/**
* 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;
}
}
}