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StringToNominal.java
Package: Weka-3-2.rar [view]
Upload User: rhdiban
Upload Date: 2013-08-09
Package Size: 15085k
Code Size: 8k
Category:
Windows Develop
Development Platform:
Java
- /*
- * This program is free software; you can redistribute it and/or modify
- * it under the terms of the GNU General Public License as published by
- * the Free Software Foundation; either version 2 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 General Public License for more details.
- *
- * You should have received a copy of the GNU General Public License
- * along with this program; if not, write to the Free Software
- * Foundation, Inc., 675 Mass Ave, Cambridge, MA 02139, USA.
- */
- /*
- * StringToNominal.java
- * Copyright (C) 1999 Intelligenesis Corp.
- *
- */
- package weka.filters.unsupervised.attribute;
- import weka.filters.*;
- import java.util.Enumeration;
- import java.util.Vector;
- import weka.core.Attribute;
- import weka.core.FastVector;
- import weka.core.Instance;
- import weka.core.Instances;
- import weka.core.Option;
- import weka.core.OptionHandler;
- import weka.core.Utils;
- import weka.core.UnsupportedAttributeTypeException;
- /**
- * Converts a string attribute (i.e. unspecified number of values) to nominal
- * (i.e. set number of values). You should ensure that all string values that
- * will appear are represented in the dataset.<p>
- *
- * Valid filter-specific options are: <p>
- *
- * -C col <br>
- * Index of the attribute to be changed. (default last)<p>
- *
- * @author Len Trigg (len@intelligenesis.net)
- * @version $Revision: 1.1 $
- */
- public class StringToNominal extends Filter
- implements UnsupervisedFilter, OptionHandler {
- /** The attribute index setting (allows -1 = last). */
- private int m_AttIndexSet = -1;
- /** The attribute index. */
- private int m_AttIndex;
- /**
- * Sets the format of the input instances.
- *
- * @param instanceInfo an Instances object containing the input
- * instance structure (any instances contained in the object are
- * ignored - only the structure is required).
- * @return true if the outputFormat may be collected immediately.
- * @exception UnsupportedAttributeTypeException if the selected attribute
- * a string attribute.
- * @exception Exception if the input format can't be set
- * successfully.
- */
- public boolean setInputFormat(Instances instanceInfo)
- throws Exception {
- super.setInputFormat(instanceInfo);
- m_AttIndex = m_AttIndexSet;
- if (m_AttIndex < 0) {
- m_AttIndex = instanceInfo.numAttributes() - 1;
- }
- if (!instanceInfo.attribute(m_AttIndex).isString()) {
- throw new UnsupportedAttributeTypeException("Chosen attribute is not of type string.");
- }
- return false;
- }
- /**
- * Input an instance for filtering. The instance is processed
- * and made available for output immediately.
- *
- * @param instance the input instance.
- * @return true if the filtered instance may now be
- * collected with output().
- * @exception IllegalStateException if no input structure has been defined.
- */
- public boolean input(Instance instance) {
- if (getInputFormat() == null) {
- throw new IllegalStateException("No input instance format defined");
- }
- if (m_NewBatch) {
- resetQueue();
- m_NewBatch = false;
- }
- if (isOutputFormatDefined()) {
- Instance newInstance = (Instance)instance.copy();
- push(newInstance);
- return true;
- }
- bufferInput(instance);
- return false;
- }
- /**
- * Signifies that this batch of input to the filter is finished. If the
- * filter requires all instances prior to filtering, output() may now
- * be called to retrieve the filtered instances.
- *
- * @return true if there are instances pending output.
- * @exception IllegalStateException if no input structure has been defined.
- */
- public boolean batchFinished() {
- if (getInputFormat() == null) {
- throw new IllegalStateException("No input instance format defined");
- }
- if (!isOutputFormatDefined()) {
- setOutputFormat();
- // Convert pending input instances
- for(int i = 0; i < getInputFormat().numInstances(); i++) {
- push((Instance) getInputFormat().instance(i).copy());
- }
- }
- flushInput();
- m_NewBatch = true;
- return (numPendingOutput() != 0);
- }
- /**
- * Returns an enumeration describing the available options.
- *
- * @return an enumeration of all the available options.
- */
- public Enumeration listOptions() {
- Vector newVector = new Vector(1);
- newVector.addElement(new Option(
- "tSets the attribute index (default last).",
- "C", 1, "-C <col>"));
- return newVector.elements();
- }
- /**
- * Parses the options for this object. Valid options are: <p>
- *
- * -C col <br>
- * The column containing the values to be merged. (default last)<p>
- *
- * @param options the list of options as an array of strings
- * @exception Exception if an option is not supported
- */
- public void setOptions(String[] options) throws Exception {
- String attributeIndex = Utils.getOption('C', options);
- if (attributeIndex.length() != 0) {
- if (attributeIndex.toLowerCase().equals("last")) {
- setAttributeIndex(-1);
- } else if (attributeIndex.toLowerCase().equals("first")) {
- setAttributeIndex(0);
- } else {
- setAttributeIndex(Integer.parseInt(attributeIndex) - 1);
- }
- } else {
- setAttributeIndex(-1);
- }
- if (getInputFormat() != null) {
- setInputFormat(getInputFormat());
- }
- }
- /**
- * Gets the current settings of the filter.
- *
- * @return an array of strings suitable for passing to setOptions
- */
- public String [] getOptions() {
- String [] options = new String [6];
- int current = 0;
- options[current++] = "-C";
- options[current++] = "" + (getAttributeIndex() + 1);
- while (current < options.length) {
- options[current++] = "";
- }
- return options;
- }
- /**
- * Get the index of the attribute used.
- *
- * @return the index of the attribute
- */
- public int getAttributeIndex() {
- return m_AttIndexSet;
- }
- /**
- * Sets index of the attribute used.
- *
- * @param index the index of the attribute
- */
- public void setAttributeIndex(int attIndex) {
- m_AttIndexSet = attIndex;
- }
- /**
- * Set the output format. Takes the current average class values
- * and m_InputFormat and calls setOutputFormat(Instances)
- * appropriately.
- */
- private void setOutputFormat() {
- Instances newData;
- FastVector newAtts, newVals;
- // Compute new attributes
- newAtts = new FastVector(getInputFormat().numAttributes());
- for (int j = 0; j < getInputFormat().numAttributes(); j++) {
- Attribute att = getInputFormat().attribute(j);
- if (j != m_AttIndex) {
- // We don't have to copy the attribute because the
- // attribute index remains unchanged.
- newAtts.addElement(att);
- } else {
- // Compute list of attribute values
- newVals = new FastVector(att.numValues());
- for (int i = 0; i < att.numValues(); i++) {
- newVals.addElement(att.value(i));
- }
- newAtts.addElement(new Attribute(att.name(), newVals));
- }
- }
- // Construct new header
- newData = new Instances(getInputFormat().relationName(), newAtts, 0);
- newData.setClassIndex(getInputFormat().classIndex());
- setOutputFormat(newData);
- }
- /**
- * Main method for testing this class.
- *
- * @param argv should contain arguments to the filter:
- * use -h for help
- */
- public static void main(String [] argv) {
- try {
- if (Utils.getFlag('b', argv)) {
- Filter.batchFilterFile(new StringToNominal(), argv);
- } else {
- Filter.filterFile(new StringToNominal(), argv);
- }
- } catch (Exception ex) {
- System.out.println(ex.getMessage());
- }
- }
- }