iris.arff
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  1. % 1. Title: Iris Plants Database
  2. % 2. Sources:
  3. %      (a) Creator: R.A. Fisher
  4. %      (b) Donor: Michael Marshall (MARSHALL%PLU@io.arc.nasa.gov)
  5. %      (c) Date: July, 1988
  6. % 3. Past Usage:
  7. %    - Publications: too many to mention!!!  Here are a few.
  8. %    1. Fisher,R.A. "The use of multiple measurements in taxonomic problems"
  9. %       Annual Eugenics, 7, Part II, 179-188 (1936); also in "Contributions
  10. %       to Mathematical Statistics" (John Wiley, NY, 1950).
  11. %    2. Duda,R.O., & Hart,P.E. (1973) Pattern Classification and Scene Analysis.
  12. %       (Q327.D83) John Wiley & Sons.  ISBN 0-471-22361-1.  See page 218.
  13. %    3. Dasarathy, B.V. (1980) "Nosing Around the Neighborhood: A New System
  14. %       Structure and Classification Rule for Recognition in Partially Exposed
  15. %       Environments".  IEEE Transactions on Pattern Analysis and Machine
  16. %       Intelligence, Vol. PAMI-2, No. 1, 67-71.
  17. %       -- Results:
  18. %          -- very low misclassification rates (0% for the setosa class)
  19. %    4. Gates, G.W. (1972) "The Reduced Nearest Neighbor Rule".  IEEE 
  20. %       Transactions on Information Theory, May 1972, 431-433.
  21. %       -- Results:
  22. %          -- very low misclassification rates again
  23. %    5. See also: 1988 MLC Proceedings, 54-64.  Cheeseman et al's AUTOCLASS II
  24. %       conceptual clustering system finds 3 classes in the data.
  25. % 4. Relevant Information:
  26. %    --- This is perhaps the best known database to be found in the pattern
  27. %        recognition literature.  Fisher's paper is a classic in the field
  28. %        and is referenced frequently to this day.  (See Duda & Hart, for
  29. %        example.)  The data set contains 3 classes of 50 instances each,
  30. %        where each class refers to a type of iris plant.  One class is
  31. %        linearly separable from the other 2; the latter are NOT linearly
  32. %        separable from each other.
  33. %    --- Predicted attribute: class of iris plant.
  34. %    --- This is an exceedingly simple domain.
  35. % 5. Number of Instances: 150 (50 in each of three classes)
  36. % 6. Number of Attributes: 4 numeric, predictive attributes and the class
  37. % 7. Attribute Information:
  38. %    1. sepal length in cm
  39. %    2. sepal width in cm
  40. %    3. petal length in cm
  41. %    4. petal width in cm
  42. %    5. class: 
  43. %       -- Iris Setosa
  44. %       -- Iris Versicolour
  45. %       -- Iris Virginica
  46. % 8. Missing Attribute Values: None
  47. % Summary Statistics:
  48. %              Min  Max   Mean    SD   Class Correlation
  49. %    sepal length: 4.3  7.9   5.84  0.83    0.7826   
  50. %     sepal width: 2.0  4.4   3.05  0.43   -0.4194
  51. %    petal length: 1.0  6.9   3.76  1.76    0.9490  (high!)
  52. %     petal width: 0.1  2.5   1.20  0.76    0.9565  (high!)
  53. % 9. Class Distribution: 33.3% for each of 3 classes.
  54. @RELATION iris
  55. @ATTRIBUTE sepallength REAL
  56. @ATTRIBUTE sepalwidth  REAL
  57. @ATTRIBUTE petallength  REAL
  58. @ATTRIBUTE petalwidth REAL
  59. @ATTRIBUTE class  {Iris-setosa,Iris-versicolor,Iris-virginica}
  60. @DATA
  61. 5.1,3.5,1.4,0.2,Iris-setosa
  62. 4.9,3.0,1.4,0.2,Iris-setosa
  63. 4.7,3.2,1.3,0.2,Iris-setosa
  64. 4.6,3.1,1.5,0.2,Iris-setosa
  65. 5.0,3.6,1.4,0.2,Iris-setosa
  66. 5.4,3.9,1.7,0.4,Iris-setosa
  67. 4.6,3.4,1.4,0.3,Iris-setosa
  68. 5.0,3.4,1.5,0.2,Iris-setosa
  69. 4.4,2.9,1.4,0.2,Iris-setosa
  70. 4.9,3.1,1.5,0.1,Iris-setosa
  71. 5.4,3.7,1.5,0.2,Iris-setosa
  72. 4.8,3.4,1.6,0.2,Iris-setosa
  73. 4.8,3.0,1.4,0.1,Iris-setosa
  74. 4.3,3.0,1.1,0.1,Iris-setosa
  75. 5.8,4.0,1.2,0.2,Iris-setosa
  76. 5.7,4.4,1.5,0.4,Iris-setosa
  77. 5.4,3.9,1.3,0.4,Iris-setosa
  78. 5.1,3.5,1.4,0.3,Iris-setosa
  79. 5.7,3.8,1.7,0.3,Iris-setosa
  80. 5.1,3.8,1.5,0.3,Iris-setosa
  81. 5.4,3.4,1.7,0.2,Iris-setosa
  82. 5.1,3.7,1.5,0.4,Iris-setosa
  83. 4.6,3.6,1.0,0.2,Iris-setosa
  84. 5.1,3.3,1.7,0.5,Iris-setosa
  85. 4.8,3.4,1.9,0.2,Iris-setosa
  86. 5.0,3.0,1.6,0.2,Iris-setosa
  87. 5.0,3.4,1.6,0.4,Iris-setosa
  88. 5.2,3.5,1.5,0.2,Iris-setosa
  89. 5.2,3.4,1.4,0.2,Iris-setosa
  90. 4.7,3.2,1.6,0.2,Iris-setosa
  91. 4.8,3.1,1.6,0.2,Iris-setosa
  92. 5.4,3.4,1.5,0.4,Iris-setosa
  93. 5.2,4.1,1.5,0.1,Iris-setosa
  94. 5.5,4.2,1.4,0.2,Iris-setosa
  95. 4.9,3.1,1.5,0.1,Iris-setosa
  96. 5.0,3.2,1.2,0.2,Iris-setosa
  97. 5.5,3.5,1.3,0.2,Iris-setosa
  98. 4.9,3.1,1.5,0.1,Iris-setosa
  99. 4.4,3.0,1.3,0.2,Iris-setosa
  100. 5.1,3.4,1.5,0.2,Iris-setosa
  101. 5.0,3.5,1.3,0.3,Iris-setosa
  102. 4.5,2.3,1.3,0.3,Iris-setosa
  103. 4.4,3.2,1.3,0.2,Iris-setosa
  104. 5.0,3.5,1.6,0.6,Iris-setosa
  105. 5.1,3.8,1.9,0.4,Iris-setosa
  106. 4.8,3.0,1.4,0.3,Iris-setosa
  107. 5.1,3.8,1.6,0.2,Iris-setosa
  108. 4.6,3.2,1.4,0.2,Iris-setosa
  109. 5.3,3.7,1.5,0.2,Iris-setosa
  110. 5.0,3.3,1.4,0.2,Iris-setosa
  111. 7.0,3.2,4.7,1.4,Iris-versicolor
  112. 6.4,3.2,4.5,1.5,Iris-versicolor
  113. 6.9,3.1,4.9,1.5,Iris-versicolor
  114. 5.5,2.3,4.0,1.3,Iris-versicolor
  115. 6.5,2.8,4.6,1.5,Iris-versicolor
  116. 5.7,2.8,4.5,1.3,Iris-versicolor
  117. 6.3,3.3,4.7,1.6,Iris-versicolor
  118. 4.9,2.4,3.3,1.0,Iris-versicolor
  119. 6.6,2.9,4.6,1.3,Iris-versicolor
  120. 5.2,2.7,3.9,1.4,Iris-versicolor
  121. 5.0,2.0,3.5,1.0,Iris-versicolor
  122. 5.9,3.0,4.2,1.5,Iris-versicolor
  123. 6.0,2.2,4.0,1.0,Iris-versicolor
  124. 6.1,2.9,4.7,1.4,Iris-versicolor
  125. 5.6,2.9,3.6,1.3,Iris-versicolor
  126. 6.7,3.1,4.4,1.4,Iris-versicolor
  127. 5.6,3.0,4.5,1.5,Iris-versicolor
  128. 5.8,2.7,4.1,1.0,Iris-versicolor
  129. 6.2,2.2,4.5,1.5,Iris-versicolor
  130. 5.6,2.5,3.9,1.1,Iris-versicolor
  131. 5.9,3.2,4.8,1.8,Iris-versicolor
  132. 6.1,2.8,4.0,1.3,Iris-versicolor
  133. 6.3,2.5,4.9,1.5,Iris-versicolor
  134. 6.1,2.8,4.7,1.2,Iris-versicolor
  135. 6.4,2.9,4.3,1.3,Iris-versicolor
  136. 6.6,3.0,4.4,1.4,Iris-versicolor
  137. 6.8,2.8,4.8,1.4,Iris-versicolor
  138. 6.7,3.0,5.0,1.7,Iris-versicolor
  139. 6.0,2.9,4.5,1.5,Iris-versicolor
  140. 5.7,2.6,3.5,1.0,Iris-versicolor
  141. 5.5,2.4,3.8,1.1,Iris-versicolor
  142. 5.5,2.4,3.7,1.0,Iris-versicolor
  143. 5.8,2.7,3.9,1.2,Iris-versicolor
  144. 6.0,2.7,5.1,1.6,Iris-versicolor
  145. 5.4,3.0,4.5,1.5,Iris-versicolor
  146. 6.0,3.4,4.5,1.6,Iris-versicolor
  147. 6.7,3.1,4.7,1.5,Iris-versicolor
  148. 6.3,2.3,4.4,1.3,Iris-versicolor
  149. 5.6,3.0,4.1,1.3,Iris-versicolor
  150. 5.5,2.5,4.0,1.3,Iris-versicolor
  151. 5.5,2.6,4.4,1.2,Iris-versicolor
  152. 6.1,3.0,4.6,1.4,Iris-versicolor
  153. 5.8,2.6,4.0,1.2,Iris-versicolor
  154. 5.0,2.3,3.3,1.0,Iris-versicolor
  155. 5.6,2.7,4.2,1.3,Iris-versicolor
  156. 5.7,3.0,4.2,1.2,Iris-versicolor
  157. 5.7,2.9,4.2,1.3,Iris-versicolor
  158. 6.2,2.9,4.3,1.3,Iris-versicolor
  159. 5.1,2.5,3.0,1.1,Iris-versicolor
  160. 5.7,2.8,4.1,1.3,Iris-versicolor
  161. 6.3,3.3,6.0,2.5,Iris-virginica
  162. 5.8,2.7,5.1,1.9,Iris-virginica
  163. 7.1,3.0,5.9,2.1,Iris-virginica
  164. 6.3,2.9,5.6,1.8,Iris-virginica
  165. 6.5,3.0,5.8,2.2,Iris-virginica
  166. 7.6,3.0,6.6,2.1,Iris-virginica
  167. 4.9,2.5,4.5,1.7,Iris-virginica
  168. 7.3,2.9,6.3,1.8,Iris-virginica
  169. 6.7,2.5,5.8,1.8,Iris-virginica
  170. 7.2,3.6,6.1,2.5,Iris-virginica
  171. 6.5,3.2,5.1,2.0,Iris-virginica
  172. 6.4,2.7,5.3,1.9,Iris-virginica
  173. 6.8,3.0,5.5,2.1,Iris-virginica
  174. 5.7,2.5,5.0,2.0,Iris-virginica
  175. 5.8,2.8,5.1,2.4,Iris-virginica
  176. 6.4,3.2,5.3,2.3,Iris-virginica
  177. 6.5,3.0,5.5,1.8,Iris-virginica
  178. 7.7,3.8,6.7,2.2,Iris-virginica
  179. 7.7,2.6,6.9,2.3,Iris-virginica
  180. 6.0,2.2,5.0,1.5,Iris-virginica
  181. 6.9,3.2,5.7,2.3,Iris-virginica
  182. 5.6,2.8,4.9,2.0,Iris-virginica
  183. 7.7,2.8,6.7,2.0,Iris-virginica
  184. 6.3,2.7,4.9,1.8,Iris-virginica
  185. 6.7,3.3,5.7,2.1,Iris-virginica
  186. 7.2,3.2,6.0,1.8,Iris-virginica
  187. 6.2,2.8,4.8,1.8,Iris-virginica
  188. 6.1,3.0,4.9,1.8,Iris-virginica
  189. 6.4,2.8,5.6,2.1,Iris-virginica
  190. 7.2,3.0,5.8,1.6,Iris-virginica
  191. 7.4,2.8,6.1,1.9,Iris-virginica
  192. 7.9,3.8,6.4,2.0,Iris-virginica
  193. 6.4,2.8,5.6,2.2,Iris-virginica
  194. 6.3,2.8,5.1,1.5,Iris-virginica
  195. 6.1,2.6,5.6,1.4,Iris-virginica
  196. 7.7,3.0,6.1,2.3,Iris-virginica
  197. 6.3,3.4,5.6,2.4,Iris-virginica
  198. 6.4,3.1,5.5,1.8,Iris-virginica
  199. 6.0,3.0,4.8,1.8,Iris-virginica
  200. 6.9,3.1,5.4,2.1,Iris-virginica
  201. 6.7,3.1,5.6,2.4,Iris-virginica
  202. 6.9,3.1,5.1,2.3,Iris-virginica
  203. 5.8,2.7,5.1,1.9,Iris-virginica
  204. 6.8,3.2,5.9,2.3,Iris-virginica
  205. 6.7,3.3,5.7,2.5,Iris-virginica
  206. 6.7,3.0,5.2,2.3,Iris-virginica
  207. 6.3,2.5,5.0,1.9,Iris-virginica
  208. 6.5,3.0,5.2,2.0,Iris-virginica
  209. 6.2,3.4,5.4,2.3,Iris-virginica
  210. 5.9,3.0,5.1,1.8,Iris-virginica
  211. %
  212. %
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