/** * 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.preprocessing.transformation.aggregation; import com.rapidminer.example.Attribute; import com.rapidminer.tools.Ontology; import java.util.List; /** * This function first behaves like {@link CountAggregationFunction}, but it delivers percentages of * the total count instead of absolute values. E.g. {@link SumAggregationFunction} delivers [2, 5, * 3] this function would deliver [20, 50, 30] * * @author Marco Boeck * */ public abstract class AbstractCountRatioAggregationFunction extends CountAggregationFunction { public static final String FUNCTION_COUNT_PERCENTAGE = "percentage_count"; public AbstractCountRatioAggregationFunction(Attribute sourceAttribute, boolean ignoreMissings, boolean countOnlyDisctinct, String functionName) { super(sourceAttribute, ignoreMissings, countOnlyDisctinct, functionName, FUNCTION_SEPARATOR_OPEN, FUNCTION_SEPARATOR_CLOSE); } public AbstractCountRatioAggregationFunction(Attribute sourceAttribute, boolean ignoreMissings, boolean countOnlyDisctinct, String functionName, String separatorOpen, String separatorClose) { super(sourceAttribute, ignoreMissings, countOnlyDisctinct, functionName, separatorOpen, separatorClose); } public abstract double getRatioFactor(); @Override public Aggregator createAggregator() { return new CountIncludingMissingsAggregator(this); } @Override public void postProcessing(List<Aggregator> allAggregators) { double totalCount = 0; // calculate total count for (Aggregator aggregator : allAggregators) { double value = ((CountIncludingMissingsAggregator) aggregator).getCount(); if (Double.isNaN(value)) { totalCount = Double.NaN; break; } totalCount += value; } // devide by total count for (Aggregator aggregator : allAggregators) { CountIncludingMissingsAggregator countAggregator = (CountIncludingMissingsAggregator) aggregator; countAggregator.setCount((countAggregator.getCount() / totalCount) * getRatioFactor()); } } @Override protected int getTargetValueType(int sourceValueType) { return Ontology.REAL; } }