stem-blight: 6 |
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| 140 | | 17. cyst-nematode: 6 |
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| 141 | | 18. 2-4-d-injury: 1 |
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| 142 | | 19. herbicide-injury: 4 |
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| 143 | | |
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| 144 | |---------------------------------------------------------- |
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| 145 | |
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| 146 | | Classes (19) |
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| 147 | | ------- |
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| 148 | |
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| 149 | diaporthe-stem-canker, charcoal-rot, rhizoctonia-root-rot, |
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| 150 | phytophthora-rot, brown-stem-rot, powdery-mildew, |
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| 151 | downy-mildew, brown-spot, bacterial-blight, |
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| 152 | bacterial-pustule, purple-seed-stain, anthracnose, |
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| 153 | phyllosticta-leaf-spot, alternarialeaf-spot, |
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| 154 | frog-eye-leaf-spot, diaporthe-pod-&-stem-blight, |
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| 155 | cyst-nematode, 2-4-d-injury, herbicide-injury. |
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| 156 | |
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| 157 | |
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| 158 | | Attributes |
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| 159 | | ---------- |
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| 160 | |
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| 161 | date: april,may,june,july,august,september,october. |
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| 162 | plant-stand: normal,lt-normal. |
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| 163 | precip: lt-norm,norm,gt-norm. |
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| 164 | temp: lt-norm,norm,gt-norm. |
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| 165 | hail: yes,no. |
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| 166 | crop-hist: diff-lst-year,same-lst-yr,same-lst-two-yrs, |
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| 167 | same-lst-sev-yrs. |
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| 168 | area-damaged: scattered,low-areas,upper-areas,whole-field. |
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| 169 | severity: minor,pot-severe,severe. |
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| 170 | seed-tmt: none,fungicide,other. |
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| 171 | germination: 90-100%,80-89%,lt-80%. |
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| 172 | plant-growth: norm,abnorm. |
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| 173 | leaves: norm,abnorm. |
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| 174 | leafspots-halo: absent,yellow-halos,no-yellow-halos. |
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| 175 | leafspots-marg: w-s-marg,no-w-s-marg,dna. |
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| 176 | leafspot-size: lt-1/8,gt-1/8,dna. |
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| 177 | leaf-shread: absent,present. |
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| 178 | leaf-malf: absent,present. |
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| 179 | leaf-mild: absent,upper-surf,lower-surf. |
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| 180 | stem: norm,abnorm. |
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| 181 | lodging: yes,no. |
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| 182 | stem-cankers: absent,below-soil,above-soil,above-sec-nde. |
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| 183 | canker-lesion: dna,brown,dk-brown-blk,tan. |
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| 184 | fruiting-bodies: absent,present. |
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| 185 | external decay: absent,firm-and-dry,watery. |
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| 186 | mycelium: absent,present. |
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| 187 | int-discolor: none,brown,black. |
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| 188 | sclerotia: absent,present. |
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| 189 | fruit-pods: norm,diseased,few-present,dna. |
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| 190 | fruit spots: absent,colored,brown-w/blk-specks,distort,dna. |
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| 191 | seed: norm,abnorm. |
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| 192 | mold-growth: absent,present. |
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| 193 | seed-discolor: absent,present. |
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| 194 | seed-size: norm,lt-norm. |
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| 195 | shriveling: absent,present. |
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| 196 | roots: norm,rotted,galls-cysts. |
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