diff --git a/files/Iris_dataset/A_little_extra_information_about_the_Iris_data_set.pdf b/files/Iris_dataset/A_little_extra_information_about_the_Iris_data_set.pdf new file mode 100644 index 0000000..e876b27 Binary files /dev/null and b/files/Iris_dataset/A_little_extra_information_about_the_Iris_data_set.pdf differ diff --git a/files/Iris_dataset/README..txt b/files/Iris_dataset/README..txt new file mode 100644 index 0000000..062b486 --- /dev/null +++ b/files/Iris_dataset/README..txt @@ -0,0 +1,69 @@ +1. Title: Iris Plants Database + Updated Sept 21 by C.Blake - Added discrepency information + +2. Sources: + (a) Creator: R.A. Fisher + (b) Donor: Michael Marshall (MARSHALL%PLU@io.arc.nasa.gov) + (c) Date: July, 1988 + +3. Past Usage: + - Publications: too many to mention!!! Here are a few. + 1. Fisher,R.A. "The use of multiple measurements in taxonomic problems" + Annual Eugenics, 7, Part II, 179-188 (1936); also in "Contributions + to Mathematical Statistics" (John Wiley, NY, 1950). + 2. Duda,R.O., & Hart,P.E. (1973) Pattern Classification and Scene Analysis. + (Q327.D83) John Wiley & Sons. ISBN 0-471-22361-1. See page 218. + 3. Dasarathy, B.V. (1980) "Nosing Around the Neighborhood: A New System + Structure and Classification Rule for Recognition in Partially Exposed + Environments". IEEE Transactions on Pattern Analysis and Machine + Intelligence, Vol. PAMI-2, No. 1, 67-71. + -- Results: + -- very low misclassification rates (0% for the setosa class) + 4. Gates, G.W. (1972) "The Reduced Nearest Neighbor Rule". IEEE + Transactions on Information Theory, May 1972, 431-433. + -- Results: + -- very low misclassification rates again + 5. See also: 1988 MLC Proceedings, 54-64. Cheeseman et al's AUTOCLASS II + conceptual clustering system finds 3 classes in the data. + +4. Relevant Information: + --- This is perhaps the best known database to be found in the pattern + recognition literature. Fisher's paper is a classic in the field + and is referenced frequently to this day. (See Duda & Hart, for + example.) The data set contains 3 classes of 50 instances each, + where each class refers to a type of iris plant. One class is + linearly separable from the other 2; the latter are NOT linearly + separable from each other. + --- Predicted attribute: class of iris plant. + --- This is an exceedingly simple domain. + --- This data differs from the data presented in Fishers article + (identified by Steve Chadwick, spchadwick@espeedaz.net ) + The 35th sample should be: 4.9,3.1,1.5,0.2,"Iris-setosa" + where the error is in the fourth feature. + The 38th sample: 4.9,3.6,1.4,0.1,"Iris-setosa" + where the errors are in the second and third features. + +5. Number of Instances: 150 (50 in each of three classes) + +6. Number of Attributes: 4 numeric, predictive attributes and the class + +7. Attribute Information: + 1. sepal length in cm + 2. sepal width in cm + 3. petal length in cm + 4. petal width in cm + 5. class: + -- Iris Setosa + -- Iris Versicolour + -- Iris Virginica + +8. Missing Attribute Values: None + +Summary Statistics: + Min Max Mean SD Class Correlation + sepal length: 4.3 7.9 5.84 0.83 0.7826 + sepal width: 2.0 4.4 3.05 0.43 -0.4194 + petal length: 1.0 6.9 3.76 1.76 0.9490 (high!) + petal width: 0.1 2.5 1.20 0.76 0.9565 (high!) + +9. Class Distribution: 33.3% for each of 3 classes. diff --git a/files/Iris_dataset/data_IRIS_setosa-vs-versicolor_3-col.csv b/files/Iris_dataset/data_IRIS_setosa-vs-versicolor_3-col.csv new file mode 100644 index 0000000..6054517 --- /dev/null +++ b/files/Iris_dataset/data_IRIS_setosa-vs-versicolor_3-col.csv @@ -0,0 +1,101 @@ +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 diff --git a/files/Iris_dataset/data_IRIS_setosa-vs-versicolor_4-col.csv b/files/Iris_dataset/data_IRIS_setosa-vs-versicolor_4-col.csv new file mode 100644 index 0000000..c2bba7d --- /dev/null +++ b/files/Iris_dataset/data_IRIS_setosa-vs-versicolor_4-col.csv @@ -0,0 +1,101 @@ +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 +7.0,3.2,4.7,1.4,1 +6.4,3.2,4.5,1.5,1 +6.9,3.1,4.9,1.5,1 +5.5,2.3,4.0,1.3,1 +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 +4.9,2.4,3.3,1.0,1 +6.6,2.9,4.6,1.3,1 +5.2,2.7,3.9,1.4,1 +5.0,2.0,3.5,1.0,1 +5.9,3.0,4.2,1.5,1 +6.0,2.2,4.0,1.0,1 +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 +5.6,3.0,4.5,1.5,1 +5.8,2.7,4.1,1.0,1 +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 +6.1,2.8,4.0,1.3,1 +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 +6.6,3.0,4.4,1.4,1 +6.8,2.8,4.8,1.4,1 +6.7,3.0,5.0,1.7,1 +6.0,2.9,4.5,1.5,1 +5.7,2.6,3.5,1.0,1 +5.5,2.4,3.8,1.1,1 +5.5,2.4,3.7,1.0,1 +5.8,2.7,3.9,1.2,1 +6.0,2.7,5.1,1.6,1 +5.4,3.0,4.5,1.5,1 +6.0,3.4,4.5,1.6,1 +6.7,3.1,4.7,1.5,1 +6.3,2.3,4.4,1.3,1 +5.6,3.0,4.1,1.3,1 +5.5,2.5,4.0,1.3,1 +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 diff --git a/files/Iris_dataset/data_IRIS_versicolor-vs-virginica_3-col.csv b/files/Iris_dataset/data_IRIS_versicolor-vs-virginica_3-col.csv new file mode 100644 index 0000000..1362515 --- /dev/null +++ b/files/Iris_dataset/data_IRIS_versicolor-vs-virginica_3-col.csv @@ -0,0 +1,100 @@ +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 diff --git a/files/Iris_dataset/data_IRIS_versicolor-vs-virginica_4-col.csv b/files/Iris_dataset/data_IRIS_versicolor-vs-virginica_4-col.csv new file mode 100644 index 0000000..2ad5541 --- /dev/null +++ b/files/Iris_dataset/data_IRIS_versicolor-vs-virginica_4-col.csv @@ -0,0 +1,101 @@ +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 diff --git a/files/Iris_dataset/data_IRIS_virginica-vs-setosa_3-col.csv b/files/Iris_dataset/data_IRIS_virginica-vs-setosa_3-col.csv new file mode 100644 index 0000000..36678e2 --- /dev/null +++ b/files/Iris_dataset/data_IRIS_virginica-vs-setosa_3-col.csv @@ -0,0 +1,101 @@ +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 diff --git a/files/Iris_dataset/data_IRIS_virginica-vs-setosa_4-col.csv b/files/Iris_dataset/data_IRIS_virginica-vs-setosa_4-col.csv new file mode 100644 index 0000000..75e3ee0 --- /dev/null +++ b/files/Iris_dataset/data_IRIS_virginica-vs-setosa_4-col.csv @@ -0,0 +1,101 @@ +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 diff --git a/files/Iris_dataset/iris_data_corrected.csv b/files/Iris_dataset/iris_data_corrected.csv new file mode 100644 index 0000000..77ac460 --- /dev/null +++ b/files/Iris_dataset/iris_data_corrected.csv @@ -0,0 +1,150 @@ +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 diff --git a/files/Iris_dataset/iris_data_original.csv b/files/Iris_dataset/iris_data_original.csv new file mode 100644 index 0000000..5c4316c --- /dev/null +++ b/files/Iris_dataset/iris_data_original.csv @@ -0,0 +1,151 @@ +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 + diff --git a/files/coefficients.csv b/files/coefficients.csv new file mode 100644 index 0000000..119116f --- /dev/null +++ b/files/coefficients.csv @@ -0,0 +1,11 @@ +coefficients +.1 +.2 +.3 +.4 +.5 +1 +2 +3 +4 +5 diff --git a/files/data_CLASSIFY.csv b/files/data_CLASSIFY.csv new file mode 100644 index 0000000..20e308c --- /dev/null +++ b/files/data_CLASSIFY.csv @@ -0,0 +1,151 @@ +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 diff --git a/files/data_MATCH.csv b/files/data_MATCH.csv new file mode 100644 index 0000000..c071d5e --- /dev/null +++ b/files/data_MATCH.csv @@ -0,0 +1,6 @@ +a,b,c,s +0,1,2,3 +1,2,3,6 +2,3,4,9 +3,4,5,12 +4,5,6,15 diff --git a/files/data_PLAY.csv b/files/data_PLAY.csv new file mode 100644 index 0000000..c071d5e --- /dev/null +++ b/files/data_PLAY.csv @@ -0,0 +1,6 @@ +a,b,c,s +0,1,2,3 +1,2,3,6 +2,3,4,9 +3,4,5,12 +4,5,6,15 diff --git a/files/data_REGRESS.csv b/files/data_REGRESS.csv new file mode 100644 index 0000000..e72e0a8 --- /dev/null +++ b/files/data_REGRESS.csv @@ -0,0 +1,10 @@ +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 diff --git a/files/operators_CLASSIFY.csv b/files/operators_CLASSIFY.csv new file mode 100644 index 0000000..33f6af0 --- /dev/null +++ b/files/operators_CLASSIFY.csv @@ -0,0 +1,5 @@ +operator, arity ++,2 +-,2 +*,2 +/,2 diff --git a/files/operators_MATCH.csv b/files/operators_MATCH.csv new file mode 100644 index 0000000..33f6af0 --- /dev/null +++ b/files/operators_MATCH.csv @@ -0,0 +1,5 @@ +operator, arity ++,2 +-,2 +*,2 +/,2 diff --git a/files/operators_PLAY.csv b/files/operators_PLAY.csv new file mode 100644 index 0000000..33f6af0 --- /dev/null +++ b/files/operators_PLAY.csv @@ -0,0 +1,5 @@ +operator, arity ++,2 +-,2 +*,2 +/,2 diff --git a/files/operators_REGRESS.csv b/files/operators_REGRESS.csv new file mode 100644 index 0000000..33f6af0 --- /dev/null +++ b/files/operators_REGRESS.csv @@ -0,0 +1,5 @@ +operator, arity ++,2 +-,2 +*,2 +/,2 diff --git a/files/templates/data_iris_2-class.csv b/files/templates/data_iris_2-class.csv new file mode 100644 index 0000000..6054517 --- /dev/null +++ b/files/templates/data_iris_2-class.csv @@ -0,0 +1,101 @@ +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 diff --git a/files/templates/data_iris_3-class.csv b/files/templates/data_iris_3-class.csv new file mode 100644 index 0000000..470b4c4 --- /dev/null +++ b/files/templates/data_iris_3-class.csv @@ -0,0 +1,151 @@ +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 diff --git a/files/templates/data_kepler.csv b/files/templates/data_kepler.csv new file mode 100644 index 0000000..9105a85 --- /dev/null +++ b/files/templates/data_kepler.csv @@ -0,0 +1,10 @@ +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 diff --git a/files/templates/data_power.csv b/files/templates/data_power.csv new file mode 100644 index 0000000..f55183e --- /dev/null +++ b/files/templates/data_power.csv @@ -0,0 +1,6 @@ +a,b,s +1,2,1 +2,2,4 +3,2,9 +4,2,16 +5,2,25 diff --git a/files/templates/data_sqrt.csv b/files/templates/data_sqrt.csv new file mode 100644 index 0000000..6ee03bf --- /dev/null +++ b/files/templates/data_sqrt.csv @@ -0,0 +1,10 @@ +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 diff --git a/files/templates/data_sum.csv b/files/templates/data_sum.csv new file mode 100644 index 0000000..20ada99 --- /dev/null +++ b/files/templates/data_sum.csv @@ -0,0 +1,11 @@ +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 diff --git a/files/templates/data_trig.csv b/files/templates/data_trig.csv new file mode 100644 index 0000000..b7bdb1c --- /dev/null +++ b/files/templates/data_trig.csv @@ -0,0 +1,4 @@ +a,b,c,s +1,2,45,0.5253219888 +2,0,22,-1.9999216528 +10,3,-5,2.8366218546 diff --git a/files/templates/operators_list.txt b/files/templates/operators_list.txt new file mode 100644 index 0000000..24193fd --- /dev/null +++ b/files/templates/operators_list.txt @@ -0,0 +1,40 @@ +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.