I am working on a classification problem to classify product reviews as positive, negative or neutral as per the training data using Lucene API.
I am using an ArrayList of Review objects - "reviewList" that stores the attributes for each review while crawling the web pages.
The review attributes which include "polarity" & "review content" are then indexed using the indexer. Thereafter, based on the indexes objects, I need to classify the remaining review objects. But while doing so, there is a review object for which the Query parser is encountering an EOF character in the "review content", and hence terminating.
The line causing error has been commented accordingly -
IndexReader reader = IndexReader.open(FSDirectory.open(new File("index")));
IndexSearcher searcher = new IndexSearcher(reader);
Analyzer analyzer = new StandardAnalyzer(Version.LUCENE_31);
QueryParser parser = new QueryParser(Version.LUCENE_31, "Review", analyzer);
int length = Crawler.reviewList.size();
for (int i = 200; i < length; i++) {
String true_class;
double r_stars = Crawler.reviewList.get(i).getStars();
if (r_stars < 2.0) {
true_class = "-1";
} else if (r_stars > 3.0) {
true_class = "1";
} else {
true_class = "0";
}
String[] reviewTokens = Crawler.reviewList.get(i).getReview().split(" ");
String parsedReview = "";
int j;
for (j = 0; j < reviewTokens.length; j++) {
if (reviewTokens[j] != null) {
if (!((reviewTokens[j].contains("-")) || (reviewTokens[j].contains("!")))) {
parsedReview += reviewTokens[j] + " ";
}
} else {
break;
}
}
Query query = parser.parse(parsedReview); // CAUSING ERROR!!
TopScoreDocCollector results = TopScoreDocCollector.create(5, true);
searcher.search(query, results);
ScoreDoc[] hits = results.topDocs().scoreDocs;
I've parsed the text manually to remove the characters that are causing the error, apart from checking if the next string is null...but the error persists.
This is the error stack trace -
Exception in thread "main" org.apache.lucene.queryParser.ParseException: Cannot parse 'I made the choice ... be all "thumbs ': Lexical error at line 1, column 938. Encountered: <EOF> after : "\"thumbs "
at org.apache.lucene.queryParser.QueryParser.parse(QueryParser.java:216)
at Sentiment_Analysis.Classification.classify(Classification.java:58)
at Sentiment_Analysis.Main.main(Main.java:17)
Caused by: org.apache.lucene.queryParser.TokenMgrError: Lexical error at line 1, column 938. Encountered: <EOF> after : "\"thumbs "
at org.apache.lucene.queryParser.QueryParserTokenManager.getNextToken(QueryParserTokenManager.java:1229)
at org.apache.lucene.queryParser.QueryParser.jj_scan_token(QueryParser.java:1709)
at org.apache.lucene.queryParser.QueryParser.jj_3R_2(QueryParser.java:1598)
at org.apache.lucene.queryParser.QueryParser.jj_3_1(QueryParser.java:1605)
at org.apache.lucene.queryParser.QueryParser.jj_2_1(QueryParser.java:1585)
at org.apache.lucene.queryParser.QueryParser.Clause(QueryParser.java:1280)
at org.apache.lucene.queryParser.QueryParser.Query(QueryParser.java:1266)
at org.apache.lucene.queryParser.QueryParser.Clause(QueryParser.java:1313)
at org.apache.lucene.queryParser.QueryParser.Query(QueryParser.java:1266)
at org.apache.lucene.queryParser.QueryParser.TopLevelQuery(QueryParser.java:1226)
at org.apache.lucene.queryParser.QueryParser.parse(QueryParser.java:206)
... 2 more
Java Result: 1
Please help me solve this problem...have been banging my head with this for hours now!