/* * RapidMiner * * Copyright (C) 2001-2008 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; import java.io.File; import java.io.FileWriter; import java.io.IOException; import java.io.PrintWriter; import java.util.HashMap; import java.util.Iterator; import java.util.List; import java.util.Map; import com.rapidminer.example.Attribute; import com.rapidminer.example.ExampleSet; import com.rapidminer.example.Tools; import com.rapidminer.operator.IOObject; import com.rapidminer.operator.Operator; import com.rapidminer.operator.OperatorDescription; import com.rapidminer.operator.OperatorException; import com.rapidminer.operator.UserError; import com.rapidminer.parameter.ParameterType; import com.rapidminer.parameter.ParameterTypeFile; import com.rapidminer.parameter.ParameterTypeInt; import com.rapidminer.tools.RandomGenerator; /** * This operator takes an <code>ExampleSet</code> as input and maps all * nominal values to randomly created strings. The names and the construction * descriptions of all attributes will also replaced by random strings. This * operator can be used to anonymize your data. It is possible to save the * obfuscating map into a file which can be used to remap the old values and * names. Please use the operator <code>Deobfuscator</code> for this purpose. * The new example set can be written with an <code>ExampleSetWriter</code>. * * @author Ingo Mierswa * @version $Id: Obfuscator.java,v 1.6 2008/07/07 07:06:42 ingomierswa Exp $ */ public class Obfuscator extends Operator { /** The parameter name for "File where the obfuscator map should be written to." */ public static final String PARAMETER_OBFUSCATION_MAP_FILE = "obfuscation_map_file"; /** The parameter name for "Use the given random seed instead of global random numbers (-1: use global)." */ public static final String PARAMETER_LOCAL_RANDOM_SEED = "local_random_seed"; public Obfuscator(OperatorDescription description) { super(description); } public IOObject[] apply() throws OperatorException { // init ExampleSet exampleSet = getInput(ExampleSet.class); Map<String, String> obfuscatorMap = new HashMap<String, String>(); RandomGenerator random = RandomGenerator.getRandomGenerator(getParameterAsInt(PARAMETER_LOCAL_RANDOM_SEED)); // obfuscate regular attributes Iterator<Attribute> i = exampleSet.getAttributes().allAttributes(); while (i.hasNext()) { obfuscateAttribute(i.next(), obfuscatorMap, random); } File file = getParameterAsFile(PARAMETER_OBFUSCATION_MAP_FILE); if (file != null) { try { writeObfuscatorMap(obfuscatorMap, file); } catch (IOException e) { throw new UserError(this, 303, getParameterAsString(PARAMETER_OBFUSCATION_MAP_FILE), e.getMessage()); } } return new IOObject[] { exampleSet }; } private void obfuscateAttribute(Attribute attribute, Map<String, String> obfuscatorMap, RandomGenerator random) { String oldName = attribute.getName(); String newName = random.nextString(8); attribute.setName(newName); attribute.getConstruction().clear(); obfuscatorMap.put(newName, oldName); if (attribute.isNominal()) { Iterator<String> v = attribute.getMapping().getValues().iterator(); while (v.hasNext()) { String oldValue = v.next(); String newValue = random.nextString(8); Tools.replaceValue(attribute, oldValue, newValue); obfuscatorMap.put(oldName + ":" + newValue, oldValue); } } } private void writeObfuscatorMap(Map<String,String> obfuscatorMap, File file) throws IOException { PrintWriter out = null; try { out = new PrintWriter(new FileWriter(file)); Iterator<Map.Entry<String,String>> i = obfuscatorMap.entrySet().iterator(); while (i.hasNext()) { Map.Entry<String,String> e = i.next(); out.println(e.getKey() + "\t" + e.getValue()); } } catch (IOException e) { throw e; } finally { if (out != null) { out.close(); } } } public Class<?>[] getInputClasses() { return new Class[] { ExampleSet.class }; } public Class<?>[] getOutputClasses() { return new Class[] { ExampleSet.class }; } public List<ParameterType> getParameterTypes() { List<ParameterType> types = super.getParameterTypes(); ParameterType type = new ParameterTypeFile(PARAMETER_OBFUSCATION_MAP_FILE, "File where the obfuscator map should be written to.", "obf", true); types.add(type); types.add(new ParameterTypeInt(PARAMETER_LOCAL_RANDOM_SEED, "Use the given random seed instead of global random numbers (-1: use global).", -1, Integer.MAX_VALUE, -1)); return types; } }