directory restructure
Kai Staats
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1. Title: Iris Plants Database
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Updated Sept 21 by C.Blake - Added discrepency information
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2. Sources:
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(a) Creator: R.A. Fisher
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(b) Donor: Michael Marshall (MARSHALL%PLU@io.arc.nasa.gov)
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(c) Date: July, 1988
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3. Past Usage:
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- Publications: too many to mention!!! Here are a few.
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1. Fisher,R.A. "The use of multiple measurements in taxonomic problems"
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Annual Eugenics, 7, Part II, 179-188 (1936); also in "Contributions
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to Mathematical Statistics" (John Wiley, NY, 1950).
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2. Duda,R.O., & Hart,P.E. (1973) Pattern Classification and Scene Analysis.
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(Q327.D83) John Wiley & Sons. ISBN 0-471-22361-1. See page 218.
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3. Dasarathy, B.V. (1980) "Nosing Around the Neighborhood: A New System
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Structure and Classification Rule for Recognition in Partially Exposed
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Environments". IEEE Transactions on Pattern Analysis and Machine
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Intelligence, Vol. PAMI-2, No. 1, 67-71.
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-- Results:
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-- very low misclassification rates (0% for the setosa class)
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4. Gates, G.W. (1972) "The Reduced Nearest Neighbor Rule". IEEE
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Transactions on Information Theory, May 1972, 431-433.
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-- Results:
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-- very low misclassification rates again
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5. See also: 1988 MLC Proceedings, 54-64. Cheeseman et al's AUTOCLASS II
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conceptual clustering system finds 3 classes in the data.
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4. Relevant Information:
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--- This is perhaps the best known database to be found in the pattern
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recognition literature. Fisher's paper is a classic in the field
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and is referenced frequently to this day. (See Duda & Hart, for
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example.) The data set contains 3 classes of 50 instances each,
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where each class refers to a type of iris plant. One class is
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linearly separable from the other 2; the latter are NOT linearly
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separable from each other.
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--- Predicted attribute: class of iris plant.
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--- This is an exceedingly simple domain.
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--- This data differs from the data presented in Fishers article
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(identified by Steve Chadwick, spchadwick@espeedaz.net )
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The 35th sample should be: 4.9,3.1,1.5,0.2,"Iris-setosa"
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where the error is in the fourth feature.
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The 38th sample: 4.9,3.6,1.4,0.1,"Iris-setosa"
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where the errors are in the second and third features.
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5. Number of Instances: 150 (50 in each of three classes)
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6. Number of Attributes: 4 numeric, predictive attributes and the class
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7. Attribute Information:
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1. sepal length in cm
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2. sepal width in cm
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3. petal length in cm
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4. petal width in cm
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5. class:
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-- Iris Setosa
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-- Iris Versicolour
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-- Iris Virginica
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8. Missing Attribute Values: None
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Summary Statistics:
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Min Max Mean SD Class Correlation
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sepal length: 4.3 7.9 5.84 0.83 0.7826
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sepal width: 2.0 4.4 3.05 0.43 -0.4194
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petal length: 1.0 6.9 3.76 1.76 0.9490 (high!)
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petal width: 0.1 2.5 1.20 0.76 0.9565 (high!)
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9. Class Distribution: 33.3% for each of 3 classes.
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@ -1,101 +0,0 @@
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a,b,c,s
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5.1,3.5,1.4,0
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4.9,3,1.4,0
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4.7,3.2,1.3,0
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4.6,3.1,1.5,0
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5,3.6,1.4,0
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5.4,3.9,1.7,0
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4.6,3.4,1.4,0
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5,3.4,1.5,0
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4.4,2.9,1.4,0
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4.9,3.1,1.5,0
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5.4,3.7,1.5,0
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4.8,3.4,1.6,0
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4.8,3,1.4,0
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4.3,3,1.1,0
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5.8,4,1.2,0
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5.7,4.4,1.5,0
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5.4,3.9,1.3,0
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5.1,3.5,1.4,0
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5.7,3.8,1.7,0
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5.1,3.8,1.5,0
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5.4,3.4,1.7,0
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5.1,3.7,1.5,0
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4.6,3.6,1,0
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5.1,3.3,1.7,0
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4.8,3.4,1.9,0
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5,3,1.6,0
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5,3.4,1.6,0
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5.2,3.5,1.5,0
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5.2,3.4,1.4,0
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4.7,3.2,1.6,0
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4.8,3.1,1.6,0
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5.4,3.4,1.5,0
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5.2,4.1,1.5,0
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5.5,4.2,1.4,0
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4.9,3.1,1.5,0
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5,3.2,1.2,0
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5.5,3.5,1.3,0
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4.9,3.6,1.4,0
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4.4,3,1.3,0
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5.1,3.4,1.5,0
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5,3.5,1.3,0
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4.5,2.3,1.3,0
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4.4,3.2,1.3,0
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5,3.5,1.6,0
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5.1,3.8,1.9,0
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4.8,3,1.4,0
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5.1,3.8,1.6,0
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4.6,3.2,1.4,0
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5.3,3.7,1.5,0
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5,3.3,1.4,0
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7,3.2,4.7,1
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6.4,3.2,4.5,1
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6.9,3.1,4.9,1
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5.5,2.3,4,1
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6.5,2.8,4.6,1
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5.7,2.8,4.5,1
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6.3,3.3,4.7,1
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4.9,2.4,3.3,1
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6.6,2.9,4.6,1
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5.2,2.7,3.9,1
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5,2,3.5,1
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5.9,3,4.2,1
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6,2.2,4,1
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6.1,2.9,4.7,1
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5.6,2.9,3.6,1
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6.7,3.1,4.4,1
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5.6,3,4.5,1
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5.8,2.7,4.1,1
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6.2,2.2,4.5,1
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5.6,2.5,3.9,1
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5.9,3.2,4.8,1
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6.1,2.8,4,1
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6.3,2.5,4.9,1
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6.1,2.8,4.7,1
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6.4,2.9,4.3,1
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6.6,3,4.4,1
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6.8,2.8,4.8,1
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6.7,3,5,1
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6,2.9,4.5,1
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5.7,2.6,3.5,1
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5.5,2.4,3.8,1
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5.5,2.4,3.7,1
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5.8,2.7,3.9,1
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6,2.7,5.1,1
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5.4,3,4.5,1
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6,3.4,4.5,1
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6.7,3.1,4.7,1
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6.3,2.3,4.4,1
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5.6,3,4.1,1
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5.5,2.5,4,1
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5.5,2.6,4.4,1
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6.1,3,4.6,1
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5.8,2.6,4,1
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5,2.3,3.3,1
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5.6,2.7,4.2,1
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5.7,3,4.2,1
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5.7,2.9,4.2,1
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6.2,2.9,4.3,1
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5.1,2.5,3,1
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5.7,2.8,4.1,1
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@ -1,100 +0,0 @@
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5.1,3.5,1.4,0
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4.9,3,1.4,0
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4.7,3.2,1.3,0
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4.6,3.1,1.5,0
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5,3.6,1.4,0
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5.4,3.9,1.7,0
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4.6,3.4,1.4,0
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5,3.4,1.5,0
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4.4,2.9,1.4,0
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4.9,3.1,1.5,0
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5.4,3.7,1.5,0
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4.8,3.4,1.6,0
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4.8,3,1.4,0
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4.3,3,1.1,0
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5.8,4,1.2,0
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5.7,4.4,1.5,0
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5.4,3.9,1.3,0
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5.1,3.5,1.4,0
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5.7,3.8,1.7,0
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5.1,3.8,1.5,0
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5.4,3.4,1.7,0
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5.1,3.7,1.5,0
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4.6,3.6,1,0
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5.1,3.3,1.7,0
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4.8,3.4,1.9,0
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5,3,1.6,0
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5,3.4,1.6,0
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5.2,3.5,1.5,0
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5.2,3.4,1.4,0
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4.7,3.2,1.6,0
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4.8,3.1,1.6,0
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5.4,3.4,1.5,0
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5.2,4.1,1.5,0
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5.5,4.2,1.4,0
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4.9,3.1,1.5,0
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5,3.2,1.2,0
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5.5,3.5,1.3,0
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4.9,3.6,1.4,0
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4.4,3,1.3,0
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5.1,3.4,1.5,0
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5,3.5,1.3,0
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4.5,2.3,1.3,0
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4.4,3.2,1.3,0
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5,3.5,1.6,0
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5.1,3.8,1.9,0
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4.8,3,1.4,0
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5.1,3.8,1.6,0
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4.6,3.2,1.4,0
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5.3,3.7,1.5,0
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5,3.3,1.4,0
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7,3.2,4.7,1
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6.4,3.2,4.5,1
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6.9,3.1,4.9,1
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5.5,2.3,4,1
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6.5,2.8,4.6,1
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5.7,2.8,4.5,1
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6.3,3.3,4.7,1
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4.9,2.4,3.3,1
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6.6,2.9,4.6,1
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5.2,2.7,3.9,1
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5,2,3.5,1
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5.9,3,4.2,1
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6,2.2,4,1
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6.1,2.9,4.7,1
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5.6,2.9,3.6,1
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6.7,3.1,4.4,1
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5.6,3,4.5,1
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5.8,2.7,4.1,1
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6.2,2.2,4.5,1
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5.6,2.5,3.9,1
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5.9,3.2,4.8,1
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6.1,2.8,4,1
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6.3,2.5,4.9,1
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6.1,2.8,4.7,1
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6.4,2.9,4.3,1
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6.6,3,4.4,1
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6.8,2.8,4.8,1
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6.7,3,5,1
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6,2.9,4.5,1
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5.7,2.6,3.5,1
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5.5,2.4,3.8,1
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5.5,2.4,3.7,1
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5.8,2.7,3.9,1
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6,2.7,5.1,1
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5.4,3,4.5,1
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6,3.4,4.5,1
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6.7,3.1,4.7,1
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6.3,2.3,4.4,1
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5.6,3,4.1,1
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5.5,2.5,4,1
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5.5,2.6,4.4,1
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6.1,3,4.6,1
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5.8,2.6,4,1
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5,2.3,3.3,1
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5.6,2.7,4.2,1
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5.7,3,4.2,1
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5.7,2.9,4.2,1
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6.2,2.9,4.3,1
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5.1,2.5,3,1
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5.7,2.8,4.1,1
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@ -1,101 +0,0 @@
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a,b,c,d,s
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5.1,3.5,1.4,0.2,0
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4.9,3.0,1.4,0.2,0
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4.7,3.2,1.3,0.2,0
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4.6,3.1,1.5,0.2,0
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5.0,3.6,1.4,0.2,0
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5.4,3.9,1.7,0.4,0
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4.6,3.4,1.4,0.3,0
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5.0,3.4,1.5,0.2,0
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4.4,2.9,1.4,0.2,0
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4.9,3.1,1.5,0.1,0
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5.4,3.7,1.5,0.2,0
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4.8,3.4,1.6,0.2,0
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4.8,3.0,1.4,0.1,0
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4.3,3.0,1.1,0.1,0
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5.8,4.0,1.2,0.2,0
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5.7,4.4,1.5,0.4,0
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5.4,3.9,1.3,0.4,0
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5.1,3.5,1.4,0.3,0
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5.7,3.8,1.7,0.3,0
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5.1,3.8,1.5,0.3,0
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5.4,3.4,1.7,0.2,0
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5.1,3.7,1.5,0.4,0
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4.6,3.6,1.0,0.2,0
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5.1,3.3,1.7,0.5,0
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4.8,3.4,1.9,0.2,0
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5.0,3.0,1.6,0.2,0
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5.0,3.4,1.6,0.4,0
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5.2,3.5,1.5,0.2,0
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5.2,3.4,1.4,0.2,0
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4.7,3.2,1.6,0.2,0
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4.8,3.1,1.6,0.2,0
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5.4,3.4,1.5,0.4,0
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5.2,4.1,1.5,0.1,0
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5.5,4.2,1.4,0.2,0
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4.9,3.1,1.5,0.2,0
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5.0,3.2,1.2,0.2,0
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5.5,3.5,1.3,0.2,0
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4.9,3.6,1.4,0.1,0
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4.4,3.0,1.3,0.2,0
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5.1,3.4,1.5,0.2,0
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5.0,3.5,1.3,0.3,0
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4.5,2.3,1.3,0.3,0
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4.4,3.2,1.3,0.2,0
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5.0,3.5,1.6,0.6,0
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5.1,3.8,1.9,0.4,0
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4.8,3.0,1.4,0.3,0
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5.1,3.8,1.6,0.2,0
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4.6,3.2,1.4,0.2,0
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5.3,3.7,1.5,0.2,0
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5.0,3.3,1.4,0.2,0
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7.0,3.2,4.7,1.4,1
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6.4,3.2,4.5,1.5,1
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6.9,3.1,4.9,1.5,1
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5.5,2.3,4.0,1.3,1
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6.5,2.8,4.6,1.5,1
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5.7,2.8,4.5,1.3,1
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6.3,3.3,4.7,1.6,1
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4.9,2.4,3.3,1.0,1
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6.6,2.9,4.6,1.3,1
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5.2,2.7,3.9,1.4,1
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5.0,2.0,3.5,1.0,1
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5.9,3.0,4.2,1.5,1
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6.0,2.2,4.0,1.0,1
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6.1,2.9,4.7,1.4,1
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5.6,2.9,3.6,1.3,1
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6.7,3.1,4.4,1.4,1
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5.6,3.0,4.5,1.5,1
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5.8,2.7,4.1,1.0,1
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6.2,2.2,4.5,1.5,1
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5.6,2.5,3.9,1.1,1
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5.9,3.2,4.8,1.8,1
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6.1,2.8,4.0,1.3,1
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6.3,2.5,4.9,1.5,1
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6.1,2.8,4.7,1.2,1
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6.4,2.9,4.3,1.3,1
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6.6,3.0,4.4,1.4,1
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6.8,2.8,4.8,1.4,1
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6.7,3.0,5.0,1.7,1
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6.0,2.9,4.5,1.5,1
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5.7,2.6,3.5,1.0,1
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5.5,2.4,3.8,1.1,1
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5.5,2.4,3.7,1.0,1
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5.8,2.7,3.9,1.2,1
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6.0,2.7,5.1,1.6,1
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5.4,3.0,4.5,1.5,1
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6.0,3.4,4.5,1.6,1
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6.7,3.1,4.7,1.5,1
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6.3,2.3,4.4,1.3,1
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5.6,3.0,4.1,1.3,1
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5.5,2.5,4.0,1.3,1
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5.5,2.6,4.4,1.2,1
|
||||
6.1,3.0,4.6,1.4,1
|
||||
5.8,2.6,4.0,1.2,1
|
||||
5.0,2.3,3.3,1.0,1
|
||||
5.6,2.7,4.2,1.3,1
|
||||
5.7,3.0,4.2,1.2,1
|
||||
5.7,2.9,4.2,1.3,1
|
||||
6.2,2.9,4.3,1.3,1
|
||||
5.1,2.5,3.0,1.1,1
|
||||
5.7,2.8,4.1,1.3,1
|
||||
|
|
|
@ -1,100 +0,0 @@
|
|||
7,3.2,4.7,0
|
||||
6.4,3.2,4.5,0
|
||||
6.9,3.1,4.9,0
|
||||
5.5,2.3,4,0
|
||||
6.5,2.8,4.6,0
|
||||
5.7,2.8,4.5,0
|
||||
6.3,3.3,4.7,0
|
||||
4.9,2.4,3.3,0
|
||||
6.6,2.9,4.6,0
|
||||
5.2,2.7,3.9,0
|
||||
5,2,3.5,0
|
||||
5.9,3,4.2,0
|
||||
6,2.2,4,0
|
||||
6.1,2.9,4.7,0
|
||||
5.6,2.9,3.6,0
|
||||
6.7,3.1,4.4,0
|
||||
5.6,3,4.5,0
|
||||
5.8,2.7,4.1,0
|
||||
6.2,2.2,4.5,0
|
||||
5.6,2.5,3.9,0
|
||||
5.9,3.2,4.8,0
|
||||
6.1,2.8,4,0
|
||||
6.3,2.5,4.9,0
|
||||
6.1,2.8,4.7,0
|
||||
6.4,2.9,4.3,0
|
||||
6.6,3,4.4,0
|
||||
6.8,2.8,4.8,0
|
||||
6.7,3,5,0
|
||||
6,2.9,4.5,0
|
||||
5.7,2.6,3.5,0
|
||||
5.5,2.4,3.8,0
|
||||
5.5,2.4,3.7,0
|
||||
5.8,2.7,3.9,0
|
||||
6,2.7,5.1,0
|
||||
5.4,3,4.5,0
|
||||
6,3.4,4.5,0
|
||||
6.7,3.1,4.7,0
|
||||
6.3,2.3,4.4,0
|
||||
5.6,3,4.1,0
|
||||
5.5,2.5,4,0
|
||||
5.5,2.6,4.4,0
|
||||
6.1,3,4.6,0
|
||||
5.8,2.6,4,0
|
||||
5,2.3,3.3,0
|
||||
5.6,2.7,4.2,0
|
||||
5.7,3,4.2,0
|
||||
5.7,2.9,4.2,0
|
||||
6.2,2.9,4.3,0
|
||||
5.1,2.5,3,0
|
||||
5.7,2.8,4.1,0
|
||||
6.3,3.3,6,1
|
||||
5.8,2.7,5.1,1
|
||||
7.1,3,5.9,1
|
||||
6.3,2.9,5.6,1
|
||||
6.5,3,5.8,1
|
||||
7.6,3,6.6,1
|
||||
4.9,2.5,4.5,1
|
||||
7.3,2.9,6.3,1
|
||||
6.7,2.5,5.8,1
|
||||
7.2,3.6,6.1,1
|
||||
6.5,3.2,5.1,1
|
||||
6.4,2.7,5.3,1
|
||||
6.8,3,5.5,1
|
||||
5.7,2.5,5,1
|
||||
5.8,2.8,5.1,1
|
||||
6.4,3.2,5.3,1
|
||||
6.5,3,5.5,1
|
||||
7.7,3.8,6.7,1
|
||||
7.7,2.6,6.9,1
|
||||
6,2.2,5,1
|
||||
6.9,3.2,5.7,1
|
||||
5.6,2.8,4.9,1
|
||||
7.7,2.8,6.7,1
|
||||
6.3,2.7,4.9,1
|
||||
6.7,3.3,5.7,1
|
||||
7.2,3.2,6,1
|
||||
6.2,2.8,4.8,1
|
||||
6.1,3,4.9,1
|
||||
6.4,2.8,5.6,1
|
||||
7.2,3,5.8,1
|
||||
7.4,2.8,6.1,1
|
||||
7.9,3.8,6.4,1
|
||||
6.4,2.8,5.6,1
|
||||
6.3,2.8,5.1,1
|
||||
6.1,2.6,5.6,1
|
||||
7.7,3,6.1,1
|
||||
6.3,3.4,5.6,1
|
||||
6.4,3.1,5.5,1
|
||||
6,3,4.8,1
|
||||
6.9,3.1,5.4,1
|
||||
6.7,3.1,5.6,1
|
||||
6.9,3.1,5.1,1
|
||||
5.8,2.7,5.1,1
|
||||
6.8,3.2,5.9,1
|
||||
6.7,3.3,5.7,1
|
||||
6.7,3,5.2,1
|
||||
6.3,2.5,5,1
|
||||
6.5,3,5.2,1
|
||||
6.2,3.4,5.4,1
|
||||
5.9,3,5.1,1
|
||||
|
|
|
@ -1,100 +0,0 @@
|
|||
7,3.2,4.7,0
|
||||
6.4,3.2,4.5,0
|
||||
6.9,3.1,4.9,0
|
||||
5.5,2.3,4,0
|
||||
6.5,2.8,4.6,0
|
||||
5.7,2.8,4.5,0
|
||||
6.3,3.3,4.7,0
|
||||
4.9,2.4,3.3,0
|
||||
6.6,2.9,4.6,0
|
||||
5.2,2.7,3.9,0
|
||||
5,2,3.5,0
|
||||
5.9,3,4.2,0
|
||||
6,2.2,4,0
|
||||
6.1,2.9,4.7,0
|
||||
5.6,2.9,3.6,0
|
||||
6.7,3.1,4.4,0
|
||||
5.6,3,4.5,0
|
||||
5.8,2.7,4.1,0
|
||||
6.2,2.2,4.5,0
|
||||
5.6,2.5,3.9,0
|
||||
5.9,3.2,4.8,0
|
||||
6.1,2.8,4,0
|
||||
6.3,2.5,4.9,0
|
||||
6.1,2.8,4.7,0
|
||||
6.4,2.9,4.3,0
|
||||
6.6,3,4.4,0
|
||||
6.8,2.8,4.8,0
|
||||
6.7,3,5,0
|
||||
6,2.9,4.5,0
|
||||
5.7,2.6,3.5,0
|
||||
5.5,2.4,3.8,0
|
||||
5.5,2.4,3.7,0
|
||||
5.8,2.7,3.9,0
|
||||
6,2.7,5.1,0
|
||||
5.4,3,4.5,0
|
||||
6,3.4,4.5,0
|
||||
6.7,3.1,4.7,0
|
||||
6.3,2.3,4.4,0
|
||||
5.6,3,4.1,0
|
||||
5.5,2.5,4,0
|
||||
5.5,2.6,4.4,0
|
||||
6.1,3,4.6,0
|
||||
5.8,2.6,4,0
|
||||
5,2.3,3.3,0
|
||||
5.6,2.7,4.2,0
|
||||
5.7,3,4.2,0
|
||||
5.7,2.9,4.2,0
|
||||
6.2,2.9,4.3,0
|
||||
5.1,2.5,3,0
|
||||
5.7,2.8,4.1,0
|
||||
6.3,3.3,6,1
|
||||
5.8,2.7,5.1,1
|
||||
7.1,3,5.9,1
|
||||
6.3,2.9,5.6,1
|
||||
6.5,3,5.8,1
|
||||
7.6,3,6.6,1
|
||||
4.9,2.5,4.5,1
|
||||
7.3,2.9,6.3,1
|
||||
6.7,2.5,5.8,1
|
||||
7.2,3.6,6.1,1
|
||||
6.5,3.2,5.1,1
|
||||
6.4,2.7,5.3,1
|
||||
6.8,3,5.5,1
|
||||
5.7,2.5,5,1
|
||||
5.8,2.8,5.1,1
|
||||
6.4,3.2,5.3,1
|
||||
6.5,3,5.5,1
|
||||
7.7,3.8,6.7,1
|
||||
7.7,2.6,6.9,1
|
||||
6,2.2,5,1
|
||||
6.9,3.2,5.7,1
|
||||
5.6,2.8,4.9,1
|
||||
7.7,2.8,6.7,1
|
||||
6.3,2.7,4.9,1
|
||||
6.7,3.3,5.7,1
|
||||
7.2,3.2,6,1
|
||||
6.2,2.8,4.8,1
|
||||
6.1,3,4.9,1
|
||||
6.4,2.8,5.6,1
|
||||
7.2,3,5.8,1
|
||||
7.4,2.8,6.1,1
|
||||
7.9,3.8,6.4,1
|
||||
6.4,2.8,5.6,1
|
||||
6.3,2.8,5.1,1
|
||||
6.1,2.6,5.6,1
|
||||
7.7,3,6.1,1
|
||||
6.3,3.4,5.6,1
|
||||
6.4,3.1,5.5,1
|
||||
6,3,4.8,1
|
||||
6.9,3.1,5.4,1
|
||||
6.7,3.1,5.6,1
|
||||
6.9,3.1,5.1,1
|
||||
5.8,2.7,5.1,1
|
||||
6.8,3.2,5.9,1
|
||||
6.7,3.3,5.7,1
|
||||
6.7,3,5.2,1
|
||||
6.3,2.5,5,1
|
||||
6.5,3,5.2,1
|
||||
6.2,3.4,5.4,1
|
||||
5.9,3,5.1,1
|
||||
|
|
|
@ -1,101 +0,0 @@
|
|||
a,b,c,d,s
|
||||
7.0,3.2,4.7,1.4,0
|
||||
6.4,3.2,4.5,1.5,0
|
||||
6.9,3.1,4.9,1.5,0
|
||||
5.5,2.3,4.0,1.3,0
|
||||
6.5,2.8,4.6,1.5,0
|
||||
5.7,2.8,4.5,1.3,0
|
||||
6.3,3.3,4.7,1.6,0
|
||||
4.9,2.4,3.3,1.0,0
|
||||
6.6,2.9,4.6,1.3,0
|
||||
5.2,2.7,3.9,1.4,0
|
||||
5.0,2.0,3.5,1.0,0
|
||||
5.9,3.0,4.2,1.5,0
|
||||
6.0,2.2,4.0,1.0,0
|
||||
6.1,2.9,4.7,1.4,0
|
||||
5.6,2.9,3.6,1.3,0
|
||||
6.7,3.1,4.4,1.4,0
|
||||
5.6,3.0,4.5,1.5,0
|
||||
5.8,2.7,4.1,1.0,0
|
||||
6.2,2.2,4.5,1.5,0
|
||||
5.6,2.5,3.9,1.1,0
|
||||
5.9,3.2,4.8,1.8,0
|
||||
6.1,2.8,4.0,1.3,0
|
||||
6.3,2.5,4.9,1.5,0
|
||||
6.1,2.8,4.7,1.2,0
|
||||
6.4,2.9,4.3,1.3,0
|
||||
6.6,3.0,4.4,1.4,0
|
||||
6.8,2.8,4.8,1.4,0
|
||||
6.7,3.0,5.0,1.7,0
|
||||
6.0,2.9,4.5,1.5,0
|
||||
5.7,2.6,3.5,1.0,0
|
||||
5.5,2.4,3.8,1.1,0
|
||||
5.5,2.4,3.7,1.0,0
|
||||
5.8,2.7,3.9,1.2,0
|
||||
6.0,2.7,5.1,1.6,0
|
||||
5.4,3.0,4.5,1.5,0
|
||||
6.0,3.4,4.5,1.6,0
|
||||
6.7,3.1,4.7,1.5,0
|
||||
6.3,2.3,4.4,1.3,0
|
||||
5.6,3.0,4.1,1.3,0
|
||||
5.5,2.5,4.0,1.3,0
|
||||
5.5,2.6,4.4,1.2,0
|
||||
6.1,3.0,4.6,1.4,0
|
||||
5.8,2.6,4.0,1.2,0
|
||||
5.0,2.3,3.3,1.0,0
|
||||
5.6,2.7,4.2,1.3,0
|
||||
5.7,3.0,4.2,1.2,0
|
||||
5.7,2.9,4.2,1.3,0
|
||||
6.2,2.9,4.3,1.3,0
|
||||
5.1,2.5,3.0,1.1,0
|
||||
5.7,2.8,4.1,1.3,0
|
||||
6.3,3.3,6.0,2.5,1
|
||||
5.8,2.7,5.1,1.9,1
|
||||
7.1,3.0,5.9,2.1,1
|
||||
6.3,2.9,5.6,1.8,1
|
||||
6.5,3.0,5.8,2.2,1
|
||||
7.6,3.0,6.6,2.1,1
|
||||
4.9,2.5,4.5,1.7,1
|
||||
7.3,2.9,6.3,1.8,1
|
||||
6.7,2.5,5.8,1.8,1
|
||||
7.2,3.6,6.1,2.5,1
|
||||
6.5,3.2,5.1,2.0,1
|
||||
6.4,2.7,5.3,1.9,1
|
||||
6.8,3.0,5.5,2.1,1
|
||||
5.7,2.5,5.0,2.0,1
|
||||
5.8,2.8,5.1,2.4,1
|
||||
6.4,3.2,5.3,2.3,1
|
||||
6.5,3.0,5.5,1.8,1
|
||||
7.7,3.8,6.7,2.2,1
|
||||
7.7,2.6,6.9,2.3,1
|
||||
6.0,2.2,5.0,1.5,1
|
||||
6.9,3.2,5.7,2.3,1
|
||||
5.6,2.8,4.9,2.0,1
|
||||
7.7,2.8,6.7,2.0,1
|
||||
6.3,2.7,4.9,1.8,1
|
||||
6.7,3.3,5.7,2.1,1
|
||||
7.2,3.2,6.0,1.8,1
|
||||
6.2,2.8,4.8,1.8,1
|
||||
6.1,3.0,4.9,1.8,1
|
||||
6.4,2.8,5.6,2.1,1
|
||||
7.2,3.0,5.8,1.6,1
|
||||
7.4,2.8,6.1,1.9,1
|
||||
7.9,3.8,6.4,2.0,1
|
||||
6.4,2.8,5.6,2.2,1
|
||||
6.3,2.8,5.1,1.5,1
|
||||
6.1,2.6,5.6,1.4,1
|
||||
7.7,3.0,6.1,2.3,1
|
||||
6.3,3.4,5.6,2.4,1
|
||||
6.4,3.1,5.5,1.8,1
|
||||
6.0,3.0,4.8,1.8,1
|
||||
6.9,3.1,5.4,2.1,1
|
||||
6.7,3.1,5.6,2.4,1
|
||||
6.9,3.1,5.1,2.3,1
|
||||
5.8,2.7,5.1,1.9,1
|
||||
6.8,3.2,5.9,2.3,1
|
||||
6.7,3.3,5.7,2.5,1
|
||||
6.7,3.0,5.2,2.3,1
|
||||
6.3,2.5,5.0,1.9,1
|
||||
6.5,3.0,5.2,2.0,1
|
||||
6.2,3.4,5.4,2.3,1
|
||||
5.9,3.0,5.1,1.8,1
|
||||
|
|
|
@ -1,101 +0,0 @@
|
|||
a,b,c,s
|
||||
5.1,3.5,1.4,0
|
||||
4.9,3,1.4,0
|
||||
4.7,3.2,1.3,0
|
||||
4.6,3.1,1.5,0
|
||||
5,3.6,1.4,0
|
||||
5.4,3.9,1.7,0
|
||||
4.6,3.4,1.4,0
|
||||
5,3.4,1.5,0
|
||||
4.4,2.9,1.4,0
|
||||
4.9,3.1,1.5,0
|
||||
5.4,3.7,1.5,0
|
||||
4.8,3.4,1.6,0
|
||||
4.8,3,1.4,0
|
||||
4.3,3,1.1,0
|
||||
5.8,4,1.2,0
|
||||
5.7,4.4,1.5,0
|
||||
5.4,3.9,1.3,0
|
||||
5.1,3.5,1.4,0
|
||||
5.7,3.8,1.7,0
|
||||
5.1,3.8,1.5,0
|
||||
5.4,3.4,1.7,0
|
||||
5.1,3.7,1.5,0
|
||||
4.6,3.6,1,0
|
||||
5.1,3.3,1.7,0
|
||||
4.8,3.4,1.9,0
|
||||
5,3,1.6,0
|
||||
5,3.4,1.6,0
|
||||
5.2,3.5,1.5,0
|
||||
5.2,3.4,1.4,0
|
||||
4.7,3.2,1.6,0
|
||||
4.8,3.1,1.6,0
|
||||
5.4,3.4,1.5,0
|
||||
5.2,4.1,1.5,0
|
||||
5.5,4.2,1.4,0
|
||||
4.9,3.1,1.5,0
|
||||
5,3.2,1.2,0
|
||||
5.5,3.5,1.3,0
|
||||
4.9,3.6,1.4,0
|
||||
4.4,3,1.3,0
|
||||
5.1,3.4,1.5,0
|
||||
5,3.5,1.3,0
|
||||
4.5,2.3,1.3,0
|
||||
4.4,3.2,1.3,0
|
||||
5,3.5,1.6,0
|
||||
5.1,3.8,1.9,0
|
||||
4.8,3,1.4,0
|
||||
5.1,3.8,1.6,0
|
||||
4.6,3.2,1.4,0
|
||||
5.3,3.7,1.5,0
|
||||
5,3.3,1.4,0
|
||||
6.3,3.3,6,1
|
||||
5.8,2.7,5.1,1
|
||||
7.1,3,5.9,1
|
||||
6.3,2.9,5.6,1
|
||||
6.5,3,5.8,1
|
||||
7.6,3,6.6,1
|
||||
4.9,2.5,4.5,1
|
||||
7.3,2.9,6.3,1
|
||||
6.7,2.5,5.8,1
|
||||
7.2,3.6,6.1,1
|
||||
6.5,3.2,5.1,1
|
||||
6.4,2.7,5.3,1
|
||||
6.8,3,5.5,1
|
||||
5.7,2.5,5,1
|
||||
5.8,2.8,5.1,1
|
||||
6.4,3.2,5.3,1
|
||||
6.5,3,5.5,1
|
||||
7.7,3.8,6.7,1
|
||||
7.7,2.6,6.9,1
|
||||
6,2.2,5,1
|
||||
6.9,3.2,5.7,1
|
||||
5.6,2.8,4.9,1
|
||||
7.7,2.8,6.7,1
|
||||
6.3,2.7,4.9,1
|
||||
6.7,3.3,5.7,1
|
||||
7.2,3.2,6,1
|
||||
6.2,2.8,4.8,1
|
||||
6.1,3,4.9,1
|
||||
6.4,2.8,5.6,1
|
||||
7.2,3,5.8,1
|
||||
7.4,2.8,6.1,1
|
||||
7.9,3.8,6.4,1
|
||||
6.4,2.8,5.6,1
|
||||
6.3,2.8,5.1,1
|
||||
6.1,2.6,5.6,1
|
||||
7.7,3,6.1,1
|
||||
6.3,3.4,5.6,1
|
||||
6.4,3.1,5.5,1
|
||||
6,3,4.8,1
|
||||
6.9,3.1,5.4,1
|
||||
6.7,3.1,5.6,1
|
||||
6.9,3.1,5.1,1
|
||||
5.8,2.7,5.1,1
|
||||
6.8,3.2,5.9,1
|
||||
6.7,3.3,5.7,1
|
||||
6.7,3,5.2,1
|
||||
6.3,2.5,5,1
|
||||
6.5,3,5.2,1
|
||||
6.2,3.4,5.4,1
|
||||
5.9,3,5.1,1
|
||||
|
|
|
@ -1,100 +0,0 @@
|
|||
5.1,3.5,1.4,0
|
||||
4.9,3,1.4,0
|
||||
4.7,3.2,1.3,0
|
||||
4.6,3.1,1.5,0
|
||||
5,3.6,1.4,0
|
||||
5.4,3.9,1.7,0
|
||||
4.6,3.4,1.4,0
|
||||
5,3.4,1.5,0
|
||||
4.4,2.9,1.4,0
|
||||
4.9,3.1,1.5,0
|
||||
5.4,3.7,1.5,0
|
||||
4.8,3.4,1.6,0
|
||||
4.8,3,1.4,0
|
||||
4.3,3,1.1,0
|
||||
5.8,4,1.2,0
|
||||
5.7,4.4,1.5,0
|
||||
5.4,3.9,1.3,0
|
||||
5.1,3.5,1.4,0
|
||||
5.7,3.8,1.7,0
|
||||
5.1,3.8,1.5,0
|
||||
5.4,3.4,1.7,0
|
||||
5.1,3.7,1.5,0
|
||||
4.6,3.6,1,0
|
||||
5.1,3.3,1.7,0
|
||||
4.8,3.4,1.9,0
|
||||
5,3,1.6,0
|
||||
5,3.4,1.6,0
|
||||
5.2,3.5,1.5,0
|
||||
5.2,3.4,1.4,0
|
||||
4.7,3.2,1.6,0
|
||||
4.8,3.1,1.6,0
|
||||
5.4,3.4,1.5,0
|
||||
5.2,4.1,1.5,0
|
||||
5.5,4.2,1.4,0
|
||||
4.9,3.1,1.5,0
|
||||
5,3.2,1.2,0
|
||||
5.5,3.5,1.3,0
|
||||
4.9,3.6,1.4,0
|
||||
4.4,3,1.3,0
|
||||
5.1,3.4,1.5,0
|
||||
5,3.5,1.3,0
|
||||
4.5,2.3,1.3,0
|
||||
4.4,3.2,1.3,0
|
||||
5,3.5,1.6,0
|
||||
5.1,3.8,1.9,0
|
||||
4.8,3,1.4,0
|
||||
5.1,3.8,1.6,0
|
||||
4.6,3.2,1.4,0
|
||||
5.3,3.7,1.5,0
|
||||
5,3.3,1.4,0
|
||||
6.3,3.3,6,1
|
||||
5.8,2.7,5.1,1
|
||||
7.1,3,5.9,1
|
||||
6.3,2.9,5.6,1
|
||||
6.5,3,5.8,1
|
||||
7.6,3,6.6,1
|
||||
4.9,2.5,4.5,1
|
||||
7.3,2.9,6.3,1
|
||||
6.7,2.5,5.8,1
|
||||
7.2,3.6,6.1,1
|
||||
6.5,3.2,5.1,1
|
||||
6.4,2.7,5.3,1
|
||||
6.8,3,5.5,1
|
||||
5.7,2.5,5,1
|
||||
5.8,2.8,5.1,1
|
||||
6.4,3.2,5.3,1
|
||||
6.5,3,5.5,1
|
||||
7.7,3.8,6.7,1
|
||||
7.7,2.6,6.9,1
|
||||
6,2.2,5,1
|
||||
6.9,3.2,5.7,1
|
||||
5.6,2.8,4.9,1
|
||||
7.7,2.8,6.7,1
|
||||
6.3,2.7,4.9,1
|
||||
6.7,3.3,5.7,1
|
||||
7.2,3.2,6,1
|
||||
6.2,2.8,4.8,1
|
||||
6.1,3,4.9,1
|
||||
6.4,2.8,5.6,1
|
||||
7.2,3,5.8,1
|
||||
7.4,2.8,6.1,1
|
||||
7.9,3.8,6.4,1
|
||||
6.4,2.8,5.6,1
|
||||
6.3,2.8,5.1,1
|
||||
6.1,2.6,5.6,1
|
||||
7.7,3,6.1,1
|
||||
6.3,3.4,5.6,1
|
||||
6.4,3.1,5.5,1
|
||||
6,3,4.8,1
|
||||
6.9,3.1,5.4,1
|
||||
6.7,3.1,5.6,1
|
||||
6.9,3.1,5.1,1
|
||||
5.8,2.7,5.1,1
|
||||
6.8,3.2,5.9,1
|
||||
6.7,3.3,5.7,1
|
||||
6.7,3,5.2,1
|
||||
6.3,2.5,5,1
|
||||
6.5,3,5.2,1
|
||||
6.2,3.4,5.4,1
|
||||
5.9,3,5.1,1
|
||||
|
|
|
@ -1,101 +0,0 @@
|
|||
a,b,c,d,s
|
||||
5.1,3.5,1.4,0.2,0
|
||||
4.9,3.0,1.4,0.2,0
|
||||
4.7,3.2,1.3,0.2,0
|
||||
4.6,3.1,1.5,0.2,0
|
||||
5.0,3.6,1.4,0.2,0
|
||||
5.4,3.9,1.7,0.4,0
|
||||
4.6,3.4,1.4,0.3,0
|
||||
5.0,3.4,1.5,0.2,0
|
||||
4.4,2.9,1.4,0.2,0
|
||||
4.9,3.1,1.5,0.1,0
|
||||
5.4,3.7,1.5,0.2,0
|
||||
4.8,3.4,1.6,0.2,0
|
||||
4.8,3.0,1.4,0.1,0
|
||||
4.3,3.0,1.1,0.1,0
|
||||
5.8,4.0,1.2,0.2,0
|
||||
5.7,4.4,1.5,0.4,0
|
||||
5.4,3.9,1.3,0.4,0
|
||||
5.1,3.5,1.4,0.3,0
|
||||
5.7,3.8,1.7,0.3,0
|
||||
5.1,3.8,1.5,0.3,0
|
||||
5.4,3.4,1.7,0.2,0
|
||||
5.1,3.7,1.5,0.4,0
|
||||
4.6,3.6,1.0,0.2,0
|
||||
5.1,3.3,1.7,0.5,0
|
||||
4.8,3.4,1.9,0.2,0
|
||||
5.0,3.0,1.6,0.2,0
|
||||
5.0,3.4,1.6,0.4,0
|
||||
5.2,3.5,1.5,0.2,0
|
||||
5.2,3.4,1.4,0.2,0
|
||||
4.7,3.2,1.6,0.2,0
|
||||
4.8,3.1,1.6,0.2,0
|
||||
5.4,3.4,1.5,0.4,0
|
||||
5.2,4.1,1.5,0.1,0
|
||||
5.5,4.2,1.4,0.2,0
|
||||
4.9,3.1,1.5,0.2,0
|
||||
5.0,3.2,1.2,0.2,0
|
||||
5.5,3.5,1.3,0.2,0
|
||||
4.9,3.6,1.4,0.1,0
|
||||
4.4,3.0,1.3,0.2,0
|
||||
5.1,3.4,1.5,0.2,0
|
||||
5.0,3.5,1.3,0.3,0
|
||||
4.5,2.3,1.3,0.3,0
|
||||
4.4,3.2,1.3,0.2,0
|
||||
5.0,3.5,1.6,0.6,0
|
||||
5.1,3.8,1.9,0.4,0
|
||||
4.8,3.0,1.4,0.3,0
|
||||
5.1,3.8,1.6,0.2,0
|
||||
4.6,3.2,1.4,0.2,0
|
||||
5.3,3.7,1.5,0.2,0
|
||||
5.0,3.3,1.4,0.2,0
|
||||
6.3,3.3,6.0,2.5,1
|
||||
5.8,2.7,5.1,1.9,1
|
||||
7.1,3.0,5.9,2.1,1
|
||||
6.3,2.9,5.6,1.8,1
|
||||
6.5,3.0,5.8,2.2,1
|
||||
7.6,3.0,6.6,2.1,1
|
||||
4.9,2.5,4.5,1.7,1
|
||||
7.3,2.9,6.3,1.8,1
|
||||
6.7,2.5,5.8,1.8,1
|
||||
7.2,3.6,6.1,2.5,1
|
||||
6.5,3.2,5.1,2.0,1
|
||||
6.4,2.7,5.3,1.9,1
|
||||
6.8,3.0,5.5,2.1,1
|
||||
5.7,2.5,5.0,2.0,1
|
||||
5.8,2.8,5.1,2.4,1
|
||||
6.4,3.2,5.3,2.3,1
|
||||
6.5,3.0,5.5,1.8,1
|
||||
7.7,3.8,6.7,2.2,1
|
||||
7.7,2.6,6.9,2.3,1
|
||||
6.0,2.2,5.0,1.5,1
|
||||
6.9,3.2,5.7,2.3,1
|
||||
5.6,2.8,4.9,2.0,1
|
||||
7.7,2.8,6.7,2.0,1
|
||||
6.3,2.7,4.9,1.8,1
|
||||
6.7,3.3,5.7,2.1,1
|
||||
7.2,3.2,6.0,1.8,1
|
||||
6.2,2.8,4.8,1.8,1
|
||||
6.1,3.0,4.9,1.8,1
|
||||
6.4,2.8,5.6,2.1,1
|
||||
7.2,3.0,5.8,1.6,1
|
||||
7.4,2.8,6.1,1.9,1
|
||||
7.9,3.8,6.4,2.0,1
|
||||
6.4,2.8,5.6,2.2,1
|
||||
6.3,2.8,5.1,1.5,1
|
||||
6.1,2.6,5.6,1.4,1
|
||||
7.7,3.0,6.1,2.3,1
|
||||
6.3,3.4,5.6,2.4,1
|
||||
6.4,3.1,5.5,1.8,1
|
||||
6.0,3.0,4.8,1.8,1
|
||||
6.9,3.1,5.4,2.1,1
|
||||
6.7,3.1,5.6,2.4,1
|
||||
6.9,3.1,5.1,2.3,1
|
||||
5.8,2.7,5.1,1.9,1
|
||||
6.8,3.2,5.9,2.3,1
|
||||
6.7,3.3,5.7,2.5,1
|
||||
6.7,3.0,5.2,2.3,1
|
||||
6.3,2.5,5.0,1.9,1
|
||||
6.5,3.0,5.2,2.0,1
|
||||
6.2,3.4,5.4,2.3,1
|
||||
5.9,3.0,5.1,1.8,1
|
||||
|
|
|
@ -1,150 +0,0 @@
|
|||
5.1,3.5,1.4,0.2,Iris-setosa
|
||||
4.9,3,1.4,0.2,Iris-setosa
|
||||
4.7,3.2,1.3,0.2,Iris-setosa
|
||||
4.6,3.1,1.5,0.2,Iris-setosa
|
||||
5,3.6,1.4,0.2,Iris-setosa
|
||||
5.4,3.9,1.7,0.4,Iris-setosa
|
||||
4.6,3.4,1.4,0.3,Iris-setosa
|
||||
5,3.4,1.5,0.2,Iris-setosa
|
||||
4.4,2.9,1.4,0.2,Iris-setosa
|
||||
4.9,3.1,1.5,0.1,Iris-setosa
|
||||
5.4,3.7,1.5,0.2,Iris-setosa
|
||||
4.8,3.4,1.6,0.2,Iris-setosa
|
||||
4.8,3,1.4,0.1,Iris-setosa
|
||||
4.3,3,1.1,0.1,Iris-setosa
|
||||
5.8,4,1.2,0.2,Iris-setosa
|
||||
5.7,4.4,1.5,0.4,Iris-setosa
|
||||
5.4,3.9,1.3,0.4,Iris-setosa
|
||||
5.1,3.5,1.4,0.3,Iris-setosa
|
||||
5.7,3.8,1.7,0.3,Iris-setosa
|
||||
5.1,3.8,1.5,0.3,Iris-setosa
|
||||
5.4,3.4,1.7,0.2,Iris-setosa
|
||||
5.1,3.7,1.5,0.4,Iris-setosa
|
||||
4.6,3.6,1,0.2,Iris-setosa
|
||||
5.1,3.3,1.7,0.5,Iris-setosa
|
||||
4.8,3.4,1.9,0.2,Iris-setosa
|
||||
5,3,1.6,0.2,Iris-setosa
|
||||
5,3.4,1.6,0.4,Iris-setosa
|
||||
5.2,3.5,1.5,0.2,Iris-setosa
|
||||
5.2,3.4,1.4,0.2,Iris-setosa
|
||||
4.7,3.2,1.6,0.2,Iris-setosa
|
||||
4.8,3.1,1.6,0.2,Iris-setosa
|
||||
5.4,3.4,1.5,0.4,Iris-setosa
|
||||
5.2,4.1,1.5,0.1,Iris-setosa
|
||||
5.5,4.2,1.4,0.2,Iris-setosa
|
||||
4.9,3.1,1.5,0.2,Iris-setosa
|
||||
5,3.2,1.2,0.2,Iris-setosa
|
||||
5.5,3.5,1.3,0.2,Iris-setosa
|
||||
4.9,3.6,1.4,0.1,Iris-setosa
|
||||
4.4,3,1.3,0.2,Iris-setosa
|
||||
5.1,3.4,1.5,0.2,Iris-setosa
|
||||
5,3.5,1.3,0.3,Iris-setosa
|
||||
4.5,2.3,1.3,0.3,Iris-setosa
|
||||
4.4,3.2,1.3,0.2,Iris-setosa
|
||||
5,3.5,1.6,0.6,Iris-setosa
|
||||
5.1,3.8,1.9,0.4,Iris-setosa
|
||||
4.8,3,1.4,0.3,Iris-setosa
|
||||
5.1,3.8,1.6,0.2,Iris-setosa
|
||||
4.6,3.2,1.4,0.2,Iris-setosa
|
||||
5.3,3.7,1.5,0.2,Iris-setosa
|
||||
5,3.3,1.4,0.2,Iris-setosa
|
||||
7,3.2,4.7,1.4,Iris-versicolor
|
||||
6.4,3.2,4.5,1.5,Iris-versicolor
|
||||
6.9,3.1,4.9,1.5,Iris-versicolor
|
||||
5.5,2.3,4,1.3,Iris-versicolor
|
||||
6.5,2.8,4.6,1.5,Iris-versicolor
|
||||
5.7,2.8,4.5,1.3,Iris-versicolor
|
||||
6.3,3.3,4.7,1.6,Iris-versicolor
|
||||
4.9,2.4,3.3,1,Iris-versicolor
|
||||
6.6,2.9,4.6,1.3,Iris-versicolor
|
||||
5.2,2.7,3.9,1.4,Iris-versicolor
|
||||
5,2,3.5,1,Iris-versicolor
|
||||
5.9,3,4.2,1.5,Iris-versicolor
|
||||
6,2.2,4,1,Iris-versicolor
|
||||
6.1,2.9,4.7,1.4,Iris-versicolor
|
||||
5.6,2.9,3.6,1.3,Iris-versicolor
|
||||
6.7,3.1,4.4,1.4,Iris-versicolor
|
||||
5.6,3,4.5,1.5,Iris-versicolor
|
||||
5.8,2.7,4.1,1,Iris-versicolor
|
||||
6.2,2.2,4.5,1.5,Iris-versicolor
|
||||
5.6,2.5,3.9,1.1,Iris-versicolor
|
||||
5.9,3.2,4.8,1.8,Iris-versicolor
|
||||
6.1,2.8,4,1.3,Iris-versicolor
|
||||
6.3,2.5,4.9,1.5,Iris-versicolor
|
||||
6.1,2.8,4.7,1.2,Iris-versicolor
|
||||
6.4,2.9,4.3,1.3,Iris-versicolor
|
||||
6.6,3,4.4,1.4,Iris-versicolor
|
||||
6.8,2.8,4.8,1.4,Iris-versicolor
|
||||
6.7,3,5,1.7,Iris-versicolor
|
||||
6,2.9,4.5,1.5,Iris-versicolor
|
||||
5.7,2.6,3.5,1,Iris-versicolor
|
||||
5.5,2.4,3.8,1.1,Iris-versicolor
|
||||
5.5,2.4,3.7,1,Iris-versicolor
|
||||
5.8,2.7,3.9,1.2,Iris-versicolor
|
||||
6,2.7,5.1,1.6,Iris-versicolor
|
||||
5.4,3,4.5,1.5,Iris-versicolor
|
||||
6,3.4,4.5,1.6,Iris-versicolor
|
||||
6.7,3.1,4.7,1.5,Iris-versicolor
|
||||
6.3,2.3,4.4,1.3,Iris-versicolor
|
||||
5.6,3,4.1,1.3,Iris-versicolor
|
||||
5.5,2.5,4,1.3,Iris-versicolor
|
||||
5.5,2.6,4.4,1.2,Iris-versicolor
|
||||
6.1,3,4.6,1.4,Iris-versicolor
|
||||
5.8,2.6,4,1.2,Iris-versicolor
|
||||
5,2.3,3.3,1,Iris-versicolor
|
||||
5.6,2.7,4.2,1.3,Iris-versicolor
|
||||
5.7,3,4.2,1.2,Iris-versicolor
|
||||
5.7,2.9,4.2,1.3,Iris-versicolor
|
||||
6.2,2.9,4.3,1.3,Iris-versicolor
|
||||
5.1,2.5,3,1.1,Iris-versicolor
|
||||
5.7,2.8,4.1,1.3,Iris-versicolor
|
||||
6.3,3.3,6,2.5,Iris-virginica
|
||||
5.8,2.7,5.1,1.9,Iris-virginica
|
||||
7.1,3,5.9,2.1,Iris-virginica
|
||||
6.3,2.9,5.6,1.8,Iris-virginica
|
||||
6.5,3,5.8,2.2,Iris-virginica
|
||||
7.6,3,6.6,2.1,Iris-virginica
|
||||
4.9,2.5,4.5,1.7,Iris-virginica
|
||||
7.3,2.9,6.3,1.8,Iris-virginica
|
||||
6.7,2.5,5.8,1.8,Iris-virginica
|
||||
7.2,3.6,6.1,2.5,Iris-virginica
|
||||
6.5,3.2,5.1,2,Iris-virginica
|
||||
6.4,2.7,5.3,1.9,Iris-virginica
|
||||
6.8,3,5.5,2.1,Iris-virginica
|
||||
5.7,2.5,5,2,Iris-virginica
|
||||
5.8,2.8,5.1,2.4,Iris-virginica
|
||||
6.4,3.2,5.3,2.3,Iris-virginica
|
||||
6.5,3,5.5,1.8,Iris-virginica
|
||||
7.7,3.8,6.7,2.2,Iris-virginica
|
||||
7.7,2.6,6.9,2.3,Iris-virginica
|
||||
6,2.2,5,1.5,Iris-virginica
|
||||
6.9,3.2,5.7,2.3,Iris-virginica
|
||||
5.6,2.8,4.9,2,Iris-virginica
|
||||
7.7,2.8,6.7,2,Iris-virginica
|
||||
6.3,2.7,4.9,1.8,Iris-virginica
|
||||
6.7,3.3,5.7,2.1,Iris-virginica
|
||||
7.2,3.2,6,1.8,Iris-virginica
|
||||
6.2,2.8,4.8,1.8,Iris-virginica
|
||||
6.1,3,4.9,1.8,Iris-virginica
|
||||
6.4,2.8,5.6,2.1,Iris-virginica
|
||||
7.2,3,5.8,1.6,Iris-virginica
|
||||
7.4,2.8,6.1,1.9,Iris-virginica
|
||||
7.9,3.8,6.4,2,Iris-virginica
|
||||
6.4,2.8,5.6,2.2,Iris-virginica
|
||||
6.3,2.8,5.1,1.5,Iris-virginica
|
||||
6.1,2.6,5.6,1.4,Iris-virginica
|
||||
7.7,3,6.1,2.3,Iris-virginica
|
||||
6.3,3.4,5.6,2.4,Iris-virginica
|
||||
6.4,3.1,5.5,1.8,Iris-virginica
|
||||
6,3,4.8,1.8,Iris-virginica
|
||||
6.9,3.1,5.4,2.1,Iris-virginica
|
||||
6.7,3.1,5.6,2.4,Iris-virginica
|
||||
6.9,3.1,5.1,2.3,Iris-virginica
|
||||
5.8,2.7,5.1,1.9,Iris-virginica
|
||||
6.8,3.2,5.9,2.3,Iris-virginica
|
||||
6.7,3.3,5.7,2.5,Iris-virginica
|
||||
6.7,3,5.2,2.3,Iris-virginica
|
||||
6.3,2.5,5,1.9,Iris-virginica
|
||||
6.5,3,5.2,2,Iris-virginica
|
||||
6.2,3.4,5.4,2.3,Iris-virginica
|
||||
5.9,3,5.1,1.8,Iris-virginica
|
||||
|
|
|
@ -1,151 +0,0 @@
|
|||
5.1,3.5,1.4,0.2,Iris-setosa
|
||||
4.9,3.0,1.4,0.2,Iris-setosa
|
||||
4.7,3.2,1.3,0.2,Iris-setosa
|
||||
4.6,3.1,1.5,0.2,Iris-setosa
|
||||
5.0,3.6,1.4,0.2,Iris-setosa
|
||||
5.4,3.9,1.7,0.4,Iris-setosa
|
||||
4.6,3.4,1.4,0.3,Iris-setosa
|
||||
5.0,3.4,1.5,0.2,Iris-setosa
|
||||
4.4,2.9,1.4,0.2,Iris-setosa
|
||||
4.9,3.1,1.5,0.1,Iris-setosa
|
||||
5.4,3.7,1.5,0.2,Iris-setosa
|
||||
4.8,3.4,1.6,0.2,Iris-setosa
|
||||
4.8,3.0,1.4,0.1,Iris-setosa
|
||||
4.3,3.0,1.1,0.1,Iris-setosa
|
||||
5.8,4.0,1.2,0.2,Iris-setosa
|
||||
5.7,4.4,1.5,0.4,Iris-setosa
|
||||
5.4,3.9,1.3,0.4,Iris-setosa
|
||||
5.1,3.5,1.4,0.3,Iris-setosa
|
||||
5.7,3.8,1.7,0.3,Iris-setosa
|
||||
5.1,3.8,1.5,0.3,Iris-setosa
|
||||
5.4,3.4,1.7,0.2,Iris-setosa
|
||||
5.1,3.7,1.5,0.4,Iris-setosa
|
||||
4.6,3.6,1.0,0.2,Iris-setosa
|
||||
5.1,3.3,1.7,0.5,Iris-setosa
|
||||
4.8,3.4,1.9,0.2,Iris-setosa
|
||||
5.0,3.0,1.6,0.2,Iris-setosa
|
||||
5.0,3.4,1.6,0.4,Iris-setosa
|
||||
5.2,3.5,1.5,0.2,Iris-setosa
|
||||
5.2,3.4,1.4,0.2,Iris-setosa
|
||||
4.7,3.2,1.6,0.2,Iris-setosa
|
||||
4.8,3.1,1.6,0.2,Iris-setosa
|
||||
5.4,3.4,1.5,0.4,Iris-setosa
|
||||
5.2,4.1,1.5,0.1,Iris-setosa
|
||||
5.5,4.2,1.4,0.2,Iris-setosa
|
||||
4.9,3.1,1.5,0.1,Iris-setosa
|
||||
5.0,3.2,1.2,0.2,Iris-setosa
|
||||
5.5,3.5,1.3,0.2,Iris-setosa
|
||||
4.9,3.1,1.5,0.1,Iris-setosa
|
||||
4.4,3.0,1.3,0.2,Iris-setosa
|
||||
5.1,3.4,1.5,0.2,Iris-setosa
|
||||
5.0,3.5,1.3,0.3,Iris-setosa
|
||||
4.5,2.3,1.3,0.3,Iris-setosa
|
||||
4.4,3.2,1.3,0.2,Iris-setosa
|
||||
5.0,3.5,1.6,0.6,Iris-setosa
|
||||
5.1,3.8,1.9,0.4,Iris-setosa
|
||||
4.8,3.0,1.4,0.3,Iris-setosa
|
||||
5.1,3.8,1.6,0.2,Iris-setosa
|
||||
4.6,3.2,1.4,0.2,Iris-setosa
|
||||
5.3,3.7,1.5,0.2,Iris-setosa
|
||||
5.0,3.3,1.4,0.2,Iris-setosa
|
||||
7.0,3.2,4.7,1.4,Iris-versicolor
|
||||
6.4,3.2,4.5,1.5,Iris-versicolor
|
||||
6.9,3.1,4.9,1.5,Iris-versicolor
|
||||
5.5,2.3,4.0,1.3,Iris-versicolor
|
||||
6.5,2.8,4.6,1.5,Iris-versicolor
|
||||
5.7,2.8,4.5,1.3,Iris-versicolor
|
||||
6.3,3.3,4.7,1.6,Iris-versicolor
|
||||
4.9,2.4,3.3,1.0,Iris-versicolor
|
||||
6.6,2.9,4.6,1.3,Iris-versicolor
|
||||
5.2,2.7,3.9,1.4,Iris-versicolor
|
||||
5.0,2.0,3.5,1.0,Iris-versicolor
|
||||
5.9,3.0,4.2,1.5,Iris-versicolor
|
||||
6.0,2.2,4.0,1.0,Iris-versicolor
|
||||
6.1,2.9,4.7,1.4,Iris-versicolor
|
||||
5.6,2.9,3.6,1.3,Iris-versicolor
|
||||
6.7,3.1,4.4,1.4,Iris-versicolor
|
||||
5.6,3.0,4.5,1.5,Iris-versicolor
|
||||
5.8,2.7,4.1,1.0,Iris-versicolor
|
||||
6.2,2.2,4.5,1.5,Iris-versicolor
|
||||
5.6,2.5,3.9,1.1,Iris-versicolor
|
||||
5.9,3.2,4.8,1.8,Iris-versicolor
|
||||
6.1,2.8,4.0,1.3,Iris-versicolor
|
||||
6.3,2.5,4.9,1.5,Iris-versicolor
|
||||
6.1,2.8,4.7,1.2,Iris-versicolor
|
||||
6.4,2.9,4.3,1.3,Iris-versicolor
|
||||
6.6,3.0,4.4,1.4,Iris-versicolor
|
||||
6.8,2.8,4.8,1.4,Iris-versicolor
|
||||
6.7,3.0,5.0,1.7,Iris-versicolor
|
||||
6.0,2.9,4.5,1.5,Iris-versicolor
|
||||
5.7,2.6,3.5,1.0,Iris-versicolor
|
||||
5.5,2.4,3.8,1.1,Iris-versicolor
|
||||
5.5,2.4,3.7,1.0,Iris-versicolor
|
||||
5.8,2.7,3.9,1.2,Iris-versicolor
|
||||
6.0,2.7,5.1,1.6,Iris-versicolor
|
||||
5.4,3.0,4.5,1.5,Iris-versicolor
|
||||
6.0,3.4,4.5,1.6,Iris-versicolor
|
||||
6.7,3.1,4.7,1.5,Iris-versicolor
|
||||
6.3,2.3,4.4,1.3,Iris-versicolor
|
||||
5.6,3.0,4.1,1.3,Iris-versicolor
|
||||
5.5,2.5,4.0,1.3,Iris-versicolor
|
||||
5.5,2.6,4.4,1.2,Iris-versicolor
|
||||
6.1,3.0,4.6,1.4,Iris-versicolor
|
||||
5.8,2.6,4.0,1.2,Iris-versicolor
|
||||
5.0,2.3,3.3,1.0,Iris-versicolor
|
||||
5.6,2.7,4.2,1.3,Iris-versicolor
|
||||
5.7,3.0,4.2,1.2,Iris-versicolor
|
||||
5.7,2.9,4.2,1.3,Iris-versicolor
|
||||
6.2,2.9,4.3,1.3,Iris-versicolor
|
||||
5.1,2.5,3.0,1.1,Iris-versicolor
|
||||
5.7,2.8,4.1,1.3,Iris-versicolor
|
||||
6.3,3.3,6.0,2.5,Iris-virginica
|
||||
5.8,2.7,5.1,1.9,Iris-virginica
|
||||
7.1,3.0,5.9,2.1,Iris-virginica
|
||||
6.3,2.9,5.6,1.8,Iris-virginica
|
||||
6.5,3.0,5.8,2.2,Iris-virginica
|
||||
7.6,3.0,6.6,2.1,Iris-virginica
|
||||
4.9,2.5,4.5,1.7,Iris-virginica
|
||||
7.3,2.9,6.3,1.8,Iris-virginica
|
||||
6.7,2.5,5.8,1.8,Iris-virginica
|
||||
7.2,3.6,6.1,2.5,Iris-virginica
|
||||
6.5,3.2,5.1,2.0,Iris-virginica
|
||||
6.4,2.7,5.3,1.9,Iris-virginica
|
||||
6.8,3.0,5.5,2.1,Iris-virginica
|
||||
5.7,2.5,5.0,2.0,Iris-virginica
|
||||
5.8,2.8,5.1,2.4,Iris-virginica
|
||||
6.4,3.2,5.3,2.3,Iris-virginica
|
||||
6.5,3.0,5.5,1.8,Iris-virginica
|
||||
7.7,3.8,6.7,2.2,Iris-virginica
|
||||
7.7,2.6,6.9,2.3,Iris-virginica
|
||||
6.0,2.2,5.0,1.5,Iris-virginica
|
||||
6.9,3.2,5.7,2.3,Iris-virginica
|
||||
5.6,2.8,4.9,2.0,Iris-virginica
|
||||
7.7,2.8,6.7,2.0,Iris-virginica
|
||||
6.3,2.7,4.9,1.8,Iris-virginica
|
||||
6.7,3.3,5.7,2.1,Iris-virginica
|
||||
7.2,3.2,6.0,1.8,Iris-virginica
|
||||
6.2,2.8,4.8,1.8,Iris-virginica
|
||||
6.1,3.0,4.9,1.8,Iris-virginica
|
||||
6.4,2.8,5.6,2.1,Iris-virginica
|
||||
7.2,3.0,5.8,1.6,Iris-virginica
|
||||
7.4,2.8,6.1,1.9,Iris-virginica
|
||||
7.9,3.8,6.4,2.0,Iris-virginica
|
||||
6.4,2.8,5.6,2.2,Iris-virginica
|
||||
6.3,2.8,5.1,1.5,Iris-virginica
|
||||
6.1,2.6,5.6,1.4,Iris-virginica
|
||||
7.7,3.0,6.1,2.3,Iris-virginica
|
||||
6.3,3.4,5.6,2.4,Iris-virginica
|
||||
6.4,3.1,5.5,1.8,Iris-virginica
|
||||
6.0,3.0,4.8,1.8,Iris-virginica
|
||||
6.9,3.1,5.4,2.1,Iris-virginica
|
||||
6.7,3.1,5.6,2.4,Iris-virginica
|
||||
6.9,3.1,5.1,2.3,Iris-virginica
|
||||
5.8,2.7,5.1,1.9,Iris-virginica
|
||||
6.8,3.2,5.9,2.3,Iris-virginica
|
||||
6.7,3.3,5.7,2.5,Iris-virginica
|
||||
6.7,3.0,5.2,2.3,Iris-virginica
|
||||
6.3,2.5,5.0,1.9,Iris-virginica
|
||||
6.5,3.0,5.2,2.0,Iris-virginica
|
||||
6.2,3.4,5.4,2.3,Iris-virginica
|
||||
5.9,3.0,5.1,1.8,Iris-virginica
|
||||
|
||||
|
|
|
@ -1,11 +0,0 @@
|
|||
coefficients
|
||||
.1
|
||||
.2
|
||||
.3
|
||||
.4
|
||||
.5
|
||||
1
|
||||
2
|
||||
3
|
||||
4
|
||||
5
|
||||
|
|
|
@ -1,151 +0,0 @@
|
|||
sl,sw,pl,pw,s
|
||||
5.1,3.5,1.4,0.2,0
|
||||
4.9,3,1.4,0.2,0
|
||||
4.7,3.2,1.3,0.2,0
|
||||
4.6,3.1,1.5,0.2,0
|
||||
5,3.6,1.4,0.2,0
|
||||
5.4,3.9,1.7,0.4,0
|
||||
4.6,3.4,1.4,0.3,0
|
||||
5,3.4,1.5,0.2,0
|
||||
4.4,2.9,1.4,0.2,0
|
||||
4.9,3.1,1.5,0.1,0
|
||||
5.4,3.7,1.5,0.2,0
|
||||
4.8,3.4,1.6,0.2,0
|
||||
4.8,3,1.4,0.1,0
|
||||
4.3,3,1.1,0.1,0
|
||||
5.8,4,1.2,0.2,0
|
||||
5.7,4.4,1.5,0.4,0
|
||||
5.4,3.9,1.3,0.4,0
|
||||
5.1,3.5,1.4,0.3,0
|
||||
5.7,3.8,1.7,0.3,0
|
||||
5.1,3.8,1.5,0.3,0
|
||||
5.4,3.4,1.7,0.2,0
|
||||
5.1,3.7,1.5,0.4,0
|
||||
4.6,3.6,1,0.2,0
|
||||
5.1,3.3,1.7,0.5,0
|
||||
4.8,3.4,1.9,0.2,0
|
||||
5,3,1.6,0.2,0
|
||||
5,3.4,1.6,0.4,0
|
||||
5.2,3.5,1.5,0.2,0
|
||||
5.2,3.4,1.4,0.2,0
|
||||
4.7,3.2,1.6,0.2,0
|
||||
4.8,3.1,1.6,0.2,0
|
||||
5.4,3.4,1.5,0.4,0
|
||||
5.2,4.1,1.5,0.1,0
|
||||
5.5,4.2,1.4,0.2,0
|
||||
4.9,3.1,1.5,0.2,0
|
||||
5,3.2,1.2,0.2,0
|
||||
5.5,3.5,1.3,0.2,0
|
||||
4.9,3.6,1.4,0.1,0
|
||||
4.4,3,1.3,0.2,0
|
||||
5.1,3.4,1.5,0.2,0
|
||||
5,3.5,1.3,0.3,0
|
||||
4.5,2.3,1.3,0.3,0
|
||||
4.4,3.2,1.3,0.2,0
|
||||
5,3.5,1.6,0.6,0
|
||||
5.1,3.8,1.9,0.4,0
|
||||
4.8,3,1.4,0.3,0
|
||||
5.1,3.8,1.6,0.2,0
|
||||
4.6,3.2,1.4,0.2,0
|
||||
5.3,3.7,1.5,0.2,0
|
||||
5,3.3,1.4,0.2,0
|
||||
7,3.2,4.7,1.4,1
|
||||
6.4,3.2,4.5,1.5,1
|
||||
6.9,3.1,4.9,1.5,1
|
||||
5.5,2.3,4,1.3,1
|
||||
6.5,2.8,4.6,1.5,1
|
||||
5.7,2.8,4.5,1.3,1
|
||||
6.3,3.3,4.7,1.6,1
|
||||
4.9,2.4,3.3,1,1
|
||||
6.6,2.9,4.6,1.3,1
|
||||
5.2,2.7,3.9,1.4,1
|
||||
5,2,3.5,1,1
|
||||
5.9,3,4.2,1.5,1
|
||||
6,2.2,4,1,1
|
||||
6.1,2.9,4.7,1.4,1
|
||||
5.6,2.9,3.6,1.3,1
|
||||
6.7,3.1,4.4,1.4,1
|
||||
5.6,3,4.5,1.5,1
|
||||
5.8,2.7,4.1,1,1
|
||||
6.2,2.2,4.5,1.5,1
|
||||
5.6,2.5,3.9,1.1,1
|
||||
5.9,3.2,4.8,1.8,1
|
||||
6.1,2.8,4,1.3,1
|
||||
6.3,2.5,4.9,1.5,1
|
||||
6.1,2.8,4.7,1.2,1
|
||||
6.4,2.9,4.3,1.3,1
|
||||
6.6,3,4.4,1.4,1
|
||||
6.8,2.8,4.8,1.4,1
|
||||
6.7,3,5,1.7,1
|
||||
6,2.9,4.5,1.5,1
|
||||
5.7,2.6,3.5,1,1
|
||||
5.5,2.4,3.8,1.1,1
|
||||
5.5,2.4,3.7,1,1
|
||||
5.8,2.7,3.9,1.2,1
|
||||
6,2.7,5.1,1.6,1
|
||||
5.4,3,4.5,1.5,1
|
||||
6,3.4,4.5,1.6,1
|
||||
6.7,3.1,4.7,1.5,1
|
||||
6.3,2.3,4.4,1.3,1
|
||||
5.6,3,4.1,1.3,1
|
||||
5.5,2.5,4,1.3,1
|
||||
5.5,2.6,4.4,1.2,1
|
||||
6.1,3,4.6,1.4,1
|
||||
5.8,2.6,4,1.2,1
|
||||
5,2.3,3.3,1,1
|
||||
5.6,2.7,4.2,1.3,1
|
||||
5.7,3,4.2,1.2,1
|
||||
5.7,2.9,4.2,1.3,1
|
||||
6.2,2.9,4.3,1.3,1
|
||||
5.1,2.5,3,1.1,1
|
||||
5.7,2.8,4.1,1.3,1
|
||||
6.3,3.3,6,2.5,2
|
||||
5.8,2.7,5.1,1.9,2
|
||||
7.1,3,5.9,2.1,2
|
||||
6.3,2.9,5.6,1.8,2
|
||||
6.5,3,5.8,2.2,2
|
||||
7.6,3,6.6,2.1,2
|
||||
4.9,2.5,4.5,1.7,2
|
||||
7.3,2.9,6.3,1.8,2
|
||||
6.7,2.5,5.8,1.8,2
|
||||
7.2,3.6,6.1,2.5,2
|
||||
6.5,3.2,5.1,2,2
|
||||
6.4,2.7,5.3,1.9,2
|
||||
6.8,3,5.5,2.1,2
|
||||
5.7,2.5,5,2,2
|
||||
5.8,2.8,5.1,2.4,2
|
||||
6.4,3.2,5.3,2.3,2
|
||||
6.5,3,5.5,1.8,2
|
||||
7.7,3.8,6.7,2.2,2
|
||||
7.7,2.6,6.9,2.3,2
|
||||
6,2.2,5,1.5,2
|
||||
6.9,3.2,5.7,2.3,2
|
||||
5.6,2.8,4.9,2,2
|
||||
7.7,2.8,6.7,2,2
|
||||
6.3,2.7,4.9,1.8,2
|
||||
6.7,3.3,5.7,2.1,2
|
||||
7.2,3.2,6,1.8,2
|
||||
6.2,2.8,4.8,1.8,2
|
||||
6.1,3,4.9,1.8,2
|
||||
6.4,2.8,5.6,2.1,2
|
||||
7.2,3,5.8,1.6,2
|
||||
7.4,2.8,6.1,1.9,2
|
||||
7.9,3.8,6.4,2,2
|
||||
6.4,2.8,5.6,2.2,2
|
||||
6.3,2.8,5.1,1.5,2
|
||||
6.1,2.6,5.6,1.4,2
|
||||
7.7,3,6.1,2.3,2
|
||||
6.3,3.4,5.6,2.4,2
|
||||
6.4,3.1,5.5,1.8,2
|
||||
6,3,4.8,1.8,2
|
||||
6.9,3.1,5.4,2.1,2
|
||||
6.7,3.1,5.6,2.4,2
|
||||
6.9,3.1,5.1,2.3,2
|
||||
5.8,2.7,5.1,1.9,2
|
||||
6.8,3.2,5.9,2.3,2
|
||||
6.7,3.3,5.7,2.5,2
|
||||
6.7,3,5.2,2.3,2
|
||||
6.3,2.5,5,1.9,2
|
||||
6.5,3,5.2,2,2
|
||||
6.2,3.4,5.4,2.3,2
|
||||
5.9,3,5.1,1.8,2
|
||||
|
|
|
@ -1,6 +0,0 @@
|
|||
a,b,c,s
|
||||
0,1,2,3
|
||||
1,2,3,6
|
||||
2,3,4,9
|
||||
3,4,5,12
|
||||
4,5,6,15
|
||||
|
|
|
@ -1,6 +0,0 @@
|
|||
a,b,c,s
|
||||
0,1,2,3
|
||||
1,2,3,6
|
||||
2,3,4,9
|
||||
3,4,5,12
|
||||
4,5,6,15
|
||||
|
|
|
@ -1,10 +0,0 @@
|
|||
t,r,s
|
||||
0.241,0.39,0.98
|
||||
.615,0.72,1.01
|
||||
1.00,1.00,1.00
|
||||
1.88,1.52,1.01
|
||||
11.8,5.20,0.99
|
||||
29.5,9.54,1.00
|
||||
84.0,19.18,1.00
|
||||
165,30.06,1.00
|
||||
248,39.44,1.00
|
||||
|
|
|
@ -1,5 +0,0 @@
|
|||
operator, arity
|
||||
+,2
|
||||
-,2
|
||||
*,2
|
||||
/,2
|
||||
|
|
|
@ -1,5 +0,0 @@
|
|||
operator, arity
|
||||
+,2
|
||||
-,2
|
||||
*,2
|
||||
/,2
|
||||
|
|
|
@ -1,5 +0,0 @@
|
|||
operator, arity
|
||||
+,2
|
||||
-,2
|
||||
*,2
|
||||
/,2
|
||||
|
|
|
@ -1,5 +0,0 @@
|
|||
operator, arity
|
||||
+,2
|
||||
-,2
|
||||
*,2
|
||||
/,2
|
||||
|
|
|
@ -1,101 +0,0 @@
|
|||
a,b,c,s
|
||||
5.1,3.5,1.4,0
|
||||
4.9,3,1.4,0
|
||||
4.7,3.2,1.3,0
|
||||
4.6,3.1,1.5,0
|
||||
5,3.6,1.4,0
|
||||
5.4,3.9,1.7,0
|
||||
4.6,3.4,1.4,0
|
||||
5,3.4,1.5,0
|
||||
4.4,2.9,1.4,0
|
||||
4.9,3.1,1.5,0
|
||||
5.4,3.7,1.5,0
|
||||
4.8,3.4,1.6,0
|
||||
4.8,3,1.4,0
|
||||
4.3,3,1.1,0
|
||||
5.8,4,1.2,0
|
||||
5.7,4.4,1.5,0
|
||||
5.4,3.9,1.3,0
|
||||
5.1,3.5,1.4,0
|
||||
5.7,3.8,1.7,0
|
||||
5.1,3.8,1.5,0
|
||||
5.4,3.4,1.7,0
|
||||
5.1,3.7,1.5,0
|
||||
4.6,3.6,1,0
|
||||
5.1,3.3,1.7,0
|
||||
4.8,3.4,1.9,0
|
||||
5,3,1.6,0
|
||||
5,3.4,1.6,0
|
||||
5.2,3.5,1.5,0
|
||||
5.2,3.4,1.4,0
|
||||
4.7,3.2,1.6,0
|
||||
4.8,3.1,1.6,0
|
||||
5.4,3.4,1.5,0
|
||||
5.2,4.1,1.5,0
|
||||
5.5,4.2,1.4,0
|
||||
4.9,3.1,1.5,0
|
||||
5,3.2,1.2,0
|
||||
5.5,3.5,1.3,0
|
||||
4.9,3.6,1.4,0
|
||||
4.4,3,1.3,0
|
||||
5.1,3.4,1.5,0
|
||||
5,3.5,1.3,0
|
||||
4.5,2.3,1.3,0
|
||||
4.4,3.2,1.3,0
|
||||
5,3.5,1.6,0
|
||||
5.1,3.8,1.9,0
|
||||
4.8,3,1.4,0
|
||||
5.1,3.8,1.6,0
|
||||
4.6,3.2,1.4,0
|
||||
5.3,3.7,1.5,0
|
||||
5,3.3,1.4,0
|
||||
7,3.2,4.7,1
|
||||
6.4,3.2,4.5,1
|
||||
6.9,3.1,4.9,1
|
||||
5.5,2.3,4,1
|
||||
6.5,2.8,4.6,1
|
||||
5.7,2.8,4.5,1
|
||||
6.3,3.3,4.7,1
|
||||
4.9,2.4,3.3,1
|
||||
6.6,2.9,4.6,1
|
||||
5.2,2.7,3.9,1
|
||||
5,2,3.5,1
|
||||
5.9,3,4.2,1
|
||||
6,2.2,4,1
|
||||
6.1,2.9,4.7,1
|
||||
5.6,2.9,3.6,1
|
||||
6.7,3.1,4.4,1
|
||||
5.6,3,4.5,1
|
||||
5.8,2.7,4.1,1
|
||||
6.2,2.2,4.5,1
|
||||
5.6,2.5,3.9,1
|
||||
5.9,3.2,4.8,1
|
||||
6.1,2.8,4,1
|
||||
6.3,2.5,4.9,1
|
||||
6.1,2.8,4.7,1
|
||||
6.4,2.9,4.3,1
|
||||
6.6,3,4.4,1
|
||||
6.8,2.8,4.8,1
|
||||
6.7,3,5,1
|
||||
6,2.9,4.5,1
|
||||
5.7,2.6,3.5,1
|
||||
5.5,2.4,3.8,1
|
||||
5.5,2.4,3.7,1
|
||||
5.8,2.7,3.9,1
|
||||
6,2.7,5.1,1
|
||||
5.4,3,4.5,1
|
||||
6,3.4,4.5,1
|
||||
6.7,3.1,4.7,1
|
||||
6.3,2.3,4.4,1
|
||||
5.6,3,4.1,1
|
||||
5.5,2.5,4,1
|
||||
5.5,2.6,4.4,1
|
||||
6.1,3,4.6,1
|
||||
5.8,2.6,4,1
|
||||
5,2.3,3.3,1
|
||||
5.6,2.7,4.2,1
|
||||
5.7,3,4.2,1
|
||||
5.7,2.9,4.2,1
|
||||
6.2,2.9,4.3,1
|
||||
5.1,2.5,3,1
|
||||
5.7,2.8,4.1,1
|
||||
|
|
|
@ -1,151 +0,0 @@
|
|||
a,b,c,s
|
||||
5.1,3.5,1.4,0
|
||||
4.9,3,1.4,0
|
||||
4.7,3.2,1.3,0
|
||||
4.6,3.1,1.5,0
|
||||
5,3.6,1.4,0
|
||||
5.4,3.9,1.7,0
|
||||
4.6,3.4,1.4,0
|
||||
5,3.4,1.5,0
|
||||
4.4,2.9,1.4,0
|
||||
4.9,3.1,1.5,0
|
||||
5.4,3.7,1.5,0
|
||||
4.8,3.4,1.6,0
|
||||
4.8,3,1.4,0
|
||||
4.3,3,1.1,0
|
||||
5.8,4,1.2,0
|
||||
5.7,4.4,1.5,0
|
||||
5.4,3.9,1.3,0
|
||||
5.1,3.5,1.4,0
|
||||
5.7,3.8,1.7,0
|
||||
5.1,3.8,1.5,0
|
||||
5.4,3.4,1.7,0
|
||||
5.1,3.7,1.5,0
|
||||
4.6,3.6,1,0
|
||||
5.1,3.3,1.7,0
|
||||
4.8,3.4,1.9,0
|
||||
5,3,1.6,0
|
||||
5,3.4,1.6,0
|
||||
5.2,3.5,1.5,0
|
||||
5.2,3.4,1.4,0
|
||||
4.7,3.2,1.6,0
|
||||
4.8,3.1,1.6,0
|
||||
5.4,3.4,1.5,0
|
||||
5.2,4.1,1.5,0
|
||||
5.5,4.2,1.4,0
|
||||
4.9,3.1,1.5,0
|
||||
5,3.2,1.2,0
|
||||
5.5,3.5,1.3,0
|
||||
4.9,3.6,1.4,0
|
||||
4.4,3,1.3,0
|
||||
5.1,3.4,1.5,0
|
||||
5,3.5,1.3,0
|
||||
4.5,2.3,1.3,0
|
||||
4.4,3.2,1.3,0
|
||||
5,3.5,1.6,0
|
||||
5.1,3.8,1.9,0
|
||||
4.8,3,1.4,0
|
||||
5.1,3.8,1.6,0
|
||||
4.6,3.2,1.4,0
|
||||
5.3,3.7,1.5,0
|
||||
5,3.3,1.4,0
|
||||
7,3.2,4.7,1
|
||||
6.4,3.2,4.5,1
|
||||
6.9,3.1,4.9,1
|
||||
5.5,2.3,4,1
|
||||
6.5,2.8,4.6,1
|
||||
5.7,2.8,4.5,1
|
||||
6.3,3.3,4.7,1
|
||||
4.9,2.4,3.3,1
|
||||
6.6,2.9,4.6,1
|
||||
5.2,2.7,3.9,1
|
||||
5,2,3.5,1
|
||||
5.9,3,4.2,1
|
||||
6,2.2,4,1
|
||||
6.1,2.9,4.7,1
|
||||
5.6,2.9,3.6,1
|
||||
6.7,3.1,4.4,1
|
||||
5.6,3,4.5,1
|
||||
5.8,2.7,4.1,1
|
||||
6.2,2.2,4.5,1
|
||||
5.6,2.5,3.9,1
|
||||
5.9,3.2,4.8,1
|
||||
6.1,2.8,4,1
|
||||
6.3,2.5,4.9,1
|
||||
6.1,2.8,4.7,1
|
||||
6.4,2.9,4.3,1
|
||||
6.6,3,4.4,1
|
||||
6.8,2.8,4.8,1
|
||||
6.7,3,5,1
|
||||
6,2.9,4.5,1
|
||||
5.7,2.6,3.5,1
|
||||
5.5,2.4,3.8,1
|
||||
5.5,2.4,3.7,1
|
||||
5.8,2.7,3.9,1
|
||||
6,2.7,5.1,1
|
||||
5.4,3,4.5,1
|
||||
6,3.4,4.5,1
|
||||
6.7,3.1,4.7,1
|
||||
6.3,2.3,4.4,1
|
||||
5.6,3,4.1,1
|
||||
5.5,2.5,4,1
|
||||
5.5,2.6,4.4,1
|
||||
6.1,3,4.6,1
|
||||
5.8,2.6,4,1
|
||||
5,2.3,3.3,1
|
||||
5.6,2.7,4.2,1
|
||||
5.7,3,4.2,1
|
||||
5.7,2.9,4.2,1
|
||||
6.2,2.9,4.3,1
|
||||
5.1,2.5,3,1
|
||||
5.7,2.8,4.1,1
|
||||
6.3,3.3,6,2
|
||||
5.8,2.7,5.1,2
|
||||
7.1,3,5.9,2
|
||||
6.3,2.9,5.6,2
|
||||
6.5,3,5.8,2
|
||||
7.6,3,6.6,2
|
||||
4.9,2.5,4.5,2
|
||||
7.3,2.9,6.3,2
|
||||
6.7,2.5,5.8,2
|
||||
7.2,3.6,6.1,2
|
||||
6.5,3.2,5.1,2
|
||||
6.4,2.7,5.3,2
|
||||
6.8,3,5.5,2
|
||||
5.7,2.5,5,2
|
||||
5.8,2.8,5.1,2
|
||||
6.4,3.2,5.3,2
|
||||
6.5,3,5.5,2
|
||||
7.7,3.8,6.7,2
|
||||
7.7,2.6,6.9,2
|
||||
6,2.2,5,2
|
||||
6.9,3.2,5.7,2
|
||||
5.6,2.8,4.9,2
|
||||
7.7,2.8,6.7,2
|
||||
6.3,2.7,4.9,2
|
||||
6.7,3.3,5.7,2
|
||||
7.2,3.2,6,2
|
||||
6.2,2.8,4.8,2
|
||||
6.1,3,4.9,2
|
||||
6.4,2.8,5.6,2
|
||||
7.2,3,5.8,2
|
||||
7.4,2.8,6.1,2
|
||||
7.9,3.8,6.4,2
|
||||
6.4,2.8,5.6,2
|
||||
6.3,2.8,5.1,2
|
||||
6.1,2.6,5.6,2
|
||||
7.7,3,6.1,2
|
||||
6.3,3.4,5.6,2
|
||||
6.4,3.1,5.5,2
|
||||
6,3,4.8,2
|
||||
6.9,3.1,5.4,2
|
||||
6.7,3.1,5.6,2
|
||||
6.9,3.1,5.1,2
|
||||
5.8,2.7,5.1,2
|
||||
6.8,3.2,5.9,2
|
||||
6.7,3.3,5.7,2
|
||||
6.7,3,5.2,2
|
||||
6.3,2.5,5,2
|
||||
6.5,3,5.2,2
|
||||
6.2,3.4,5.4,2
|
||||
5.9,3,5.1,2
|
||||
|
|
|
@ -1,10 +0,0 @@
|
|||
p,a,s
|
||||
0.241,0.39,0.98
|
||||
.615,0.72,1.01
|
||||
1.00,1.00,1.00
|
||||
1.88,1.52,1.01
|
||||
11.8,5.20,0.99
|
||||
29.5,9.54,1.00
|
||||
84.0,19.18,1.00
|
||||
165,30.06,1.00
|
||||
248,39.44,1.00
|
||||
|
|
|
@ -1,6 +0,0 @@
|
|||
a,b,s
|
||||
1,2,1
|
||||
2,2,4
|
||||
3,2,9
|
||||
4,2,16
|
||||
5,2,25
|
||||
|
|
|
@ -1,10 +0,0 @@
|
|||
a,b,s
|
||||
4,10,20
|
||||
9,10,30
|
||||
16,10,40
|
||||
25,10,50
|
||||
36,10,60
|
||||
49,10,70
|
||||
64,10,80
|
||||
81,10,90
|
||||
100,10,100
|
||||
|
|
|
@ -1,11 +0,0 @@
|
|||
a,b,c,s
|
||||
0,1,2,3
|
||||
1,2,3,6
|
||||
2,3,4,9
|
||||
3,4,5,12
|
||||
4,5,6,15
|
||||
5,6,7,18
|
||||
6,7,8,21
|
||||
7,8,9,24
|
||||
8,9,10,27
|
||||
9,10,11,30
|
||||
|
|
|
@ -1,4 +0,0 @@
|
|||
a,b,c,s
|
||||
1,2,45,0.5253219888
|
||||
2,0,22,-1.9999216528
|
||||
10,3,-5,2.8366218546
|
||||
|
|
|
@ -1,40 +0,0 @@
|
|||
OPERATORS TESTED with Karoo GP v1.0
|
||||
|
||||
+,2
|
||||
-,2
|
||||
*,2
|
||||
/,2
|
||||
**,2
|
||||
|
||||
The following are not currently supported, but will be again with subsequent releases.
|
||||
|
||||
and,2
|
||||
or,2
|
||||
|
||||
+ sin,2
|
||||
- sin,2
|
||||
* sin,2
|
||||
/ sin,2
|
||||
|
||||
+ cos,2
|
||||
- cos,2
|
||||
* cos,2
|
||||
/ cos,2
|
||||
|
||||
+ exp,2
|
||||
- exp,2
|
||||
* exp,2
|
||||
/ exp,2
|
||||
|
||||
+ sqrt,2
|
||||
+ sqrt,2
|
||||
- sqrt,2
|
||||
/ sqrt,2
|
||||
|
||||
+ log,2
|
||||
- log,2
|
||||
* log,2
|
||||
/ log,2
|
||||
|
||||
|
||||
Where sin, cos, exp, and log must be preceded by another operator.
|
||||
Binary file not shown.
File diff suppressed because it is too large
Load Diff
|
|
@ -1,257 +0,0 @@
|
|||
# Karoo GP Main (desktop)
|
||||
# Use Genetic Programming for Classification and Symbolic Regression
|
||||
# by Kai Staats, MSc; see LICENSE.md
|
||||
# Thanks to Emmanuel Dufourq and Arun Kumar for support during 2014-15 devel; TensorFlow support provided by Iurii Milovanov
|
||||
# version 1.0.3
|
||||
|
||||
'''
|
||||
A word to the newbie, expert, and brave--
|
||||
Even if you are highly experienced in Genetic Programming, it is recommended that you review the 'Karoo User Guide'
|
||||
before running this application. While your computer will not burst into flames nor will the sun collapse into a black
|
||||
hole if you do not, you will likely find more enjoyment of this particular flavour of GP with a little understanding
|
||||
of its intent and design.
|
||||
|
||||
KAROO GP DESKTOP
|
||||
This is the Karoo GP desktop application. It presents a simple yet functional user interface for configuring each
|
||||
Karoo GP run. While this can be launched on a remote server, you may find that once you get the hang of using Karoo,
|
||||
and are in more of a production mode than one of experimentation, using karoo_gp_server.py is more to your liking as
|
||||
it provides both a scripted and/or command-line launch vehicle.
|
||||
|
||||
To launch Karoo GP desktop:
|
||||
|
||||
$ python karoo_gp_main.py
|
||||
|
||||
(or from iPython)
|
||||
|
||||
$ run karoo_gp_main.py
|
||||
|
||||
|
||||
If you include the path to an external dataset, it will auto-load at launch:
|
||||
|
||||
$ python karoo_gp_main.py /[path]/[to_your]/[filename].csv
|
||||
'''
|
||||
|
||||
import sys # sys.path.append('modules/') to add the directory 'modules' to the current path
|
||||
import karoo_gp_base_class; gp = karoo_gp_base_class.Base_GP()
|
||||
import time
|
||||
|
||||
#++++++++++++++++++++++++++++++++++++++++++
|
||||
# User Defined Configuration |
|
||||
#++++++++++++++++++++++++++++++++++++++++++
|
||||
|
||||
'''
|
||||
Karoo GP queries the user for key parameters, some of which may be adjusted during run-time
|
||||
at user invoked pauses. See the User Guide for meaning and value of each of the following parameters.
|
||||
|
||||
Future versions will enable all of these parameters to be configured via an external configuration file and/or
|
||||
command-line arguments passed at launch.
|
||||
'''
|
||||
|
||||
gp.karoo_banner()
|
||||
|
||||
print ''
|
||||
|
||||
menu = ['c','r','m','p','']
|
||||
while True:
|
||||
try:
|
||||
gp.kernel = raw_input('\t Select (c)lassification, (r)egression, (m)atching, or (p)lay (default m): ')
|
||||
if gp.kernel not in menu: raise ValueError()
|
||||
gp.kernel = gp.kernel or 'm'; break
|
||||
except ValueError: print '\t\033[32m Select from the options given. Try again ...\n\033[0;0m'
|
||||
except KeyboardInterrupt: sys.exit()
|
||||
|
||||
if gp.kernel == 'p':
|
||||
|
||||
menu = ['f','g','']
|
||||
while True:
|
||||
try:
|
||||
tree_type = raw_input('\t Select (f)ull or (g)row method (default f): ')
|
||||
if tree_type not in menu: raise ValueError()
|
||||
tree_type = tree_type or 'f'; break
|
||||
except ValueError: print '\t\033[32m Select from the options given. Try again ...\n\033[0;0m'
|
||||
except KeyboardInterrupt: sys.exit()
|
||||
|
||||
else:
|
||||
|
||||
menu = ['f','g','r','']
|
||||
while True:
|
||||
try:
|
||||
tree_type = raw_input('\t Select (f)ull, (g)row, or (r)amped 50/50 method (default r): ')
|
||||
if tree_type not in menu: raise ValueError()
|
||||
tree_type = tree_type or 'r'; break
|
||||
except ValueError: print '\t\033[32m Select from the options given. Try again ...\n\033[0;0m'
|
||||
except KeyboardInterrupt: sys.exit()
|
||||
|
||||
menu = range(1,11)
|
||||
while True:
|
||||
try:
|
||||
tree_depth_base = raw_input('\t Enter depth of the \033[3minitial\033[0;0m population of Trees (default 3): ')
|
||||
if tree_depth_base not in str(menu) or tree_depth_base == '0': raise ValueError()
|
||||
tree_depth_base = tree_depth_base or 3; tree_depth_base = int(tree_depth_base); break
|
||||
except ValueError: print '\t\033[32m Enter a number from 1 including 10. Try again ...\n\033[0;0m'
|
||||
except KeyboardInterrupt: sys.exit()
|
||||
|
||||
|
||||
|
||||
if gp.kernel == 'p': # if the Play kernel is selected
|
||||
gp.tree_depth_max = tree_depth_base
|
||||
gp.tree_pop_max = 1
|
||||
gp.display = 'm'
|
||||
|
||||
else: # if any other kernel is selected
|
||||
|
||||
if tree_type == 'f': gp.tree_depth_max = tree_depth_base
|
||||
else: # if type is Full, the maximum Tree depth for the full run is equal to the initial population
|
||||
|
||||
menu = range(tree_depth_base,11)
|
||||
while True:
|
||||
try:
|
||||
gp.tree_depth_max = raw_input('\t Enter maximum Tree depth (default matches \033[3minitial\033[0;0m): ')
|
||||
if gp.tree_depth_max not in str(menu) or gp.tree_depth_max == '0': raise ValueError()
|
||||
gp.tree_depth_max = gp.tree_depth_max or tree_depth_base; gp.tree_depth_max = int(gp.tree_depth_max); break
|
||||
# gp.tree_depth_max = int(gp.tree_depth_max) - tree_depth_base; break
|
||||
except ValueError: print '\t\033[32m Enter a number >= the maximum Tree depth. Try again ...\n\033[0;0m'
|
||||
except KeyboardInterrupt: sys.exit()
|
||||
|
||||
menu = range(3,101)
|
||||
while True:
|
||||
try:
|
||||
gp.tree_depth_min = raw_input('\t Enter minimum number of nodes for any given Tree (default 3): ')
|
||||
if gp.tree_depth_min not in str(menu) or gp.tree_depth_min == '0': raise ValueError()
|
||||
gp.tree_depth_min = gp.tree_depth_min or 3; gp.tree_depth_min = int(gp.tree_depth_min); break
|
||||
except ValueError: print '\t\033[32m Enter a number from 3 to 2^(depth + 1) - 1 including 100. Try again ...\n\033[0;0m'
|
||||
except KeyboardInterrupt: sys.exit()
|
||||
|
||||
menu = range(10,1001)
|
||||
while True:
|
||||
try:
|
||||
gp.tree_pop_max = raw_input('\t Enter number of Trees in each population (default 100): ')
|
||||
if gp.tree_pop_max not in str(menu) or gp.tree_pop_max == '0': raise ValueError()
|
||||
gp.tree_pop_max = gp.tree_pop_max or 100; gp.tree_pop_max = int(gp.tree_pop_max); break
|
||||
except ValueError: print '\t\033[32m Enter a number from 10 including 1000. Try again ...\n\033[0;0m'
|
||||
except KeyboardInterrupt: sys.exit()
|
||||
|
||||
menu = range(1,101)
|
||||
while True:
|
||||
try:
|
||||
gp.generation_max = raw_input('\t Enter max number of generations (default 10): ')
|
||||
if gp.generation_max not in str(menu) or gp.generation_max == '0': raise ValueError()
|
||||
gp.generation_max = gp.generation_max or 10; gp.generation_max = int(gp.generation_max); break
|
||||
except ValueError: print '\t\033[32m Enter a number from 1 including 100. Try again ...\n\033[0;0m'
|
||||
except KeyboardInterrupt: sys.exit()
|
||||
|
||||
menu = ['i','g','m','s','db','']
|
||||
while True:
|
||||
try:
|
||||
gp.display = raw_input('\t Display (i)nteractive, (g)eneration, (m)iminal, (s)ilent, or (d)e(b)ug (default m): ')
|
||||
if gp.display not in menu: raise ValueError()
|
||||
gp.display = gp.display or 'm'; break
|
||||
except ValueError: print '\t\033[32m Select from the options given. Try again ...\n\033[0;0m'
|
||||
except KeyboardInterrupt: sys.exit()
|
||||
|
||||
|
||||
# define the ratio between types of mutation, where all sum to 1.0; can be adjusted in 'i'nteractive mode
|
||||
gp.evolve_repro = int(0.1 * gp.tree_pop_max) # quantity of a population generated through Reproduction
|
||||
gp.evolve_point = int(0.0 * gp.tree_pop_max) # quantity of a population generated through Point Mutation
|
||||
gp.evolve_branch = int(0.2 * gp.tree_pop_max) # quantity of a population generated through Branch Mutation
|
||||
gp.evolve_cross = int(0.7 * gp.tree_pop_max) # quantity of a population generated through Crossover
|
||||
|
||||
gp.tourn_size = 10 # qty of individuals entered into each tournament (standard 10); can be adjusted in 'i'nteractive mode
|
||||
gp.precision = 10 # the number of floating points for the round function in 'fx_fitness_eval'; hard coded
|
||||
|
||||
|
||||
#++++++++++++++++++++++++++++++++++++++++++
|
||||
# Construct First Generation of Trees |
|
||||
#++++++++++++++++++++++++++++++++++++++++++
|
||||
|
||||
'''
|
||||
Karoo GP constructs the first generation of Trees. All subsequent generations evolve from priors, with no new Trees
|
||||
constructed from scratch. All parameters which define the Trees were set by the user in the previous section.
|
||||
|
||||
If the user has selected 'Play' mode, this is the only generation to be constructed, and then GP Karoo terminates.
|
||||
'''
|
||||
|
||||
start = time.time() # start the clock for the timer
|
||||
|
||||
filename = '' # temp place holder
|
||||
gp.fx_karoo_data_load(tree_type, tree_depth_base, filename)
|
||||
gp.generation_id = 1 # set initial generation ID
|
||||
|
||||
gp.population_a = ['Karoo GP by Kai Staats, Generation ' + str(gp.generation_id)] # an empty list which will store all Tree arrays, one generation at a time
|
||||
|
||||
gp.fx_karoo_construct(tree_type, tree_depth_base) # construct the first population of Trees
|
||||
|
||||
if gp.kernel != 'p': print '\n We have constructed a population of', gp.tree_pop_max,'Trees for Generation 1\n'
|
||||
|
||||
else: # EOL for Play mode
|
||||
gp.fx_display_tree(gp.tree) # print the current Tree
|
||||
gp.fx_archive_tree_write(gp.population_a, 'a') # save this one Tree to disk
|
||||
sys.exit()
|
||||
|
||||
|
||||
#++++++++++++++++++++++++++++++++++++++++++
|
||||
# Evaluate First Generation of Trees |
|
||||
#++++++++++++++++++++++++++++++++++++++++++
|
||||
|
||||
'''
|
||||
Karoo GP evaluates the first generation of Trees. This process flattens each GP Tree into a standard
|
||||
equation by means of a recursive algorithm and subsequent processing by the SymPy library which
|
||||
simultaneously evaluates the Tree for its results, returns null for divide by zero, reorganises
|
||||
and then rewrites the expression in its simplest form.
|
||||
|
||||
If the user has defined only 1 generation, then this is the end of the run. Else, Karoo GP
|
||||
continues into multi-generational evolution.
|
||||
'''
|
||||
|
||||
if gp.display != 's':
|
||||
print ' Evaluate the first generation of Trees ...'
|
||||
if gp.display == 'i': gp.fx_karoo_pause(0)
|
||||
|
||||
gp.fx_fitness_gym(gp.population_a) # generate expression, evaluate fitness, compare fitness
|
||||
gp.fx_archive_tree_write(gp.population_a, 'a') # save the first generation of Trees to disk
|
||||
|
||||
# no need to continue if only 1 generation or fewer than 10 Trees were designated by the user
|
||||
if gp.tree_pop_max < 10 or gp.generation_max == 1:
|
||||
gp.fx_archive_params_write('Desktop') # save run-time parameters to disk
|
||||
gp.fx_karoo_eol()
|
||||
sys.exit()
|
||||
|
||||
|
||||
#++++++++++++++++++++++++++++++++++++++++++
|
||||
# Evolve Multiple Generations |
|
||||
#++++++++++++++++++++++++++++++++++++++++++
|
||||
|
||||
'''
|
||||
Karoo GP moves into multi-generational evolution.
|
||||
|
||||
In the following four evolutionary methods, the global list of arrays 'gp.population_a' is repeatedly recycled as
|
||||
the prior generation from which the local list of arrays 'gp.population_b' is created, one array at a time. The ratio of
|
||||
invocation of the four evolutionary processes for each generation is set by the parameters in the 'User Defined
|
||||
Configuration' (top).
|
||||
'''
|
||||
|
||||
for gp.generation_id in range(2, gp.generation_max + 1): # loop through 'generation_max'
|
||||
|
||||
print '\n Evolve a population of Trees for Generation', gp.generation_id, '...'
|
||||
gp.population_b = ['GP Tree by Kai Staats, Evolving Generation'] # initialise population_b to host the next generation
|
||||
|
||||
gp.fx_fitness_gene_pool() # generate the viable gene pool (compares against gp.tree_depth_min)
|
||||
gp.fx_karoo_reproduce() # method 1 - Reproduction
|
||||
gp.fx_karoo_point_mutate() # method 2 - Point Mutation
|
||||
gp.fx_karoo_branch_mutate() # method 3 - Branch Mutation
|
||||
gp.fx_karoo_crossover() # method 4 - Crossover Reproduction
|
||||
gp.fx_eval_generation() # evaluate all Trees in a single generation
|
||||
|
||||
gp.population_a = gp.fx_evolve_pop_copy(gp.population_b, ['GP Tree by Kai Staats, Generation ' + str(gp.generation_id)])
|
||||
|
||||
|
||||
#++++++++++++++++++++++++++++++++++++++++++
|
||||
# "End of line, man!" --CLU |
|
||||
#++++++++++++++++++++++++++++++++++++++++++
|
||||
|
||||
print '\n \033[36m Karoo GP has an ellapsed time of \033[0;0m\033[31m%f\033[0;0m' % (time.time() - start), '\033[0;0m'
|
||||
|
||||
gp.fx_archive_tree_write(gp.population_b, 'f') # save the final generation of Trees to disk
|
||||
gp.fx_karoo_eol()
|
||||
|
||||
|
||||
|
|
@ -1,89 +0,0 @@
|
|||
# Karoo GP Server
|
||||
# Use Genetic Programming for Classification and Symbolic Regression
|
||||
# by Kai Staats, MSc; see LICENSE.md
|
||||
# Thanks to Emmanuel Dufourq and Arun Kumar for support during 2014-15 devel; TensorFlow support provided by Iurii Milovanov
|
||||
# version 1.0.3
|
||||
|
||||
'''
|
||||
A word to the newbie, expert, and brave--
|
||||
Even if you are highly experienced in Genetic Programming, it is recommended that you review the 'Karoo User Guide'
|
||||
before running this application. While your computer will not burst into flames nor will the sun collapse into a black
|
||||
hole if you do not, you will likely find more enjoyment of this particular flavour of GP with a little understanding
|
||||
of its intent and design.
|
||||
|
||||
KAROO GP SERVER
|
||||
This is the Karoo GP server application. It can be internally scripted, fully command-line configured, or a combination
|
||||
of both. If this is your first time using Karoo GP, please run the desktop application karoo_gp_main.py first in order
|
||||
that you come to understand the full functionality of this particular Genetic Programming platform.
|
||||
|
||||
To launch Karoo GP server:
|
||||
|
||||
$ python karoo_gp_server.py
|
||||
|
||||
(or from iPython)
|
||||
|
||||
$ run karoo_gp_server.py
|
||||
|
||||
|
||||
Without any arguments, Karoo GP relies entirely upon the scripted settings and the datasets located in karoo_gp/files/.
|
||||
|
||||
If you include the path to an external dataset, it will auto-load at launch:
|
||||
|
||||
$ python karoo_gp_server.py /[path]/[to_your]/[filename].csv
|
||||
|
||||
|
||||
You can include a number of additional arguments which override the default values, as follows:
|
||||
|
||||
-ker [r,c,m] fitness function: (r)egression, (c)lassification, or (m)atching
|
||||
-typ [f,g,r] Tree type: (f)ull, (g)row, or (r)amped half/half
|
||||
-bas [3...10] maximum Tree depth for the initial population
|
||||
-max [3...10] maximum Tree depth for the entire run
|
||||
-min [3...100] minimum number of nodes
|
||||
-pop [10...1000] maximum population
|
||||
-gen [1...100] number of generations
|
||||
|
||||
Note that if you include any of the above flags, then you must also include a flag to load an external dataset:
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$ python karoo_gp_server.py -ker c -typ r -bas 4 -fil /[path]/[to_your]/[filename].csv
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'''
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import sys # sys.path.append('modules/') to add the directory 'modules' to the current path
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import argparse
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import karoo_gp_base_class; gp = karoo_gp_base_class.Base_GP()
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ap = argparse.ArgumentParser(description = 'Karoo GP Server')
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ap.add_argument('-ker', action = 'store', dest = 'kernel', default = 'm', help = '[c,r,m] fitness function: (r)egression, (c)lassification, or (m)atching')
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ap.add_argument('-typ', action = 'store', dest = 'type', default = 'r', help = '[f,g,r] Tree type: (f)ull, (g)row, or (r)amped half/half')
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ap.add_argument('-bas', action = 'store', dest = 'depth_base', default = 5, help = '[3...10] maximum Tree depth for the initial population')
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ap.add_argument('-max', action = 'store', dest = 'depth_max', default = 5, help = '[3...10] maximum Tree depth for the entire run')
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ap.add_argument('-min', action = 'store', dest = 'depth_min', default = 3, help = '[3...100] minimum number of nodes')
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ap.add_argument('-pop', action = 'store', dest = 'pop_max', default = 100, help = '[10...1000] maximum population')
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||||
ap.add_argument('-gen', action = 'store', dest = 'gen_max', default = 30, help = '[1...100] number of generations')
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ap.add_argument('-tor', action = 'store', dest = 'tor_size', default = 10, help = '[1...max pop] tournament size')
|
||||
ap.add_argument('-fil', action = 'store', dest = 'filename', default = 'files/data_MATCH.csv', help = '/path/to_your/[data].csv')
|
||||
|
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args = ap.parse_args()
|
||||
|
||||
# pass the argparse defaults and/or user inputs to the required variables
|
||||
gp.kernel = str(args.kernel)
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||||
tree_type = str(args.type)
|
||||
tree_depth_base = int(args.depth_base)
|
||||
gp.tree_depth_max = int(args.depth_max)
|
||||
gp.tree_depth_min = int(args.depth_min)
|
||||
gp.tree_pop_max = int(args.pop_max)
|
||||
gp.generation_max = int(args.gen_max)
|
||||
filename = str(args.filename)
|
||||
|
||||
gp.display = 's' # display mode is set to (s)ilent
|
||||
gp.evolve_repro = int(0.1 * gp.tree_pop_max) # quantity of a population generated through Reproduction
|
||||
gp.evolve_point = int(0.0 * gp.tree_pop_max) # quantity of a population generated through Point Mutation
|
||||
gp.evolve_branch = int(0.2 * gp.tree_pop_max) # quantity of a population generated through Branch Mutation
|
||||
gp.evolve_cross = int(0.7 * gp.tree_pop_max) # quantity of a population generated through Crossover
|
||||
|
||||
gp.tourn_size = int(args.tor_size) # qty of individuals entered into each tournament; can be adjusted in 'i'nteractive mode
|
||||
gp.precision = 4 # the number of floating points for the round function in 'fx_fitness_eval'
|
||||
|
||||
# run Karoo GP
|
||||
gp.karoo_gp(tree_type, tree_depth_base, filename)
|
||||
|
||||
|
||||
Loading…
Reference in New Issue