/** * 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); } }