/* * RapidMiner * * Copyright (C) 2001-2008 by Rapid-I and the contributors * * Complete list of developers available at our web site: * * http://rapid-i.com * * This program is free software: you can redistribute it and/or modify * it under the terms of the GNU Affero General Public License as published by * the Free Software Foundation, either version 3 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 Affero General Public License for more details. * * You should have received a copy of the GNU Affero General Public License * along with this program. If not, see http://www.gnu.org/licenses/. */ package com.rapidminer.operator.preprocessing.filter; import java.util.List; import com.rapidminer.example.Attribute; import com.rapidminer.example.Example; import com.rapidminer.example.ExampleSet; import com.rapidminer.example.table.AttributeFactory; import com.rapidminer.operator.IOObject; import com.rapidminer.operator.Operator; import com.rapidminer.operator.OperatorDescription; import com.rapidminer.operator.OperatorException; import com.rapidminer.operator.UserError; import com.rapidminer.parameter.ParameterType; import com.rapidminer.parameter.ParameterTypeString; import com.rapidminer.tools.Ontology; /** * This operator merges two attributes by simply concatenating the values and store * those new values in a new attribute which will be nominal. If the resulting values * are actually numerical, you could simply change the value type afterwards with the * corresponding operators. * * @author Ingo Mierswa * @version $Id: AttributeMerge.java,v 1.3 2008/07/07 07:06:40 ingomierswa Exp $ */ public class AttributeMerge extends Operator { public static final String PARAMETER_FIRST_ATTRIBUTE = "first_attribute"; public static final String PARAMETER_SECOND_ATTRIBUTE = "second_attribute"; public static final String PARAMETER_SEPARATOR = "separator"; public AttributeMerge(OperatorDescription description) { super(description); } public IOObject[] apply() throws OperatorException { ExampleSet exampleSet = getInput(ExampleSet.class); String firstAttributeName = getParameterAsString(PARAMETER_FIRST_ATTRIBUTE); String secondAttributeName = getParameterAsString(PARAMETER_SECOND_ATTRIBUTE); String separatorString = getParameterAsString(PARAMETER_SEPARATOR); Attribute firstAttribute = exampleSet.getAttributes().get(firstAttributeName); if (firstAttribute == null) { throw new UserError(this, 111, firstAttributeName); } Attribute secondAttribute = exampleSet.getAttributes().get(secondAttributeName); if (secondAttribute == null) { throw new UserError(this, 111, secondAttributeName); } Attribute mergedAttribute = AttributeFactory.createAttribute(firstAttribute.getName() + separatorString + secondAttribute.getName(), Ontology.NOMINAL); exampleSet.getExampleTable().addAttribute(mergedAttribute); exampleSet.getAttributes().addRegular(mergedAttribute); for (Example example : exampleSet) { double firstValue = example.getValue(firstAttribute); double secondValue = example.getValue(secondAttribute); if (Double.isNaN(firstValue) || Double.isNaN(secondValue)) { example.setValue(mergedAttribute, Double.NaN); } else { String firstValueString = example.getValueAsString(firstAttribute); String secondValueString = example.getValueAsString(secondAttribute); String mergedValueString = firstValueString + separatorString + secondValueString; double mergedValue = mergedAttribute.getMapping().mapString(mergedValueString); example.setValue(mergedAttribute, mergedValue); } } return new IOObject[] { exampleSet }; } public Class<?>[] getInputClasses() { return new Class[] { ExampleSet.class }; } public Class<?>[] getOutputClasses() { return new Class[] { ExampleSet.class }; } public List<ParameterType> getParameterTypes() { List<ParameterType> types = super.getParameterTypes(); types.add(new ParameterTypeString(PARAMETER_FIRST_ATTRIBUTE, "The first attribute of this merger.", false)); types.add(new ParameterTypeString(PARAMETER_SECOND_ATTRIBUTE, "The second attribute of this merger.", false)); types.add(new ParameterTypeString(PARAMETER_SEPARATOR, "Indicated a string which is used as separation of both values.", "_")); return types; } }