/* * RapidMiner * * Copyright (C) 2001-2011 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.preprocessing.filter.attributes; import com.rapidminer.example.Attribute; import com.rapidminer.example.Example; import com.rapidminer.operator.ports.metadata.AttributeMetaData; import com.rapidminer.operator.ports.metadata.MetaDataInfo; import com.rapidminer.parameter.ParameterHandler; /** * This class implements a no missing value filter for attributes. Attributes are filtered and hence be removed from * exampleSet if there are missing values in one of the examples in this attribute. * * @author Sebastian Land, Ingo Mierswa */ public class NoMissingValuesAttributeFilter extends AbstractAttributeFilterCondition { public MetaDataInfo isFilteredOutMetaData(AttributeMetaData attribute, ParameterHandler handler) { switch (attribute.containsMissingValues()) { case YES: return MetaDataInfo.YES; case NO: return MetaDataInfo.NO; default: return MetaDataInfo.UNKNOWN; } } @Override public boolean isNeedingScan() { return true; } public ScanResult beforeScanCheck(Attribute attribute) { return ScanResult.UNCHECKED; } @Override public ScanResult check(Attribute attribute, Example example) { if (Double.isNaN(example.getValue(attribute))) return ScanResult.REMOVE; else // if is not NAN: Needs to check next one return ScanResult.UNCHECKED; } }