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Unverified Commit 31836048 authored by BARBIER Marc's avatar BARBIER Marc
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no testing data was given so i removed the tests

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package be.uantwerpen.datamining;
import java.io.File;
import org.junit.Test;
import be.uantwerpen.ldataminining.preprocessing.ArffStatistics;
public class ArffStatisticsTest {
@Test
public void printStats() throws Exception{
File test = new File("src/test/resources/iris_discretized.arff");
System.out.println(ArffStatistics.getAllAttributeStatisticsFast(test));
}
@Test
public void printStats2() throws Exception{
File test = new File("./data/upload/A10-009.arff");
System.out.println(ArffStatistics.getAllAttributeStatisticsFast(test));
}
}
package be.uantwerpen.datamining;
import static org.junit.Assert.assertTrue;
import java.io.File;
import java.util.Arrays;
import org.junit.Test;
import be.uantwerpen.ldataminining.preprocessing.ArffDenseUtils;
import be.uantwerpen.ldataminining.preprocessing.ArffUtils;
import be.uantwerpen.ldataminining.utils.IOUtils;
public class ArffUtilsTest {
@Test
public void testGetClassColumnIndex() throws Exception{
File test = new File("src/test/resources/iris_discretized.arff");
int idx = ArffUtils.getClassColumnIndex(test);
assertTrue(idx == 5);
}
@Test
public void testTransformAnyDateColumns() throws Exception{
File file = makeDummyData();
ArffDenseUtils.transformAnyDateColumns(
file,
new File("temp/test-dates2.arff"),
"yyyy-MMM-dd", "yyyy-MM-dd");
System.out.println(IOUtils.readFileFlat(new File("temp/test-dates2.arff")));
}
@Test
public void testUpdateNames() throws Exception{
File file = makeDummyData();
ArffUtils.updateAttributeNames(file, Arrays.asList(new String[]{"a1","a2","a3","b0"}));
System.out.println(IOUtils.readFileFlat(file));
}
@Test
public void testSparseFile() throws Exception{
File file = makeDummyData();
ArffUtils.updateAttributeTypes(file, Arrays.asList("NUMERIC","NUMERIC","NUMERIC","NUMERIC"));
System.out.println(IOUtils.readFileFlat(file));
File file2 = makeDummyDataSparse();
ArffUtils.updateAttributeTypes(file2, Arrays.asList("NUMERIC","NUMERIC","NUMERIC","NUMERIC"));
System.out.println(IOUtils.readFileFlat(file2));
}
private File makeDummyData() throws Exception {
String data = "@relation test\n"
+ "@attribute d1 STRING\n"
+ "@attribute d2 STRING\n"
+ "@attribute d3 INT\n"
+ "@attribute d4 STRING\n"
+ "@data\n"
+ "2014-JAN-21,2012-01-01,12,2012-MAY-15\n"
+ "2013-FEB-01,2014-03-20,4,?\n";
File f = new File("temp/test-dates.arff");
IOUtils.saveFile(data, f);
return f;
}
private File makeDummyDataSparse() throws Exception {
String data = "@relation test\n"
+ "@attribute d1 STRING\n"
+ "@attribute d2 STRING\n"
+ "@attribute d3 INT\n"
+ "@attribute d4 STRING\n"
+ "@data\n"
+ "{0 2014-JAN-21,1 2012-01-01,2 12}\n"
+ "{0 2013-FEB-01,1 2014-03-20}\n";
File f = new File("temp/test-dates-sparse.arff");
IOUtils.saveFile(data, f);
return f;
}
}
package be.uantwerpen.datamining;
import static org.junit.Assert.*;
import java.io.File;
import org.junit.Test;
import be.uantwerpen.ldataminining.model.Dataset;
import be.uantwerpen.ldataminining.model.Dataset.ClassAttributeOrder;
import be.uantwerpen.ldataminining.preprocessing.ArffUtils;
import be.uantwerpen.ldataminining.preprocessing.AutoConvertCSVToArff;
import be.uantwerpen.ldataminining.utils.IOUtils;
public class AutoCSVToArffTest {
@Test
public void testConvertToArf2f() throws Exception{
File testFile = new File("./data/upload/train_data.csv");
ClassAttributeOrder order = ClassAttributeOrder.LAST;
Dataset set = new Dataset();
set.setFile(testFile);
set.setSeperator(',');
set.setClassAttributeOrder(order);
set.setPreProcessedFile(new File("./data/upload/train_data.arff"));
new AutoConvertCSVToArff().convertCSVToArff(set, true);
new AutoConvertCSVToArff().run(testFile, true);
assertEquals(IOUtils.countLines(testFile) - 1,ArffUtils.getNumberOfRows(set.getPreProcessedFile()));
}
}
package be.uantwerpen.datamining;
import java.io.File;
import java.io.IOException;
import org.junit.Test;
import be.uantwerpen.datamining.pattern_mining.MakeWindows;
import be.uantwerpen.ldataminining.utils.IOUtils;
public class MakeWindowsTest {
@Test
public void testMakeWindowsNoOverlap() throws IOException{
File input = new File("./data/upload/ambient_temp.arff");
File output = new File("./data/upload/ambient_temp_test.arff");
if(!input.exists())
throw new RuntimeException("Unit test file not found:" + input.getAbsolutePath());
MakeWindows.makeWindows(input, output, 10, 10);
IOUtils.printHead(input,20);
IOUtils.printTail(input, 20);
IOUtils.printHead(output,20);
IOUtils.printTail(output, 20);
}
@Test
public void testMakeWindowsOverlap() throws IOException{
File input = new File("./data/upload/ambient_temp.arff");
File output = new File("./data/upload/ambient_temp_test.arff");
if(!input.exists())
throw new RuntimeException("Unit test file not found:" + input.getAbsolutePath());
MakeWindows.makeWindows(input, output, 10, 5);
IOUtils.printHead(output,20);
IOUtils.printTail(output, 20);
}
@Test
public void testMakeWindowsTime() throws IOException{
File input = new File("./data/upload/ambient_temp.arff");
File output = new File("./data/upload/ambient_temp_test.arff");
if(!input.exists())
throw new RuntimeException("Unit test file not found:" + input.getAbsolutePath());
MakeWindows.makeWindowsTime(input, output, 12*60*60, 6*60*60);
IOUtils.printHead(output,20);
IOUtils.printTail(output, 20);
}
}
package be.uantwerpen.datamining;
import java.io.File;
import java.util.Arrays;
import java.util.HashMap;
import java.util.List;
import org.junit.Test;
import be.uantwerpen.datamining.pattern_mining.MineUsingSPMF;
import be.uantwerpen.ldataminining.utils.AlgorithmParameters;
import be.uantwerpen.ldataminining.utils.IOUtils;
public class MineUsingSPMFTest {
@Test
public void testRunItemsetMining() throws Exception {
File input = new File("./data/upload/ambient_temp-007.arff");
String[] algorithms = new String[] {"Eclat", "Charm_bitset","Charm_MFI", "AprioriRare"};
List<String> cols = Arrays.asList("value");
HashMap<String, String> parameters = new HashMap<>();
parameters.put(AlgorithmParameters.MINSUP, 5 + "%");
for(String algo: algorithms) {
File outputPatterns = MineUsingSPMF.runItemsetMining(input, cols, algo, parameters);
IOUtils.printHead(outputPatterns, 5);
IOUtils.printTail(outputPatterns, 5);
}
}
@Test
public void testRunSequentialPatternMining() throws Exception {
File input = new File("./data/upload/A10-028.arff");
String[] algorithms = new String[] {"PrefixSpan", "CM-ClaSP","MaxSP", "CM-SPAM"};
List<String> cols = Arrays.asList("unique_EVENT_E10");
HashMap<String, String> parameters = new HashMap<>();
parameters.put(AlgorithmParameters.MINSUP, 5 + "%");
for(String algo: algorithms) {
File outputPatterns = MineUsingSPMF.runSequentialPatternMining(input, cols, algo, parameters);
IOUtils.printHead(outputPatterns, 5);
IOUtils.printTail(outputPatterns, 5);
}
}
}
package be.uantwerpen.datamining;
import java.io.File;
import org.junit.Test;
import be.uantwerpen.ldataminining.preprocessing.SQLQueryOnArff;
import be.uantwerpen.ldataminining.utils.IOUtils;
public class SQLQueryOnArffTest {
@Test
public void test() throws Exception{
String data = "@relation students\n"
+ "@attribute id INTEGER\n"
+ "@attribute score NUMERIC\n"
+ "@attribute examDate DATE\n"
+ "@data\n"
+ "1, 18.2, 2014-01-20T12:00:00\n"
+ "2, 15.0, 2014-01-20T13:00:00\n";
File datafile = new File("temp/student-test.arff");
IOUtils.saveFile(data, datafile);
File output1 = new SQLQueryOnArff().runQuery(datafile,
"SELECT EXTRACT (YEAR FROM examDate) AS YEAR, " +
"EXTRACT (MONTH FROM examDate) AS MONTH, " +
"EXTRACT (DAY FROM examDate) AS DAY, " +
"avg(score) " +
"FROM file GROUP BY YEAR, MONTH, DAY");
System.out.println(IOUtils.readFileFlat(output1));
}
@Test
public void test2() throws Exception{
String data = "@relation students\n"
+ "@attribute id INTEGER\n"
+ "@attribute score NUMERIC\n"
+ "@attribute examDate DATE\n"
+ "@data\n"
+ "1, 18.2, 2014-01-20T12:00:00\n"
+ "2, 15.0, 2014-01-20T13:00:00\n";
File datafile = new File("temp/student-test.arff");
IOUtils.saveFile(data, datafile);
File output1 = new SQLQueryOnArff().runQuery(datafile,
"SELECT * " +
"FROM file GROUP BY ID");
System.out.println(IOUtils.readFileFlat(output1));
}
}
package be.uantwerpen.datamining;
import java.text.NumberFormat;
import java.text.ParseException;
import java.util.Locale;
import org.junit.Test;
import be.uantwerpen.ldataminining.preprocessing.CSVUtils;
public class TestCases {
@Test
public void testParse() throws ParseException {
String value = "-6,23929";
NumberFormat nf_in = NumberFormat.getNumberInstance(Locale.GERMANY);
double val = nf_in.parse(value).doubleValue();
//System.out.println(Double.valueOf(value));
System.out.println(value);
System.out.println(CSVUtils.escapeValueForArff(value));
}
}
package be.uantwerpen.datamining;
import java.io.File;
import java.io.IOException;
import java.util.Arrays;
import java.util.HashMap;
import org.junit.Test;
import be.uantwerpen.datamining.pattern_mining.MakePatternOccurrences;
import be.uantwerpen.datamining.pattern_mining.MineUsingSPMF;
import be.uantwerpen.exception.UnknownPatternTypeException;
import be.uantwerpen.exception.WindowNotFoundException;
import be.uantwerpen.ldataminining.model.ListMap;
import be.uantwerpen.ldataminining.model.Table;
import be.uantwerpen.ldataminining.utils.AlgorithmParameters;
import be.uantwerpen.ldataminining.utils.IOUtils;
import be.uantwerpen.mime_webapp.model.PatternSet;
public class TestMakePatternOccurrences {
@Test
public void testGroupByWindow() throws IOException {
File input = new File("./data/upload/taxi-009.arff");
Table t = MakePatternOccurrences.groupByWindow(input, 0, 1000);
for(int i=0; i<50 & i < t.getRows().size(); i++) {
System.out.println(t.getRows().get(i));
}
}
@Test
public void testPatternOccurrencesItemsets() throws IOException, WindowNotFoundException, UnknownPatternTypeException {
File arff = new File("./data/upload/ambient_temp-010.arff");
PatternSet set = new PatternSet();
set.setColumns("value,label");
set.setFilename("ambient_temp-010.arff_Eclat_[value, label]_10.0_patterns.csv");
set.setType("itemsets");
ListMap<Integer,Integer> occurrences = MakePatternOccurrences.makeExactPatternOccurrences(arff, set);
}
@Test
public void testPatternOccurrencesItemsetRunSPMF() throws Exception {
File arff = new File("./data/upload/ambient_temp-010.arff");
HashMap<String, String> parameters = new HashMap<>();
parameters.put(AlgorithmParameters.MINSUP, 10 + "%");
File pattternFile = MineUsingSPMF.runItemsetMining(arff, Arrays.asList("value","label"), "Apriori" , parameters);
IOUtils.printHead(pattternFile);
PatternSet set = new PatternSet();
set.setColumns("value,label");
set.setFilename(pattternFile.getName());
set.setType("itemsets");
}
@Test
public void testPatternOccurrencesSP1Dimensional() throws IOException, WindowNotFoundException, UnknownPatternTypeException {
File arff = new File("./data/upload/ambient_temp-010.arff");
PatternSet set = new PatternSet();
set.setColumns("value");
set.setFilename("ambient_temp-010.arff_MaxSP_[value]_20.0_patterns.csv");
set.setType("sequential pattern");
ListMap<Integer,Integer> occurrences = MakePatternOccurrences.makeExactPatternOccurrences(arff, set);
}
}
package be.uantwerpen.datamining;
import static org.junit.Assert.assertTrue;
import java.util.ArrayList;
import java.util.Arrays;
import java.util.Collections;
import java.util.List;
import org.junit.Test;
import be.uantwerpen.datamining.pattern_mining.MakePatternOccurrencesSpan;
public class TestMakePatternOccurrencesSpan {
@Test
public void testFindItemsetOccurrenceWithMinimalSPan() {
List<List<String>> sequence = new ArrayList<>();
List<String> cols = Arrays.asList("value","label");
List<String> row = Arrays.asList("8;7;8;8;10;10;10;10;8;7;10;11;11;11;11;10;9;8;7;6;6;6;6;4;5;4;4;3;3",
"0;0;0;0; 0; 0; 0; 0;0;0; 0; 0; 0; 0; 0; 0;0;0;0;0;0;0;0;0;0;-1;0;0;0");
for(String column: cols) {
int colIdx = cols.indexOf(column);
String[] valuesColumn = row.get(colIdx).split("\\s*;\\s*");
List<String> ssequence = new ArrayList<>();
for(String val: valuesColumn) {
ssequence.add(String.format("%s=%s", column, val));
}
sequence.add(ssequence);
}
//test 1:
String[] pattern = "value=8 value=7 label=-1".split(" ");
List<Integer> occurrenceWithMinSpan = MakePatternOccurrencesSpan.findItemsetOccurrenceWithMinimalSPan(sequence, pattern);
System.out.println(occurrenceWithMinSpan);
for(int d=0; d<sequence.size(); d++) {
System.out.println(sequence.get(d).subList(Collections.min(occurrenceWithMinSpan), Collections.max(occurrenceWithMinSpan)+1));
}
//test 2:
String[] pattern2 = "value=8 value=7 value=10".split(" ");
occurrenceWithMinSpan = MakePatternOccurrencesSpan.findItemsetOccurrenceWithMinimalSPan(sequence, pattern2);
System.out.println(occurrenceWithMinSpan);
for(int d=0; d<sequence.size(); d++) {
System.out.println(sequence.get(d).subList(Collections.min(occurrenceWithMinSpan), Collections.max(occurrenceWithMinSpan)+1));
}
//test 3:
String[] pattern3 = "value=8 value=7 value=2".split(" ");
occurrenceWithMinSpan = MakePatternOccurrencesSpan.findItemsetOccurrenceWithMinimalSPan(sequence, pattern3);
assertTrue(occurrenceWithMinSpan == null);
}
@Test
public void testFindSPOccurrenceWithMinimalSPan() {
List<List<String>> sequence = new ArrayList<>();
List<String> cols = Arrays.asList("value","label");
List<String> row = Arrays.asList("8;7;8;8;10;10;10;10;8;7;10;11;11;11;11;10;9;8;7;6;6;6;8;7;5;4;4;3;3",
"0;0;0;0; 0; 0; 0; 0;0;0; 0; 0; 0; 0; 0; 0;0;0;0;0;0;0;0;0;0;-1;0;0;0");
for(String column: cols) {
int colIdx = cols.indexOf(column);
String[] valuesColumn = row.get(colIdx).split("\\s*;\\s*");
List<String> ssequence = new ArrayList<>();
for(String val: valuesColumn) {
ssequence.add(String.format("%s=%s", column, val));
}
sequence.add(ssequence);
}
//test 1:
String[] pattern = "value=8 value=7 label=-1".split(" ");
List<Integer> occurrenceWithMinSpan = MakePatternOccurrencesSpan.findSPOccurrenceWithMinimalSPan(sequence, pattern);
System.out.println(occurrenceWithMinSpan);
for(int d=0; d<sequence.size(); d++) {
System.out.println(sequence.get(d).subList(Collections.min(occurrenceWithMinSpan), Collections.max(occurrenceWithMinSpan)+1));
}
//test 2:
String[] pattern2 = "value=7 value=10 value=11".split(" ");
occurrenceWithMinSpan = MakePatternOccurrencesSpan.findSPOccurrenceWithMinimalSPan(sequence, pattern2);
System.out.println(occurrenceWithMinSpan);
for(int d=0; d<sequence.size(); d++) {
System.out.println(sequence.get(d).subList(Collections.min(occurrenceWithMinSpan), Collections.max(occurrenceWithMinSpan)+1));
}
}
}
package be.uantwerpen.datamining;
import java.io.File;
import org.junit.Test;
public class TestPatternMiningControler {
@Test
public void test() throws Exception {
File currentInput = new File("./data/upload/healthy-012-query.arff");
//new PatternMiningController().runCorrelationAnalysis(currentInput);
}
}
package be.uantwerpen.mime_webapp.controller;
public class TableFileLoaderControllerTest {
/*
@Test
public void testLoad() throws Exception
{
TableFileLoaderController controller = new TableFileLoaderController();
controller.repository = new ProjectRepositoryMock();
Table table = controller.loadARFFData("demo", "iris.arff");
ObjectMapper mapper = new ObjectMapper();
mapper.writeValue(new File("src/test/resources/test-table.json"), table);
}
*/
}
package be.uantwerpen.mime_webapp.dao;
import org.junit.Test;
import be.uantwerpen.mime_webapp.model.FileItem;
import be.uantwerpen.mime_webapp.model.Project;
public class ProjectRepositoryTest{
@Test
public void testFindByName() {
Project project = new Project();
project.setName("unittest");
FileItem item = new FileItem();
item.setLogicalName("iris");
item.setFilename("iris.arff");
project.add(item);
ProjectRepository repo = new ProjectRepository();
repo.saveProject(project);
repo.findAll();
repo.removeProject("unittest");
}
}
\ No newline at end of file
package be.uantwerpen.mime_webapp.service;
import java.io.File;
import be.uantwerpen.ldataminining.preprocessing.ApplyStructureUtils;
import be.uantwerpen.ldataminining.preprocessing.SQLQueryOnArff;
public class ACDatasetTest {
//@Test
public void test() throws Exception{
File input = new File("/data/upload/UA_MEAS_EVENTS_9156.arff");
if(input.exists())
ApplyStructureUtils.dropZeroInformationAttributes(input, new File("temp/test.arff"), 3000);
}
//@Test
public void test2() throws Exception{
String query = "SELECT " +
"EXTRACT (YEAR FROM UTCTIME) AS YEAR, " +
"EXTRACT (MONTH FROM UTCTIME) AS MONTH, " +
"EXTRACT (DAY FROM UTCTIME) AS DAY, " +
"avg(MP509), avg(MP501), avg(MP602), avg(MP2700), avg(MP1001), avg(MP604), avg(MP1008), avg(MP1214) " +
"FROM file " +
"GROUP BY YEAR,MONTH,DAY";
new SQLQueryOnArff().runQuery(new File("/data/upload/UA_MEAS_EVENTS_579-filtered-zero-columns-date-transformed-query.arff"),
query);
}
}
package be.uantwerpen.mime_webapp.service;
import java.text.ParseException;
import java.text.SimpleDateFormat;
import java.util.Date;
import org.junit.Test;
public class TestSimpleDateFormat {
@Test
public void testSimpleDateFormat() throws ParseException{
String input = "22AUG2014:20:54:07";
String format="ddMMMyyyy:HH:mm:ss";
String oformat = "yyyy-MM-dd HH:mm";
Date d = new SimpleDateFormat(format).parse(input);
System.out.println(new SimpleDateFormat(oformat).format(d));
}
}
@relation iris
@attribute sepal_length REAL
@attribute sepal_width REAL
@attribute petal_length REAL
@attribute petal_width REAL
@attribute class {Iris-setosa, Iris-versicolor, Iris-virginica}
@data5.1,3.5,1.4,0.2,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
\ No newline at end of file
sepal length,sepal width,petal length,petal width,class
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
\ No newline at end of file
@relation iris-weka.filters.supervised.attribute.Discretize-Rfirst-last
@attribute sepallength {(-inf-5.55],(5.55-6.15],(6.15-inf)}
@attribute sepalwidth {(-inf-2.95],(2.95-3.35],(3.35-inf)}
@attribute petallength {(-inf-2.45],(2.45-4.75],(4.75-inf)}
@attribute petalwidth {(-inf-0.8],(0.8-1.75],(1.75-inf)}
@attribute class {Iris-setosa,Iris-versicolor,Iris-virginica}
@data
(-inf-5.55],(3.35-inf),(-inf-2.45],(-inf-0.8],Iris-setosa
(-inf-5.55],(2.95-3.35],(-inf-2.45],(-inf-0.8],Iris-setosa
(-inf-5.55],(2.95-3.35],(-inf-2.45],(-inf-0.8],Iris-setosa
(-inf-5.55],(2.95-3.35],(-inf-2.45],(-inf-0.8],Iris-setosa
(-inf-5.55],(3.35-inf),(-inf-2.45],(-inf-0.8],Iris-setosa
(-inf-5.55],(3.35-inf),(-inf-2.45],(-inf-0.8],Iris-setosa
(-inf-5.55],(3.35-inf),(-inf-2.45],(-inf-0.8],Iris-setosa
(-inf-5.55],(3.35-inf),(-inf-2.45],(-inf-0.8],Iris-setosa
(-inf-5.55],(-inf-2.95],(-inf-2.45],(-inf-0.8],Iris-setosa
(-inf-5.55],(2.95-3.35],(-inf-2.45],(-inf-0.8],Iris-setosa
(-inf-5.55],(3.35-inf),(-inf-2.45],(-inf-0.8],Iris-setosa
(-inf-5.55],(3.35-inf),(-inf-2.45],(-inf-0.8],Iris-setosa
(-inf-5.55],(2.95-3.35],(-inf-2.45],(-inf-0.8],Iris-setosa
(-inf-5.55],(2.95-3.35],(-inf-2.45],(-inf-0.8],Iris-setosa
(5.55-6.15],(3.35-inf),(-inf-2.45],(-inf-0.8],Iris-setosa
(5.55-6.15],(3.35-inf),(-inf-2.45],(-inf-0.8],Iris-setosa
(-inf-5.55],(3.35-inf),(-inf-2.45],(-inf-0.8],Iris-setosa
(-inf-5.55],(3.35-inf),(-inf-2.45],(-inf-0.8],Iris-setosa
(5.55-6.15],(3.35-inf),(-inf-2.45],(-inf-0.8],Iris-setosa
(-inf-5.55],(3.35-inf),(-inf-2.45],(-inf-0.8],Iris-setosa
(-inf-5.55],(3.35-inf),(-inf-2.45],(-inf-0.8],Iris-setosa
(-inf-5.55],(3.35-inf),(-inf-2.45],(-inf-0.8],Iris-setosa
(-inf-5.55],(3.35-inf),(-inf-2.45],(-inf-0.8],Iris-setosa
(-inf-5.55],(2.95-3.35],(-inf-2.45],(-inf-0.8],Iris-setosa
(-inf-5.55],(3.35-inf),(-inf-2.45],(-inf-0.8],Iris-setosa
(-inf-5.55],(2.95-3.35],(-inf-2.45],(-inf-0.8],Iris-setosa
(-inf-5.55],(3.35-inf),(-inf-2.45],(-inf-0.8],Iris-setosa
(-inf-5.55],(3.35-inf),(-inf-2.45],(-inf-0.8],Iris-setosa
(-inf-5.55],(3.35-inf),(-inf-2.45],(-inf-0.8],Iris-setosa
(-inf-5.55],(2.95-3.35],(-inf-2.45],(-inf-0.8],Iris-setosa
(-inf-5.55],(2.95-3.35],(-inf-2.45],(-inf-0.8],Iris-setosa
(-inf-5.55],(3.35-inf),(-inf-2.45],(-inf-0.8],Iris-setosa
(-inf-5.55],(3.35-inf),(-inf-2.45],(-inf-0.8],Iris-setosa
(-inf-5.55],(3.35-inf),(-inf-2.45],(-inf-0.8],Iris-setosa
(-inf-5.55],(2.95-3.35],(-inf-2.45],(-inf-0.8],Iris-setosa
(-inf-5.55],(2.95-3.35],(-inf-2.45],(-inf-0.8],Iris-setosa
(-inf-5.55],(3.35-inf),(-inf-2.45],(-inf-0.8],Iris-setosa
(-inf-5.55],(2.95-3.35],(-inf-2.45],(-inf-0.8],Iris-setosa
(-inf-5.55],(2.95-3.35],(-inf-2.45],(-inf-0.8],Iris-setosa
(-inf-5.55],(3.35-inf),(-inf-2.45],(-inf-0.8],Iris-setosa
(-inf-5.55],(3.35-inf),(-inf-2.45],(-inf-0.8],Iris-setosa
(-inf-5.55],(-inf-2.95],(-inf-2.45],(-inf-0.8],Iris-setosa
(-inf-5.55],(2.95-3.35],(-inf-2.45],(-inf-0.8],Iris-setosa
(-inf-5.55],(3.35-inf),(-inf-2.45],(-inf-0.8],Iris-setosa
(-inf-5.55],(3.35-inf),(-inf-2.45],(-inf-0.8],Iris-setosa
(-inf-5.55],(2.95-3.35],(-inf-2.45],(-inf-0.8],Iris-setosa
(-inf-5.55],(3.35-inf),(-inf-2.45],(-inf-0.8],Iris-setosa
(-inf-5.55],(2.95-3.35],(-inf-2.45],(-inf-0.8],Iris-setosa
(-inf-5.55],(3.35-inf),(-inf-2.45],(-inf-0.8],Iris-setosa
(-inf-5.55],(2.95-3.35],(-inf-2.45],(-inf-0.8],Iris-setosa
(6.15-inf),(2.95-3.35],(2.45-4.75],(0.8-1.75],Iris-versicolor
(6.15-inf),(2.95-3.35],(2.45-4.75],(0.8-1.75],Iris-versicolor
(6.15-inf),(2.95-3.35],(4.75-inf),(0.8-1.75],Iris-versicolor
(-inf-5.55],(-inf-2.95],(2.45-4.75],(0.8-1.75],Iris-versicolor
(6.15-inf),(-inf-2.95],(2.45-4.75],(0.8-1.75],Iris-versicolor
(5.55-6.15],(-inf-2.95],(2.45-4.75],(0.8-1.75],Iris-versicolor
(6.15-inf),(2.95-3.35],(2.45-4.75],(0.8-1.75],Iris-versicolor
(-inf-5.55],(-inf-2.95],(2.45-4.75],(0.8-1.75],Iris-versicolor
(6.15-inf),(-inf-2.95],(2.45-4.75],(0.8-1.75],Iris-versicolor
(-inf-5.55],(-inf-2.95],(2.45-4.75],(0.8-1.75],Iris-versicolor
(-inf-5.55],(-inf-2.95],(2.45-4.75],(0.8-1.75],Iris-versicolor
(5.55-6.15],(2.95-3.35],(2.45-4.75],(0.8-1.75],Iris-versicolor
(5.55-6.15],(-inf-2.95],(2.45-4.75],(0.8-1.75],Iris-versicolor
(5.55-6.15],(-inf-2.95],(2.45-4.75],(0.8-1.75],Iris-versicolor
(5.55-6.15],(-inf-2.95],(2.45-4.75],(0.8-1.75],Iris-versicolor
(6.15-inf),(2.95-3.35],(2.45-4.75],(0.8-1.75],Iris-versicolor
(5.55-6.15],(2.95-3.35],(2.45-4.75],(0.8-1.75],Iris-versicolor
(5.55-6.15],(-inf-2.95],(2.45-4.75],(0.8-1.75],Iris-versicolor
(6.15-inf),(-inf-2.95],(2.45-4.75],(0.8-1.75],Iris-versicolor
(5.55-6.15],(-inf-2.95],(2.45-4.75],(0.8-1.75],Iris-versicolor
(5.55-6.15],(2.95-3.35],(4.75-inf),(1.75-inf),Iris-versicolor
(5.55-6.15],(-inf-2.95],(2.45-4.75],(0.8-1.75],Iris-versicolor
(6.15-inf),(-inf-2.95],(4.75-inf),(0.8-1.75],Iris-versicolor
(5.55-6.15],(-inf-2.95],(2.45-4.75],(0.8-1.75],Iris-versicolor
(6.15-inf),(-inf-2.95],(2.45-4.75],(0.8-1.75],Iris-versicolor
(6.15-inf),(2.95-3.35],(2.45-4.75],(0.8-1.75],Iris-versicolor
(6.15-inf),(-inf-2.95],(4.75-inf),(0.8-1.75],Iris-versicolor
(6.15-inf),(2.95-3.35],(4.75-inf),(0.8-1.75],Iris-versicolor
(5.55-6.15],(-inf-2.95],(2.45-4.75],(0.8-1.75],Iris-versicolor
(5.55-6.15],(-inf-2.95],(2.45-4.75],(0.8-1.75],Iris-versicolor
(-inf-5.55],(-inf-2.95],(2.45-4.75],(0.8-1.75],Iris-versicolor
(-inf-5.55],(-inf-2.95],(2.45-4.75],(0.8-1.75],Iris-versicolor
(5.55-6.15],(-inf-2.95],(2.45-4.75],(0.8-1.75],Iris-versicolor
(5.55-6.15],(-inf-2.95],(4.75-inf),(0.8-1.75],Iris-versicolor
(-inf-5.55],(2.95-3.35],(2.45-4.75],(0.8-1.75],Iris-versicolor
(5.55-6.15],(3.35-inf),(2.45-4.75],(0.8-1.75],Iris-versicolor
(6.15-inf),(2.95-3.35],(2.45-4.75],(0.8-1.75],Iris-versicolor
(6.15-inf),(-inf-2.95],(2.45-4.75],(0.8-1.75],Iris-versicolor
(5.55-6.15],(2.95-3.35],(2.45-4.75],(0.8-1.75],Iris-versicolor
(-inf-5.55],(-inf-2.95],(2.45-4.75],(0.8-1.75],Iris-versicolor
(-inf-5.55],(-inf-2.95],(2.45-4.75],(0.8-1.75],Iris-versicolor
(5.55-6.15],(2.95-3.35],(2.45-4.75],(0.8-1.75],Iris-versicolor
(5.55-6.15],(-inf-2.95],(2.45-4.75],(0.8-1.75],Iris-versicolor
(-inf-5.55],(-inf-2.95],(2.45-4.75],(0.8-1.75],Iris-versicolor
(5.55-6.15],(-inf-2.95],(2.45-4.75],(0.8-1.75],Iris-versicolor
(5.55-6.15],(2.95-3.35],(2.45-4.75],(0.8-1.75],Iris-versicolor
(5.55-6.15],(-inf-2.95],(2.45-4.75],(0.8-1.75],Iris-versicolor
(6.15-inf),(-inf-2.95],(2.45-4.75],(0.8-1.75],Iris-versicolor
(-inf-5.55],(-inf-2.95],(2.45-4.75],(0.8-1.75],Iris-versicolor
(5.55-6.15],(-inf-2.95],(2.45-4.75],(0.8-1.75],Iris-versicolor
(6.15-inf),(2.95-3.35],(4.75-inf),(1.75-inf),Iris-virginica
(5.55-6.15],(-inf-2.95],(4.75-inf),(1.75-inf),Iris-virginica
(6.15-inf),(2.95-3.35],(4.75-inf),(1.75-inf),Iris-virginica
(6.15-inf),(-inf-2.95],(4.75-inf),(1.75-inf),Iris-virginica
(6.15-inf),(2.95-3.35],(4.75-inf),(1.75-inf),Iris-virginica
(6.15-inf),(2.95-3.35],(4.75-inf),(1.75-inf),Iris-virginica
(-inf-5.55],(-inf-2.95],(2.45-4.75],(0.8-1.75],Iris-virginica
(6.15-inf),(-inf-2.95],(4.75-inf),(1.75-inf),Iris-virginica
(6.15-inf),(-inf-2.95],(4.75-inf),(1.75-inf),Iris-virginica
(6.15-inf),(3.35-inf),(4.75-inf),(1.75-inf),Iris-virginica
(6.15-inf),(2.95-3.35],(4.75-inf),(1.75-inf),Iris-virginica
(6.15-inf),(-inf-2.95],(4.75-inf),(1.75-inf),Iris-virginica
(6.15-inf),(2.95-3.35],(4.75-inf),(1.75-inf),Iris-virginica
(5.55-6.15],(-inf-2.95],(4.75-inf),(1.75-inf),Iris-virginica
(5.55-6.15],(-inf-2.95],(4.75-inf),(1.75-inf),Iris-virginica
(6.15-inf),(2.95-3.35],(4.75-inf),(1.75-inf),Iris-virginica
(6.15-inf),(2.95-3.35],(4.75-inf),(1.75-inf),Iris-virginica
(6.15-inf),(3.35-inf),(4.75-inf),(1.75-inf),Iris-virginica
(6.15-inf),(-inf-2.95],(4.75-inf),(1.75-inf),Iris-virginica
(5.55-6.15],(-inf-2.95],(4.75-inf),(0.8-1.75],Iris-virginica
(6.15-inf),(2.95-3.35],(4.75-inf),(1.75-inf),Iris-virginica
(5.55-6.15],(-inf-2.95],(4.75-inf),(1.75-inf),Iris-virginica
(6.15-inf),(-inf-2.95],(4.75-inf),(1.75-inf),Iris-virginica
(6.15-inf),(-inf-2.95],(4.75-inf),(1.75-inf),Iris-virginica
(6.15-inf),(2.95-3.35],(4.75-inf),(1.75-inf),Iris-virginica
(6.15-inf),(2.95-3.35],(4.75-inf),(1.75-inf),Iris-virginica
(6.15-inf),(-inf-2.95],(4.75-inf),(1.75-inf),Iris-virginica
(5.55-6.15],(2.95-3.35],(4.75-inf),(1.75-inf),Iris-virginica
(6.15-inf),(-inf-2.95],(4.75-inf),(1.75-inf),Iris-virginica
(6.15-inf),(2.95-3.35],(4.75-inf),(0.8-1.75],Iris-virginica
(6.15-inf),(-inf-2.95],(4.75-inf),(1.75-inf),Iris-virginica
(6.15-inf),(3.35-inf),(4.75-inf),(1.75-inf),Iris-virginica
(6.15-inf),(-inf-2.95],(4.75-inf),(1.75-inf),Iris-virginica
(6.15-inf),(-inf-2.95],(4.75-inf),(0.8-1.75],Iris-virginica
(5.55-6.15],(-inf-2.95],(4.75-inf),(0.8-1.75],Iris-virginica
(6.15-inf),(2.95-3.35],(4.75-inf),(1.75-inf),Iris-virginica
(6.15-inf),(3.35-inf),(4.75-inf),(1.75-inf),Iris-virginica
(6.15-inf),(2.95-3.35],(4.75-inf),(1.75-inf),Iris-virginica
(5.55-6.15],(2.95-3.35],(4.75-inf),(1.75-inf),Iris-virginica
(6.15-inf),(2.95-3.35],(4.75-inf),(1.75-inf),Iris-virginica
(6.15-inf),(2.95-3.35],(4.75-inf),(1.75-inf),Iris-virginica
(6.15-inf),(2.95-3.35],(4.75-inf),(1.75-inf),Iris-virginica
(5.55-6.15],(-inf-2.95],(4.75-inf),(1.75-inf),Iris-virginica
(6.15-inf),(2.95-3.35],(4.75-inf),(1.75-inf),Iris-virginica
(6.15-inf),(2.95-3.35],(4.75-inf),(1.75-inf),Iris-virginica
(6.15-inf),(2.95-3.35],(4.75-inf),(1.75-inf),Iris-virginica
(6.15-inf),(-inf-2.95],(4.75-inf),(1.75-inf),Iris-virginica
(6.15-inf),(2.95-3.35],(4.75-inf),(1.75-inf),Iris-virginica
(6.15-inf),(3.35-inf),(4.75-inf),(1.75-inf),Iris-virginica
(5.55-6.15],(2.95-3.35],(4.75-inf),(1.75-inf),Iris-virginica
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\ No newline at end of file
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\ No newline at end of file
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\ No newline at end of file
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