/*
* 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 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 General Public License for more details.
*
* You should have received a copy of the GNU General Public License
* along with this program. If not, see <http://www.gnu.org/licenses/>.
*/
/*
* ChangeDateFormat.java
* Copyright (C) 2004-2012 University of Waikato, Hamilton, New Zealand
*
*/
package weka.filters.unsupervised.attribute;
import java.text.ParseException;
import java.text.SimpleDateFormat;
import java.util.Enumeration;
import java.util.Vector;
import weka.core.Attribute;
import weka.core.Capabilities;
import weka.core.Capabilities.Capability;
import weka.core.FastVector;
import weka.core.Instance;
import weka.core.Instances;
import weka.core.Option;
import weka.core.OptionHandler;
import weka.core.RevisionUtils;
import weka.core.SingleIndex;
import weka.core.UnsupportedAttributeTypeException;
import weka.core.Utils;
import weka.filters.Filter;
import weka.filters.StreamableFilter;
import weka.filters.UnsupervisedFilter;
/**
<!-- globalinfo-start -->
* Changes the date format used by a date attribute. This is most useful for converting to a format with less precision, for example, from an absolute date to day of year, etc. This changes the format string, and changes the date values to those that would be parsed by the new format.
* <p/>
<!-- globalinfo-end -->
*
<!-- options-start -->
* Valid options are: <p/>
*
* <pre> -C <col>
* Sets the attribute index (default last).</pre>
*
* <pre> -F <value index>
* Sets the output date format string (default corresponds to ISO-8601).</pre>
*
<!-- options-end -->
*
* @author <a href="mailto:len@reeltwo.com">Len Trigg</a>
* @version $Revision: 8034 $
*/
public class ChangeDateFormat
extends Filter
implements UnsupervisedFilter, StreamableFilter, OptionHandler {
/** for serialization */
static final long serialVersionUID = -1609344074013448737L;
/** The default output date format. Corresponds to ISO-8601 format. */
private static final SimpleDateFormat DEFAULT_FORMAT = new SimpleDateFormat("yyyy-MM-dd'T'HH:mm:ss");
/** The attribute's index setting. */
private SingleIndex m_AttIndex = new SingleIndex("last");
/** The output date format. */
private SimpleDateFormat m_DateFormat = DEFAULT_FORMAT;
/** The output attribute. */
private Attribute m_OutputAttribute;
/**
* Returns a string describing this filter
*
* @return a description of the filter suitable for
* displaying in the explorer/experimenter gui
*/
public String globalInfo() {
return
"Changes the date format used by a date attribute. This is most "
+ "useful for converting to a format with less precision, for example, "
+ "from an absolute date to day of year, etc. This changes the format "
+ "string, and changes the date values to those that would be parsed "
+ "by the new format.";
}
/**
* Returns the Capabilities of this filter.
*
* @return the capabilities of this object
* @see Capabilities
*/
public Capabilities getCapabilities() {
Capabilities result = super.getCapabilities();
result.disableAll();
// attributes
result.enableAllAttributes();
result.enable(Capability.MISSING_VALUES);
// class
result.enableAllClasses();
result.enable(Capability.MISSING_CLASS_VALUES);
result.enable(Capability.NO_CLASS);
return result;
}
/**
* 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
* @throws Exception if the input format can't be set
* successfully
*/
public boolean setInputFormat(Instances instanceInfo)
throws Exception {
super.setInputFormat(instanceInfo);
m_AttIndex.setUpper(instanceInfo.numAttributes() - 1);
if (!instanceInfo.attribute(m_AttIndex.getIndex()).isDate()) {
throw new UnsupportedAttributeTypeException("Chosen attribute not date.");
}
setOutputFormat();
return true;
}
/**
* Input an instance for filtering.
*
* @param instance the input instance
* @return true if the filtered instance may now be
* collected with output().
* @throws Exception if the input format was not set or the date format cannot
* be parsed
*/
public boolean input(Instance instance) throws Exception {
if (getInputFormat() == null) {
throw new IllegalStateException("No input instance format defined");
}
if (m_NewBatch) {
resetQueue();
m_NewBatch = false;
}
Instance newInstance = (Instance)instance.copy();
int index = m_AttIndex.getIndex();
if (!newInstance.isMissing(index)) {
double value = instance.value(index);
try {
// Format and parse under the new format to force any required
// loss in precision.
value = m_OutputAttribute.parseDate(m_OutputAttribute.formatDate(value));
} catch (ParseException pe) {
throw new RuntimeException("Output date format couldn't parse its own output!!");
}
newInstance.setValue(index, value);
}
push(newInstance);
return true;
}
/**
* Returns an enumeration describing the available options
*
* @return an enumeration of all the available options
*/
public Enumeration listOptions() {
Vector newVector = new Vector(2);
newVector.addElement(new Option(
"\tSets the attribute index (default last).",
"C", 1, "-C <col>"));
newVector.addElement(new Option(
"\tSets the output date format string (default corresponds to ISO-8601).",
"F", 1, "-F <value index>"));
return newVector.elements();
}
/**
* Parses a given list of options. <p/>
*
<!-- options-start -->
* Valid options are: <p/>
*
* <pre> -C <col>
* Sets the attribute index (default last).</pre>
*
* <pre> -F <value index>
* Sets the output date format string (default corresponds to ISO-8601).</pre>
*
<!-- options-end -->
*
* @param options the list of options as an array of strings
* @throws Exception if an option is not supported
*/
public void setOptions(String[] options) throws Exception {
String attIndex = Utils.getOption('C', options);
if (attIndex.length() != 0) {
setAttributeIndex(attIndex);
} else {
setAttributeIndex("last");
}
String formatString = Utils.getOption('F', options);
if (formatString.length() != 0) {
setDateFormat(formatString);
} else {
setDateFormat(DEFAULT_FORMAT);
}
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 [4];
int current = 0;
options[current++] = "-C";
options[current++] = "" + getAttributeIndex();
options[current++] = "-F";
options[current++] = "" + getDateFormat().toPattern();
while (current < options.length) {
options[current++] = "";
}
return options;
}
/**
* @return tip text for this property suitable for
* displaying in the explorer/experimenter gui
*/
public String attributeIndexTipText() {
return "Sets which attribute to process. This "
+ "attribute must be of type date (\"first\" and \"last\" are valid values)";
}
/**
* Gets the index of the attribute converted.
*
* @return the index of the attribute
*/
public String getAttributeIndex() {
return m_AttIndex.getSingleIndex();
}
/**
* Sets the index of the attribute used.
*
* @param attIndex the index of the attribute
*/
public void setAttributeIndex(String attIndex) {
m_AttIndex.setSingleIndex(attIndex);
}
/**
* @return tip text for this property suitable for
* displaying in the explorer/experimenter gui
*/
public String dateFormatTipText() {
return "The date format to change to. This should be a "
+ "format understood by Java's SimpleDateFormat class.";
}
/**
* Get the date format used in output.
*
* @return the output date format.
*/
public SimpleDateFormat getDateFormat() {
return m_DateFormat;
}
/**
* Sets the output date format.
*
* @param dateFormat the output date format.
*/
public void setDateFormat(String dateFormat) {
setDateFormat(new SimpleDateFormat(dateFormat));
}
/**
* Sets the output date format.
*
* @param dateFormat the output date format.
*/
public void setDateFormat(SimpleDateFormat dateFormat) {
if (dateFormat == null) {
throw new NullPointerException();
}
m_DateFormat = dateFormat;
}
/**
* Set the output format. Changes the format of the specified date
* attribute.
*/
private void setOutputFormat() {
// Create new attributes
FastVector newAtts = new FastVector(getInputFormat().numAttributes());
for (int j = 0; j < getInputFormat().numAttributes(); j++) {
Attribute att = getInputFormat().attribute(j);
if (j == m_AttIndex.getIndex()) {
newAtts.addElement(new Attribute(att.name(), getDateFormat().toPattern()));
} else {
newAtts.addElement(att.copy());
}
}
// Create new header
Instances newData = new Instances(getInputFormat().relationName(), newAtts, 0);
newData.setClassIndex(getInputFormat().classIndex());
m_OutputAttribute = newData.attribute(m_AttIndex.getIndex());
setOutputFormat(newData);
}
/**
* Returns the revision string.
*
* @return the revision
*/
public String getRevision() {
return RevisionUtils.extract("$Revision: 8034 $");
}
/**
* Main method for testing this class.
*
* @param argv should contain arguments to the filter:
* use -h for help
*/
public static void main(String [] argv) {
runFilter(new ChangeDateFormat(), argv);
}
}