From 26c490f404731d053a6205719b6246502c07b449 Mon Sep 17 00:00:00 2001
From: Patrick Simianer <p@simianer.de>
Date: Sat, 14 Jun 2014 16:46:27 +0200
Subject: init

---
 data/iris/2svmlight.rb                             |  18 +++
 data/iris/Index                                    |   5 +
 data/iris/bezdekIris.data                          | 150 ++++++++++++++++++++
 data/iris/bezdekIris.setosa-v-rest.data            | 150 ++++++++++++++++++++
 data/iris/bezdekIris.setosa-v-rest.shuf.data       | 150 ++++++++++++++++++++
 data/iris/bezdekIris.versicolor-v-rest.data        | 150 ++++++++++++++++++++
 data/iris/bezdekIris.versicolor-v-rest.shuf.data   | 150 ++++++++++++++++++++
 data/iris/bezdekIris.virginica-v-rest.data         | 150 ++++++++++++++++++++
 data/iris/bezdekIris.virginica-v-rest.shuf.data    | 150 ++++++++++++++++++++
 data/iris/iris.data                                | 151 +++++++++++++++++++++
 data/iris/iris.names                               |  69 ++++++++++
 data/iris/iris.setosa-v-rest.cfg                   |   2 +
 data/iris/iris.setosa-v-rest.shuf.model.gz         | Bin 0 -> 51 bytes
 data/iris/iris.versicolor-v-rest.cfg               |   2 +
 data/iris/iris.versicolor-v-rest.shuf.model.gz     | Bin 0 -> 67 bytes
 data/iris/iris.virginica-v-rest.cfg                |   2 +
 data/iris/iris.virginica-v-rest.shuf.model.gz      | Bin 0 -> 70 bytes
 data/iris/svm_light/run.sh                         |   7 +
 data/iris/svm_light/setosa.learnout                |  18 +++
 data/iris/svm_light/setosa.model                   |  47 +++++++
 data/iris/svm_light/svm_predictions                | 150 ++++++++++++++++++++
 data/iris/svm_light/versicolor-v-rest.model        | 112 +++++++++++++++
 data/iris/svm_light/versicolor.learnout            |  18 +++
 data/iris/svm_light/versicolor.model               | 112 +++++++++++++++
 .../svm_light/virginica-v-rest.shuf.data.model     |  94 +++++++++++++
 data/iris/svm_light/virginica.learnout             |  18 +++
 data/iris/svm_light/virginica.model                |  94 +++++++++++++
 27 files changed, 1969 insertions(+)
 create mode 100755 data/iris/2svmlight.rb
 create mode 100644 data/iris/Index
 create mode 100644 data/iris/bezdekIris.data
 create mode 100644 data/iris/bezdekIris.setosa-v-rest.data
 create mode 100644 data/iris/bezdekIris.setosa-v-rest.shuf.data
 create mode 100644 data/iris/bezdekIris.versicolor-v-rest.data
 create mode 100644 data/iris/bezdekIris.versicolor-v-rest.shuf.data
 create mode 100644 data/iris/bezdekIris.virginica-v-rest.data
 create mode 100644 data/iris/bezdekIris.virginica-v-rest.shuf.data
 create mode 100644 data/iris/iris.data
 create mode 100644 data/iris/iris.names
 create mode 100644 data/iris/iris.setosa-v-rest.cfg
 create mode 100644 data/iris/iris.setosa-v-rest.shuf.model.gz
 create mode 100644 data/iris/iris.versicolor-v-rest.cfg
 create mode 100644 data/iris/iris.versicolor-v-rest.shuf.model.gz
 create mode 100644 data/iris/iris.virginica-v-rest.cfg
 create mode 100644 data/iris/iris.virginica-v-rest.shuf.model.gz
 create mode 100755 data/iris/svm_light/run.sh
 create mode 100644 data/iris/svm_light/setosa.learnout
 create mode 100644 data/iris/svm_light/setosa.model
 create mode 100644 data/iris/svm_light/svm_predictions
 create mode 100644 data/iris/svm_light/versicolor-v-rest.model
 create mode 100644 data/iris/svm_light/versicolor.learnout
 create mode 100644 data/iris/svm_light/versicolor.model
 create mode 100644 data/iris/svm_light/virginica-v-rest.shuf.data.model
 create mode 100644 data/iris/svm_light/virginica.learnout
 create mode 100644 data/iris/svm_light/virginica.model

(limited to 'data/iris')

diff --git a/data/iris/2svmlight.rb b/data/iris/2svmlight.rb
new file mode 100755
index 0000000..7307262
--- /dev/null
+++ b/data/iris/2svmlight.rb
@@ -0,0 +1,18 @@
+#!/usr/bin/env ruby
+
+
+label1 = "Iris-"+ARGV[0]
+
+while line = STDIN.gets
+  line.strip!
+  a = line.split ','
+  label = -1
+  label = 1 if a[-1]==label1
+  a = a[0..a.size-2]
+  f = []
+  a.each_with_index { |i,idx|
+     f<<"#{idx+1}:#{i.to_f}"
+  }
+  puts "#{label} #{f.join(' ')}"
+end
+
diff --git a/data/iris/Index b/data/iris/Index
new file mode 100644
index 0000000..8c246ed
--- /dev/null
+++ b/data/iris/Index
@@ -0,0 +1,5 @@
+Index of iris
+
+02 Dec 1996      105 Index
+08 Mar 1993     4551 iris.data
+30 May 1989     2604 iris.names
diff --git a/data/iris/bezdekIris.data b/data/iris/bezdekIris.data
new file mode 100644
index 0000000..2bf7d09
--- /dev/null
+++ b/data/iris/bezdekIris.data
@@ -0,0 +1,150 @@
+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
+4.9,3.1,1.5,0.2,Iris-setosa
+5.0,3.2,1.2,0.2,Iris-setosa
+5.5,3.5,1.3,0.2,Iris-setosa
+4.9,3.6,1.4,0.1,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/data/iris/bezdekIris.setosa-v-rest.data b/data/iris/bezdekIris.setosa-v-rest.data
new file mode 100644
index 0000000..2dfc579
--- /dev/null
+++ b/data/iris/bezdekIris.setosa-v-rest.data
@@ -0,0 +1,150 @@
+1 1:5.1 2:3.5 3:1.4 4:0.2
+1 1:4.9 2:3.0 3:1.4 4:0.2
+1 1:4.7 2:3.2 3:1.3 4:0.2
+1 1:4.6 2:3.1 3:1.5 4:0.2
+1 1:5.0 2:3.6 3:1.4 4:0.2
+1 1:5.4 2:3.9 3:1.7 4:0.4
+1 1:4.6 2:3.4 3:1.4 4:0.3
+1 1:5.0 2:3.4 3:1.5 4:0.2
+1 1:4.4 2:2.9 3:1.4 4:0.2
+1 1:4.9 2:3.1 3:1.5 4:0.1
+1 1:5.4 2:3.7 3:1.5 4:0.2
+1 1:4.8 2:3.4 3:1.6 4:0.2
+1 1:4.8 2:3.0 3:1.4 4:0.1
+1 1:4.3 2:3.0 3:1.1 4:0.1
+1 1:5.8 2:4.0 3:1.2 4:0.2
+1 1:5.7 2:4.4 3:1.5 4:0.4
+1 1:5.4 2:3.9 3:1.3 4:0.4
+1 1:5.1 2:3.5 3:1.4 4:0.3
+1 1:5.7 2:3.8 3:1.7 4:0.3
+1 1:5.1 2:3.8 3:1.5 4:0.3
+1 1:5.4 2:3.4 3:1.7 4:0.2
+1 1:5.1 2:3.7 3:1.5 4:0.4
+1 1:4.6 2:3.6 3:1.0 4:0.2
+1 1:5.1 2:3.3 3:1.7 4:0.5
+1 1:4.8 2:3.4 3:1.9 4:0.2
+1 1:5.0 2:3.0 3:1.6 4:0.2
+1 1:5.0 2:3.4 3:1.6 4:0.4
+1 1:5.2 2:3.5 3:1.5 4:0.2
+1 1:5.2 2:3.4 3:1.4 4:0.2
+1 1:4.7 2:3.2 3:1.6 4:0.2
+1 1:4.8 2:3.1 3:1.6 4:0.2
+1 1:5.4 2:3.4 3:1.5 4:0.4
+1 1:5.2 2:4.1 3:1.5 4:0.1
+1 1:5.5 2:4.2 3:1.4 4:0.2
+1 1:4.9 2:3.1 3:1.5 4:0.2
+1 1:5.0 2:3.2 3:1.2 4:0.2
+1 1:5.5 2:3.5 3:1.3 4:0.2
+1 1:4.9 2:3.6 3:1.4 4:0.1
+1 1:4.4 2:3.0 3:1.3 4:0.2
+1 1:5.1 2:3.4 3:1.5 4:0.2
+1 1:5.0 2:3.5 3:1.3 4:0.3
+1 1:4.5 2:2.3 3:1.3 4:0.3
+1 1:4.4 2:3.2 3:1.3 4:0.2
+1 1:5.0 2:3.5 3:1.6 4:0.6
+1 1:5.1 2:3.8 3:1.9 4:0.4
+1 1:4.8 2:3.0 3:1.4 4:0.3
+1 1:5.1 2:3.8 3:1.6 4:0.2
+1 1:4.6 2:3.2 3:1.4 4:0.2
+1 1:5.3 2:3.7 3:1.5 4:0.2
+1 1:5.0 2:3.3 3:1.4 4:0.2
+-1 1:7.0 2:3.2 3:4.7 4:1.4
+-1 1:6.4 2:3.2 3:4.5 4:1.5
+-1 1:6.9 2:3.1 3:4.9 4:1.5
+-1 1:5.5 2:2.3 3:4.0 4:1.3
+-1 1:6.5 2:2.8 3:4.6 4:1.5
+-1 1:5.7 2:2.8 3:4.5 4:1.3
+-1 1:6.3 2:3.3 3:4.7 4:1.6
+-1 1:4.9 2:2.4 3:3.3 4:1.0
+-1 1:6.6 2:2.9 3:4.6 4:1.3
+-1 1:5.2 2:2.7 3:3.9 4:1.4
+-1 1:5.0 2:2.0 3:3.5 4:1.0
+-1 1:5.9 2:3.0 3:4.2 4:1.5
+-1 1:6.0 2:2.2 3:4.0 4:1.0
+-1 1:6.1 2:2.9 3:4.7 4:1.4
+-1 1:5.6 2:2.9 3:3.6 4:1.3
+-1 1:6.7 2:3.1 3:4.4 4:1.4
+-1 1:5.6 2:3.0 3:4.5 4:1.5
+-1 1:5.8 2:2.7 3:4.1 4:1.0
+-1 1:6.2 2:2.2 3:4.5 4:1.5
+-1 1:5.6 2:2.5 3:3.9 4:1.1
+-1 1:5.9 2:3.2 3:4.8 4:1.8
+-1 1:6.1 2:2.8 3:4.0 4:1.3
+-1 1:6.3 2:2.5 3:4.9 4:1.5
+-1 1:6.1 2:2.8 3:4.7 4:1.2
+-1 1:6.4 2:2.9 3:4.3 4:1.3
+-1 1:6.6 2:3.0 3:4.4 4:1.4
+-1 1:6.8 2:2.8 3:4.8 4:1.4
+-1 1:6.7 2:3.0 3:5.0 4:1.7
+-1 1:6.0 2:2.9 3:4.5 4:1.5
+-1 1:5.7 2:2.6 3:3.5 4:1.0
+-1 1:5.5 2:2.4 3:3.8 4:1.1
+-1 1:5.5 2:2.4 3:3.7 4:1.0
+-1 1:5.8 2:2.7 3:3.9 4:1.2
+-1 1:6.0 2:2.7 3:5.1 4:1.6
+-1 1:5.4 2:3.0 3:4.5 4:1.5
+-1 1:6.0 2:3.4 3:4.5 4:1.6
+-1 1:6.7 2:3.1 3:4.7 4:1.5
+-1 1:6.3 2:2.3 3:4.4 4:1.3
+-1 1:5.6 2:3.0 3:4.1 4:1.3
+-1 1:5.5 2:2.5 3:4.0 4:1.3
+-1 1:5.5 2:2.6 3:4.4 4:1.2
+-1 1:6.1 2:3.0 3:4.6 4:1.4
+-1 1:5.8 2:2.6 3:4.0 4:1.2
+-1 1:5.0 2:2.3 3:3.3 4:1.0
+-1 1:5.6 2:2.7 3:4.2 4:1.3
+-1 1:5.7 2:3.0 3:4.2 4:1.2
+-1 1:5.7 2:2.9 3:4.2 4:1.3
+-1 1:6.2 2:2.9 3:4.3 4:1.3
+-1 1:5.1 2:2.5 3:3.0 4:1.1
+-1 1:5.7 2:2.8 3:4.1 4:1.3
+-1 1:6.3 2:3.3 3:6.0 4:2.5
+-1 1:5.8 2:2.7 3:5.1 4:1.9
+-1 1:7.1 2:3.0 3:5.9 4:2.1
+-1 1:6.3 2:2.9 3:5.6 4:1.8
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diff --git a/data/iris/bezdekIris.setosa-v-rest.shuf.data b/data/iris/bezdekIris.setosa-v-rest.shuf.data
new file mode 100644
index 0000000..0b22c19
--- /dev/null
+++ b/data/iris/bezdekIris.setosa-v-rest.shuf.data
@@ -0,0 +1,150 @@
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diff --git a/data/iris/bezdekIris.versicolor-v-rest.data b/data/iris/bezdekIris.versicolor-v-rest.data
new file mode 100644
index 0000000..da65767
--- /dev/null
+++ b/data/iris/bezdekIris.versicolor-v-rest.data
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diff --git a/data/iris/bezdekIris.versicolor-v-rest.shuf.data b/data/iris/bezdekIris.versicolor-v-rest.shuf.data
new file mode 100644
index 0000000..139a6a6
--- /dev/null
+++ b/data/iris/bezdekIris.versicolor-v-rest.shuf.data
@@ -0,0 +1,150 @@
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diff --git a/data/iris/bezdekIris.virginica-v-rest.data b/data/iris/bezdekIris.virginica-v-rest.data
new file mode 100644
index 0000000..4cc17ef
--- /dev/null
+++ b/data/iris/bezdekIris.virginica-v-rest.data
@@ -0,0 +1,150 @@
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diff --git a/data/iris/bezdekIris.virginica-v-rest.shuf.data b/data/iris/bezdekIris.virginica-v-rest.shuf.data
new file mode 100644
index 0000000..41101f6
--- /dev/null
+++ b/data/iris/bezdekIris.virginica-v-rest.shuf.data
@@ -0,0 +1,150 @@
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+-1 1:6.0 2:3.4 3:4.5 4:1.6
+1 1:6.4 2:2.7 3:5.3 4:1.9
+-1 1:5.2 2:4.1 3:1.5 4:0.1
+-1 1:5.8 2:2.7 3:4.1 4:1.0
+1 1:6.9 2:3.1 3:5.1 4:2.3
+-1 1:4.9 2:3.1 3:1.5 4:0.1
+1 1:6.1 2:2.6 3:5.6 4:1.4
+-1 1:5.1 2:2.5 3:3.0 4:1.1
+-1 1:6.1 2:3.0 3:4.6 4:1.4
+-1 1:4.8 2:3.4 3:1.9 4:0.2
+1 1:7.1 2:3.0 3:5.9 4:2.1
+1 1:6.7 2:3.0 3:5.2 4:2.3
+1 1:7.6 2:3.0 3:6.6 4:2.1
+-1 1:5.4 2:3.9 3:1.3 4:0.4
+-1 1:4.9 2:3.0 3:1.4 4:0.2
+-1 1:4.4 2:3.2 3:1.3 4:0.2
+-1 1:5.2 2:3.5 3:1.5 4:0.2
+1 1:6.4 2:2.8 3:5.6 4:2.1
+1 1:7.7 2:3.8 3:6.7 4:2.2
+-1 1:6.1 2:2.8 3:4.7 4:1.2
+-1 1:4.8 2:3.1 3:1.6 4:0.2
+-1 1:5.7 2:2.6 3:3.5 4:1.0
+-1 1:5.0 2:3.3 3:1.4 4:0.2
+-1 1:6.3 2:2.3 3:4.4 4:1.3
+-1 1:4.3 2:3.0 3:1.1 4:0.1
+-1 1:6.4 2:2.9 3:4.3 4:1.3
+1 1:6.3 2:2.8 3:5.1 4:1.5
+1 1:7.2 2:3.6 3:6.1 4:2.5
+1 1:6.5 2:3.0 3:5.8 4:2.2
+1 1:7.2 2:3.2 3:6.0 4:1.8
+1 1:7.9 2:3.8 3:6.4 4:2.0
+-1 1:4.6 2:3.1 3:1.5 4:0.2
+-1 1:4.9 2:3.1 3:1.5 4:0.2
+1 1:6.0 2:3.0 3:4.8 4:1.8
+-1 1:6.6 2:3.0 3:4.4 4:1.4
+1 1:6.2 2:2.8 3:4.8 4:1.8
+-1 1:5.1 2:3.4 3:1.5 4:0.2
+-1 1:4.8 2:3.0 3:1.4 4:0.1
+-1 1:6.0 2:2.2 3:4.0 4:1.0
+-1 1:5.1 2:3.5 3:1.4 4:0.2
+-1 1:5.8 2:2.7 3:3.9 4:1.2
+-1 1:5.2 2:2.7 3:3.9 4:1.4
+-1 1:5.1 2:3.5 3:1.4 4:0.3
+-1 1:4.8 2:3.4 3:1.6 4:0.2
+-1 1:5.0 2:3.2 3:1.2 4:0.2
+-1 1:4.7 2:3.2 3:1.6 4:0.2
+1 1:6.5 2:3.0 3:5.5 4:1.8
+1 1:6.4 2:3.2 3:5.3 4:2.3
+1 1:6.3 2:2.5 3:5.0 4:1.9
+1 1:6.7 2:3.3 3:5.7 4:2.1
+-1 1:5.5 2:2.3 3:4.0 4:1.3
+1 1:6.3 2:2.9 3:5.6 4:1.8
+-1 1:5.0 2:2.3 3:3.3 4:1.0
+-1 1:4.7 2:3.2 3:1.3 4:0.2
+-1 1:5.7 2:4.4 3:1.5 4:0.4
+-1 1:5.0 2:3.0 3:1.6 4:0.2
+1 1:7.4 2:2.8 3:6.1 4:1.9
+-1 1:4.9 2:3.6 3:1.4 4:0.1
+1 1:5.8 2:2.7 3:5.1 4:1.9
+-1 1:7.0 2:3.2 3:4.7 4:1.4
+1 1:6.1 2:3.0 3:4.9 4:1.8
+-1 1:4.6 2:3.6 3:1.0 4:0.2
+1 1:6.3 2:2.7 3:4.9 4:1.8
+-1 1:5.4 2:3.7 3:1.5 4:0.2
+1 1:6.8 2:3.2 3:5.9 4:2.3
+-1 1:5.6 2:2.7 3:4.2 4:1.3
+-1 1:5.0 2:3.5 3:1.6 4:0.6
+-1 1:6.1 2:2.8 3:4.0 4:1.3
+-1 1:6.3 2:3.3 3:4.7 4:1.6
+-1 1:5.1 2:3.7 3:1.5 4:0.4
+-1 1:5.7 2:2.9 3:4.2 4:1.3
+1 1:6.4 2:3.1 3:5.5 4:1.8
+1 1:7.2 2:3.0 3:5.8 4:1.6
+-1 1:5.0 2:3.4 3:1.5 4:0.2
+-1 1:5.0 2:3.4 3:1.6 4:0.4
+1 1:7.7 2:3.0 3:6.1 4:2.3
+-1 1:6.9 2:3.1 3:4.9 4:1.5
+-1 1:5.0 2:3.6 3:1.4 4:0.2
+-1 1:5.4 2:3.0 3:4.5 4:1.5
+-1 1:6.6 2:2.9 3:4.6 4:1.3
+1 1:6.9 2:3.1 3:5.4 4:2.1
+-1 1:5.7 2:3.0 3:4.2 4:1.2
+-1 1:6.0 2:2.7 3:5.1 4:1.6
+-1 1:5.1 2:3.8 3:1.9 4:0.4
+1 1:4.9 2:2.5 3:4.5 4:1.7
+-1 1:6.8 2:2.8 3:4.8 4:1.4
+-1 1:5.5 2:3.5 3:1.3 4:0.2
+1 1:5.7 2:2.5 3:5.0 4:2.0
+-1 1:5.4 2:3.4 3:1.7 4:0.2
+-1 1:4.6 2:3.2 3:1.4 4:0.2
+1 1:6.5 2:3.2 3:5.1 4:2.0
+-1 1:6.7 2:3.1 3:4.4 4:1.4
+-1 1:5.6 2:3.0 3:4.5 4:1.5
+-1 1:5.8 2:4.0 3:1.2 4:0.2
+-1 1:4.8 2:3.0 3:1.4 4:0.3
+-1 1:4.4 2:3.0 3:1.3 4:0.2
+1 1:6.8 2:3.0 3:5.5 4:2.1
+-1 1:5.7 2:2.8 3:4.1 4:1.3
+-1 1:4.4 2:2.9 3:1.4 4:0.2
+-1 1:6.7 2:3.1 3:4.7 4:1.5
+-1 1:4.9 2:2.4 3:3.3 4:1.0
+1 1:5.8 2:2.8 3:5.1 4:2.4
+-1 1:5.4 2:3.9 3:1.7 4:0.4
+1 1:6.0 2:2.2 3:5.0 4:1.5
+1 1:6.2 2:3.4 3:5.4 4:2.3
+1 1:5.9 2:3.0 3:5.1 4:1.8
+-1 1:5.5 2:4.2 3:1.4 4:0.2
+-1 1:6.1 2:2.9 3:4.7 4:1.4
+1 1:5.8 2:2.7 3:5.1 4:1.9
+-1 1:5.3 2:3.7 3:1.5 4:0.2
+1 1:7.3 2:2.9 3:6.3 4:1.8
+-1 1:6.4 2:3.2 3:4.5 4:1.5
+-1 1:5.6 2:2.5 3:3.9 4:1.1
+-1 1:5.0 2:3.5 3:1.3 4:0.3
+-1 1:5.7 2:2.8 3:4.5 4:1.3
+-1 1:5.2 2:3.4 3:1.4 4:0.2
+-1 1:5.6 2:3.0 3:4.1 4:1.3
+-1 1:5.6 2:2.9 3:3.6 4:1.3
+-1 1:5.5 2:2.4 3:3.7 4:1.0
+1 1:6.4 2:2.8 3:5.6 4:2.2
+-1 1:5.9 2:3.2 3:4.8 4:1.8
+-1 1:5.7 2:3.8 3:1.7 4:0.3
+-1 1:6.3 2:2.5 3:4.9 4:1.5
+-1 1:5.5 2:2.5 3:4.0 4:1.3
+1 1:6.7 2:3.1 3:5.6 4:2.4
+1 1:6.3 2:3.3 3:6.0 4:2.5
+-1 1:6.7 2:3.0 3:5.0 4:1.7
+1 1:6.7 2:2.5 3:5.8 4:1.8
+-1 1:5.1 2:3.8 3:1.6 4:0.2
+-1 1:5.0 2:2.0 3:3.5 4:1.0
+-1 1:4.5 2:2.3 3:1.3 4:0.3
+-1 1:6.5 2:2.8 3:4.6 4:1.5
+1 1:7.7 2:2.8 3:6.7 4:2.0
+-1 1:6.0 2:2.9 3:4.5 4:1.5
+-1 1:5.8 2:2.6 3:4.0 4:1.2
+-1 1:5.9 2:3.0 3:4.2 4:1.5
+-1 1:5.5 2:2.4 3:3.8 4:1.1
+-1 1:5.5 2:2.6 3:4.4 4:1.2
+-1 1:5.1 2:3.8 3:1.5 4:0.3
+-1 1:6.2 2:2.9 3:4.3 4:1.3
+-1 1:6.2 2:2.2 3:4.5 4:1.5
diff --git a/data/iris/iris.data b/data/iris/iris.data
new file mode 100644
index 0000000..5c4316c
--- /dev/null
+++ b/data/iris/iris.data
@@ -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/data/iris/iris.names b/data/iris/iris.names
new file mode 100644
index 0000000..062b486
--- /dev/null
+++ b/data/iris/iris.names
@@ -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/data/iris/iris.setosa-v-rest.cfg b/data/iris/iris.setosa-v-rest.cfg
new file mode 100644
index 0000000..d3c63b8
--- /dev/null
+++ b/data/iris/iris.setosa-v-rest.cfg
@@ -0,0 +1,2 @@
+train = iris/bezdekIris.setosa-v-rest.shuf.data
+model_file=iris/iris.setosa-v-rest.shuf.model.gz
diff --git a/data/iris/iris.setosa-v-rest.shuf.model.gz b/data/iris/iris.setosa-v-rest.shuf.model.gz
new file mode 100644
index 0000000..07dae81
Binary files /dev/null and b/data/iris/iris.setosa-v-rest.shuf.model.gz differ
diff --git a/data/iris/iris.versicolor-v-rest.cfg b/data/iris/iris.versicolor-v-rest.cfg
new file mode 100644
index 0000000..a241b28
--- /dev/null
+++ b/data/iris/iris.versicolor-v-rest.cfg
@@ -0,0 +1,2 @@
+train = iris/bezdekIris.versicolor-v-rest.shuf.data
+model_file=iris/iris.versicolor-v-rest.shuf.model.gz
diff --git a/data/iris/iris.versicolor-v-rest.shuf.model.gz b/data/iris/iris.versicolor-v-rest.shuf.model.gz
new file mode 100644
index 0000000..44a1cab
Binary files /dev/null and b/data/iris/iris.versicolor-v-rest.shuf.model.gz differ
diff --git a/data/iris/iris.virginica-v-rest.cfg b/data/iris/iris.virginica-v-rest.cfg
new file mode 100644
index 0000000..a3f68a0
--- /dev/null
+++ b/data/iris/iris.virginica-v-rest.cfg
@@ -0,0 +1,2 @@
+train = iris/bezdekIris.virginica-v-rest.shuf.data
+model_file=iris/iris.virginica-v-rest.shuf.model.gz
diff --git a/data/iris/iris.virginica-v-rest.shuf.model.gz b/data/iris/iris.virginica-v-rest.shuf.model.gz
new file mode 100644
index 0000000..3d8b466
Binary files /dev/null and b/data/iris/iris.virginica-v-rest.shuf.model.gz differ
diff --git a/data/iris/svm_light/run.sh b/data/iris/svm_light/run.sh
new file mode 100755
index 0000000..9040912
--- /dev/null
+++ b/data/iris/svm_light/run.sh
@@ -0,0 +1,7 @@
+#!/bin/bash
+
+
+for i in setosa virginica versicolor; do
+  ../../svm_light/svm_learn ../bezdekIris.$i-v-rest.shuf.data $i.model &>$i.learnout
+done
+
diff --git a/data/iris/svm_light/setosa.learnout b/data/iris/svm_light/setosa.learnout
new file mode 100644
index 0000000..b5ff56e
--- /dev/null
+++ b/data/iris/svm_light/setosa.learnout
@@ -0,0 +1,18 @@
+Scanning examples...done
+Reading examples into memory...100..OK. (150 examples read)
+Setting default regularization parameter C=0.0162
+Optimizing...............done. (16 iterations)
+Optimization finished (0 misclassified, maxdiff=0.00000).
+Runtime in cpu-seconds: 0.00
+Number of SV: 36 (including 34 at upper bound)
+L1 loss: loss=5.54515
+Norm of weight vector: |w|=0.68130
+Norm of longest example vector: |x|=11.11126
+Estimated VCdim of classifier: VCdim<=30.12233
+Computing XiAlpha-estimates...done
+Runtime for XiAlpha-estimates in cpu-seconds: 0.00
+XiAlpha-estimate of the error: error<=22.67% (rho=1.00,depth=0)
+XiAlpha-estimate of the recall: recall=>66.00% (rho=1.00,depth=0)
+XiAlpha-estimate of the precision: precision=>66.00% (rho=1.00,depth=0)
+Number of kernel evaluations: 1803
+Writing model file...done
diff --git a/data/iris/svm_light/setosa.model b/data/iris/svm_light/setosa.model
new file mode 100644
index 0000000..139fa72
--- /dev/null
+++ b/data/iris/svm_light/setosa.model
@@ -0,0 +1,47 @@
+SVM-light Version V6.02
+0 # kernel type
+3 # kernel parameter -d 
+1 # kernel parameter -g 
+1 # kernel parameter -s 
+1 # kernel parameter -r 
+empty# kernel parameter -u 
+4 # highest feature index 
+150 # number of training documents 
+37 # number of support vectors plus 1 
+-1.941408 # threshold b, each following line is a SV (starting with alpha*y)
+-0.016249222750612444393647493257049 1:5.5 2:2.5 3:4 4:1.3 #
+0.016249222750612444393647493257049 1:4.9000001 2:3.0999999 3:1.5 4:0.1 #
+-0.016249222750612444393647493257049 1:5.0999999 2:2.5 3:3 4:1.1 #
+-0.016249222750612444393647493257049 1:4.9000001 2:2.4000001 3:3.3 4:1 #
+0.016249222750612444393647493257049 1:5.6999998 2:3.8 3:1.7 4:0.30000001 #
+0.016249222750612444393647493257049 1:4.8000002 2:3.4000001 3:1.6 4:0.2 #
+-0.016249222750612444393647493257049 1:5 2:2.3 3:3.3 4:1 #
+-0.016249222750612444393647493257049 1:5.6999998 2:2.5999999 3:3.5 4:1 #
+0.016249222750612444393647493257049 1:5.0999999 2:3.3 3:1.7 4:0.5 #
+0.016249222750612444393647493257049 1:4.8000002 2:3.4000001 3:1.9 4:0.2 #
+-0.016249222750612444393647493257049 1:5.5999999 2:2.9000001 3:3.5999999 4:1.3 #
+-0.016249222750612444393647493257049 1:5 2:2 3:3.5 4:1 #
+0.016249222750612444393647493257049 1:5.0999999 2:3.8 3:1.9 4:0.40000001 #
+0.016249222750612444393647493257049 1:5 2:3 3:1.6 4:0.2 #
+-0.016249222750612444393647493257049 1:5.5 2:2.4000001 3:3.7 4:1 #
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+-0.016249222750612444393647493257049 1:6.0999999 2:2.8 3:4 4:1.3 #
+-0.016249222750612444393647493257049 1:5.6999998 2:3 3:4.1999998 4:1.2 #
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+-0.00090280526935266995625095631794466 1:5.6999998 2:2.8 3:4.0999999 4:1.3 #
+0.00090280526935266518576139738172515 1:5.0999999 2:3.4000001 3:1.5 4:0.2 #
diff --git a/data/iris/svm_light/svm_predictions b/data/iris/svm_light/svm_predictions
new file mode 100644
index 0000000..e104970
--- /dev/null
+++ b/data/iris/svm_light/svm_predictions
@@ -0,0 +1,150 @@
+-1.8138697
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diff --git a/data/iris/svm_light/versicolor-v-rest.model b/data/iris/svm_light/versicolor-v-rest.model
new file mode 100644
index 0000000..e2f8f03
--- /dev/null
+++ b/data/iris/svm_light/versicolor-v-rest.model
@@ -0,0 +1,112 @@
+SVM-light Version V6.02
+0 # kernel type
+3 # kernel parameter -d 
+1 # kernel parameter -g 
+1 # kernel parameter -s 
+1 # kernel parameter -r 
+empty# kernel parameter -u 
+4 # highest feature index 
+150 # number of training documents 
+102 # number of support vectors plus 1 
+0.72531938 # threshold b, each following line is a SV (starting with alpha*y)
+-0.016249222750612423576965781535364 1:4.5 2:2.3 3:1.3 4:0.30000001 #
+0.016249222750612423576965781535364 1:5.5999999 2:2.9000001 3:3.5999999 4:1.3 #
+-0.016249222750612423576965781535364 1:6.5 2:3 3:5.5 4:1.8 #
+-0.016249222750612423576965781535364 1:7.6999998 2:2.5999999 3:6.9000001 4:2.3 #
+0.016249222750612423576965781535364 1:5.0999999 2:2.5 3:3 4:1.1 #
+0.016249222750612423576965781535364 1:4.9000001 2:2.4000001 3:3.3 4:1 #
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diff --git a/data/iris/svm_light/versicolor.learnout b/data/iris/svm_light/versicolor.learnout
new file mode 100644
index 0000000..f2130b5
--- /dev/null
+++ b/data/iris/svm_light/versicolor.learnout
@@ -0,0 +1,18 @@
+Scanning examples...done
+Reading examples into memory...100..OK. (150 examples read)
+Setting default regularization parameter C=0.0162
+Optimizing.........................................................................done. (74 iterations)
+Optimization finished (50 misclassified, maxdiff=0.00038).
+Runtime in cpu-seconds: 0.00
+Number of SV: 101 (including 99 at upper bound)
+L1 loss: loss=99.35495
+Norm of weight vector: |w|=0.10241
+Norm of longest example vector: |x|=11.11126
+Estimated VCdim of classifier: VCdim<=2.24751
+Computing XiAlpha-estimates...done
+Runtime for XiAlpha-estimates in cpu-seconds: 0.00
+XiAlpha-estimate of the error: error<=66.67% (rho=1.00,depth=0)
+XiAlpha-estimate of the recall: recall=>0.00% (rho=1.00,depth=0)
+XiAlpha-estimate of the precision: precision=>0.00% (rho=1.00,depth=0)
+Number of kernel evaluations: 2578
+Writing model file...done
diff --git a/data/iris/svm_light/versicolor.model b/data/iris/svm_light/versicolor.model
new file mode 100644
index 0000000..e2f8f03
--- /dev/null
+++ b/data/iris/svm_light/versicolor.model
@@ -0,0 +1,112 @@
+SVM-light Version V6.02
+0 # kernel type
+3 # kernel parameter -d 
+1 # kernel parameter -g 
+1 # kernel parameter -s 
+1 # kernel parameter -r 
+empty# kernel parameter -u 
+4 # highest feature index 
+150 # number of training documents 
+102 # number of support vectors plus 1 
+0.72531938 # threshold b, each following line is a SV (starting with alpha*y)
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+0.016249222750612423576965781535364 1:5.0999999 2:2.5 3:3 4:1.1 #
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diff --git a/data/iris/svm_light/virginica-v-rest.shuf.data.model b/data/iris/svm_light/virginica-v-rest.shuf.data.model
new file mode 100644
index 0000000..ce63e74
--- /dev/null
+++ b/data/iris/svm_light/virginica-v-rest.shuf.data.model
@@ -0,0 +1,94 @@
+SVM-light Version V6.02
+0 # kernel type
+3 # kernel parameter -d 
+1 # kernel parameter -g 
+1 # kernel parameter -s 
+1 # kernel parameter -r 
+empty# kernel parameter -u 
+4 # highest feature index 
+150 # number of training documents 
+84 # number of support vectors plus 1 
+5.1687631 # threshold b, each following line is a SV (starting with alpha*y)
+-0.016249222750612440924200541303435 1:5.6999998 2:2.9000001 3:4.1999998 4:1.3 #
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diff --git a/data/iris/svm_light/virginica.learnout b/data/iris/svm_light/virginica.learnout
new file mode 100644
index 0000000..2dee3bc
--- /dev/null
+++ b/data/iris/svm_light/virginica.learnout
@@ -0,0 +1,18 @@
+Scanning examples...done
+Reading examples into memory...100..OK. (150 examples read)
+Setting default regularization parameter C=0.0162
+Optimizing..............................................done. (47 iterations)
+Optimization finished (9 misclassified, maxdiff=0.00047).
+Runtime in cpu-seconds: 0.00
+Number of SV: 83 (including 80 at upper bound)
+L1 loss: loss=45.24874
+Norm of weight vector: |w|=0.76906
+Norm of longest example vector: |x|=11.11126
+Estimated VCdim of classifier: VCdim<=62.16794
+Computing XiAlpha-estimates...done
+Runtime for XiAlpha-estimates in cpu-seconds: 0.00
+XiAlpha-estimate of the error: error<=54.67% (rho=1.00,depth=0)
+XiAlpha-estimate of the recall: recall=>18.00% (rho=1.00,depth=0)
+XiAlpha-estimate of the precision: precision=>18.00% (rho=1.00,depth=0)
+Number of kernel evaluations: 1939
+Writing model file...done
diff --git a/data/iris/svm_light/virginica.model b/data/iris/svm_light/virginica.model
new file mode 100644
index 0000000..ce63e74
--- /dev/null
+++ b/data/iris/svm_light/virginica.model
@@ -0,0 +1,94 @@
+SVM-light Version V6.02
+0 # kernel type
+3 # kernel parameter -d 
+1 # kernel parameter -g 
+1 # kernel parameter -s 
+1 # kernel parameter -r 
+empty# kernel parameter -u 
+4 # highest feature index 
+150 # number of training documents 
+84 # number of support vectors plus 1 
+5.1687631 # threshold b, each following line is a SV (starting with alpha*y)
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