/*
* 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;
}
}