/*
* 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.learner.clustering;
import java.util.ArrayList;
import java.util.List;
import java.util.Random;
import com.rapidminer.example.Attribute;
import com.rapidminer.example.Example;
import com.rapidminer.example.ExampleSet;
import com.rapidminer.tools.Ontology;
import com.rapidminer.tools.RandomGenerator;
/**
* Some utility methods to connect the clustering plugin to RapidMiner.
*
* @author Michael Wurst, Ingo Mierswa
* @version $Id: IdUtils.java,v 1.8 2008/09/12 10:30:27 tobiasmalbrecht Exp $
*/
public class IdUtils {
public static String getIdFromExample(Example e) {
Attribute idAttribute = e.getAttributes().getId();
if (idAttribute != null)
return e.getValueAsString(idAttribute);
else
return null;
}
public static Example getExampleFromId(ExampleSet es, String id) {
Attribute idAttribute = es.getAttributes().getId();
// TODO: kick all stuff out after changing clustering ID handling to doubles...
Example example = null;
if (Ontology.ATTRIBUTE_VALUE_TYPE.isA(idAttribute.getValueType(), Ontology.NOMINAL)) {
double index = idAttribute.getMapping().mapString(id);
example = es.getExampleFromId(index);
} else if (Ontology.ATTRIBUTE_VALUE_TYPE.isA(idAttribute.getValueType(), Ontology.NUMERICAL)) {
double index = Double.parseDouble(id);
example = es.getExampleFromId(index);
} else {
es.getLog().logError("Id must be numerical or nominal");
example = null;
}
if (example == null)
return null;
if (example.getDataRow() == null) {
es.getLog().logError("Example with id " + id + " cannot be found");
return null;
}
return example;
}
public static List<String> getRandomIdList(List<String> ids, int k, int randomSeed) {
List<String> result = new ArrayList<String>(k);
List<String> idsCopy = new ArrayList<String>(ids);
Random rng = RandomGenerator.getRandomGenerator(randomSeed);
for (int i = 0; i < k; i++) {
int index = rng.nextInt(idsCopy.size());
result.add(idsCopy.get(index));
idsCopy.remove(index);
}
return result;
}
}