/* * 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.HashMap; import java.util.List; import java.util.Map; import java.util.Set; import com.rapidminer.example.Attribute; import com.rapidminer.example.Example; import com.rapidminer.example.ExampleSet; import com.rapidminer.example.table.AttributeFactory; import com.rapidminer.example.table.BinominalAttribute; import com.rapidminer.example.table.ExampleTable; import com.rapidminer.example.table.NominalMapping; 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; /** * Adds a value to a nominal attribute definition. * * @author Peter B. Volk, Ingo Mierswa * @version $Id: AddNominalValue.java,v 1.6 2008/07/07 07:06:40 ingomierswa Exp $ */ public class AddNominalValue extends Operator { /** The parameter name for "The name of the nominal attribute to which values should be added." */ public static final String PARAMETER_ATTRIBUTE_NAME = "attribute_name"; /** The parameter name for "The value which should be added." */ public static final String PARAMETER_NEW_VALUE = "new_value"; public AddNominalValue(OperatorDescription description) { super(description); } public IOObject[] apply() throws OperatorException { ExampleSet exampleSet = getInput(ExampleSet.class); Attribute attribute = exampleSet.getAttributes().get(getParameterAsString(PARAMETER_ATTRIBUTE_NAME)); // some checks if (attribute == null) { throw new UserError(this, 111, getParameterAsString(PARAMETER_ATTRIBUTE_NAME)); } if (!attribute.isNominal()) { throw new UserError(this, 119, new Object[] { attribute.getName(), this.getName() }); } // replace binominal attribute if already two values are mapped Map<Attribute, Attribute> replacementMap = new HashMap<Attribute, Attribute>(); ExampleTable table = exampleSet.getExampleTable(); if (attribute instanceof BinominalAttribute) { if (attribute.getMapping().size() == 2) { Attribute newAttribute = AttributeFactory.createAttribute(attribute.getName(), Ontology.NOMINAL); replacementMap.put(attribute, newAttribute); table.addAttribute(newAttribute); exampleSet.getAttributes().addRegular(newAttribute); } } Set<Attribute> originalAttributes = replacementMap.keySet(); // copying mapping for (Attribute originalAttribute: originalAttributes) { NominalMapping originalMapping = originalAttribute.getMapping(); NominalMapping newMapping = replacementMap.get(originalAttribute).getMapping(); for (int i = 0; i < originalMapping.size(); i++) newMapping.mapString(originalMapping.mapIndex(i)); } // copying data for (Example example: exampleSet) { for (Attribute originalAttribute: originalAttributes) { example.setValue(replacementMap.get(originalAttribute), example.getValue(originalAttribute)); } } // removing old attributes for (Attribute originalAttribute: originalAttributes) { exampleSet.getAttributes().remove(originalAttribute); } String newValue = getParameterAsString(PARAMETER_NEW_VALUE); attribute.getMapping().mapString(newValue); 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_ATTRIBUTE_NAME, "The name of the nominal attribute to which values should be added.", false)); types.add(new ParameterTypeString(PARAMETER_NEW_VALUE, "The value which should be added.", false)); return types; } }