/*
* RapidMiner
*
* Copyright (C) 2001-2014 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 java.util.Iterator;
import java.util.LinkedHashMap;
import java.util.Map;
import com.rapidminer.example.Attribute;
import com.rapidminer.example.AttributeRole;
import com.rapidminer.example.Attributes;
import com.rapidminer.example.Example;
import com.rapidminer.example.ExampleSet;
import com.rapidminer.example.table.ExampleTable;
import com.rapidminer.example.table.NominalMapping;
import com.rapidminer.operator.Annotations;
/**
* This example set uses the mapping given by another example set and
* "remaps" on the fly the nominal values according to the given set. It also
* sorts the regular attributes in the order of the other exampleSet if possible.
* If additional attributes occur, they are appended on the end of the example set, if keepAdditional is
* selected.
*
* @author Ingo Mierswa, Sebastian Land
*/
public class RemappedExampleSet extends AbstractExampleSet {
private static final long serialVersionUID = 3460640319989955936L;
private ExampleSet parent;
public RemappedExampleSet(ExampleSet parentSet, ExampleSet mappingSet) {
this(parentSet, mappingSet, true);
}
public RemappedExampleSet(ExampleSet parentSet, ExampleSet _mappingSet, boolean keepAdditional) {
this.parent = (ExampleSet)parentSet.clone();
ExampleSet mappingSet = (ExampleSet)_mappingSet.clone();
// check for a missing mappingSet because of compatibility
if (mappingSet != null) {
Attributes attributes = parent.getAttributes();
// copying attributes into name map
Map<String, Attribute> attributeMap = new LinkedHashMap<String, Attribute>(parent.size());
for (Attribute attribute: attributes) {
attributeMap.put(attribute.getName(), attribute);
}
// clearing cloned set
attributes.clearRegular();
// adding again in mappingSets's order
for(Attribute mapAttribute: mappingSet.getAttributes()) {
String name = mapAttribute.getName();
Attribute attribute = attributeMap.get(name);
if (attribute != null) {
attributes.addRegular(attribute);
attributeMap.remove(name);
}
}
if (keepAdditional) {
// adding all additional attributes
for(Attribute attribute: attributeMap.values()) {
attributes.addRegular(attribute);
}
}
// mapping nominal values
Iterator<AttributeRole> a = this.parent.getAttributes().allAttributeRoles();
while (a.hasNext()) {
AttributeRole role = a.next();
Attribute currentAttribute = role.getAttribute();
if (currentAttribute.isNominal()) {
NominalMapping mapping = null;
mapping = currentAttribute.getMapping();
Attribute oldMappingAttribute = mappingSet.getAttributes().get(role.getAttribute().getName());
if ((oldMappingAttribute != null) && (oldMappingAttribute.isNominal()))
mapping = oldMappingAttribute.getMapping();
currentAttribute.addTransformation(new AttributeTransformationRemapping(mapping));
}
}
}
}
/** Clone constructor. */
public RemappedExampleSet(RemappedExampleSet other) {
this.parent = (ExampleSet)other.parent.clone();
}
public Attributes getAttributes() {
return this.parent.getAttributes();
}
public ExampleTable getExampleTable() {
return parent.getExampleTable();
}
public int size() {
return parent.size();
}
public Iterator<Example> iterator() {
return new AttributesExampleReader(parent.iterator(), this);
}
public Example getExample(int index) {
return this.parent.getExample(index);
}
@Override
public Annotations getAnnotations() {
return parent.getAnnotations();
}
}