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TermIndexBuilder.java
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TermIndexBuilder.java
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/* Copyright (C) <2013> University of Massachusetts Amherst
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/>.
*/
/**
*
* @author Ismet Zeki Yalniz
*/
import java.io.File;
import java.io.FileWriter;
import java.io.IOException;
import java.util.ArrayList;
import java.util.Arrays;
import java.util.Collection;
import java.util.Comparator;
import java.util.HashMap;
import java.util.Iterator;
public class TermIndexBuilder {
String originalText = null;
String[] tokens = null;
HashMap<String, IndexEntry> index = null;
TextPreprocessor tp = null;
public TermIndexBuilder(String filename, TextPreprocessor tp) {
this.tp = tp;
originalText = TextPreprocessor.readFile(filename);
originalText = tp.processText(originalText);
tokens = originalText.split("\\s+");
}
public int getOriginalTextLength() {
return originalText.length();
}
public double intersect_vocabularies(HashMap<String, IndexEntry> h) {
Collection<IndexEntry> col = index.values();
Iterator<IndexEntry> iter = col.iterator();
long total = 0;
long mintotal = 0;
while (iter.hasNext()) {
IndexEntry ent = iter.next();
if (ent.getTerm().equals("")) {
continue;
}
IndexEntry result = h.get(ent.getTerm());
if (result != null) {
mintotal += Math.min(ent.getFrequency(), result.getFrequency());
}
total += ent.getFrequency();
}
return ((double) mintotal / total);
}
// including startIndex, excluding endIndex
public HashMap<String, IndexEntry> indexTerms(int startIndex, int endIndex) {
index = new HashMap<String, IndexEntry>(endIndex - startIndex);
for (int i = startIndex; i < endIndex; i++) {
String s = tokens[i];
if (!s.equals("")) {
if (index.containsKey(s)) {
IndexEntry e = index.get(s);
e.incrementFre();
} else {
index.put(s, new IndexEntry(s, 1, i, 1));
}
}
}
return index;
}
public static HashMap<String, IndexEntry> findUniqueTerms(HashMap<String, IndexEntry> terms) {
HashMap<String, IndexEntry> uniqueTerms = new HashMap<String, IndexEntry>();
Collection<IndexEntry> col = terms.values();
Iterator<IndexEntry> iter = col.iterator();
while (iter.hasNext()) {
IndexEntry ent = iter.next();
// enforce the term to be unique
// in order to avoid stop words put a size contraint on the length of words to be selected
if (ent.getFrequency() == 1 && ent.getTerm().length() > 3) {
uniqueTerms.put(ent.getTerm(), ent);
}
}
// Comparator<IndexEntry> comparator = new TermPosComparator();
// IndexEntry sorteduniqueterms[] = uniqueTerms.values().toArray(new IndexEntry[0]);
// Arrays.sort(sorteduniqueterms, comparator);
return uniqueTerms;
}
public static ArrayList<IndexEntry> countStopWords(HashMap<String, IndexEntry> terms, String[] stopwords) {
ArrayList<IndexEntry> stopTerms = new ArrayList<IndexEntry>(stopwords.length);
for (int i = 0; i < stopwords.length; i++) {
String curWord = stopwords[i];
IndexEntry ent = terms.get(curWord);
if (ent != null) {
stopTerms.add(ent);
} else {
stopTerms.add(new IndexEntry("", 0, 0, 1));
}
}
return stopTerms;
}
public static int[] countTermsBasedOnRank(HashMap<String, IndexEntry> ind, int MAX_RANK) {
int result[] = new int[MAX_RANK + 1];
Collection<IndexEntry> col = ind.values();
Iterator<IndexEntry> it = col.iterator();
while (it.hasNext()) {
IndexEntry ent = it.next();
int fre = (int) ent.getFrequency();
result[fre]++;
}
return result;
}
public static int[][] countTermsBasedOnRank(HashMap<String, IndexEntry> ind, HashMap<String, IndexEntry> ind2,
int MAX_RANK) {
int result[][] = new int[MAX_RANK + 1][3];
Collection<IndexEntry> col = ind.values();
Iterator<IndexEntry> it = col.iterator();
while (it.hasNext()) {
IndexEntry ent = it.next();
int fre = (int) ent.getFrequency();
if (fre > MAX_RANK) {
continue;
}
result[fre][0]++;
IndexEntry found = ind2.get(ent.getTerm());
if (found != null) {
int fre2 = (int) found.getFrequency();
if (fre == fre2) {
result[fre][2]++;
}
}
}
col = ind2.values();
it = col.iterator();
while (it.hasNext()) {
IndexEntry ent = it.next();
int fre = (int) ent.getFrequency();
if (fre > MAX_RANK) {
continue;
}
result[fre][1]++;
}
return result;
}
public static void outputVocabulary(HashMap<String, IndexEntry> ind, String filename) {
if (ind == null) {
System.out.println("TermIndexBuilder.outputVocabulary(): input hashmap can not be null. Skipping");
return;
}
FileWriter writer = null;
try {
Collection<IndexEntry> vocab = ind.values();
Comparator<IndexEntry> comparator = new IndexTermComparator();
IndexEntry sortedVocab[] = vocab.toArray(new IndexEntry[0]);
Arrays.sort(sortedVocab, comparator);
File file = new File(filename);
writer = new FileWriter(file, false);
for (int mm = 0; mm < sortedVocab.length; mm++) {
IndexEntry term = sortedVocab[mm];
writer.append(term.getTerm() + "\t" + term.getFrequency() + "\n");
}
writer.close();
} catch (IOException ex) {
ex.printStackTrace();
} finally {
try {
writer.close();
} catch (IOException ex) {
ex.printStackTrace();
}
}
}
public TextPreprocessor getTextPreprocessor() {
return tp;
}
public String[] getTokens() {
return tokens;
}
public int getNumOfTokens() {
return tokens.length;
}
public HashMap<String, IndexEntry> getIndex() {
return index;
}
public static void writeRareWordsInFile(TextPreprocessor tp, String inputFile, String outputFile, int max_frequency) {
FileWriter writer = null;
try {
String text = TextPreprocessor.readFile(inputFile);
text = tp.processText(text).toLowerCase();
String[] tokens = text.split("\\s+");
HashMap<String, IndexEntry> index = new HashMap<String, IndexEntry>();
// find rare words
for (int j = 0; j < tokens.length; j++) {
String s = tokens[j];
if (index.containsKey(s)) {
IndexEntry e = index.get(s);
e.incrementFre();
} else {
index.put(s, new IndexEntry(s, 1, j, 1));
}
}
writer = new FileWriter(new File(outputFile));
for (int i = 0; i < tokens.length; i++) {
IndexEntry e = index.get(tokens[i]);
if (e.getFrequency() <= max_frequency) {
writer.append(tokens[i] + "\t" + i + "\n");
}
}
writer.close();
} catch (IOException ex) {
} finally {
try {
writer.close();
} catch (IOException ex) {
}
}
}
public static ArrayList<IndexEntry> getRareWords(TextPreprocessor tp, String inputFile, int max_frequency) {
long ss = System.nanoTime();
ArrayList<IndexEntry> results = new ArrayList<IndexEntry>();
String text = TextPreprocessor.readFile(inputFile);
text = tp.processText(text).toLowerCase();
String[] tokens = text.split("\\s+");
HashMap<String, IndexEntry> index = new HashMap<String, IndexEntry>();
// find rare words
for (int j = 0; j < tokens.length; j++) {
String s = tokens[j];
if (index.containsKey(s)) {
IndexEntry e = index.get(s);
e.incrementFre();
} else {
index.put(s, new IndexEntry(s, 1, j, 1));
}
}
for (int i = 0; i < tokens.length; i++) {
IndexEntry e = index.get(tokens[i]);
if (e.getFrequency() <= max_frequency) {
results.add(e);
}
}
System.out.println(System.nanoTime() - ss);
return results;
}
}