/**
* 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.operator.visualization;
import com.rapidminer.example.Attribute;
import com.rapidminer.example.ExampleSet;
import com.rapidminer.operator.Operator;
import com.rapidminer.operator.OperatorDescription;
import com.rapidminer.operator.OperatorException;
import com.rapidminer.operator.ports.InputPort;
import com.rapidminer.operator.ports.OutputPort;
import com.rapidminer.operator.ports.metadata.GenerateNewMDRule;
import java.util.Iterator;
/**
* This operators calculates some very simple statistics about the given example set. These are the
* ranges of the attributes and the average or mode values for numerical or nominal attributes
* respectively. These informations are automatically calculated and displayed by the graphical user
* interface of RapidMiner. Since they cannot be displayed with the command line version of
* RapidMiner this operator can be used as a workaround in cases where the graphical user interface
* cannot be used.
*
* @author Ingo Mierswa ingomierswa Exp $
*/
public class DataStatisticsOperator extends Operator {
private InputPort exampleSetInput = getInputPorts().createPort("example set");
private OutputPort statisticsOutput = getOutputPorts().createPort("statistics");
private OutputPort exampleSetOutput = getOutputPorts().createPort("example set");
/** Creates a new data statistics operator. */
public DataStatisticsOperator(OperatorDescription description) {
super(description);
getTransformer().addPassThroughRule(exampleSetInput, exampleSetOutput);
getTransformer().addRule(new GenerateNewMDRule(statisticsOutput, DataStatistics.class));
}
/** Creates and delivers the simple statistics object. */
@Override
public void doWork() throws OperatorException {
ExampleSet eSet = exampleSetInput.getData(ExampleSet.class);
eSet.recalculateAllAttributeStatistics();
DataStatistics statistics = new DataStatistics();
Iterator<Attribute> i = eSet.getAttributes().allAttributes();
while (i.hasNext()) {
statistics.addInfo(eSet, i.next());
}
exampleSetOutput.deliver(eSet);
statisticsOutput.deliver(statistics);
}
}