/* * 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.operator.preprocessing.transformation.aggregation; import java.util.List; import com.rapidminer.example.Attribute; import com.rapidminer.tools.Ontology; /** * 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; } }