/** * Copyright (C) 2001-2017 by RapidMiner and the contributors * * Complete list of developers available at our web site: * * http://rapidminer.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.example.set; import com.rapidminer.example.Attribute; import com.rapidminer.example.AttributeTransformation; import java.util.HashMap; import java.util.Iterator; import java.util.Map; /** * This transformation simply returns the same value. * * @author Ingo Mierswa */ public class AttributeTransformationReplaceMissing implements AttributeTransformation { private static final long serialVersionUID = 1L; private Map<String, Double> replacementMap; public AttributeTransformationReplaceMissing(Map<String, Double> replacementMap) { this.replacementMap = replacementMap; } public AttributeTransformationReplaceMissing(AttributeTransformationReplaceMissing other) { this.replacementMap = new HashMap<String, Double>(); Iterator<Map.Entry<String, Double>> i = other.replacementMap.entrySet().iterator(); while (i.hasNext()) { Map.Entry<String, Double> entry = i.next(); this.replacementMap.put(entry.getKey(), Double.valueOf(entry.getValue())); } } @Override public Object clone() { return new AttributeTransformationReplaceMissing(this); } public void setReplacementMap(Map<String, Double> replacementMap) { this.replacementMap = replacementMap; } @Override public double inverseTransform(Attribute attribute, double value) { return value; } @Override public boolean isReversable() { return false; } @Override public double transform(Attribute attribute, double value) { if (Double.isNaN(value)) { Double replacement = replacementMap.get(attribute.getName()); if (replacement != null) { return replacement; } else { return value; } } else { return value; } } }