jaitools.numeric.Histogram Maven / Gradle / Ivy
/*
* Copyright 2009-2011 Michael Bedward
*
* This file is part of jai-tools.
* jai-tools is free software: you can redistribute it and/or modify
* it under the terms of the GNU Lesser General Public License as
* published by the Free Software Foundation, either version 3 of the
* License, or (at your option) any later version.
* jai-tools 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 jai-tools. If not, see .
*
*/
package jaitools.numeric;
import java.util.ArrayList;
import java.util.Collections;
import java.util.Comparator;
import java.util.List;
/**
* A simple numeric histogram class that uses the {@linkplain Range} class
* to define bins. New bins can be defined even after data had already been
* added to allow a histrogram to adapt to the input data, however the new bins
* must not overlap with existing bins.
*
* @author Michael Bedward
* @since 1.0
* @version $Id: Histogram.java 1504 2011-03-05 10:56:10Z michael.bedward $
*/
public class Histogram {
/** Constant indicating that a value does not fall in any bin */
public static final int NO_BIN = -1;
private List bins;
private boolean needsSort;
/**
* Creates a new histogram.
*/
public Histogram() {
bins = new ArrayList();
}
/**
* Adds a new bin to the histogram.
*
* @param range the data range for this bin.
*
* @throws HistogramException if the new bin overlaps any existing bins
*/
public void addBin(Range range) throws HistogramException {
for (Bin bin : bins) {
if (range.intersects(bin.range)) {
throw new HistogramException(range.toString() + " overlaps existing bin" + bin.toString());
}
}
bins.add(new Bin(range));
needsSort = true;
}
/**
* Adds a value to the histogram.
*
* @param value the value
*
* @return the index of the bin that the value was allocated to or
* {@link #NO_BIN}
*/
public int addValue(T value) {
int index = getBinForValue(value);
if (index != NO_BIN) {
bins.get(index).count++;
}
return index;
}
/**
* Adds a list of values to the histogram. This will be faster than
* adding values one at a time if the list is at least partially
* sorted.
*
* @param values input values
*/
public void addValues(List values) {
ensureBinsSorted();
int curIndex = NO_BIN;
Bin bin = null;
for (T value : values) {
int index = findBin(value);
if (index != NO_BIN) {
if (index != curIndex) {
bin = bins.get(index);
curIndex = index;
}
bin.count++ ;
}
}
}
/**
* Gets the bin index for a value. The value is not added to the histogram.
*
* @param value the value
*
* @return the bin index or {@link #NO_BIN}
*/
public int getBinForValue(T value) {
ensureBinsSorted();
return findBin(value);
}
/**
* Gets bin indices for a list of input values. The values are not added
* to the histogram.
*
* @param values input values
*
* @return a new {@code List} of bin indices
*/
public List getBinForValues(List values) {
List indices = new ArrayList();
for (T value : values) {
indices.add(getBinForValue(value));
}
return indices;
}
/**
* Gets the number of bins.
*
* @return number of bins
*/
public int size() {
return bins.size();
}
/**
* Gets the count of data items in each bin.
*
* @return the counts
*/
public List getCounts() {
List counts = new ArrayList();
for (Bin bin : bins) {
counts.add(bin.count);
}
return counts;
}
/**
* Finds the bin for the given value.
*
* @param value the value
*
* @return bin index or {@code NO_BIN}
*/
private int findBin(T value) {
int index = 0;
for (Bin bin : bins) {
if (bin.range.contains(value)) {
return index;
}
index++ ;
}
return NO_BIN;
}
/**
* Ensures that bins are sorted in ascending order.
*/
private void ensureBinsSorted() {
if (needsSort) {
Collections.sort(bins, new BinComparator());
needsSort = false;
}
}
/**
* A histogram bin.
*/
private class Bin {
Range range;
int count;
public Bin(Range r) {
this.range = new Range(r);
this.count = 0;
}
}
/**
* A comparator used to sort bins into ascending order based on their
* lower bound.
*/
private class BinComparator implements Comparator {
private RangeComparator rc = new RangeComparator();
public int compare(Bin b1, Bin b2) {
RangeComparator.Result result = rc.compare(b1.range, b2.range);
switch (result.getNotation().charAt(1)) {
case '<': return -1;
case '>': return 1;
default: return 0;
}
}
}
}
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