From b3c18aee78eb03535042fb5df75814b256728723 Mon Sep 17 00:00:00 2001
From: An Alien <max.wenk@protonmail.com>
Date: Tue, 21 Feb 2023 10:33:05 +0100
Subject: [PATCH 01/13] test branch

---
 README.md | 7 +++++++
 1 file changed, 7 insertions(+)

diff --git a/README.md b/README.md
index 1534e6c..4e0ddd0 100644
--- a/README.md
+++ b/README.md
@@ -1 +1,8 @@
 # hello-world
+ljasdföagkhaösdkjflasdjföaksdjföahsdgöasjdf
+asdfadskfjalsdjf
+adsfjaösdfkjasödlkfja
+gadslkfjaödsljfasldkjföalsdkjfa
+sdfasdöfljadslfkjaösdf
+asdföalkdjföalsdkjfasd
+fasdöflkjasdlfjasödlfj

From a6cb1977b83a2586fdf98e301ed295f65ab92f74 Mon Sep 17 00:00:00 2001
From: An Alien <max.wenk@protonmail.com>
Date: Tue, 21 Feb 2023 11:06:34 +0100
Subject: [PATCH 02/13] writing calculated test data per class to an array

---
 .idea/vcs.xml                                 |   6 +
 README.md                                     |   7 -
 out/production/classification/Iris.csv        | 151 ++++++++++++++++++
 .../classification/Iris_ordered - Copy.csv    | 151 ++++++++++++++++++
 .../classification/Iris_unordered.csv         | 151 ++++++++++++++++++
 out/production/classification/Main.class      | Bin 0 -> 923 bytes
 .../classification/CSVread.class              | Bin 0 -> 3598 bytes
 .../ClassificationOfFloatValues.class         | Bin 0 -> 3657 bytes
 .../DistanceClassification.class              | Bin 0 -> 5376 bytes
 .../classification/ProcessData.class          | Bin 0 -> 1078 bytes
 .../DistanceClassification.java               |  53 +++---
 11 files changed, 494 insertions(+), 25 deletions(-)
 create mode 100644 .idea/vcs.xml
 create mode 100644 out/production/classification/Iris.csv
 create mode 100644 out/production/classification/Iris_ordered - Copy.csv
 create mode 100644 out/production/classification/Iris_unordered.csv
 create mode 100644 out/production/classification/Main.class
 create mode 100644 out/production/classification/classification/CSVread.class
 create mode 100644 out/production/classification/classification/ClassificationOfFloatValues.class
 create mode 100644 out/production/classification/classification/DistanceClassification.class
 create mode 100644 out/production/classification/classification/ProcessData.class

diff --git a/.idea/vcs.xml b/.idea/vcs.xml
new file mode 100644
index 0000000..35eb1dd
--- /dev/null
+++ b/.idea/vcs.xml
@@ -0,0 +1,6 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<project version="4">
+  <component name="VcsDirectoryMappings">
+    <mapping directory="" vcs="Git" />
+  </component>
+</project>
\ No newline at end of file
diff --git a/README.md b/README.md
index 4e0ddd0..1534e6c 100644
--- a/README.md
+++ b/README.md
@@ -1,8 +1 @@
 # hello-world
-ljasdföagkhaösdkjflasdjföaksdjföahsdgöasjdf
-asdfadskfjalsdjf
-adsfjaösdfkjasödlkfja
-gadslkfjaödsljfasldkjföalsdkjfa
-sdfasdöfljadslfkjaösdf
-asdföalkdjföalsdkjfasd
-fasdöflkjasdlfjasödlfj
diff --git a/out/production/classification/Iris.csv b/out/production/classification/Iris.csv
new file mode 100644
index 0000000..1bf42f2
--- /dev/null
+++ b/out/production/classification/Iris.csv
@@ -0,0 +1,151 @@
+Id,SepalLengthCm,SepalWidthCm,PetalLengthCm,PetalWidthCm,Species
+1,5.1,3.5,1.4,0.2,Iris-setosa
+2,4.9,3.0,1.4,0.2,Iris-setosa
+3,4.7,3.2,1.3,0.2,Iris-setosa
+4,4.6,3.1,1.5,0.2,Iris-setosa
+5,5.0,3.6,1.4,0.2,Iris-setosa
+6,5.4,3.9,1.7,0.4,Iris-setosa
+7,4.6,3.4,1.4,0.3,Iris-setosa
+8,5.0,3.4,1.5,0.2,Iris-setosa
+9,4.4,2.9,1.4,0.2,Iris-setosa
+10,4.9,3.1,1.5,0.1,Iris-setosa
+11,5.4,3.7,1.5,0.2,Iris-setosa
+12,4.8,3.4,1.6,0.2,Iris-setosa
+13,4.8,3.0,1.4,0.1,Iris-setosa
+14,4.3,3.0,1.1,0.1,Iris-setosa
+15,5.8,4.0,1.2,0.2,Iris-setosa
+16,5.7,4.4,1.5,0.4,Iris-setosa
+17,5.4,3.9,1.3,0.4,Iris-setosa
+18,5.1,3.5,1.4,0.3,Iris-setosa
+19,5.7,3.8,1.7,0.3,Iris-setosa
+20,5.1,3.8,1.5,0.3,Iris-setosa
+21,5.4,3.4,1.7,0.2,Iris-setosa
+22,5.1,3.7,1.5,0.4,Iris-setosa
+23,4.6,3.6,1.0,0.2,Iris-setosa
+24,5.1,3.3,1.7,0.5,Iris-setosa
+25,4.8,3.4,1.9,0.2,Iris-setosa
+26,5.0,3.0,1.6,0.2,Iris-setosa
+27,5.0,3.4,1.6,0.4,Iris-setosa
+28,5.2,3.5,1.5,0.2,Iris-setosa
+29,5.2,3.4,1.4,0.2,Iris-setosa
+30,4.7,3.2,1.6,0.2,Iris-setosa
+31,4.8,3.1,1.6,0.2,Iris-setosa
+32,5.4,3.4,1.5,0.4,Iris-setosa
+33,5.2,4.1,1.5,0.1,Iris-setosa
+34,5.5,4.2,1.4,0.2,Iris-setosa
+35,4.9,3.1,1.5,0.1,Iris-setosa
+36,5.0,3.2,1.2,0.2,Iris-setosa
+37,5.5,3.5,1.3,0.2,Iris-setosa
+38,4.9,3.1,1.5,0.1,Iris-setosa
+39,4.4,3.0,1.3,0.2,Iris-setosa
+40,5.1,3.4,1.5,0.2,Iris-setosa
+41,5.0,3.5,1.3,0.3,Iris-setosa
+42,4.5,2.3,1.3,0.3,Iris-setosa
+43,4.4,3.2,1.3,0.2,Iris-setosa
+44,5.0,3.5,1.6,0.6,Iris-setosa
+45,5.1,3.8,1.9,0.4,Iris-setosa
+46,4.8,3.0,1.4,0.3,Iris-setosa
+47,5.1,3.8,1.6,0.2,Iris-setosa
+48,4.6,3.2,1.4,0.2,Iris-setosa
+49,5.3,3.7,1.5,0.2,Iris-setosa
+50,5.0,3.3,1.4,0.2,Iris-setosa
+51,7.0,3.2,4.7,1.4,Iris-versicolor
+52,6.4,3.2,4.5,1.5,Iris-versicolor
+53,6.9,3.1,4.9,1.5,Iris-versicolor
+54,5.5,2.3,4.0,1.3,Iris-versicolor
+55,6.5,2.8,4.6,1.5,Iris-versicolor
+56,5.7,2.8,4.5,1.3,Iris-versicolor
+57,6.3,3.3,4.7,1.6,Iris-versicolor
+58,4.9,2.4,3.3,1.0,Iris-versicolor
+59,6.6,2.9,4.6,1.3,Iris-versicolor
+60,5.2,2.7,3.9,1.4,Iris-versicolor
+61,5.0,2.0,3.5,1.0,Iris-versicolor
+62,5.9,3.0,4.2,1.5,Iris-versicolor
+63,6.0,2.2,4.0,1.0,Iris-versicolor
+64,6.1,2.9,4.7,1.4,Iris-versicolor
+65,5.6,2.9,3.6,1.3,Iris-versicolor
+66,6.7,3.1,4.4,1.4,Iris-versicolor
+67,5.6,3.0,4.5,1.5,Iris-versicolor
+68,5.8,2.7,4.1,1.0,Iris-versicolor
+69,6.2,2.2,4.5,1.5,Iris-versicolor
+70,5.6,2.5,3.9,1.1,Iris-versicolor
+71,5.9,3.2,4.8,1.8,Iris-versicolor
+72,6.1,2.8,4.0,1.3,Iris-versicolor
+73,6.3,2.5,4.9,1.5,Iris-versicolor
+74,6.1,2.8,4.7,1.2,Iris-versicolor
+75,6.4,2.9,4.3,1.3,Iris-versicolor
+76,6.6,3.0,4.4,1.4,Iris-versicolor
+77,6.8,2.8,4.8,1.4,Iris-versicolor
+78,6.7,3.0,5.0,1.7,Iris-versicolor
+79,6.0,2.9,4.5,1.5,Iris-versicolor
+80,5.7,2.6,3.5,1.0,Iris-versicolor
+81,5.5,2.4,3.8,1.1,Iris-versicolor
+82,5.5,2.4,3.7,1.0,Iris-versicolor
+83,5.8,2.7,3.9,1.2,Iris-versicolor
+84,6.0,2.7,5.1,1.6,Iris-versicolor
+85,5.4,3.0,4.5,1.5,Iris-versicolor
+86,6.0,3.4,4.5,1.6,Iris-versicolor
+87,6.7,3.1,4.7,1.5,Iris-versicolor
+88,6.3,2.3,4.4,1.3,Iris-versicolor
+89,5.6,3.0,4.1,1.3,Iris-versicolor
+90,5.5,2.5,4.0,1.3,Iris-versicolor
+91,5.5,2.6,4.4,1.2,Iris-versicolor
+92,6.1,3.0,4.6,1.4,Iris-versicolor
+93,5.8,2.6,4.0,1.2,Iris-versicolor
+94,5.0,2.3,3.3,1.0,Iris-versicolor
+95,5.6,2.7,4.2,1.3,Iris-versicolor
+96,5.7,3.0,4.2,1.2,Iris-versicolor
+97,5.7,2.9,4.2,1.3,Iris-versicolor
+98,6.2,2.9,4.3,1.3,Iris-versicolor
+99,5.1,2.5,3.0,1.1,Iris-versicolor
+100,5.7,2.8,4.1,1.3,Iris-versicolor
+101,6.3,3.3,6.0,2.5,Iris-virginica
+102,5.8,2.7,5.1,1.9,Iris-virginica
+103,7.1,3.0,5.9,2.1,Iris-virginica
+104,6.3,2.9,5.6,1.8,Iris-virginica
+105,6.5,3.0,5.8,2.2,Iris-virginica
+106,7.6,3.0,6.6,2.1,Iris-virginica
+107,4.9,2.5,4.5,1.7,Iris-virginica
+108,7.3,2.9,6.3,1.8,Iris-virginica
+109,6.7,2.5,5.8,1.8,Iris-virginica
+110,7.2,3.6,6.1,2.5,Iris-virginica
+111,6.5,3.2,5.1,2.0,Iris-virginica
+112,6.4,2.7,5.3,1.9,Iris-virginica
+113,6.8,3.0,5.5,2.1,Iris-virginica
+114,5.7,2.5,5.0,2.0,Iris-virginica
+115,5.8,2.8,5.1,2.4,Iris-virginica
+116,6.4,3.2,5.3,2.3,Iris-virginica
+117,6.5,3.0,5.5,1.8,Iris-virginica
+118,7.7,3.8,6.7,2.2,Iris-virginica
+119,7.7,2.6,6.9,2.3,Iris-virginica
+120,6.0,2.2,5.0,1.5,Iris-virginica
+121,6.9,3.2,5.7,2.3,Iris-virginica
+122,5.6,2.8,4.9,2.0,Iris-virginica
+123,7.7,2.8,6.7,2.0,Iris-virginica
+124,6.3,2.7,4.9,1.8,Iris-virginica
+125,6.7,3.3,5.7,2.1,Iris-virginica
+126,7.2,3.2,6.0,1.8,Iris-virginica
+127,6.2,2.8,4.8,1.8,Iris-virginica
+128,6.1,3.0,4.9,1.8,Iris-virginica
+129,6.4,2.8,5.6,2.1,Iris-virginica
+130,7.2,3.0,5.8,1.6,Iris-virginica
+131,7.4,2.8,6.1,1.9,Iris-virginica
+132,7.9,3.8,6.4,2.0,Iris-virginica
+133,6.4,2.8,5.6,2.2,Iris-virginica
+134,6.3,2.8,5.1,1.5,Iris-virginica
+135,6.1,2.6,5.6,1.4,Iris-virginica
+136,7.7,3.0,6.1,2.3,Iris-virginica
+137,6.3,3.4,5.6,2.4,Iris-virginica
+138,6.4,3.1,5.5,1.8,Iris-virginica
+139,6.0,3.0,4.8,1.8,Iris-virginica
+140,6.9,3.1,5.4,2.1,Iris-virginica
+141,6.7,3.1,5.6,2.4,Iris-virginica
+142,6.9,3.1,5.1,2.3,Iris-virginica
+143,5.8,2.7,5.1,1.9,Iris-virginica
+144,6.8,3.2,5.9,2.3,Iris-virginica
+145,6.7,3.3,5.7,2.5,Iris-virginica
+146,6.7,3.0,5.2,2.3,Iris-virginica
+147,6.3,2.5,5.0,1.9,Iris-virginica
+148,6.5,3.0,5.2,2.0,Iris-virginica
+149,6.2,3.4,5.4,2.3,Iris-virginica
+150,5.9,3.0,5.1,1.8,Iris-virginica
diff --git a/out/production/classification/Iris_ordered - Copy.csv b/out/production/classification/Iris_ordered - Copy.csv
new file mode 100644
index 0000000..6651be6
--- /dev/null
+++ b/out/production/classification/Iris_ordered - Copy.csv	
@@ -0,0 +1,151 @@
+Id,SepalLengthCm,SepalWidthCm,PetalLengthCm,PetalWidthCm,Species
+61,5.0,2.0,3.5,1.0,Iris-versicolor
+63,6.0,2.2,4.0,1.0,Iris-versicolor
+120,6.0,2.2,5.0,1.5,Iris-virginica
+69,6.2,2.2,4.5,1.5,Iris-versicolor
+42,4.5,2.3,1.3,0.3,Iris-setosa
+94,5.0,2.3,3.3,1.0,Iris-versicolor
+54,5.5,2.3,4.0,1.3,Iris-versicolor
+88,6.3,2.3,4.4,1.3,Iris-versicolor
+58,4.9,2.4,3.3,1.0,Iris-versicolor
+82,5.5,2.4,3.7,1.0,Iris-versicolor
+81,5.5,2.4,3.8,1.1,Iris-versicolor
+99,5.1,2.5,3.0,1.1,Iris-versicolor
+70,5.6,2.5,3.9,1.1,Iris-versicolor
+90,5.5,2.5,4.0,1.3,Iris-versicolor
+73,6.3,2.5,4.9,1.5,Iris-versicolor
+107,4.9,2.5,4.5,1.7,Iris-virginica
+109,6.7,2.5,5.8,1.8,Iris-virginica
+147,6.3,2.5,5.0,1.9,Iris-virginica
+114,5.7,2.5,5.0,2.0,Iris-virginica
+80,5.7,2.6,3.5,1.0,Iris-versicolor
+91,5.5,2.6,4.4,1.2,Iris-versicolor
+93,5.8,2.6,4.0,1.2,Iris-versicolor
+135,6.1,2.6,5.6,1.4,Iris-virginica
+119,7.7,2.6,6.9,2.3,Iris-virginica
+68,5.8,2.7,4.1,1.0,Iris-versicolor
+83,5.8,2.7,3.9,1.2,Iris-versicolor
+95,5.6,2.7,4.2,1.3,Iris-versicolor
+60,5.2,2.7,3.9,1.4,Iris-versicolor
+84,6.0,2.7,5.1,1.6,Iris-versicolor
+124,6.3,2.7,4.9,1.8,Iris-virginica
+102,5.8,2.7,5.1,1.9,Iris-virginica
+143,5.8,2.7,5.1,1.9,Iris-virginica
+112,6.4,2.7,5.3,1.9,Iris-virginica
+74,6.1,2.8,4.7,1.2,Iris-versicolor
+56,5.7,2.8,4.5,1.3,Iris-versicolor
+100,5.7,2.8,4.1,1.3,Iris-versicolor
+72,6.1,2.8,4.0,1.3,Iris-versicolor
+77,6.8,2.8,4.8,1.4,Iris-versicolor
+134,6.3,2.8,5.1,1.5,Iris-virginica
+55,6.5,2.8,4.6,1.5,Iris-versicolor
+127,6.2,2.8,4.8,1.8,Iris-virginica
+131,7.4,2.8,6.1,1.9,Iris-virginica
+122,5.6,2.8,4.9,2.0,Iris-virginica
+123,7.7,2.8,6.7,2.0,Iris-virginica
+129,6.4,2.8,5.6,2.1,Iris-virginica
+133,6.4,2.8,5.6,2.2,Iris-virginica
+115,5.8,2.8,5.1,2.4,Iris-virginica
+9,4.4,2.9,1.4,0.2,Iris-setosa
+65,5.6,2.9,3.6,1.3,Iris-versicolor
+97,5.7,2.9,4.2,1.3,Iris-versicolor
+98,6.2,2.9,4.3,1.3,Iris-versicolor
+75,6.4,2.9,4.3,1.3,Iris-versicolor
+59,6.6,2.9,4.6,1.3,Iris-versicolor
+64,6.1,2.9,4.7,1.4,Iris-versicolor
+79,6.0,2.9,4.5,1.5,Iris-versicolor
+104,6.3,2.9,5.6,1.8,Iris-virginica
+108,7.3,2.9,6.3,1.8,Iris-virginica
+14,4.3,3.0,1.1,0.1,Iris-setosa
+13,4.8,3.0,1.4,0.1,Iris-setosa
+39,4.4,3.0,1.3,0.2,Iris-setosa
+2,4.9,3.0,1.4,0.2,Iris-setosa
+26,5.0,3.0,1.6,0.2,Iris-setosa
+46,4.8,3.0,1.4,0.3,Iris-setosa
+96,5.7,3.0,4.2,1.2,Iris-versicolor
+89,5.6,3.0,4.1,1.3,Iris-versicolor
+92,6.1,3.0,4.6,1.4,Iris-versicolor
+76,6.6,3.0,4.4,1.4,Iris-versicolor
+85,5.4,3.0,4.5,1.5,Iris-versicolor
+67,5.6,3.0,4.5,1.5,Iris-versicolor
+62,5.9,3.0,4.2,1.5,Iris-versicolor
+130,7.2,3.0,5.8,1.6,Iris-virginica
+78,6.7,3.0,5.0,1.7,Iris-versicolor
+150,5.9,3.0,5.1,1.8,Iris-virginica
+139,6.0,3.0,4.8,1.8,Iris-virginica
+128,6.1,3.0,4.9,1.8,Iris-virginica
+117,6.5,3.0,5.5,1.8,Iris-virginica
+148,6.5,3.0,5.2,2.0,Iris-virginica
+113,6.8,3.0,5.5,2.1,Iris-virginica
+103,7.1,3.0,5.9,2.1,Iris-virginica
+106,7.6,3.0,6.6,2.1,Iris-virginica
+105,6.5,3.0,5.8,2.2,Iris-virginica
+146,6.7,3.0,5.2,2.3,Iris-virginica
+136,7.7,3.0,6.1,2.3,Iris-virginica
+10,4.9,3.1,1.5,0.1,Iris-setosa
+35,4.9,3.1,1.5,0.1,Iris-setosa
+38,4.9,3.1,1.5,0.1,Iris-setosa
+4,4.6,3.1,1.5,0.2,Iris-setosa
+31,4.8,3.1,1.6,0.2,Iris-setosa
+66,6.7,3.1,4.4,1.4,Iris-versicolor
+87,6.7,3.1,4.7,1.5,Iris-versicolor
+53,6.9,3.1,4.9,1.5,Iris-versicolor
+138,6.4,3.1,5.5,1.8,Iris-virginica
+140,6.9,3.1,5.4,2.1,Iris-virginica
+142,6.9,3.1,5.1,2.3,Iris-virginica
+141,6.7,3.1,5.6,2.4,Iris-virginica
+43,4.4,3.2,1.3,0.2,Iris-setosa
+48,4.6,3.2,1.4,0.2,Iris-setosa
+3,4.7,3.2,1.3,0.2,Iris-setosa
+30,4.7,3.2,1.6,0.2,Iris-setosa
+36,5.0,3.2,1.2,0.2,Iris-setosa
+51,7.0,3.2,4.7,1.4,Iris-versicolor
+52,6.4,3.2,4.5,1.5,Iris-versicolor
+71,5.9,3.2,4.8,1.8,Iris-versicolor
+126,7.2,3.2,6.0,1.8,Iris-virginica
+111,6.5,3.2,5.1,2.0,Iris-virginica
+116,6.4,3.2,5.3,2.3,Iris-virginica
+144,6.8,3.2,5.9,2.3,Iris-virginica
+121,6.9,3.2,5.7,2.3,Iris-virginica
+50,5.0,3.3,1.4,0.2,Iris-setosa
+24,5.1,3.3,1.7,0.5,Iris-setosa
+57,6.3,3.3,4.7,1.6,Iris-versicolor
+125,6.7,3.3,5.7,2.1,Iris-virginica
+101,6.3,3.3,6.0,2.5,Iris-virginica
+145,6.7,3.3,5.7,2.5,Iris-virginica
+12,4.8,3.4,1.6,0.2,Iris-setosa
+25,4.8,3.4,1.9,0.2,Iris-setosa
+8,5.0,3.4,1.5,0.2,Iris-setosa
+40,5.1,3.4,1.5,0.2,Iris-setosa
+29,5.2,3.4,1.4,0.2,Iris-setosa
+21,5.4,3.4,1.7,0.2,Iris-setosa
+7,4.6,3.4,1.4,0.3,Iris-setosa
+27,5.0,3.4,1.6,0.4,Iris-setosa
+32,5.4,3.4,1.5,0.4,Iris-setosa
+86,6.0,3.4,4.5,1.6,Iris-versicolor
+149,6.2,3.4,5.4,2.3,Iris-virginica
+137,6.3,3.4,5.6,2.4,Iris-virginica
+1,5.1,3.5,1.4,0.2,Iris-setosa
+28,5.2,3.5,1.5,0.2,Iris-setosa
+37,5.5,3.5,1.3,0.2,Iris-setosa
+41,5.0,3.5,1.3,0.3,Iris-setosa
+18,5.1,3.5,1.4,0.3,Iris-setosa
+44,5.0,3.5,1.6,0.6,Iris-setosa
+23,4.6,3.6,1.0,0.2,Iris-setosa
+5,5.0,3.6,1.4,0.2,Iris-setosa
+110,7.2,3.6,6.1,2.5,Iris-virginica
+49,5.3,3.7,1.5,0.2,Iris-setosa
+11,5.4,3.7,1.5,0.2,Iris-setosa
+22,5.1,3.7,1.5,0.4,Iris-setosa
+47,5.1,3.8,1.6,0.2,Iris-setosa
+20,5.1,3.8,1.5,0.3,Iris-setosa
+19,5.7,3.8,1.7,0.3,Iris-setosa
+45,5.1,3.8,1.9,0.4,Iris-setosa
+132,7.9,3.8,6.4,2.0,Iris-virginica
+118,7.7,3.8,6.7,2.2,Iris-virginica
+6,5.4,3.9,1.7,0.4,Iris-setosa
+17,5.4,3.9,1.3,0.4,Iris-setosa
+15,5.8,4.0,1.2,0.2,Iris-setosa
+33,5.2,4.1,1.5,0.1,Iris-setosa
+34,5.5,4.2,1.4,0.2,Iris-setosa
+16,5.7,4.4,1.5,0.4,Iris-setosa
diff --git a/out/production/classification/Iris_unordered.csv b/out/production/classification/Iris_unordered.csv
new file mode 100644
index 0000000..6651be6
--- /dev/null
+++ b/out/production/classification/Iris_unordered.csv
@@ -0,0 +1,151 @@
+Id,SepalLengthCm,SepalWidthCm,PetalLengthCm,PetalWidthCm,Species
+61,5.0,2.0,3.5,1.0,Iris-versicolor
+63,6.0,2.2,4.0,1.0,Iris-versicolor
+120,6.0,2.2,5.0,1.5,Iris-virginica
+69,6.2,2.2,4.5,1.5,Iris-versicolor
+42,4.5,2.3,1.3,0.3,Iris-setosa
+94,5.0,2.3,3.3,1.0,Iris-versicolor
+54,5.5,2.3,4.0,1.3,Iris-versicolor
+88,6.3,2.3,4.4,1.3,Iris-versicolor
+58,4.9,2.4,3.3,1.0,Iris-versicolor
+82,5.5,2.4,3.7,1.0,Iris-versicolor
+81,5.5,2.4,3.8,1.1,Iris-versicolor
+99,5.1,2.5,3.0,1.1,Iris-versicolor
+70,5.6,2.5,3.9,1.1,Iris-versicolor
+90,5.5,2.5,4.0,1.3,Iris-versicolor
+73,6.3,2.5,4.9,1.5,Iris-versicolor
+107,4.9,2.5,4.5,1.7,Iris-virginica
+109,6.7,2.5,5.8,1.8,Iris-virginica
+147,6.3,2.5,5.0,1.9,Iris-virginica
+114,5.7,2.5,5.0,2.0,Iris-virginica
+80,5.7,2.6,3.5,1.0,Iris-versicolor
+91,5.5,2.6,4.4,1.2,Iris-versicolor
+93,5.8,2.6,4.0,1.2,Iris-versicolor
+135,6.1,2.6,5.6,1.4,Iris-virginica
+119,7.7,2.6,6.9,2.3,Iris-virginica
+68,5.8,2.7,4.1,1.0,Iris-versicolor
+83,5.8,2.7,3.9,1.2,Iris-versicolor
+95,5.6,2.7,4.2,1.3,Iris-versicolor
+60,5.2,2.7,3.9,1.4,Iris-versicolor
+84,6.0,2.7,5.1,1.6,Iris-versicolor
+124,6.3,2.7,4.9,1.8,Iris-virginica
+102,5.8,2.7,5.1,1.9,Iris-virginica
+143,5.8,2.7,5.1,1.9,Iris-virginica
+112,6.4,2.7,5.3,1.9,Iris-virginica
+74,6.1,2.8,4.7,1.2,Iris-versicolor
+56,5.7,2.8,4.5,1.3,Iris-versicolor
+100,5.7,2.8,4.1,1.3,Iris-versicolor
+72,6.1,2.8,4.0,1.3,Iris-versicolor
+77,6.8,2.8,4.8,1.4,Iris-versicolor
+134,6.3,2.8,5.1,1.5,Iris-virginica
+55,6.5,2.8,4.6,1.5,Iris-versicolor
+127,6.2,2.8,4.8,1.8,Iris-virginica
+131,7.4,2.8,6.1,1.9,Iris-virginica
+122,5.6,2.8,4.9,2.0,Iris-virginica
+123,7.7,2.8,6.7,2.0,Iris-virginica
+129,6.4,2.8,5.6,2.1,Iris-virginica
+133,6.4,2.8,5.6,2.2,Iris-virginica
+115,5.8,2.8,5.1,2.4,Iris-virginica
+9,4.4,2.9,1.4,0.2,Iris-setosa
+65,5.6,2.9,3.6,1.3,Iris-versicolor
+97,5.7,2.9,4.2,1.3,Iris-versicolor
+98,6.2,2.9,4.3,1.3,Iris-versicolor
+75,6.4,2.9,4.3,1.3,Iris-versicolor
+59,6.6,2.9,4.6,1.3,Iris-versicolor
+64,6.1,2.9,4.7,1.4,Iris-versicolor
+79,6.0,2.9,4.5,1.5,Iris-versicolor
+104,6.3,2.9,5.6,1.8,Iris-virginica
+108,7.3,2.9,6.3,1.8,Iris-virginica
+14,4.3,3.0,1.1,0.1,Iris-setosa
+13,4.8,3.0,1.4,0.1,Iris-setosa
+39,4.4,3.0,1.3,0.2,Iris-setosa
+2,4.9,3.0,1.4,0.2,Iris-setosa
+26,5.0,3.0,1.6,0.2,Iris-setosa
+46,4.8,3.0,1.4,0.3,Iris-setosa
+96,5.7,3.0,4.2,1.2,Iris-versicolor
+89,5.6,3.0,4.1,1.3,Iris-versicolor
+92,6.1,3.0,4.6,1.4,Iris-versicolor
+76,6.6,3.0,4.4,1.4,Iris-versicolor
+85,5.4,3.0,4.5,1.5,Iris-versicolor
+67,5.6,3.0,4.5,1.5,Iris-versicolor
+62,5.9,3.0,4.2,1.5,Iris-versicolor
+130,7.2,3.0,5.8,1.6,Iris-virginica
+78,6.7,3.0,5.0,1.7,Iris-versicolor
+150,5.9,3.0,5.1,1.8,Iris-virginica
+139,6.0,3.0,4.8,1.8,Iris-virginica
+128,6.1,3.0,4.9,1.8,Iris-virginica
+117,6.5,3.0,5.5,1.8,Iris-virginica
+148,6.5,3.0,5.2,2.0,Iris-virginica
+113,6.8,3.0,5.5,2.1,Iris-virginica
+103,7.1,3.0,5.9,2.1,Iris-virginica
+106,7.6,3.0,6.6,2.1,Iris-virginica
+105,6.5,3.0,5.8,2.2,Iris-virginica
+146,6.7,3.0,5.2,2.3,Iris-virginica
+136,7.7,3.0,6.1,2.3,Iris-virginica
+10,4.9,3.1,1.5,0.1,Iris-setosa
+35,4.9,3.1,1.5,0.1,Iris-setosa
+38,4.9,3.1,1.5,0.1,Iris-setosa
+4,4.6,3.1,1.5,0.2,Iris-setosa
+31,4.8,3.1,1.6,0.2,Iris-setosa
+66,6.7,3.1,4.4,1.4,Iris-versicolor
+87,6.7,3.1,4.7,1.5,Iris-versicolor
+53,6.9,3.1,4.9,1.5,Iris-versicolor
+138,6.4,3.1,5.5,1.8,Iris-virginica
+140,6.9,3.1,5.4,2.1,Iris-virginica
+142,6.9,3.1,5.1,2.3,Iris-virginica
+141,6.7,3.1,5.6,2.4,Iris-virginica
+43,4.4,3.2,1.3,0.2,Iris-setosa
+48,4.6,3.2,1.4,0.2,Iris-setosa
+3,4.7,3.2,1.3,0.2,Iris-setosa
+30,4.7,3.2,1.6,0.2,Iris-setosa
+36,5.0,3.2,1.2,0.2,Iris-setosa
+51,7.0,3.2,4.7,1.4,Iris-versicolor
+52,6.4,3.2,4.5,1.5,Iris-versicolor
+71,5.9,3.2,4.8,1.8,Iris-versicolor
+126,7.2,3.2,6.0,1.8,Iris-virginica
+111,6.5,3.2,5.1,2.0,Iris-virginica
+116,6.4,3.2,5.3,2.3,Iris-virginica
+144,6.8,3.2,5.9,2.3,Iris-virginica
+121,6.9,3.2,5.7,2.3,Iris-virginica
+50,5.0,3.3,1.4,0.2,Iris-setosa
+24,5.1,3.3,1.7,0.5,Iris-setosa
+57,6.3,3.3,4.7,1.6,Iris-versicolor
+125,6.7,3.3,5.7,2.1,Iris-virginica
+101,6.3,3.3,6.0,2.5,Iris-virginica
+145,6.7,3.3,5.7,2.5,Iris-virginica
+12,4.8,3.4,1.6,0.2,Iris-setosa
+25,4.8,3.4,1.9,0.2,Iris-setosa
+8,5.0,3.4,1.5,0.2,Iris-setosa
+40,5.1,3.4,1.5,0.2,Iris-setosa
+29,5.2,3.4,1.4,0.2,Iris-setosa
+21,5.4,3.4,1.7,0.2,Iris-setosa
+7,4.6,3.4,1.4,0.3,Iris-setosa
+27,5.0,3.4,1.6,0.4,Iris-setosa
+32,5.4,3.4,1.5,0.4,Iris-setosa
+86,6.0,3.4,4.5,1.6,Iris-versicolor
+149,6.2,3.4,5.4,2.3,Iris-virginica
+137,6.3,3.4,5.6,2.4,Iris-virginica
+1,5.1,3.5,1.4,0.2,Iris-setosa
+28,5.2,3.5,1.5,0.2,Iris-setosa
+37,5.5,3.5,1.3,0.2,Iris-setosa
+41,5.0,3.5,1.3,0.3,Iris-setosa
+18,5.1,3.5,1.4,0.3,Iris-setosa
+44,5.0,3.5,1.6,0.6,Iris-setosa
+23,4.6,3.6,1.0,0.2,Iris-setosa
+5,5.0,3.6,1.4,0.2,Iris-setosa
+110,7.2,3.6,6.1,2.5,Iris-virginica
+49,5.3,3.7,1.5,0.2,Iris-setosa
+11,5.4,3.7,1.5,0.2,Iris-setosa
+22,5.1,3.7,1.5,0.4,Iris-setosa
+47,5.1,3.8,1.6,0.2,Iris-setosa
+20,5.1,3.8,1.5,0.3,Iris-setosa
+19,5.7,3.8,1.7,0.3,Iris-setosa
+45,5.1,3.8,1.9,0.4,Iris-setosa
+132,7.9,3.8,6.4,2.0,Iris-virginica
+118,7.7,3.8,6.7,2.2,Iris-virginica
+6,5.4,3.9,1.7,0.4,Iris-setosa
+17,5.4,3.9,1.3,0.4,Iris-setosa
+15,5.8,4.0,1.2,0.2,Iris-setosa
+33,5.2,4.1,1.5,0.1,Iris-setosa
+34,5.5,4.2,1.4,0.2,Iris-setosa
+16,5.7,4.4,1.5,0.4,Iris-setosa
diff --git a/out/production/classification/Main.class b/out/production/classification/Main.class
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diff --git a/out/production/classification/classification/ClassificationOfFloatValues.class b/out/production/classification/classification/ClassificationOfFloatValues.class
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diff --git a/out/production/classification/classification/DistanceClassification.class b/out/production/classification/classification/DistanceClassification.class
new file mode 100644
index 0000000000000000000000000000000000000000..d2226f954b3dc75e03a0dc60ea194bc8149ff368
GIT binary patch
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HcmV?d00001

diff --git a/out/production/classification/classification/ProcessData.class b/out/production/classification/classification/ProcessData.class
new file mode 100644
index 0000000000000000000000000000000000000000..1a86c3d1a84c546a3bead9b5a014f00ee0baa660
GIT binary patch
literal 1078
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literal 0
HcmV?d00001

diff --git a/src/classification/DistanceClassification.java b/src/classification/DistanceClassification.java
index 33678c2..b6d7bc2 100644
--- a/src/classification/DistanceClassification.java
+++ b/src/classification/DistanceClassification.java
@@ -21,7 +21,8 @@ public class DistanceClassification {
     private int testDataRowCount;
     private int testDataColumnCount;
 
-    private String[][] predictedTestData;
+    private String[][][] predictedTestData;
+    private int[][] sortedProbability;
 
 
     protected DistanceClassification(float [][] trainingDataPredictors, String [] trainingDataResults, int rowCount, int columnCount, float density) {
@@ -54,7 +55,7 @@ protected void setTestData(float[][] testDataPredictors, String[] testDataResult
     }
 
     protected void testModel() {
-        testClassifcationModel();
+        testClassificationModel();
     }
 
     private void getClassificationClasses() {
@@ -141,10 +142,12 @@ private void calcFeatureMean() {
         }
     }
 
-    private void testClassifcationModel() {
-        this.predictedTestData = new String[testDataColumnCount][2];
+    private void testClassificationModel() {
+        this.predictedTestData = new String[this.testDataColumnCount][this.numberOfClasses][2];
+        this.sortedProbability = new int[this.testDataColumnCount][this.numberOfClasses];
 
         // Check the distance for every class
+
         for (int i = 0; i < this.testDataColumnCount; i++) {
             float[][] tempDelta = new float[this.numberOfClasses][this.rowCount];
             for (int j = 0; j < this.numberOfClasses; j++) {
@@ -152,28 +155,42 @@ private void testClassifcationModel() {
                     tempDelta[j][k] = this.featureMean[j][k] - this.testDataPredictors[i][k];
                 }
 
-                tempDelta[j][this.rowCount -1] = (float) Math.sqrt(
-                        Math.pow(tempDelta[j][0], 2) +
-                        Math.pow(tempDelta[j][1], 2) +
-                        Math.pow(tempDelta[j][2], 2) +
-                        Math.pow(tempDelta[j][3], 2));
-                System.out.print(classes[j] + " ");
-                System.out.println(tempDelta[j][this.rowCount -1]);
+                this.predictedTestData[i][j][0] = this.classes[j];
+                float tempCalcDistance = 0;
+
+                for (int k = 0; k < this.rowCount -1; k++) {
+                    tempCalcDistance += (float) Math.pow(tempDelta[j][k], 2);
+                }
+
+                tempDelta[j][this.rowCount -1] = (float) Math.sqrt(tempCalcDistance);
+                this.predictedTestData[i][j][1] = Float.toString(tempDelta[j][this.rowCount -1]);
+
+                System.out.print(" " + this.predictedTestData[i][j][0] + " ");
+                System.out.println(this.predictedTestData[i][j][1]);
+
+
+
+            }
+
+            for (int j = 0; j <this.numberOfClasses; j++) {
+                this.sortedProbability[i][j] = Integer.valueOf(this.predictedTestData[i][j][1]);
+
             }
 
 
+
+            break;
+            //int[] tempProbability = new int[this.numberOfClasses];
             /*
             for (int j = 0; j < this.numberOfClasses; j++) {
-                for (int k = 0; k < this.rowCount -1; k++) {
-                    System.out.print(tempDelta[j][k]);
-                    System.out.print(" ");
-                }
-                System.out.println();
+
             }
-            */
+
+
+
             this.predictedTestData[i][0] = "best result";
             this.predictedTestData[i][1] = "probability";
-
+*/
 
             //this.predictedTestData[i] = "best result";
         }

From 505c859f0e158d36c1af80f72fcfbe06e04575d4 Mon Sep 17 00:00:00 2001
From: An Alien <max.wenk@protonmail.com>
Date: Tue, 21 Feb 2023 11:15:06 +0100
Subject: [PATCH 03/13] find most likely result

---
 .../DistanceClassification.class              | Bin 5376 -> 5487 bytes
 .../DistanceClassification.java               |  16 +++++++++++++---
 2 files changed, 13 insertions(+), 3 deletions(-)

diff --git a/out/production/classification/classification/DistanceClassification.class b/out/production/classification/classification/DistanceClassification.class
index d2226f954b3dc75e03a0dc60ea194bc8149ff368..98a2d038f6ff2346deb228ec36a0d0c1208c9488 100644
GIT binary patch
delta 1212
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ztm8gLc?tu1AG$&lk!~=M;bYEsk;diHFw5W~agWOkF1lKk7MBjO&yx|)I!cY4&r3)(
z;;tu4qIu$z=XHdat~NE-mMiCW;8Yu`OKb(Qtw8bW+vqrr$r)yVR~d{rcpM}CGnROj
z0=ZtH=<go(ZR3hwd43BTtjDA_oK1C}ggpvZJyEp3Mc*SEn)E-#cBG5%NpmAtC>~cS
z0nIcLG0H^?6{D4A^SczCv>aWu4!39nx+#Ri6h@!1cI$W*X7V(2U1aRWSWC&B2;&~l
zMrO_K8S}AG60fSE8j4uK`$&Mqm_a<y=Qxg`SL2~kW(+MH7$nsU43eq(p@~@XsG@!h
omx%IzLivGo{&Fji*e&5PdiZp*q)+(w60iBC^6d@Y;XOwD0lM_{6aWAK

delta 1058
zcmZuvO-vI}5dPlowp+GKvE?s>P*6Zhfe=xFNCbal8jTtb>P3?p8v<ezX~Bab7=!Vo
zF?rF0CK6FWED8uB0-_>{f`2IfC7O8gD&eR>aQ1c43y0k|^X8kG@0&L>-V<JJVt#N0
zKsmnjXg2GLR$NtaO-BIN8Jso#27h6#KUh`h3x)$#fjWj9o@PzYG~F@{t!USA104*u
z>R@<}zqUTWAbWCsy*sSc5+Ao!I9_Uah1V+H=(vElJRxQ*<sD%%SO$ac3kCyqn``}{
zP#~n@1D}oYDxVnKd_#<zuh%YGZh|4gziOLUCr`Jpj=Lq;TIs(Ex6#G@_7b%lJp$EY
zPdd~|5i5B>9t^B5Y>R;<Pr)7Z8d$Om=`?T_Zy)lz$&m0rxp2wkKHN2ud5WGxbT;a#
zg3cOPC_72eIjk3`{enP*x9CZEMn#P(1M8@H*%DPHEI0Ar^>bA9Xl#XlQDh?4;vPv*
zu%A#-3urRMNN9vz2-HxIeHfrVE*!yqvSbVjP7-xDVnhF8Llhh4PDehA^p-o?7`6Nn
zcd5x}c@_@DBSAEhu>~GH5Y2PpGw&`Fp%J>X5Q&3kG>niLokeDpB-=@H4V;w~Q*)z=
zg?UjEjRNevDZ$3h;2|D?mB7iG@tD|4_=$FmQc6^V@qkg-6S9VhW+js65wD_L#TYMk
z?q(5w+Sy1tEUuC=Lx=Go1xObR6nKgAQ@E*|8`}gIi8SsNT#WaxHMtD)W3KF2+6*b3
z@@d1Ehj+MgB`ol1*Ho!oo<@tJwqiLQ$5V?8uYrytrDy<G`q8$lS!V4E-`XMfP*qth
z(*Y!NZ^HJbE@nkHbEAu8p`YboQY=CxY}iWtj7cdtg)DQnClSUoVyn;;M+IXU^H^zG
zrI^7umeHUxnX;&Yc@|Yr?_6ke6#RoE6(KeUje8Q~isr!BZ)E?XL>bQsCgBAp=(N#X
SC+VBQd-620rtuM<k@6Su7}SFR

diff --git a/src/classification/DistanceClassification.java b/src/classification/DistanceClassification.java
index b6d7bc2..d95e03a 100644
--- a/src/classification/DistanceClassification.java
+++ b/src/classification/DistanceClassification.java
@@ -171,15 +171,25 @@ private void testClassificationModel() {
 
 
             }
-
+            float min = Float.valueOf(this.predictedTestData[i][0][1]);
+            int tempIndex = 0;
             for (int j = 0; j <this.numberOfClasses; j++) {
-                this.sortedProbability[i][j] = Integer.valueOf(this.predictedTestData[i][j][1]);
+                if (min > Float.valueOf(this.predictedTestData[i][j][1])) {
+                    min = Float.valueOf(this.predictedTestData[i][j][1]);
+                    tempIndex = j;
+
+                }
+
 
             }
+            this.sortedProbability[i][0] = tempIndex;
+            System.out.println(this.sortedProbability[i][0]);
 
 
+            if (i == 5) {
+                break;
+            }
 
-            break;
             //int[] tempProbability = new int[this.numberOfClasses];
             /*
             for (int j = 0; j < this.numberOfClasses; j++) {

From fdef11f56806759b629d38e5c67ca45a941c7b3e Mon Sep 17 00:00:00 2001
From: An Alien <max.wenk@protonmail.com>
Date: Tue, 21 Feb 2023 11:22:44 +0100
Subject: [PATCH 04/13] trying to sort all probabilities

---
 .../DistanceClassification.class              | Bin 5487 -> 5634 bytes
 .../DistanceClassification.java               |  12 +++++++++---
 2 files changed, 9 insertions(+), 3 deletions(-)

diff --git a/out/production/classification/classification/DistanceClassification.class b/out/production/classification/classification/DistanceClassification.class
index 98a2d038f6ff2346deb228ec36a0d0c1208c9488..19d8745dbdb4eaf48451ae9c471866ebc4b1870d 100644
GIT binary patch
delta 434
zcmZXQKS)AR6vn^PyZ4#>L&Uo%Y7iB@!olHD)EG6@i^#FfmX>O%At(sPaCt?wy#5fF
z6_S546DmQ2mY^YOXsx+5B(f`M5DoWy=l9)nzTv!UYkg<C&L(9595#TS&A3yeg!$-v
zTh%gH_5>Bd3`OUHOSBzep;PLjCn$K31#{TXVs6ty=$|<vxXx+`fgNboZ5Gy5p<3|%
z_(H8K3kQsdT8UL&Ya4<aktt5G%6i>kMhejy1hP2%CH9ASl{}4mP-C!1h+<z8NdO9t
zWVO(3YOavsMv}Uaq9LSd92uI#IZY!=v$&uYsS)HUDrYuuMHa5<6gQMdf$mVGdz9z_
zTl9n%#AW6@n$3i(XKV(3<k13^yja4e>^S;q8$~$KK&?_s@IfI53b>WO3>}n4T6R=D
iJC1Q8({l3ZXfxfy?`&@%`ot)e;j@>)KQL$xi{5Y0IB!D$

delta 251
zcmWlUy)Oh&6vcmcX5M0rWHY-@$Y2YVAz7I)k%)?jLL>@_N}}0DLW5EvTk2k+^ik|s
zn*9*jmCzv3X^6i-trZ2H;+~w7lXG(J;lyWDKMAr<6-5SQ&(wlQmd$JM;k${_D!QiY
zoN4ot*TaKW?1!;du@|>FyJ2ThtHi4)Nq?WsTwx##yHCla^i)LBpJoGaxv+RZ(Hs@l
zN<%axrYQ@wWQn@0(2;d+rOcgdaWC5(%Pw!!Y^F@sOzN@uJhOE0?Z6pHcp!%(eQff`
r2(IMV;K{lkqq0iNGWmalORj83+g=IZRCTep-w~PmMt#{W?|S?Xc6T_{

diff --git a/src/classification/DistanceClassification.java b/src/classification/DistanceClassification.java
index d95e03a..d950338 100644
--- a/src/classification/DistanceClassification.java
+++ b/src/classification/DistanceClassification.java
@@ -173,17 +173,23 @@ private void testClassificationModel() {
             }
             float min = Float.valueOf(this.predictedTestData[i][0][1]);
             int tempIndex = 0;
+            this.sortedProbability[i][0] = tempIndex;
             for (int j = 0; j <this.numberOfClasses; j++) {
                 if (min > Float.valueOf(this.predictedTestData[i][j][1])) {
                     min = Float.valueOf(this.predictedTestData[i][j][1]);
                     tempIndex = j;
-
+                    if (this.sortedProbability[i][0] != 0) {
+                        for (int k = this.numberOfClasses -1; k > 0; k--) {
+                            this.sortedProbability[i][k] = this.sortedProbability[i][k -1];
+                        }
+                    }
+                    this.sortedProbability[i][0] = j;
                 }
-
-
             }
             this.sortedProbability[i][0] = tempIndex;
             System.out.println(this.sortedProbability[i][0]);
+            System.out.println(this.sortedProbability[i][1]);
+            System.out.println(this.sortedProbability[i][2]);
 
 
             if (i == 5) {

From 60dc717666cc3121fcbfa74e834fd3b58f6f58f3 Mon Sep 17 00:00:00 2001
From: An Alien <max.wenk@protonmail.com>
Date: Thu, 23 Feb 2023 10:33:19 +0100
Subject: [PATCH 05/13] delete files

---
 out/production/classification/Iris.csv        | 151 ------------------
 .../classification/Iris_ordered - Copy.csv    | 151 ------------------
 .../classification/Iris_unordered.csv         | 151 ------------------
 out/production/classification/Main.class      | Bin 923 -> 0 bytes
 .../classification/CSVread.class              | Bin 3598 -> 0 bytes
 .../ClassificationOfFloatValues.class         | Bin 3657 -> 0 bytes
 .../DistanceClassification.class              | Bin 5634 -> 0 bytes
 .../classification/ProcessData.class          | Bin 1078 -> 0 bytes
 .../DistanceClassification.java               |   2 +-
 9 files changed, 1 insertion(+), 454 deletions(-)
 delete mode 100644 out/production/classification/Iris.csv
 delete mode 100644 out/production/classification/Iris_ordered - Copy.csv
 delete mode 100644 out/production/classification/Iris_unordered.csv
 delete mode 100644 out/production/classification/Main.class
 delete mode 100644 out/production/classification/classification/CSVread.class
 delete mode 100644 out/production/classification/classification/ClassificationOfFloatValues.class
 delete mode 100644 out/production/classification/classification/DistanceClassification.class
 delete mode 100644 out/production/classification/classification/ProcessData.class

diff --git a/out/production/classification/Iris.csv b/out/production/classification/Iris.csv
deleted file mode 100644
index 1bf42f2..0000000
--- a/out/production/classification/Iris.csv
+++ /dev/null
@@ -1,151 +0,0 @@
-Id,SepalLengthCm,SepalWidthCm,PetalLengthCm,PetalWidthCm,Species
-1,5.1,3.5,1.4,0.2,Iris-setosa
-2,4.9,3.0,1.4,0.2,Iris-setosa
-3,4.7,3.2,1.3,0.2,Iris-setosa
-4,4.6,3.1,1.5,0.2,Iris-setosa
-5,5.0,3.6,1.4,0.2,Iris-setosa
-6,5.4,3.9,1.7,0.4,Iris-setosa
-7,4.6,3.4,1.4,0.3,Iris-setosa
-8,5.0,3.4,1.5,0.2,Iris-setosa
-9,4.4,2.9,1.4,0.2,Iris-setosa
-10,4.9,3.1,1.5,0.1,Iris-setosa
-11,5.4,3.7,1.5,0.2,Iris-setosa
-12,4.8,3.4,1.6,0.2,Iris-setosa
-13,4.8,3.0,1.4,0.1,Iris-setosa
-14,4.3,3.0,1.1,0.1,Iris-setosa
-15,5.8,4.0,1.2,0.2,Iris-setosa
-16,5.7,4.4,1.5,0.4,Iris-setosa
-17,5.4,3.9,1.3,0.4,Iris-setosa
-18,5.1,3.5,1.4,0.3,Iris-setosa
-19,5.7,3.8,1.7,0.3,Iris-setosa
-20,5.1,3.8,1.5,0.3,Iris-setosa
-21,5.4,3.4,1.7,0.2,Iris-setosa
-22,5.1,3.7,1.5,0.4,Iris-setosa
-23,4.6,3.6,1.0,0.2,Iris-setosa
-24,5.1,3.3,1.7,0.5,Iris-setosa
-25,4.8,3.4,1.9,0.2,Iris-setosa
-26,5.0,3.0,1.6,0.2,Iris-setosa
-27,5.0,3.4,1.6,0.4,Iris-setosa
-28,5.2,3.5,1.5,0.2,Iris-setosa
-29,5.2,3.4,1.4,0.2,Iris-setosa
-30,4.7,3.2,1.6,0.2,Iris-setosa
-31,4.8,3.1,1.6,0.2,Iris-setosa
-32,5.4,3.4,1.5,0.4,Iris-setosa
-33,5.2,4.1,1.5,0.1,Iris-setosa
-34,5.5,4.2,1.4,0.2,Iris-setosa
-35,4.9,3.1,1.5,0.1,Iris-setosa
-36,5.0,3.2,1.2,0.2,Iris-setosa
-37,5.5,3.5,1.3,0.2,Iris-setosa
-38,4.9,3.1,1.5,0.1,Iris-setosa
-39,4.4,3.0,1.3,0.2,Iris-setosa
-40,5.1,3.4,1.5,0.2,Iris-setosa
-41,5.0,3.5,1.3,0.3,Iris-setosa
-42,4.5,2.3,1.3,0.3,Iris-setosa
-43,4.4,3.2,1.3,0.2,Iris-setosa
-44,5.0,3.5,1.6,0.6,Iris-setosa
-45,5.1,3.8,1.9,0.4,Iris-setosa
-46,4.8,3.0,1.4,0.3,Iris-setosa
-47,5.1,3.8,1.6,0.2,Iris-setosa
-48,4.6,3.2,1.4,0.2,Iris-setosa
-49,5.3,3.7,1.5,0.2,Iris-setosa
-50,5.0,3.3,1.4,0.2,Iris-setosa
-51,7.0,3.2,4.7,1.4,Iris-versicolor
-52,6.4,3.2,4.5,1.5,Iris-versicolor
-53,6.9,3.1,4.9,1.5,Iris-versicolor
-54,5.5,2.3,4.0,1.3,Iris-versicolor
-55,6.5,2.8,4.6,1.5,Iris-versicolor
-56,5.7,2.8,4.5,1.3,Iris-versicolor
-57,6.3,3.3,4.7,1.6,Iris-versicolor
-58,4.9,2.4,3.3,1.0,Iris-versicolor
-59,6.6,2.9,4.6,1.3,Iris-versicolor
-60,5.2,2.7,3.9,1.4,Iris-versicolor
-61,5.0,2.0,3.5,1.0,Iris-versicolor
-62,5.9,3.0,4.2,1.5,Iris-versicolor
-63,6.0,2.2,4.0,1.0,Iris-versicolor
-64,6.1,2.9,4.7,1.4,Iris-versicolor
-65,5.6,2.9,3.6,1.3,Iris-versicolor
-66,6.7,3.1,4.4,1.4,Iris-versicolor
-67,5.6,3.0,4.5,1.5,Iris-versicolor
-68,5.8,2.7,4.1,1.0,Iris-versicolor
-69,6.2,2.2,4.5,1.5,Iris-versicolor
-70,5.6,2.5,3.9,1.1,Iris-versicolor
-71,5.9,3.2,4.8,1.8,Iris-versicolor
-72,6.1,2.8,4.0,1.3,Iris-versicolor
-73,6.3,2.5,4.9,1.5,Iris-versicolor
-74,6.1,2.8,4.7,1.2,Iris-versicolor
-75,6.4,2.9,4.3,1.3,Iris-versicolor
-76,6.6,3.0,4.4,1.4,Iris-versicolor
-77,6.8,2.8,4.8,1.4,Iris-versicolor
-78,6.7,3.0,5.0,1.7,Iris-versicolor
-79,6.0,2.9,4.5,1.5,Iris-versicolor
-80,5.7,2.6,3.5,1.0,Iris-versicolor
-81,5.5,2.4,3.8,1.1,Iris-versicolor
-82,5.5,2.4,3.7,1.0,Iris-versicolor
-83,5.8,2.7,3.9,1.2,Iris-versicolor
-84,6.0,2.7,5.1,1.6,Iris-versicolor
-85,5.4,3.0,4.5,1.5,Iris-versicolor
-86,6.0,3.4,4.5,1.6,Iris-versicolor
-87,6.7,3.1,4.7,1.5,Iris-versicolor
-88,6.3,2.3,4.4,1.3,Iris-versicolor
-89,5.6,3.0,4.1,1.3,Iris-versicolor
-90,5.5,2.5,4.0,1.3,Iris-versicolor
-91,5.5,2.6,4.4,1.2,Iris-versicolor
-92,6.1,3.0,4.6,1.4,Iris-versicolor
-93,5.8,2.6,4.0,1.2,Iris-versicolor
-94,5.0,2.3,3.3,1.0,Iris-versicolor
-95,5.6,2.7,4.2,1.3,Iris-versicolor
-96,5.7,3.0,4.2,1.2,Iris-versicolor
-97,5.7,2.9,4.2,1.3,Iris-versicolor
-98,6.2,2.9,4.3,1.3,Iris-versicolor
-99,5.1,2.5,3.0,1.1,Iris-versicolor
-100,5.7,2.8,4.1,1.3,Iris-versicolor
-101,6.3,3.3,6.0,2.5,Iris-virginica
-102,5.8,2.7,5.1,1.9,Iris-virginica
-103,7.1,3.0,5.9,2.1,Iris-virginica
-104,6.3,2.9,5.6,1.8,Iris-virginica
-105,6.5,3.0,5.8,2.2,Iris-virginica
-106,7.6,3.0,6.6,2.1,Iris-virginica
-107,4.9,2.5,4.5,1.7,Iris-virginica
-108,7.3,2.9,6.3,1.8,Iris-virginica
-109,6.7,2.5,5.8,1.8,Iris-virginica
-110,7.2,3.6,6.1,2.5,Iris-virginica
-111,6.5,3.2,5.1,2.0,Iris-virginica
-112,6.4,2.7,5.3,1.9,Iris-virginica
-113,6.8,3.0,5.5,2.1,Iris-virginica
-114,5.7,2.5,5.0,2.0,Iris-virginica
-115,5.8,2.8,5.1,2.4,Iris-virginica
-116,6.4,3.2,5.3,2.3,Iris-virginica
-117,6.5,3.0,5.5,1.8,Iris-virginica
-118,7.7,3.8,6.7,2.2,Iris-virginica
-119,7.7,2.6,6.9,2.3,Iris-virginica
-120,6.0,2.2,5.0,1.5,Iris-virginica
-121,6.9,3.2,5.7,2.3,Iris-virginica
-122,5.6,2.8,4.9,2.0,Iris-virginica
-123,7.7,2.8,6.7,2.0,Iris-virginica
-124,6.3,2.7,4.9,1.8,Iris-virginica
-125,6.7,3.3,5.7,2.1,Iris-virginica
-126,7.2,3.2,6.0,1.8,Iris-virginica
-127,6.2,2.8,4.8,1.8,Iris-virginica
-128,6.1,3.0,4.9,1.8,Iris-virginica
-129,6.4,2.8,5.6,2.1,Iris-virginica
-130,7.2,3.0,5.8,1.6,Iris-virginica
-131,7.4,2.8,6.1,1.9,Iris-virginica
-132,7.9,3.8,6.4,2.0,Iris-virginica
-133,6.4,2.8,5.6,2.2,Iris-virginica
-134,6.3,2.8,5.1,1.5,Iris-virginica
-135,6.1,2.6,5.6,1.4,Iris-virginica
-136,7.7,3.0,6.1,2.3,Iris-virginica
-137,6.3,3.4,5.6,2.4,Iris-virginica
-138,6.4,3.1,5.5,1.8,Iris-virginica
-139,6.0,3.0,4.8,1.8,Iris-virginica
-140,6.9,3.1,5.4,2.1,Iris-virginica
-141,6.7,3.1,5.6,2.4,Iris-virginica
-142,6.9,3.1,5.1,2.3,Iris-virginica
-143,5.8,2.7,5.1,1.9,Iris-virginica
-144,6.8,3.2,5.9,2.3,Iris-virginica
-145,6.7,3.3,5.7,2.5,Iris-virginica
-146,6.7,3.0,5.2,2.3,Iris-virginica
-147,6.3,2.5,5.0,1.9,Iris-virginica
-148,6.5,3.0,5.2,2.0,Iris-virginica
-149,6.2,3.4,5.4,2.3,Iris-virginica
-150,5.9,3.0,5.1,1.8,Iris-virginica
diff --git a/out/production/classification/Iris_ordered - Copy.csv b/out/production/classification/Iris_ordered - Copy.csv
deleted file mode 100644
index 6651be6..0000000
--- a/out/production/classification/Iris_ordered - Copy.csv	
+++ /dev/null
@@ -1,151 +0,0 @@
-Id,SepalLengthCm,SepalWidthCm,PetalLengthCm,PetalWidthCm,Species
-61,5.0,2.0,3.5,1.0,Iris-versicolor
-63,6.0,2.2,4.0,1.0,Iris-versicolor
-120,6.0,2.2,5.0,1.5,Iris-virginica
-69,6.2,2.2,4.5,1.5,Iris-versicolor
-42,4.5,2.3,1.3,0.3,Iris-setosa
-94,5.0,2.3,3.3,1.0,Iris-versicolor
-54,5.5,2.3,4.0,1.3,Iris-versicolor
-88,6.3,2.3,4.4,1.3,Iris-versicolor
-58,4.9,2.4,3.3,1.0,Iris-versicolor
-82,5.5,2.4,3.7,1.0,Iris-versicolor
-81,5.5,2.4,3.8,1.1,Iris-versicolor
-99,5.1,2.5,3.0,1.1,Iris-versicolor
-70,5.6,2.5,3.9,1.1,Iris-versicolor
-90,5.5,2.5,4.0,1.3,Iris-versicolor
-73,6.3,2.5,4.9,1.5,Iris-versicolor
-107,4.9,2.5,4.5,1.7,Iris-virginica
-109,6.7,2.5,5.8,1.8,Iris-virginica
-147,6.3,2.5,5.0,1.9,Iris-virginica
-114,5.7,2.5,5.0,2.0,Iris-virginica
-80,5.7,2.6,3.5,1.0,Iris-versicolor
-91,5.5,2.6,4.4,1.2,Iris-versicolor
-93,5.8,2.6,4.0,1.2,Iris-versicolor
-135,6.1,2.6,5.6,1.4,Iris-virginica
-119,7.7,2.6,6.9,2.3,Iris-virginica
-68,5.8,2.7,4.1,1.0,Iris-versicolor
-83,5.8,2.7,3.9,1.2,Iris-versicolor
-95,5.6,2.7,4.2,1.3,Iris-versicolor
-60,5.2,2.7,3.9,1.4,Iris-versicolor
-84,6.0,2.7,5.1,1.6,Iris-versicolor
-124,6.3,2.7,4.9,1.8,Iris-virginica
-102,5.8,2.7,5.1,1.9,Iris-virginica
-143,5.8,2.7,5.1,1.9,Iris-virginica
-112,6.4,2.7,5.3,1.9,Iris-virginica
-74,6.1,2.8,4.7,1.2,Iris-versicolor
-56,5.7,2.8,4.5,1.3,Iris-versicolor
-100,5.7,2.8,4.1,1.3,Iris-versicolor
-72,6.1,2.8,4.0,1.3,Iris-versicolor
-77,6.8,2.8,4.8,1.4,Iris-versicolor
-134,6.3,2.8,5.1,1.5,Iris-virginica
-55,6.5,2.8,4.6,1.5,Iris-versicolor
-127,6.2,2.8,4.8,1.8,Iris-virginica
-131,7.4,2.8,6.1,1.9,Iris-virginica
-122,5.6,2.8,4.9,2.0,Iris-virginica
-123,7.7,2.8,6.7,2.0,Iris-virginica
-129,6.4,2.8,5.6,2.1,Iris-virginica
-133,6.4,2.8,5.6,2.2,Iris-virginica
-115,5.8,2.8,5.1,2.4,Iris-virginica
-9,4.4,2.9,1.4,0.2,Iris-setosa
-65,5.6,2.9,3.6,1.3,Iris-versicolor
-97,5.7,2.9,4.2,1.3,Iris-versicolor
-98,6.2,2.9,4.3,1.3,Iris-versicolor
-75,6.4,2.9,4.3,1.3,Iris-versicolor
-59,6.6,2.9,4.6,1.3,Iris-versicolor
-64,6.1,2.9,4.7,1.4,Iris-versicolor
-79,6.0,2.9,4.5,1.5,Iris-versicolor
-104,6.3,2.9,5.6,1.8,Iris-virginica
-108,7.3,2.9,6.3,1.8,Iris-virginica
-14,4.3,3.0,1.1,0.1,Iris-setosa
-13,4.8,3.0,1.4,0.1,Iris-setosa
-39,4.4,3.0,1.3,0.2,Iris-setosa
-2,4.9,3.0,1.4,0.2,Iris-setosa
-26,5.0,3.0,1.6,0.2,Iris-setosa
-46,4.8,3.0,1.4,0.3,Iris-setosa
-96,5.7,3.0,4.2,1.2,Iris-versicolor
-89,5.6,3.0,4.1,1.3,Iris-versicolor
-92,6.1,3.0,4.6,1.4,Iris-versicolor
-76,6.6,3.0,4.4,1.4,Iris-versicolor
-85,5.4,3.0,4.5,1.5,Iris-versicolor
-67,5.6,3.0,4.5,1.5,Iris-versicolor
-62,5.9,3.0,4.2,1.5,Iris-versicolor
-130,7.2,3.0,5.8,1.6,Iris-virginica
-78,6.7,3.0,5.0,1.7,Iris-versicolor
-150,5.9,3.0,5.1,1.8,Iris-virginica
-139,6.0,3.0,4.8,1.8,Iris-virginica
-128,6.1,3.0,4.9,1.8,Iris-virginica
-117,6.5,3.0,5.5,1.8,Iris-virginica
-148,6.5,3.0,5.2,2.0,Iris-virginica
-113,6.8,3.0,5.5,2.1,Iris-virginica
-103,7.1,3.0,5.9,2.1,Iris-virginica
-106,7.6,3.0,6.6,2.1,Iris-virginica
-105,6.5,3.0,5.8,2.2,Iris-virginica
-146,6.7,3.0,5.2,2.3,Iris-virginica
-136,7.7,3.0,6.1,2.3,Iris-virginica
-10,4.9,3.1,1.5,0.1,Iris-setosa
-35,4.9,3.1,1.5,0.1,Iris-setosa
-38,4.9,3.1,1.5,0.1,Iris-setosa
-4,4.6,3.1,1.5,0.2,Iris-setosa
-31,4.8,3.1,1.6,0.2,Iris-setosa
-66,6.7,3.1,4.4,1.4,Iris-versicolor
-87,6.7,3.1,4.7,1.5,Iris-versicolor
-53,6.9,3.1,4.9,1.5,Iris-versicolor
-138,6.4,3.1,5.5,1.8,Iris-virginica
-140,6.9,3.1,5.4,2.1,Iris-virginica
-142,6.9,3.1,5.1,2.3,Iris-virginica
-141,6.7,3.1,5.6,2.4,Iris-virginica
-43,4.4,3.2,1.3,0.2,Iris-setosa
-48,4.6,3.2,1.4,0.2,Iris-setosa
-3,4.7,3.2,1.3,0.2,Iris-setosa
-30,4.7,3.2,1.6,0.2,Iris-setosa
-36,5.0,3.2,1.2,0.2,Iris-setosa
-51,7.0,3.2,4.7,1.4,Iris-versicolor
-52,6.4,3.2,4.5,1.5,Iris-versicolor
-71,5.9,3.2,4.8,1.8,Iris-versicolor
-126,7.2,3.2,6.0,1.8,Iris-virginica
-111,6.5,3.2,5.1,2.0,Iris-virginica
-116,6.4,3.2,5.3,2.3,Iris-virginica
-144,6.8,3.2,5.9,2.3,Iris-virginica
-121,6.9,3.2,5.7,2.3,Iris-virginica
-50,5.0,3.3,1.4,0.2,Iris-setosa
-24,5.1,3.3,1.7,0.5,Iris-setosa
-57,6.3,3.3,4.7,1.6,Iris-versicolor
-125,6.7,3.3,5.7,2.1,Iris-virginica
-101,6.3,3.3,6.0,2.5,Iris-virginica
-145,6.7,3.3,5.7,2.5,Iris-virginica
-12,4.8,3.4,1.6,0.2,Iris-setosa
-25,4.8,3.4,1.9,0.2,Iris-setosa
-8,5.0,3.4,1.5,0.2,Iris-setosa
-40,5.1,3.4,1.5,0.2,Iris-setosa
-29,5.2,3.4,1.4,0.2,Iris-setosa
-21,5.4,3.4,1.7,0.2,Iris-setosa
-7,4.6,3.4,1.4,0.3,Iris-setosa
-27,5.0,3.4,1.6,0.4,Iris-setosa
-32,5.4,3.4,1.5,0.4,Iris-setosa
-86,6.0,3.4,4.5,1.6,Iris-versicolor
-149,6.2,3.4,5.4,2.3,Iris-virginica
-137,6.3,3.4,5.6,2.4,Iris-virginica
-1,5.1,3.5,1.4,0.2,Iris-setosa
-28,5.2,3.5,1.5,0.2,Iris-setosa
-37,5.5,3.5,1.3,0.2,Iris-setosa
-41,5.0,3.5,1.3,0.3,Iris-setosa
-18,5.1,3.5,1.4,0.3,Iris-setosa
-44,5.0,3.5,1.6,0.6,Iris-setosa
-23,4.6,3.6,1.0,0.2,Iris-setosa
-5,5.0,3.6,1.4,0.2,Iris-setosa
-110,7.2,3.6,6.1,2.5,Iris-virginica
-49,5.3,3.7,1.5,0.2,Iris-setosa
-11,5.4,3.7,1.5,0.2,Iris-setosa
-22,5.1,3.7,1.5,0.4,Iris-setosa
-47,5.1,3.8,1.6,0.2,Iris-setosa
-20,5.1,3.8,1.5,0.3,Iris-setosa
-19,5.7,3.8,1.7,0.3,Iris-setosa
-45,5.1,3.8,1.9,0.4,Iris-setosa
-132,7.9,3.8,6.4,2.0,Iris-virginica
-118,7.7,3.8,6.7,2.2,Iris-virginica
-6,5.4,3.9,1.7,0.4,Iris-setosa
-17,5.4,3.9,1.3,0.4,Iris-setosa
-15,5.8,4.0,1.2,0.2,Iris-setosa
-33,5.2,4.1,1.5,0.1,Iris-setosa
-34,5.5,4.2,1.4,0.2,Iris-setosa
-16,5.7,4.4,1.5,0.4,Iris-setosa
diff --git a/out/production/classification/Iris_unordered.csv b/out/production/classification/Iris_unordered.csv
deleted file mode 100644
index 6651be6..0000000
--- a/out/production/classification/Iris_unordered.csv
+++ /dev/null
@@ -1,151 +0,0 @@
-Id,SepalLengthCm,SepalWidthCm,PetalLengthCm,PetalWidthCm,Species
-61,5.0,2.0,3.5,1.0,Iris-versicolor
-63,6.0,2.2,4.0,1.0,Iris-versicolor
-120,6.0,2.2,5.0,1.5,Iris-virginica
-69,6.2,2.2,4.5,1.5,Iris-versicolor
-42,4.5,2.3,1.3,0.3,Iris-setosa
-94,5.0,2.3,3.3,1.0,Iris-versicolor
-54,5.5,2.3,4.0,1.3,Iris-versicolor
-88,6.3,2.3,4.4,1.3,Iris-versicolor
-58,4.9,2.4,3.3,1.0,Iris-versicolor
-82,5.5,2.4,3.7,1.0,Iris-versicolor
-81,5.5,2.4,3.8,1.1,Iris-versicolor
-99,5.1,2.5,3.0,1.1,Iris-versicolor
-70,5.6,2.5,3.9,1.1,Iris-versicolor
-90,5.5,2.5,4.0,1.3,Iris-versicolor
-73,6.3,2.5,4.9,1.5,Iris-versicolor
-107,4.9,2.5,4.5,1.7,Iris-virginica
-109,6.7,2.5,5.8,1.8,Iris-virginica
-147,6.3,2.5,5.0,1.9,Iris-virginica
-114,5.7,2.5,5.0,2.0,Iris-virginica
-80,5.7,2.6,3.5,1.0,Iris-versicolor
-91,5.5,2.6,4.4,1.2,Iris-versicolor
-93,5.8,2.6,4.0,1.2,Iris-versicolor
-135,6.1,2.6,5.6,1.4,Iris-virginica
-119,7.7,2.6,6.9,2.3,Iris-virginica
-68,5.8,2.7,4.1,1.0,Iris-versicolor
-83,5.8,2.7,3.9,1.2,Iris-versicolor
-95,5.6,2.7,4.2,1.3,Iris-versicolor
-60,5.2,2.7,3.9,1.4,Iris-versicolor
-84,6.0,2.7,5.1,1.6,Iris-versicolor
-124,6.3,2.7,4.9,1.8,Iris-virginica
-102,5.8,2.7,5.1,1.9,Iris-virginica
-143,5.8,2.7,5.1,1.9,Iris-virginica
-112,6.4,2.7,5.3,1.9,Iris-virginica
-74,6.1,2.8,4.7,1.2,Iris-versicolor
-56,5.7,2.8,4.5,1.3,Iris-versicolor
-100,5.7,2.8,4.1,1.3,Iris-versicolor
-72,6.1,2.8,4.0,1.3,Iris-versicolor
-77,6.8,2.8,4.8,1.4,Iris-versicolor
-134,6.3,2.8,5.1,1.5,Iris-virginica
-55,6.5,2.8,4.6,1.5,Iris-versicolor
-127,6.2,2.8,4.8,1.8,Iris-virginica
-131,7.4,2.8,6.1,1.9,Iris-virginica
-122,5.6,2.8,4.9,2.0,Iris-virginica
-123,7.7,2.8,6.7,2.0,Iris-virginica
-129,6.4,2.8,5.6,2.1,Iris-virginica
-133,6.4,2.8,5.6,2.2,Iris-virginica
-115,5.8,2.8,5.1,2.4,Iris-virginica
-9,4.4,2.9,1.4,0.2,Iris-setosa
-65,5.6,2.9,3.6,1.3,Iris-versicolor
-97,5.7,2.9,4.2,1.3,Iris-versicolor
-98,6.2,2.9,4.3,1.3,Iris-versicolor
-75,6.4,2.9,4.3,1.3,Iris-versicolor
-59,6.6,2.9,4.6,1.3,Iris-versicolor
-64,6.1,2.9,4.7,1.4,Iris-versicolor
-79,6.0,2.9,4.5,1.5,Iris-versicolor
-104,6.3,2.9,5.6,1.8,Iris-virginica
-108,7.3,2.9,6.3,1.8,Iris-virginica
-14,4.3,3.0,1.1,0.1,Iris-setosa
-13,4.8,3.0,1.4,0.1,Iris-setosa
-39,4.4,3.0,1.3,0.2,Iris-setosa
-2,4.9,3.0,1.4,0.2,Iris-setosa
-26,5.0,3.0,1.6,0.2,Iris-setosa
-46,4.8,3.0,1.4,0.3,Iris-setosa
-96,5.7,3.0,4.2,1.2,Iris-versicolor
-89,5.6,3.0,4.1,1.3,Iris-versicolor
-92,6.1,3.0,4.6,1.4,Iris-versicolor
-76,6.6,3.0,4.4,1.4,Iris-versicolor
-85,5.4,3.0,4.5,1.5,Iris-versicolor
-67,5.6,3.0,4.5,1.5,Iris-versicolor
-62,5.9,3.0,4.2,1.5,Iris-versicolor
-130,7.2,3.0,5.8,1.6,Iris-virginica
-78,6.7,3.0,5.0,1.7,Iris-versicolor
-150,5.9,3.0,5.1,1.8,Iris-virginica
-139,6.0,3.0,4.8,1.8,Iris-virginica
-128,6.1,3.0,4.9,1.8,Iris-virginica
-117,6.5,3.0,5.5,1.8,Iris-virginica
-148,6.5,3.0,5.2,2.0,Iris-virginica
-113,6.8,3.0,5.5,2.1,Iris-virginica
-103,7.1,3.0,5.9,2.1,Iris-virginica
-106,7.6,3.0,6.6,2.1,Iris-virginica
-105,6.5,3.0,5.8,2.2,Iris-virginica
-146,6.7,3.0,5.2,2.3,Iris-virginica
-136,7.7,3.0,6.1,2.3,Iris-virginica
-10,4.9,3.1,1.5,0.1,Iris-setosa
-35,4.9,3.1,1.5,0.1,Iris-setosa
-38,4.9,3.1,1.5,0.1,Iris-setosa
-4,4.6,3.1,1.5,0.2,Iris-setosa
-31,4.8,3.1,1.6,0.2,Iris-setosa
-66,6.7,3.1,4.4,1.4,Iris-versicolor
-87,6.7,3.1,4.7,1.5,Iris-versicolor
-53,6.9,3.1,4.9,1.5,Iris-versicolor
-138,6.4,3.1,5.5,1.8,Iris-virginica
-140,6.9,3.1,5.4,2.1,Iris-virginica
-142,6.9,3.1,5.1,2.3,Iris-virginica
-141,6.7,3.1,5.6,2.4,Iris-virginica
-43,4.4,3.2,1.3,0.2,Iris-setosa
-48,4.6,3.2,1.4,0.2,Iris-setosa
-3,4.7,3.2,1.3,0.2,Iris-setosa
-30,4.7,3.2,1.6,0.2,Iris-setosa
-36,5.0,3.2,1.2,0.2,Iris-setosa
-51,7.0,3.2,4.7,1.4,Iris-versicolor
-52,6.4,3.2,4.5,1.5,Iris-versicolor
-71,5.9,3.2,4.8,1.8,Iris-versicolor
-126,7.2,3.2,6.0,1.8,Iris-virginica
-111,6.5,3.2,5.1,2.0,Iris-virginica
-116,6.4,3.2,5.3,2.3,Iris-virginica
-144,6.8,3.2,5.9,2.3,Iris-virginica
-121,6.9,3.2,5.7,2.3,Iris-virginica
-50,5.0,3.3,1.4,0.2,Iris-setosa
-24,5.1,3.3,1.7,0.5,Iris-setosa
-57,6.3,3.3,4.7,1.6,Iris-versicolor
-125,6.7,3.3,5.7,2.1,Iris-virginica
-101,6.3,3.3,6.0,2.5,Iris-virginica
-145,6.7,3.3,5.7,2.5,Iris-virginica
-12,4.8,3.4,1.6,0.2,Iris-setosa
-25,4.8,3.4,1.9,0.2,Iris-setosa
-8,5.0,3.4,1.5,0.2,Iris-setosa
-40,5.1,3.4,1.5,0.2,Iris-setosa
-29,5.2,3.4,1.4,0.2,Iris-setosa
-21,5.4,3.4,1.7,0.2,Iris-setosa
-7,4.6,3.4,1.4,0.3,Iris-setosa
-27,5.0,3.4,1.6,0.4,Iris-setosa
-32,5.4,3.4,1.5,0.4,Iris-setosa
-86,6.0,3.4,4.5,1.6,Iris-versicolor
-149,6.2,3.4,5.4,2.3,Iris-virginica
-137,6.3,3.4,5.6,2.4,Iris-virginica
-1,5.1,3.5,1.4,0.2,Iris-setosa
-28,5.2,3.5,1.5,0.2,Iris-setosa
-37,5.5,3.5,1.3,0.2,Iris-setosa
-41,5.0,3.5,1.3,0.3,Iris-setosa
-18,5.1,3.5,1.4,0.3,Iris-setosa
-44,5.0,3.5,1.6,0.6,Iris-setosa
-23,4.6,3.6,1.0,0.2,Iris-setosa
-5,5.0,3.6,1.4,0.2,Iris-setosa
-110,7.2,3.6,6.1,2.5,Iris-virginica
-49,5.3,3.7,1.5,0.2,Iris-setosa
-11,5.4,3.7,1.5,0.2,Iris-setosa
-22,5.1,3.7,1.5,0.4,Iris-setosa
-47,5.1,3.8,1.6,0.2,Iris-setosa
-20,5.1,3.8,1.5,0.3,Iris-setosa
-19,5.7,3.8,1.7,0.3,Iris-setosa
-45,5.1,3.8,1.9,0.4,Iris-setosa
-132,7.9,3.8,6.4,2.0,Iris-virginica
-118,7.7,3.8,6.7,2.2,Iris-virginica
-6,5.4,3.9,1.7,0.4,Iris-setosa
-17,5.4,3.9,1.3,0.4,Iris-setosa
-15,5.8,4.0,1.2,0.2,Iris-setosa
-33,5.2,4.1,1.5,0.1,Iris-setosa
-34,5.5,4.2,1.4,0.2,Iris-setosa
-16,5.7,4.4,1.5,0.4,Iris-setosa
diff --git a/out/production/classification/Main.class b/out/production/classification/Main.class
deleted file mode 100644
index 0431aa0c80571744d78c960801250b1610038662..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

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diff --git a/out/production/classification/classification/CSVread.class b/out/production/classification/classification/CSVread.class
deleted file mode 100644
index 5f4c695b5706899471b9522fd807ea746a00649d..0000000000000000000000000000000000000000
GIT binary patch
literal 0
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diff --git a/out/production/classification/classification/DistanceClassification.class b/out/production/classification/classification/DistanceClassification.class
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z6wc$q!0RQ!5<Dy9bFKN$NXKq!xmDfL^Di(nr&)TgRkrl&&BwZU_3P`L_J-1UA9a@9
z0An;Y36-R!iAzZL3s-5GCiVggD^-DW80V^Xi_EDe3s~Y#wNc=`99>PqU8YXM6=qY2
z{Xp74T72gSQdAWO$j_-zu8Tzeh>5M-s%B~AonE#yg{u))Bks55KWQhy{}M9f&2n8J
ss~YqTx|yt@Xf@?a+7ef_JE2`1&>GZ~c^V%wng*_t(IVY7-icxPH+BNgHUIzs

diff --git a/src/classification/DistanceClassification.java b/src/classification/DistanceClassification.java
index d950338..ece0609 100644
--- a/src/classification/DistanceClassification.java
+++ b/src/classification/DistanceClassification.java
@@ -192,7 +192,7 @@ private void testClassificationModel() {
             System.out.println(this.sortedProbability[i][2]);
 
 
-            if (i == 5) {
+            if (i == 90) {
                 break;
             }
 

From 4bfbf58d1a7a329dce3c84ff2b0cce5ced02a95e Mon Sep 17 00:00:00 2001
From: An Alien <max.wenk@protonmail.com>
Date: Thu, 23 Feb 2023 11:58:22 +0100
Subject: [PATCH 06/13] sort results by probability

---
 .../DistanceClassification.java               | 63 ++++++++++++++++---
 1 file changed, 56 insertions(+), 7 deletions(-)

diff --git a/src/classification/DistanceClassification.java b/src/classification/DistanceClassification.java
index ece0609..3109ba6 100644
--- a/src/classification/DistanceClassification.java
+++ b/src/classification/DistanceClassification.java
@@ -172,27 +172,76 @@ private void testClassificationModel() {
 
             }
             float min = Float.valueOf(this.predictedTestData[i][0][1]);
+
             int tempIndex = 0;
             this.sortedProbability[i][0] = tempIndex;
-            for (int j = 0; j <this.numberOfClasses; j++) {
+
+            for (int j = 0; j < this.numberOfClasses; j++) {
                 if (min > Float.valueOf(this.predictedTestData[i][j][1])) {
                     min = Float.valueOf(this.predictedTestData[i][j][1]);
                     tempIndex = j;
-                    if (this.sortedProbability[i][0] != 0) {
-                        for (int k = this.numberOfClasses -1; k > 0; k--) {
-                            this.sortedProbability[i][k] = this.sortedProbability[i][k -1];
+                }
+            }
+            this.sortedProbability[i][0] = tempIndex;
+            for (int j = 1; j < this.numberOfClasses; j++) {
+                tempIndex = 0;
+                this.sortedProbability[i][j] = tempIndex;
+                min = Float.valueOf(this.predictedTestData[i][this.sortedProbability[i][j-1]][1]);
+                for (int k = 0; k < this.numberOfClasses; k++) {
+                    //System.out.println("Min: " + min);
+                    //System.out.print(k + " ");
+                    //System.out.println(this.predictedTestData[i][k][1]);
+                    //System.out.println( Float.valueOf(this.predictedTestData[i][this.sortedProbability[i][j-1]][1]));
+                    if ((min > Float.valueOf(this.predictedTestData[i][k][1]) &&
+                            Float.valueOf(this.predictedTestData[i][k][1]) > Float.valueOf(this.predictedTestData[i][this.sortedProbability[i][j-1]][1])) ||
+                            (Float.valueOf(this.predictedTestData[i][k][1]) > Float.valueOf(this.predictedTestData[i][this.sortedProbability[i][j-1]][1]) &&
+                            min == Float.valueOf(this.predictedTestData[i][this.sortedProbability[i][j-1]][1]))) {
+                        if (min > Float.valueOf(this.predictedTestData[i][k][1]) &&
+                                Float.valueOf(this.predictedTestData[i][k][1]) > Float.valueOf(this.predictedTestData[i][this.sortedProbability[i][j-1]][1])) {
+                            //System.out.println("First condition");
+                        }
+                        if (Float.valueOf(this.predictedTestData[i][k][1]) > Float.valueOf(this.predictedTestData[i][this.sortedProbability[i][j-1]][1]) &&
+                                k != this.sortedProbability[i][j-1]) {
+                            //System.out.println("Second condition");
                         }
+                        min = Float.valueOf(this.predictedTestData[i][k][1]);
+                        //System.out.println("new Min: " + min);
+                        tempIndex = k;
                     }
-                    this.sortedProbability[i][0] = j;
                 }
+                this.sortedProbability[i][j] = tempIndex;
+                //System.out.println("Index " + tempIndex);
             }
-            this.sortedProbability[i][0] = tempIndex;
+              /*
+                for (int k = 0; k <this.numberOfClasses; k++) {
+                    if (j == k) {
+                        continue;
+                    }
+                    if (min > Float.valueOf(this.predictedTestData[i][k][1])) {
+                        min = Float.valueOf(this.predictedTestData[i][k][1]);
+                        tempIndex = j;
+                    }
+                    this.sortedProbability[i][k] = j;
+
+
+
+                            if (this.sortedProbability[i][0] != 0) {
+                                for (int l = this.numberOfClasses - 1; l > 0; l--) {
+                                    this.sortedProbability[i][k] = this.sortedProbability[i][k - 1];
+                                }
+                            }
+
+                        }
+                    }*/
+
+
+
             System.out.println(this.sortedProbability[i][0]);
             System.out.println(this.sortedProbability[i][1]);
             System.out.println(this.sortedProbability[i][2]);
 
 
-            if (i == 90) {
+            if (i == 5) {
                 break;
             }
 

From b7ff6acd16e923ba18a730638d16d90b137c9fbd Mon Sep 17 00:00:00 2001
From: An Alien <max.wenk@protonmail.com>
Date: Sun, 26 Feb 2023 16:31:55 +0100
Subject: [PATCH 07/13] add readme.md

---
 README.md | 47 ++++++++++++++++++++++++++++++++++++++++++++++-
 1 file changed, 46 insertions(+), 1 deletion(-)

diff --git a/README.md b/README.md
index 1534e6c..064d776 100644
--- a/README.md
+++ b/README.md
@@ -1 +1,46 @@
-# hello-world
+# Classification of float values in Java
+
+
+## Description
+
+
+## Getting Started
+
+### Dependencies
+
+
+### Installing
+
+
+### Executing program
+
+
+### Error Codes
+
+
+## Help
+
+
+## Authors
+
+Contributors names and contact info
+
+* Max Wenk  
+	*[@max-acc](https://github.com/max-acc)
+
+## Version History
+
+* 0.2
+    * Various bug fixes and optimizations
+    * See [commit change]() or See [release history]()
+* 0.1
+    * Initial Release
+
+## License
+
+This project is licensed under the "GNU Affero General Public License v3.0" License - see the LICENSE.md file for details.
+
+## Acknowledgments
+
+Inspiration, code snippets, etc.
+* [README Template](https://gist.github.com/DomPizzie/7a5ff55ffa9081f2de27c315f5018afc)
\ No newline at end of file

From 9a8d9ebe58648f9b0966303f239e272c9ed56836 Mon Sep 17 00:00:00 2001
From: An Alien <max.wenk@protonmail.com>
Date: Sun, 26 Feb 2023 16:36:51 +0100
Subject: [PATCH 08/13] change readme

---
 README.md | 14 ++++++--------
 1 file changed, 6 insertions(+), 8 deletions(-)

diff --git a/README.md b/README.md
index 064d776..c0a7e5a 100644
--- a/README.md
+++ b/README.md
@@ -1,4 +1,4 @@
-# Classification of float values in Java
+# <p align="center"><b>Classification of float values in Java</b></p>
 
 
 ## Description
@@ -6,6 +6,7 @@
 
 ## Getting Started
 
+
 ### Dependencies
 
 
@@ -18,6 +19,9 @@
 ### Error Codes
 
 
+## Scripts
+
+
 ## Help
 
 
@@ -26,15 +30,10 @@
 Contributors names and contact info
 
 * Max Wenk  
-	*[@max-acc](https://github.com/max-acc)
+	* [@max-acc](https://github.com/max-acc)
 
 ## Version History
 
-* 0.2
-    * Various bug fixes and optimizations
-    * See [commit change]() or See [release history]()
-* 0.1
-    * Initial Release
 
 ## License
 
@@ -42,5 +41,4 @@ This project is licensed under the "GNU Affero General Public License v3.0" Lice
 
 ## Acknowledgments
 
-Inspiration, code snippets, etc.
 * [README Template](https://gist.github.com/DomPizzie/7a5ff55ffa9081f2de27c315f5018afc)
\ No newline at end of file

From 5be80f393b968d46d3e80312b935409df1fc289b Mon Sep 17 00:00:00 2001
From: An Alien <max.wenk@protonmail.com>
Date: Mon, 27 Feb 2023 08:28:55 +0100
Subject: [PATCH 09/13] add gitignore

---
 .gitignore | 2 ++
 1 file changed, 2 insertions(+)
 create mode 100644 .gitignore

diff --git a/.gitignore b/.gitignore
new file mode 100644
index 0000000..562b66d
--- /dev/null
+++ b/.gitignore
@@ -0,0 +1,2 @@
+.idea/
+out/
\ No newline at end of file

From cd8eb76ff36258d2e586a3e026c50ff446cb069a Mon Sep 17 00:00:00 2001
From: An Alien <max.wenk@protonmail.com>
Date: Mon, 27 Feb 2023 08:31:36 +0100
Subject: [PATCH 10/13] change gitignore

---
 .gitignore | 1 -
 1 file changed, 1 deletion(-)

diff --git a/.gitignore b/.gitignore
index 562b66d..466e248 100644
--- a/.gitignore
+++ b/.gitignore
@@ -1,2 +1 @@
-.idea/
 out/
\ No newline at end of file

From a6215c0a512535220cd38b5dc49f46fbd371c643 Mon Sep 17 00:00:00 2001
From: An Alien <max.wenk@protonmail.com>
Date: Mon, 27 Feb 2023 08:35:56 +0100
Subject: [PATCH 11/13] delete debugging comments

---
 .../DistanceClassification.java               | 49 -------------------
 1 file changed, 49 deletions(-)

diff --git a/src/classification/DistanceClassification.java b/src/classification/DistanceClassification.java
index 3109ba6..e0261f7 100644
--- a/src/classification/DistanceClassification.java
+++ b/src/classification/DistanceClassification.java
@@ -188,51 +188,22 @@ private void testClassificationModel() {
                 this.sortedProbability[i][j] = tempIndex;
                 min = Float.valueOf(this.predictedTestData[i][this.sortedProbability[i][j-1]][1]);
                 for (int k = 0; k < this.numberOfClasses; k++) {
-                    //System.out.println("Min: " + min);
-                    //System.out.print(k + " ");
-                    //System.out.println(this.predictedTestData[i][k][1]);
-                    //System.out.println( Float.valueOf(this.predictedTestData[i][this.sortedProbability[i][j-1]][1]));
                     if ((min > Float.valueOf(this.predictedTestData[i][k][1]) &&
                             Float.valueOf(this.predictedTestData[i][k][1]) > Float.valueOf(this.predictedTestData[i][this.sortedProbability[i][j-1]][1])) ||
                             (Float.valueOf(this.predictedTestData[i][k][1]) > Float.valueOf(this.predictedTestData[i][this.sortedProbability[i][j-1]][1]) &&
                             min == Float.valueOf(this.predictedTestData[i][this.sortedProbability[i][j-1]][1]))) {
                         if (min > Float.valueOf(this.predictedTestData[i][k][1]) &&
                                 Float.valueOf(this.predictedTestData[i][k][1]) > Float.valueOf(this.predictedTestData[i][this.sortedProbability[i][j-1]][1])) {
-                            //System.out.println("First condition");
                         }
                         if (Float.valueOf(this.predictedTestData[i][k][1]) > Float.valueOf(this.predictedTestData[i][this.sortedProbability[i][j-1]][1]) &&
                                 k != this.sortedProbability[i][j-1]) {
-                            //System.out.println("Second condition");
                         }
                         min = Float.valueOf(this.predictedTestData[i][k][1]);
-                        //System.out.println("new Min: " + min);
                         tempIndex = k;
                     }
                 }
                 this.sortedProbability[i][j] = tempIndex;
-                //System.out.println("Index " + tempIndex);
             }
-              /*
-                for (int k = 0; k <this.numberOfClasses; k++) {
-                    if (j == k) {
-                        continue;
-                    }
-                    if (min > Float.valueOf(this.predictedTestData[i][k][1])) {
-                        min = Float.valueOf(this.predictedTestData[i][k][1]);
-                        tempIndex = j;
-                    }
-                    this.sortedProbability[i][k] = j;
-
-
-
-                            if (this.sortedProbability[i][0] != 0) {
-                                for (int l = this.numberOfClasses - 1; l > 0; l--) {
-                                    this.sortedProbability[i][k] = this.sortedProbability[i][k - 1];
-                                }
-                            }
-
-                        }
-                    }*/
 
 
 
@@ -244,26 +215,6 @@ private void testClassificationModel() {
             if (i == 5) {
                 break;
             }
-
-            //int[] tempProbability = new int[this.numberOfClasses];
-            /*
-            for (int j = 0; j < this.numberOfClasses; j++) {
-
-            }
-
-
-
-            this.predictedTestData[i][0] = "best result";
-            this.predictedTestData[i][1] = "probability";
-*/
-
-            //this.predictedTestData[i] = "best result";
         }
-
-
-
-
-
-
     }
 }

From fab7b09e066600738b644549e9ca0328fb4f661e Mon Sep 17 00:00:00 2001
From: An Alien <max.wenk@protonmail.com>
Date: Mon, 27 Feb 2023 08:56:51 +0100
Subject: [PATCH 12/13] add evaluation of results

---
 src/Main.java                                 |  2 ++
 .../ClassificationOfFloatValues.java          | 14 ++++++++++++++
 src/classification/DATA_evaluation.java       | 16 ++++++++++++++++
 .../DistanceClassification.java               | 19 ++++++++-----------
 4 files changed, 40 insertions(+), 11 deletions(-)
 create mode 100644 src/classification/DATA_evaluation.java

diff --git a/src/Main.java b/src/Main.java
index ea04f70..177ea7a 100644
--- a/src/Main.java
+++ b/src/Main.java
@@ -21,6 +21,8 @@ public static void main (String[] args) throws Exception {
         ob.dataSubdivision();
         //System.out.println(ob.feedback()[0][2]);
         ob.distanceClassification();
+
+        ob.evaluateResults();
     }
 
 }
diff --git a/src/classification/ClassificationOfFloatValues.java b/src/classification/ClassificationOfFloatValues.java
index 7ffc9b3..3273eb8 100644
--- a/src/classification/ClassificationOfFloatValues.java
+++ b/src/classification/ClassificationOfFloatValues.java
@@ -27,6 +27,10 @@ public class ClassificationOfFloatValues {
     private boolean dataSubdivisionBool = false; // Data has been divided into training and test data
     private String MLAlgorithm;     // Variable for saving which machine learning algorithm has been used
 
+    // --- Classification result data variables
+    private String[][][] predictedTestData;
+    private int[][] sortedProbability;
+
 
     // Function to add the members of the class
     public float[][] output() { return this.predictorData; }
@@ -83,6 +87,12 @@ public void dataValidation (float trainingData) {
 
 
     // --- Functions for evaluating the machine learning results -------------------------------------------------------
+    public void evaluateResults() {
+        DATA_evaluation evaluationObject    = new DATA_evaluation(this.testDataResults,
+                this.columnCount - this.numberOfTrainingData,
+                this.predictedTestData,
+                this.sortedProbability);
+    }
     public void confusionMatrix() {
         if (this.MLAlgorithm == "DistanceClassification") {
             System.out.println("nice confusion");
@@ -134,6 +144,10 @@ public void distanceClassification (){
             // Testing the distance classification model
             classificationObject.setTestData(this.testDataPredictors, this.testDataResults, this.rowCount, this.columnCount - this.numberOfTrainingData);
             classificationObject.testModel();
+
+            // Get the test data
+            this.predictedTestData  = classificationObject.getPredictedTestData();
+            this.sortedProbability  = classificationObject.getSortedProbability();
         }
 
     }
diff --git a/src/classification/DATA_evaluation.java b/src/classification/DATA_evaluation.java
new file mode 100644
index 0000000..dc361d9
--- /dev/null
+++ b/src/classification/DATA_evaluation.java
@@ -0,0 +1,16 @@
+package classification;
+
+public class DATA_evaluation {
+    private String[][][] predictedTestData;
+    private int[][] sortedProbability;
+
+    private int columnCount;
+    private String [] testDataResults;
+
+    protected DATA_evaluation(String[] testDataResults, int columnCount, String[][][] predictedTestData, int[][] sortedProbability) {
+        this.testDataResults    = testDataResults;
+        this.columnCount        = columnCount;
+        this.predictedTestData  = predictedTestData;
+        this.sortedProbability  = sortedProbability;
+    }
+}
\ No newline at end of file
diff --git a/src/classification/DistanceClassification.java b/src/classification/DistanceClassification.java
index e0261f7..2ee4009 100644
--- a/src/classification/DistanceClassification.java
+++ b/src/classification/DistanceClassification.java
@@ -43,6 +43,14 @@ protected float[][][] getSortedClassificationData() {
         return this.sortedClassificationData;
     }
 
+    protected String[][][] getPredictedTestData() {
+        return this.predictedTestData;
+    }
+
+    protected int[][] getSortedProbability() {
+        return this.sortedProbability;
+    }
+
     protected float[][] getFeatureMean() {
         return this.featureMean;
     }
@@ -204,17 +212,6 @@ private void testClassificationModel() {
                 }
                 this.sortedProbability[i][j] = tempIndex;
             }
-
-
-
-            System.out.println(this.sortedProbability[i][0]);
-            System.out.println(this.sortedProbability[i][1]);
-            System.out.println(this.sortedProbability[i][2]);
-
-
-            if (i == 5) {
-                break;
-            }
         }
     }
 }

From 7fe38a1c3e17be4e71f428fff442b2867b059df1 Mon Sep 17 00:00:00 2001
From: An Alien <max.wenk@protonmail.com>
Date: Mon, 27 Feb 2023 09:21:23 +0100
Subject: [PATCH 13/13] add confustion matrix

---
 .../ClassificationOfFloatValues.java          |  1 +
 src/classification/DATA_evaluation.java       | 43 +++++++++++++++++++
 2 files changed, 44 insertions(+)

diff --git a/src/classification/ClassificationOfFloatValues.java b/src/classification/ClassificationOfFloatValues.java
index 3273eb8..20557b7 100644
--- a/src/classification/ClassificationOfFloatValues.java
+++ b/src/classification/ClassificationOfFloatValues.java
@@ -92,6 +92,7 @@ public void evaluateResults() {
                 this.columnCount - this.numberOfTrainingData,
                 this.predictedTestData,
                 this.sortedProbability);
+        evaluationObject.confusionMatrix();
     }
     public void confusionMatrix() {
         if (this.MLAlgorithm == "DistanceClassification") {
diff --git a/src/classification/DATA_evaluation.java b/src/classification/DATA_evaluation.java
index dc361d9..f0b2649 100644
--- a/src/classification/DATA_evaluation.java
+++ b/src/classification/DATA_evaluation.java
@@ -5,7 +5,9 @@ public class DATA_evaluation {
     private int[][] sortedProbability;
 
     private int columnCount;
+    private int numberOfClasses;
     private String [] testDataResults;
+    private int[][] confustionMatrix = new int[3][2];
 
     protected DATA_evaluation(String[] testDataResults, int columnCount, String[][][] predictedTestData, int[][] sortedProbability) {
         this.testDataResults    = testDataResults;
@@ -13,4 +15,45 @@ protected DATA_evaluation(String[] testDataResults, int columnCount, String[][][
         this.predictedTestData  = predictedTestData;
         this.sortedProbability  = sortedProbability;
     }
+
+    protected void confusionMatrix() {
+        System.out.println(this.testDataResults[0]);
+        System.out.println(this.columnCount);
+        System.out.println(this.predictedTestData[0][0][0]);
+        System.out.println(this.predictedTestData[0][0][1]);
+        System.out.println(this.predictedTestData[0][1][0]);
+        System.out.println(this.predictedTestData[0][1][1]);
+        System.out.println(this.predictedTestData[0][2][0]);
+        System.out.println(this.predictedTestData[0][2][1]);
+        System.out.println(this.sortedProbability[0][0]);
+        System.out.println(this.sortedProbability[0][1]);
+        System.out.println(this.sortedProbability[0][2]);
+
+        // Resetting the confusion matrix
+        for (int i = 0; i < 3; i++) {
+            for (int j = 0; j < 2; j++) {
+                this.confustionMatrix[i][j] = 0;
+            }
+        }
+
+        for (int i = 0; i < this.columnCount; i++) {
+            if (this.testDataResults[i].equals(this.predictedTestData[i][this.sortedProbability[i][0]][0])) {
+                this.confustionMatrix[this.sortedProbability[i][0]][0]++;
+            }
+            else {
+                this.confustionMatrix[this.sortedProbability[i][0]][1]++;
+            }
+        }
+
+
+
+        for (int i = 0; i < 3; i++) {
+            for (int j = 0; j < 2; j++) {
+                System.out.print(this.confustionMatrix[i][j] + " ");
+            }
+            System.out.println();
+        }
+
+
+    }
 }
\ No newline at end of file