public static Dataset fromfile(String fname) {
Dataset dt = new Dataset(fname);
dt.parsestories();
Stopwords.genstopwords();
return dt;
}
public StopWordsRemover(
boolean useScientificStopWords, int minWordLength, String lang, boolean local) {
this.useScientificStopWords = useScientificStopWords;
this.local = local;
this.lang = lang;
this.minWordLength = minWordLength;
this.stopwordsForOneLanguage = new ArrayList(Stopwords.getStopWords(lang, local));
nbStopWordsShort = Math.min(200, Math.max(0, (stopwordsForOneLanguage.size() - 1)));
nbStopWords = Math.min(5000, Math.max(0, (stopwordsForOneLanguage.size() - 1)));
try {
init();
} catch (IOException ex) {
Logger.getLogger(StopWordsRemover.class.getName()).log(Level.SEVERE, null, ex);
}
}
private void init() throws IOException {
setKeepWords = new HashSet();
setStopWords = new HashSet();
setStopWordsScientificOrShort = new HashSet();
setStopWordsShort = new HashSet();
listGeneralStopwordsLarge = stopwordsForOneLanguage.subList(0, nbStopWords);
listGeneralStopwordsShort = stopwordsForOneLanguage.subList(0, nbStopWordsShort);
setStopWords.addAll(listGeneralStopwordsLarge);
setStopWordsScientificOrShort.addAll(setStopWordsShort);
setStopWordsShort.addAll(listGeneralStopwordsShort);
if (useScientificStopWords) {
setStopwordsScientific = Stopwords.getScientificStopwords(local, lang);
setStopWords.addAll(setStopwordsScientific);
setStopWordsScientificOrShort.addAll(setStopwordsScientific);
}
}
public static List<Unit> create(String query) throws Exception {
// TODO Auto-generated method stub
/*
DocumentBuilderFactory dbf = DocumentBuilderFactory.newInstance();
DocumentBuilder db = dbf.newDocumentBuilder();
Document document = db.parse(new File(Path + "req_result.xml"));
NodeList list = document.getElementsByTagName("Pro");
*/
if (hasInit == 0) {
init();
hasInit = 1;
}
File file = new File(Path + "TF-IDF_result_x.txt");
OutputStreamWriter write = new OutputStreamWriter(new FileOutputStream(file), "utf-8");
BufferedWriter writer = new BufferedWriter(write);
System.out.println(query);
List<Term> lis = ToAnalysis.parse(query);
List<List<Unit>> res1 = new ArrayList<List<Unit>>();
// List<List<Unit>> res2 = new ArrayList<List<Unit>>();
for (int i = 0; i < lis.size(); i++) {
String tem = lis.get(i).toString();
System.out.println(tem);
String[] ary = tem.split("/");
String term = "";
double e = ((ary[1].contains("w") || ary[1].contains("nr")) ? 100 : 1);
if (!Stopwords.isstop(ary[0]) && ary.length > 0) {
term = ary[0];
System.out.println(e);
List<Unit> t1 = TFIDF(term);
res1.add(Normal(t1, e));
// List<Unit> t2 = BM25(term);
// res2.add(Normal(t2));
}
}
Map<String, Double> res = new HashMap<String, Double>();
for (int i = 0; i < res1.size(); i++) {
for (int j = 0; j < res1.get(i).size(); j++) {
String iDoc = res1.get(i).get(j).getDocId();
if (res.containsKey(iDoc)) {
double tem = res.get(iDoc);
res.remove(iDoc);
res.put(iDoc, tem + res1.get(i).get(j).getSrc());
} else {
res.put(iDoc, res1.get(i).get(j).getSrc());
}
}
}
List<Unit> iRes = new ArrayList<Unit>();
for (String key : res.keySet()) {
Unit t = new Unit();
int id = docmap.get(key);
t.setDocId(key);
t.setChName(docs[id].getChName());
t.setAddr(docs[id].getAddr());
t.setURL(docs[id].getURL());
t.setType(docs[id].getType());
t.setSrc(res.get(key));
iRes.add(t);
}
Collections.sort(iRes);
System.out.println("size = " + iRes.size());
for (int i = 0; i < iRes.size(); i++) {
writer.write(iRes.get(i).getDocId() + " " + iRes.get(i).getSrc() + "\n");
}
writer.close();
/*
double maxx = 0,minn = 1e11;
for(int i = 0;i < res.size();i ++){
//writer.write(res.get(i).getDocId() + " " + res.get(i).getNum() + "\n");
double tem = res.get(i).getNum();
maxx = Math.max(maxx, tem);minn = Math.min(minn, tem);
}
for(int i = 0;i < res.size();i ++){
double tem = res.get(i).getNum();
res.get(i).setNum(10 * (tem - minn) / (maxx - minn));
writer.write(res.get(i).getDocId() + " " + res.get(i).getNum() + "\n");
}
writer.close();
writer.close();
file = new File("TF-IDF_result.txt");
write = new OutputStreamWriter(new FileOutputStream(file),"utf-8");
writer = new BufferedWriter(write);
*/
System.out.println("done");
return iRes;
}