org.datacleaner.beans.valuematch.ValueMatchAnalyzer Maven / Gradle / Ivy
/**
* DataCleaner (community edition)
* Copyright (C) 2014 Neopost - Customer Information Management
*
* This copyrighted material is made available to anyone wishing to use, modify,
* copy, or redistribute it subject to the terms and conditions of the GNU
* Lesser General Public License, as published by the Free Software Foundation.
*
* 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 Lesser General Public License
* for more details.
*
* You should have received a copy of the GNU Lesser General Public License
* along with this distribution; if not, write to:
* Free Software Foundation, Inc.
* 51 Franklin Street, Fifth Floor
* Boston, MA 02110-1301 USA
*/
package org.datacleaner.beans.valuematch;
import java.util.LinkedHashMap;
import java.util.Map;
import java.util.concurrent.ConcurrentHashMap;
import java.util.concurrent.atomic.AtomicInteger;
import javax.inject.Inject;
import javax.inject.Named;
import org.datacleaner.api.Analyzer;
import org.datacleaner.api.Concurrent;
import org.datacleaner.api.Configured;
import org.datacleaner.api.Description;
import org.datacleaner.api.HasLabelAdvice;
import org.datacleaner.api.Initialize;
import org.datacleaner.api.InputColumn;
import org.datacleaner.api.InputRow;
import org.datacleaner.api.Provided;
import org.datacleaner.storage.RowAnnotation;
import org.datacleaner.storage.RowAnnotationFactory;
import org.datacleaner.util.StringUtils;
@Named("Value matcher")
@Description("Matches actual values against a set of expected values.\nUse this analyzer as a way to narrow down unexpected values, spelling mistakes, missing values and errors.")
@Concurrent(true)
public class ValueMatchAnalyzer implements Analyzer, HasLabelAdvice {
public static final String PROPERTY_COLUMN = "Column";
public static final String PROPERTY_EXPECTED_VALUES = "Expected values";
public static final String PROPERTY_CASE_SENSISTIVE_MATCHING = "Case sensitive matching";
public static final String PROPERTY_WHITESPACE_SENSITIVE_MATCHING = "White space sensitive matching";
@Inject
@Configured(value = PROPERTY_COLUMN, order = 10)
InputColumn> column;
@Inject
@Configured(value = PROPERTY_EXPECTED_VALUES, order = 20)
String[] expectedValues;
@Inject
@Configured(value = PROPERTY_CASE_SENSISTIVE_MATCHING, order = 30)
boolean caseSensitiveMatching = true;
@Inject
@Configured(value = PROPERTY_WHITESPACE_SENSITIVE_MATCHING, order = 31)
boolean whiteSpaceSensitiveMatching = true;
@Inject
@Provided
RowAnnotationFactory _rowAnnotationFactory;
@Inject
@Provided
RowAnnotation _nullAnnotation;
@Inject
@Provided
RowAnnotation _nonMatchingValuesAnnotation;
private Map _valueAnnotations;
private AtomicInteger _totalCount;
@Initialize
public void init() {
_totalCount = new AtomicInteger();
_valueAnnotations = new ConcurrentHashMap();
for (String value : expectedValues) {
final RowAnnotation annotation = _rowAnnotationFactory.createAnnotation();
String lookupValue = getLookupValue(value);
_valueAnnotations.put(lookupValue, annotation);
}
}
private String getLookupValue(String value) {
if (!caseSensitiveMatching) {
value = value.toLowerCase();
}
if (!whiteSpaceSensitiveMatching) {
value = StringUtils.replaceWhitespaces(value, "");
}
return value;
}
@Override
public void run(InputRow row, int distinctCount) {
_totalCount.addAndGet(distinctCount);
Object value = row.getValue(column);
if (value == null) {
_rowAnnotationFactory.annotate(row, distinctCount, _nullAnnotation);
} else {
final String stringValue = value.toString();
final String lookupValue = getLookupValue(stringValue);
RowAnnotation annotation = _valueAnnotations.get(lookupValue);
if (annotation == null) {
_rowAnnotationFactory.annotate(row, distinctCount, _nonMatchingValuesAnnotation);
} else {
_rowAnnotationFactory.annotate(row, distinctCount, annotation);
}
}
}
@Override
public ValueMatchAnalyzerResult getResult() {
// build a map which doesn't contain "lookup values" but the real
// values, linked/sorted in the original order.
final Map valueAnnotations = new LinkedHashMap();
for (String value : expectedValues) {
final String lookupValue = getLookupValue(value);
final RowAnnotation annotation = _valueAnnotations.get(lookupValue);
valueAnnotations.put(value, annotation);
}
return new ValueMatchAnalyzerResult(column, _rowAnnotationFactory, valueAnnotations, _nullAnnotation,
_nonMatchingValuesAnnotation, _totalCount.get());
}
@Override
public String getSuggestedLabel() {
if (column == null) {
return null;
}
return "Value matcher: " + column.getName();
}
}
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