/* * ARX: Powerful Data Anonymization * Copyright 2012 - 2017 Fabian Prasser, Florian Kohlmayer and contributors * * Licensed under the Apache License, Version 2.0 (the "License"); * you may not use this file except in compliance with the License. * You may obtain a copy of the License at * * http://www.apache.org/licenses/LICENSE-2.0 * * Unless required by applicable law or agreed to in writing, software * distributed under the License is distributed on an "AS IS" BASIS, * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. * See the License for the specific language governing permissions and * limitations under the License. */ package org.deidentifier.arx.examples; import java.io.IOException; import java.nio.charset.Charset; import org.deidentifier.arx.ARXAnonymizer; import org.deidentifier.arx.ARXConfiguration; import org.deidentifier.arx.ARXResult; import org.deidentifier.arx.AttributeType; import org.deidentifier.arx.AttributeType.Hierarchy; import org.deidentifier.arx.Data; import org.deidentifier.arx.DataSource; import org.deidentifier.arx.DataType; import org.deidentifier.arx.criteria.OrderedDistanceTCloseness; /** * This class implements an example of how to use ordered distance t-closeness. Implements Example 3 * from the paper Li et al. "t-Closeness: Privacy Beyond k-Anonymity and l-Diversity" * * @author Fabian Prasser */ public class Example48 extends Example { /** * Entry point. * * @param args the arguments */ public static void main(String[] args) throws IOException { // Load data DataSource source = DataSource.createCSVSource("data/test2.csv", Charset.forName("UTF-8"), ';', true); source.addColumn("ZIPCode", DataType.STRING); source.addColumn("Age", DataType.INTEGER); source.addColumn("Salary", DataType.INTEGER); // in k source.addColumn("Disease", DataType.STRING); Data data = Data.create(source); // Load hierarchies Hierarchy zipcode = Hierarchy.create("data/test2_hierarchy_ZIPCode.csv", Charset.forName("UTF-8"), ';'); Hierarchy age = Hierarchy.create("data/test2_hierarchy_Age.csv", Charset.forName("UTF-8"), ';'); // Define data.getDefinition().setAttributeType("ZIPCode", zipcode); data.getDefinition().setAttributeType("Age", age); data.getDefinition().setAttributeType("Salary", AttributeType.SENSITIVE_ATTRIBUTE); // Create an instance of the anonymizer ARXAnonymizer anonymizer = new ARXAnonymizer(); ARXConfiguration config = ARXConfiguration.create(); config.addPrivacyModel(new OrderedDistanceTCloseness("Salary", 0.3751)); config.setMaxOutliers(0d); // Anonymize ARXResult result = anonymizer.anonymize(data, config); // Print results System.out.println("Output data:"); print(result.getOutput()); } }