/* * This program is free software; you can redistribute it and/or modify * it under the terms of the GNU General Public License as published by * the Free Software Foundation; either version 2 of the License, or * (at your option) any later version. * * This program is distributed in the hope that it will be useful, * but WITHOUT ANY WARRANTY; without even the implied warranty of * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the * GNU General Public License for more details. * * You should have received a copy of the GNU General Public License * along with this program; if not, write to the Free Software * Foundation, Inc., 675 Mass Ave, Cambridge, MA 02139, USA. */ /* * Copyright (C) 2002 University of Waikato */ package weka.filters.unsupervised.attribute; import weka.core.Attribute; import weka.core.Instances; import weka.filters.AbstractFilterTest; import weka.filters.Filter; import junit.framework.Test; import junit.framework.TestSuite; /** * Tests Discretize. Run from the command line with:<p> * java weka.filters.unsupervised.attribute.DiscretizeTest * * @author <a href="mailto:len@reeltwo.com">Len Trigg</a> * @version $Revision: 1.3 $ */ public class DiscretizeTest extends AbstractFilterTest { public DiscretizeTest(String name) { super(name); } /** Creates a default Discretize */ public Filter getFilter() { Discretize f= new Discretize(); return f; } /** Creates a specialized Discretize */ public Filter getFilter(String rangelist) { try { Discretize f = new Discretize(); f.setAttributeIndices(rangelist); return f; } catch (Exception ex) { ex.printStackTrace(); fail("Exception setting attribute range: " + rangelist + "\n" + ex.getMessage()); } return null; } public void testTypical() { m_Filter = getFilter("1,2"); Instances result = useFilter(); assertEquals(m_Instances.numAttributes(), result.numAttributes()); // None of the attributes should have changed, since 1,2 aren't numeric for (int i = 0; i < result.numAttributes(); i++) { assertEquals(m_Instances.attribute(i).type(), result.attribute(i).type()); assertEquals(m_Instances.attribute(i).name(), result.attribute(i).name()); } } public void testTypical2() { m_Filter = getFilter("3-4"); Instances result = useFilter(); assertEquals(m_Instances.numAttributes(), result.numAttributes()); for (int i = 0; i < result.numAttributes(); i++) { if (i != 2) { assertEquals(m_Instances.attribute(i).type(), result.attribute(i).type()); assertEquals(m_Instances.attribute(i).name(), result.attribute(i).name()); } else { assertEquals(Attribute.NOMINAL, result.attribute(i).type()); assertEquals(10, result.attribute(i).numValues()); } } } public void testInverted() { m_Filter = getFilter("1,2"); ((Discretize)m_Filter).setInvertSelection(true); Instances result = useFilter(); assertEquals(m_Instances.numAttributes(), result.numAttributes()); for (int i = 0; i < result.numAttributes(); i++) { if ((i < 2) || !m_Instances.attribute(i).isNumeric()) { assertEquals(m_Instances.attribute(i).type(), result.attribute(i).type()); assertEquals(m_Instances.attribute(i).name(), result.attribute(i).name()); } else { assertEquals(Attribute.NOMINAL, result.attribute(i).type()); assertEquals(10, result.attribute(i).numValues()); } } } public void testNonInverted2() { m_Filter = getFilter("first-3"); ((Discretize)m_Filter).setInvertSelection(true); Instances result = useFilter(); assertEquals(m_Instances.numAttributes(), result.numAttributes()); for (int i = 0; i < result.numAttributes(); i++) { if ((i < 3) || !m_Instances.attribute(i).isNumeric()) { assertEquals(m_Instances.attribute(i).type(), result.attribute(i).type()); assertEquals(m_Instances.attribute(i).name(), result.attribute(i).name()); } else { assertEquals(Attribute.NOMINAL, result.attribute(i).type()); assertEquals(10, result.attribute(i).numValues()); } } } public void testBins() { m_Filter = getFilter("3"); ((Discretize)m_Filter).setBins(5); Instances result = useFilter(); assertEquals(m_Instances.numAttributes(), result.numAttributes()); assertEquals(Attribute.NOMINAL, result.attribute(2).type()); assertEquals(5, result.attribute(2).numValues()); ((Discretize)m_Filter).setBins(20); result = useFilter(); assertEquals(m_Instances.numAttributes(), result.numAttributes()); assertEquals(Attribute.NOMINAL, result.attribute(2).type()); assertEquals(20, result.attribute(2).numValues()); } public void testFindNumBins() { m_Filter = getFilter("3"); ((Discretize)m_Filter).setFindNumBins(true); Instances result = useFilter(); assertEquals(m_Instances.numAttributes(), result.numAttributes()); assertEquals(Attribute.NOMINAL, result.attribute(2).type()); assertTrue(5 >= result.attribute(2).numValues()); } public static Test suite() { return new TestSuite(DiscretizeTest.class); } public static void main(String[] args){ junit.textui.TestRunner.run(suite()); } }