From 17e134a6e317cc34d6ba6814c1dcdc2adbc8bcac Mon Sep 17 00:00:00 2001 From: Shreyas Date: Tue, 3 Dec 2013 13:24:34 -0800 Subject: [PATCH] review sentiment working --- classifier.py | 73 +- exports/trayvon_all.json | 3 +- extractor.py | 823 + img/architecture.png | Bin 0 -> 12708 bytes img/codefile.png | Bin 0 -> 1296 bytes mySentClassifier.pickle | 4072654 +++++++++++++++++++++++++++++++++++ parser.py | 205 + 7 files changed, 4073744 insertions(+), 14 deletions(-) create mode 100644 extractor.py create mode 100644 img/architecture.png create mode 100644 img/codefile.png create mode 100644 mySentClassifier.pickle create mode 100644 parser.py diff --git a/classifier.py b/classifier.py index f033732..99babd6 100644 --- a/classifier.py +++ b/classifier.py @@ -15,6 +15,10 @@ import random import math import nltk +from cPickle import dump +from cPickle import load +import parser +import extractor def getUserInput(): optionparser = OptionParser() @@ -52,7 +56,12 @@ def featureAggregator(extract): def featureExtractor(app): featDict = {} - # featList['price'] = getAppPrice(app) + fObj = open('mySentClassifier.pickle') + cl = load(fObj) + fObj.close() + + + featDict['price'] = getAppPrice(app) # featList['numrev'] = getNumReviews(app) featDict['1starrating'] = getOneStarRating(app) featDict['2starrating'] = getTwoStarRating(app) @@ -60,6 +69,7 @@ def featureExtractor(app): featDict['4starRating'] = getFourStarRating(app) featDict['5starRating'] = getFiveStarRating(app) featDict['hasPrivacy'] = getPrivacyState(app) + featDict['revSent'] = getReviewSentiment(app, cl) return featDict @@ -104,12 +114,46 @@ def getFiveStarRating(app): def getPrivacyState(app): - if app['devprivacyurl'] == 'N.A': + if app['devprivacyurl'] == 'N.A.': return False else: return True + +def getReviewSentiment(app, classifier): + revAggSentiment = 0 + for rev in app['reviews']: + sentList = nltk.tokenize.sent_tokenize(rev[1]) + + sentAggSentiment = 0 + + for sent in sentList: + + sent = unicode(sent.strip()) + # print sent + featdata = extractor.featureExtractor(sent) + + # pprint(featdata) + cl= classifier.classify(featdata) + + if cl == 'pos': + label = 1 + elif cl == 'neutral': + label = 0 + else: + label = -1 + + sentAggSentiment += label + + revAggSentiment += sentAggSentiment + print "review Sentiment: ", revAggSentiment + + return revAggSentiment + + + + def classifier(extract, fold=10): labeldata = 'fair' @@ -121,7 +165,6 @@ def classifier(extract, fold=10): # print "reviews" , revlower if revlower.find('fake') != -1: - labeldata = 'unfair' features = featureExtractor(app) @@ -129,20 +172,24 @@ def classifier(extract, fold=10): data.append([labeldata, list(features.values())]) - # pprint(data) + pprint(data) + + # for d in data: + # if d[1][1] == False: + # pprint(d) - random.shuffle(data) + # random.shuffle(data) - claccuracy = [] - size = int(math.floor(len(data) / 10.0)) + # claccuracy = [] + # size = int(math.floor(len(data) / 10.0)) - for i in range(fold): - test_this_round = data[i*size:][:size] - train_this_round = data[:i*size] + data[(i+1)*size:] + # for i in range(fold): + # test_this_round = data[i*size:][:size] + # train_this_round = data[:i*size] + data[(i+1)*size:] - acc = myclassifier(train_this_round, test_this_round) + # acc = myclassifier(train_this_round, test_this_round) - claccuracy.append(acc) + # claccuracy.append(acc) @@ -159,6 +206,8 @@ def myclassifier(train_data, test_data): + + def main(): userinput = getUserInput() print userinput['file'] diff --git a/exports/trayvon_all.json b/exports/trayvon_all.json index 0fc81f6..b5c2f73 100644 --- a/exports/trayvon_all.json +++ b/exports/trayvon_all.json @@ -2,8 +2,7 @@ {"category": "Arcade & Action", "company": "Trade Digital, Inc", "contentRating": "High Maturity", - "description": "Trayvon is angry and nobody can stop him from completing his world tour of revenge on the bad guys who terrorize cities everyday. Use a variety of weapons to demolish Trayvons attackers in various cities around the world.As you complete a level, you will notice more bad guys coming at - at a faster pace and a deadlier attack.If you like to attack from far, then purchase the 'dagger' as you will be able to throw it at your enemies for the kill. If you want to dominate the leaderboards across the world, then make sure you collect the money that the bad guys will drop once you kill them to increase your score.(This game is fiction and does not represent any real persons)", + "description": "Trayvon is angry and nobody can stop him from completing his world tour of revenge on the bad guys who terrorize cities everyday. Use a variety of weapons to demolish Trayvons attackers in various cities around the world.As you complete a level, you will notice more bad guys coming at a faster pace and a deadlier attack.If you like to attack from far, then purchase the 'dagger' as you will be able to throw it at your enemies for the kill. If you want to dominate the leaderboards across the world, then make sure you collect the money that the bad guys will drop once you kill them to increase your score.(This game is fiction and does not represent any real persons)", "id": "air.AngryTravonAndroid", "install": "100 - 500", "moreFromDev": "None", diff --git a/extractor.py b/extractor.py new file mode 100644 index 0000000..9b87b84 --- /dev/null +++ b/extractor.py @@ -0,0 +1,823 @@ +#! /usr/bin/env python +# -*- coding: UTF-8 -*- +""" +Extractor +========= +After parsing, given a list of tuples of the format: +[(filename, linenumber, aggregatevote, sentence)] + +output a list of tuples with +[(filename, linenumber, aggregatevote, sentence, feat1, feat2, ..)] + +author = "Shreyas" +email = "shreyas@ischool.berkeley.edu" +python_version = "Python 2.7.5 :: Anaconda 1.6.1 (x86_64)" + +"I have worked on the featires mentioned in this file from getCommaCount to Affinity"--Sayantan +""" +from __future__ import division +import math +from nltk.tokenize import word_tokenize +from nltk.corpus import stopwords + +from nltk.collocations import BigramCollocationFinder +from nltk.metrics import BigramAssocMeasures as BAM +from nltk.metrics import TrigramAssocMeasures as TAM + +from itertools import chain + + +from nltk import FreqDist + +#using my parser.py file for getting the input +import parser + +import re +import os +import nltk + +import os, sys + +#Dictionary from Chuang 206 class + +# dc={} +# f = open("./AFINN-111.txt") +# f=f.read() +# f=str(f.split("\t")) +# f=f.replace("'","") +# f=f.replace(" ","") +# f=f.split("\\n") +# for i in range(len(f)): +# r= f[i] +# r= r.split(',') +# r1=r[0] +# r2=r[1] +# dc[r1] = r2 + + + +global top_words +top_words = [] + +def featureAggregator(inputdata): + """ + Given a sentence, call the feature extractor and aggregate the + returned features into the same dataset + """ + outputdata = [] + + # aggregate those values into 1 tuple of features + features = featureExtractor(inputdata) + + # append those features + inputLineList = list(inputdata) + inputLineList.append(features) + outputLineTuple = tuple(inputLineList) + outputdata.append(outputLineTuple) + + return outputdata + + +def featureExtractor(sentStr): + + sentwords = getWordsFromSent(sentStr) + taggedSent = getTaggedSents(sentwords) + # opinionWords = parseOpinionLexicon() + + + + featList = {} + + # featList['charCount'] = getCharCount(sentStr) + featList['wordCount'] = getWordCount(sentStr) + # # featList['commaCount'] = getCommaCount(sentStr) + # # featList['semicolonCount'] = getSemicolonCount(sentStr) + # # featList['uppercount'] = getUpperCount(sentStr) + featList['digitcount'] = getDigitCount(sentStr) + featList['exclaimCount'] = getExclaimCount(sentStr) + # featList['whiteSpaceCount'] = getWhiteSpaceCount(sentStr) + + # featList['tabCount'] = getTabCount(sentStr) + # featList['percentCount'] = getPercentCount(sentStr) + # featList['etcCount'] = getEtcCount(sentStr) + # featList['dollarCount'] = getDollarCount(sentStr) + # # featList["avgWordLen"]= getAvgWordLen(sentStr) + # # featList["wordLen6"]= getWordLen6(sentStr) + # # # featList["uniqueWords"]= getUniqueWords(sentStr) + featList["countJJ"]=getCountJJ(sentStr) + featList["countCC"]=getCountCC(sentStr) + # featList["countIN"]=getCountIN(sentStr) + # # featList["countRB"]=getCountRB(sentStr) + # # featList["countPRP"]=getCountPRP(sentStr) + # # featList["countTO"]=getCountTO(sentStr) + featList["countVBD"]=getCountVBD(sentStr) + # featList["countJJR"]=getCountJJR(sentStr) + # featList["countNN"]=getCountNN(sentStr) + # featList["countNNS"]=getCountNNS(sentStr) + # featList["countNNP"]=getCountNNP(sentStr) + featList["countRB"]=getCountRB(sentStr) + featList["countVBG"]=getCountVBG(sentStr) + featList["countVBZ"]=getCountVBZ(sentStr) + # featList["countVBP"]=getCountVBP(sentStr) + # featList["countVBN"]=getCountVBN(sentStr) + # featList["countMD"]=getCountMD(sentStr) + # featList["countWDT"]=getCountWDT(sentStr) + # featList["countPRPA"]=getCountPRPA(sentStr) + # featList["countJN"]=getCountJN(sentStr) + # featList["countRJ"]=getCountRJ(sentStr) + # featList["countJJC"]=getCountJJC(sentStr) + # featList["countNJ"]=getCountNJ(sentStr) + # featList["countRV"]=getCountRV(sentStr) + # featList["pmiRelated"]=pmiScore(sentStr) + # featList["Affinity"]=getAfinn(sentStr) + + # featList.update(getReviewDict(sentStr)) + + + + + # featList["tagBeforeNoun"] = getTagBeforeNoun(taggedSent) + + + + #Charles' Features + featList['upperCount'] = getUpperCount(sentStr) + featList['postiveWordCount'] = getPostiveWordCount(sentStr) + featList['negativeWordCount'] = getNegativeWordCount(sentStr) + featList['bigramBeginWithNotCount'] = getBigramBeginWithNotCount(sentStr) + # featList['charlesScore'] = getCharlesScore( + # featList['upperCount'], + # featList['postiveWordCount'], + # featList['negativeWordCount'], + # featList['bigramBeginWithNotCount']) + + + + + + # featList["overallOpinionScore"] = getSentOverallOpinion(sentStr, sentwords, opinionWords) + # featList["adjOpinionScore"] = getAdjOpinionScore(taggedSent, opinionWords) + # featList.update(getReviewDict(sentStr)) + + # featList.update(getUnigramWordFeatures(sentStr, sentwords)) + featList.update(getBigramWordFeatures(sentStr, sentwords)) + # featList.update(getTrigramWordFeatures(sentStr, sentwords)) + + + return featList + + + + + + + +def getWordsFromSent(sent): + words = [w.lower() for w in word_tokenize(sent) + if w + not in stopwords.words('english') + # and len(w) > 1 + ] + return words + + + +def getTaggedSents(sentWords): + return nltk.pos_tag(sentWords) + + + + + + +def getCharlesScore(upperCount, negativeWordCount, positiveWordCount, bigramBeginWithNotCount): + new_vote = 0 - upperCount - negativeWordCount + positiveWordCount + 2 * bigramBeginWithNotCount + + return new_vote + +# feature extraction methods +def getReviewDict(sent): + + # print parsedata[:5] + contain_features = {} + global top_words + for word in top_words: + contain_features['contains(%s)' % (word)] = (word in set(sent)) + + return contain_features + + + + + +def getAdjOpinionScore(tagSent, opinioncorpus): + score = 0 + for (word, tag) in tagSent: + + if tag == 'JJ' or tag == 'ADV' or tag == 'VBG' or tag == 'RB' or tag == 'VBZ' or tag == 'JJS': + + if word in opinioncorpus['positive']: + + score += 1 + if word in opinioncorpus['negative']: + score -= 1 + + return score + + + + + + + +## +## Charles' Features +## + +def getUpperCount(sent): + uppercase_meaningless_words = ["A", "I", "IPOD", "USB", "MP3", "CD", "FM", "GB", "PC", "LCD", "MP-3", "WMA", "WMP", + "AC/DC", "PDA", "PXC250", "XP", "LED", "AC", "AGK", "DVD", "SD", "MB"] + upperCount = 0 + for word in sent.split(" "): + word = word.replace(".","").replace(",","").replace("!","").replace("?","").replace("##","").replace("(","").replace(")","").replace("**","") + for letter in word: + if letter.isdigit(): + word = word.replace(letter, "") + else: + break + if word.isupper() and len(word) != 1 and not word in uppercase_meaningless_words: + upperCount += 1 + return upperCount + +def getPostiveWordCount(sent): + positive_keywords = ["good", "happy", "love", "great", "reasonable", "glad", "simple", "outstanding", "easy", + "wonderful", "cool", "remarkably", "remarkable", "enjoy", "nice", "thoughtful", "pretty", + "responsive", "comforatable", "favorite", "desire", "best", "solid", "cool", "impressed", + "sleek", "appealing", "rocks", "blazing", "amazing", "plus", "blessing", "awesome", "loved", + "enjoyed", "desired", "impressive", "impress", "rocked", "bless", "positive", "fabulous"] + postiveCount = 0 + for word in sent.split(" "): + word = word.replace(".","").replace(",","").replace("!","").replace("?","").replace("##","").replace("(","").replace(")","").replace("**","") + if word.lower() in positive_keywords: + postiveCount += 1 + return postiveCount + + + +def getNegativeWordCount(sent): + negative_keywords = ["bad", "sad", "don't", "could not", "crappy", "unfortunately", "remove", "why", "poor", + "bothersome", "terrible", "although", "complaints", "outrageous", "isn't", "poorly", + "drawback", "annoying", "against", "irritating", "wouldn't", "won't", "wasn't", "couldn't", + "awful", "didn't", "hasn't", "difficult", "hate", "incorrect", "junk", "trash", "removed", + "complain", "complained", "hated", "negative"] + negativeCount = 0 + for word in sent.split(" "): + word = word.replace(".","").replace(",","").replace("!","").replace("?","").replace("##","").replace("(","").replace(")","").replace("**","") + if word.lower() in negative_keywords: + negativeCount += 1 + return negativeCount + + + + +def getBigramBeginWithNotCount(sent): + negative_keywords = ["bad", "sad", "don't", "could not", "crappy", "unfortunately", "remove", "why", "poor", + "bothersome", "terrible", "although", "complaints", "outrageous", "isn't", "poorly", + "drawback", "annoying", "against", "irritating", "wouldn't", "won't", "wasn't", "couldn't", + "awful", "didn't", "hasn't", "difficult", "hate", "incorrect", "junk", "trash", "removed", + "complain", "complained", "hated", "negative"] + bigramPostiveCount = 0 + ''' + from nltk.corpus import brown + brown_tagged_sents = brown.tagged_sents(categories='news') + brown_sents = brown.sents(categories='news') + unigram_tagger = nltk.UnigramTagger(brown_tagged_sents) + + for bigram in nltk.bigrams(word_tokenize(sent)): + if bigram[0].lower() == "not" and bigram[1].lower() in negative_keywords: + print sent + print bigram + print unigram_tagger.tag(word_tokenize(sent)) + bigramNotCount += 1 + ''' + for i, word in enumerate(word_tokenize(sent)): + if word.lower() == "not": + if word_tokenize(sent)[i + 1] in negative_keywords : # e.g. NOT bad + bigramPostiveCount += 1 + if i < len(word_tokenize(sent)) - 2 and word_tokenize(sent)[i + 2] in negative_keywords: # e.g. NOT too bad + bigramPostiveCount += 1 + else: # e.g. NOT good + bigramPostiveCount -= 1 + return bigramPostiveCount + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +def getUnigramWordFeatures(sent, words): + return dict(('contains("%s")' % word, True) for word in words) + + + +def getBigramWordFeatures(sent, words, score_fn=BAM.chi_sq, n=2000): + + + filtered_words = [w for w in words if w != '.' and w != '?' and w != ')' and w != '(' and w != '-'] + + bigram_finder = BigramCollocationFinder.from_words(filtered_words) + # score = bigram_finder.score_ngrams(BAM.jaccard) + + bigrams = bigram_finder.nbest(score_fn, n) + + + return dict((bg, True) for bg in chain(filtered_words, bigrams)) + + + + + + + + +def getSentOverallOpinion(sent, words, opinioncorpus): + + + score = 0.0 + + if len(words) != 0: + for w in words: + if w in opinioncorpus['positive']: + score += 1.0 + elif w in opinioncorpus['negative']: + score -= 1.0 + + return score + else: + return score + + + + +def getCharCount(sent): + return int(len(sent)) + + +def getWordCount(sent): + return len(word_tokenize(sent)) + +def getCommaCount(sent): + commaRegEx = re.compile(',') + + numoccur = len([a.start() for a in commaRegEx.finditer(sent)]) + + return numoccur + + +def getExclaimCount(sent): + exclaimRegEx = re.compile('!') + + numoccur = len([a.start() for a in exclaimRegEx.finditer(sent)]) + + return numoccur + +def getSemicolonCount(sent): + semicolonRegEx = re.compile(';') + + numoccur = len([a.start() for a in semicolonRegEx.finditer(sent)]) + + return numoccur + +def getWhiteSpaceCount(sent): + whitespaceRegEx = re.compile(' ') + + numoccur = len([a.start() for a in whitespaceRegEx.finditer(sent)]) + + return numoccur + +def getUpperCount(sent): + numoccur=0 + for i in range(len(sent)): + i=str(i) + if i.isupper==True: + numoccur+=1 + return numoccur + +def getDigitCount(sent): + numoccur=0 + for i in range(len(sent)): + i=str(i) + if i.isdigit==True: + numoccur+=1 + return numoccur + +def getTabCount(sent): + tabRegEx = re.compile(' ') + + numoccur = len([a.start() for a in tabRegEx.finditer(sent)]) + + return numoccur + +def getPercentCount(sent): + numoccur=0 + for i in sent: + i=str(i) + if i== '%': + numoccur+=1 + return numoccur + +def getEtcCount(sent): + numoccur=0 + for i in sent: + i=str(i) + if i== 'etc.': + numoccur+=1 + return numoccur + +def getDollarCount(sent): + numoccur=0 + for i in sent: + i=str(i) + if i== '$': + numoccur+=1 + return numoccur + +def getAvgWordLen(sent): + avg, total = 0,0 + sent=sent.split(" ") + ln= len(sent) + if ln>0: + for i in sent: + i=str(i) + lnword=len(i) + total=total+lnword + avg=total/ln + return avg + +def getWordLen6(sent): + numoccur = 0 + for i in sent: + if len(i)>= 6: + numoccur+=1 + return numoccur + +def getUniqueWords(sent): + word=[] + wunique=0 + for item in sent: + if item not in word: + wunique+=1 + return wunique + +def getCountJJ(sent): + countjj= 0 + sent= nltk.word_tokenize(sent) + text=nltk.pos_tag(sent) + for i in range(len(sent)): + if text[i][1]=="JJ": + countjj+=1 + return countjj + +def getCountCC(sent): + countcc= 0 + sent= nltk.word_tokenize(sent) + text=nltk.pos_tag(sent) + for i in range(len(sent)): + if text[i][1]=="CC": + countcc+=1 + return countcc + +def getCountIN(sent): + countin= 0 + sent= nltk.word_tokenize(sent) + text=nltk.pos_tag(sent) + for i in range(len(sent)): + if text[i][1]=="IN": + countin+=1 + return countin + +def getCountRB(sent): + countrb= 0 + sent= nltk.word_tokenize(sent) + text=nltk.pos_tag(sent) + for i in range(len(sent)): + if text[i][1]=="RB": + countrb+=1 + return countrb + +def getCountPRP(sent): + countprp= 0 + sent= nltk.word_tokenize(sent) + text=nltk.pos_tag(sent) + for i in range(len(sent)): + if text[i][1]=="PRP": + countprp+=1 + return countprp + +def getCountTO(sent): + countto= 0 + sent= nltk.word_tokenize(sent) + text=nltk.pos_tag(sent) + for i in range(len(sent)): + if text[i][1]=="TO": + countto+=1 + return countto + +def getCountVBD(sent): + countvbd= 0 + sent= nltk.word_tokenize(sent) + text=nltk.pos_tag(sent) + for i in range(len(sent)): + if text[i][1]=="VBD": + countvbd+=1 + return countvbd + + +def getCountJJR(sent): + countjjr= 0 + sent= nltk.word_tokenize(sent) + text=nltk.pos_tag(sent) + for i in range(len(sent)): + if text[i][1]=="JJR": + countjjr+=1 + return countjjr + +def getCountNN(sent): + countnn= 0 + sent= nltk.word_tokenize(sent) + text=nltk.pos_tag(sent) + for i in range(len(sent)): + if text[i][1]=="NN": + countnn+=1 + return countnn + +def getCountNNS(sent): + countnns= 0 + sent= nltk.word_tokenize(sent) + text=nltk.pos_tag(sent) + for i in range(len(sent)): + if text[i][1]=="NNS": + countnns+=1 + return countnns + +def getCountNNP(sent): + countnnp= 0 + sent= nltk.word_tokenize(sent) + text=nltk.pos_tag(sent) + for i in range(len(sent)): + if text[i][1]=="NNP": + countnnp+=1 + return countnnp + +def getCountRBR(sent): + countrbr= 0 + sent= nltk.word_tokenize(sent) + text=nltk.pos_tag(sent) + for i in range(len(sent)): + if text[i][1]=="RBR": + countrbr+=1 + return countrbr + +def getCountVB(sent): + countvb= 0 + sent= nltk.word_tokenize(sent) + text=nltk.pos_tag(sent) + for i in range(len(sent)): + if text[i][1]=="VB": + countvb+=1 + return countvb + +def getCountVBP(sent): + countvbp= 0 + sent= nltk.word_tokenize(sent) + text=nltk.pos_tag(sent) + for i in range(len(sent)): + if text[i][1]=="VBP": + countvbp+=1 + return countvbp + +def getCountVBZ(sent): + countvbz= 0 + sent= nltk.word_tokenize(sent) + text=nltk.pos_tag(sent) + for i in range(len(sent)): + if text[i][1]=="VBZ": + countvbz+=1 + return countvbz + +def getCountVBG(sent): + countvbg= 0 + sent= nltk.word_tokenize(sent) + text=nltk.pos_tag(sent) + for i in range(len(sent)): + if text[i][1]=="VBG": + countvbg+=1 + return countvbg + +def getCountVBN(sent): + countvbn= 0 + sent= nltk.word_tokenize(sent) + text=nltk.pos_tag(sent) + for i in range(len(sent)): + if text[i][1]=="VBN": + countvbn+=1 + return countvbn + +def getCountMD(sent): + countmd= 0 + sent= nltk.word_tokenize(sent) + text=nltk.pos_tag(sent) + for i in range(len(sent)): + if text[i][1]=="MD": + countmd+=1 + return countmd + +def getCountWDT(sent): + countwdt= 0 + sent= nltk.word_tokenize(sent) + text=nltk.pos_tag(sent) + for i in range(len(sent)): + if text[i][1]=="WDT": + countwdt+=1 + return countwdt + +def getCountPRPA(sent): + countprpa= 0 + sent= nltk.word_tokenize(sent) + text=nltk.pos_tag(sent) + for i in range(len(sent)): + if text[i][1]=="PRP$": + countprpa+=1 + return countprpa + +def getCountJN(sent): + countjn= 0 + sent= nltk.word_tokenize(sent) + text=nltk.pos_tag(sent) + for i in range(len(text)): + if text[i-1][1]=="JJ" and text[i][1] in ["NN","NNS"]: countjn+=1 + return countjn + +def getCountRJ(sent): + countrj= 0 + sent= nltk.word_tokenize(sent) + text=nltk.pos_tag(sent) + for i in range(len(text)): + if text[i-1][1] in ["RB","RBR","RBS"] and text[i][1]=="JJ": countrj+=1 + return countrj + +def getCountJJC(sent): + countjjc= 0 + sent= nltk.word_tokenize(sent) + text=nltk.pos_tag(sent) + for i in range(len(text)): + if text[i-1][1]=="JJ" and text[i][1]=="JJ": countjjc +=1 + return countjjc + +def getCountNJ(sent): + countnj= 0 + sent= nltk.word_tokenize(sent) + text=nltk.pos_tag(sent) + for i in range(len(text)): + if text[i-1][1]=="NNS" and text[i][1]=="jj": countnj+=1 + return countnj + +def getCountRV(sent): + countrv= 0 + sent= nltk.word_tokenize(sent) + text=nltk.pos_tag(sent) + for i in range(len(text)): + if text[i-1][1]==["RR","RBS","RBR"] and text[i][1]==["VB", "VBN", "VBD", "VBG"]: countrv+=1 + return countrv + + +def getAfinn(sent): + w=str(sent) + w=w.lower() + w=w.split() + total, avg=0,0 + ln = len(w) + if ln>0: + for item in range(len(w)): + for i in range(len(dc)): + if dc.keys()[i]==w[item]: + temp = int(dc.values()[i]) + total += temp + avg=total/ln + # print avg + return avg + + +def pmiScore(sent): + sent = nltk.word_tokenize(sent) + x=nltk.pos_tag(sent) + + # print x + + countnn, countjj, countnj=0,0,0 + pnn, pjj, pjn=0,0,0 + for i in range(len(x)): + if x[i][1] in ["NN", "NNP"]:countnn+=1 + if x[i][1]=="JJ":countjj+=1 + + for i in range(len(x)): + if str(x[i-1][1])in ["NN","NNP", "JJ"] and x[i][1]==["JJ","RB","NN","VB", "VBP", "VBD","VBR", "VBG","VBZ"]: countnj+=1 + if (len(sent)-1)>0: + pnn=countnn/len(sent) + pjj=countjj/len(sent) + pnj=countnj/(len(sent)-1) + + # print pnn, pjj, pnj + + if pnj>0: + pmi= math.log(pnj/(pnn*pjj)) + return pmi + + + + + +def parseOpinionLexicon(): + + # print os.getcwd() + opinionLexPath = 'lexicon/opinionwords/' + + posfileObj = open(opinionLexPath + 'positive-words.txt') + negfileObj = open(opinionLexPath + 'negative-words.txt') + + lexWords = {} + lexWords['positive'] = [l[:-2] for l in posfileObj if not l.startswith(';') and l[:-2] is not ''] + lexWords['negative'] = [l[:-2] for l in negfileObj if not l.startswith(';') and l[:-2] is not ''] + + posfileObj.close() + negfileObj.close() + + return lexWords + + + + + + + + +def main(): + userInput = parser.getInput() + fileList = parser.getFiles(userInput['train']) + pdata = parser.parseFiles(fileList) + + + + + + allsent = '' + for f in pdata: + allsent += f[3] + + all_words = FreqDist(w.lower() + for w in word_tokenize(allsent) + if w not in stopwords.words('english') ) + + global top_words + top_words = all_words.keys()[:500] + + # pdata = getParseData() + featdata = featureAggregator(pdata) + + + + + + + + print featdata[:10] + + # print parsedata[:20] + # print len(parsedata) + +if __name__ == '__main__': + main() diff --git a/img/architecture.png b/img/architecture.png new file mode 100644 index 0000000000000000000000000000000000000000..7c36398a17e8b6078b413482a80365f986dff863 GIT binary patch literal 12708 zcmb_?XH-*NyKNAp2nrU8N)Z)M=^`M8BB&@uKza{SrH0-TLKg)gN->cVL_~U#-h&_@ z(m`tI9YP8<0YbR(d}o|H?swjEe%<{e8GEh0*M73H*R$rF&wQ(=^YrYQD`x-zz*&uF zkM#inIy3-q%AT2#))Ib7lAiW;+4qU5uL0Q6H{hkW13=XtZ0m4M!~La`gTBK{`yj6_ 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/dev/null +++ b/parser.py @@ -0,0 +1,205 @@ +#! /usr/bin/env python +# -*- coding: UTF-8 -*- +""" +Parser +======== +Parse the txt files for outputting the reviews as a list of tuples +where each tuple is +(filename, linenumber, aggregatevote, sentence) + +author = "Shreyas" +email = "shreyas@ischool.berkeley.edu" +python_version = "Python 2.7.5 :: Anaconda 1.6.1 (x86_64)" +""" +from __future__ import division +from optparse import OptionParser + +import os +import re + + + +def getInput(): + optionparser = OptionParser() + + optionparser.add_option('-t', '--train', dest='train') + + (option, args) = optionparser.parse_args() + + if not option.train: + return optionparser.error('data not provided.\n Usage: --data="path.to.data"') + + return { 'train' : option.train } + + +def getFiles(dir): + # os.lisdir(dir) + os.chdir(dir) + datafiles = [f for f in os.listdir('.') if f.endswith('.txt')] + return datafiles + + +def parseFiles(fList): + allSents = [] + + for f in fList: + fileObj = open(f) + linenum = 0 + for l in fileObj: + linenum += 1 + if not l.startswith('*'): + + + #find all occurrence of ## in the sentence + delimPos = [(a.start(), a.end()) for a in list(re.finditer('##', l))] + + if len(delimPos) == 0: + # no reviews in a sentence + feat = 'None' + rev = '[t]' + vote = 'neutral' + + + allSents.append((f, linenum, vote, rev)) + # print l + elif len(delimPos) == 1: + #simple case of only 1 sentence + feat = l.split('##')[0] + vote = getVotes(feat) + rev = l.split('##')[1] + + new_vote = standardizeVote(vote) + + rev = re.sub('\\r\\n', '', rev) + + + allSents.append((f, linenum, new_vote, rev)) + + else: + # more than 1 reviews in a sentence + feat1 = l.split('##')[0] + rev2 = l.split('##')[2] + rev2 = re.sub('\\r\\n', '', rev2) + + rev1_feat2 = l.split('##')[1] + rev1 = cleanReview(rev1_feat2) + rev1 = re.sub('\\r\\n', '', rev1) + + vote1 = getVotes(feat1) + vote2 = getVotes(rev1_feat2) + + + new_vote1 = standardizeVote(vote1) + new_vote2 = standardizeVote(vote2) + + allSents.append((f, linenum, new_vote1, rev1)) + allSents.append((f, linenum, new_vote2, rev2)) + + # print allSents[-1] + + # to check error handling uncomment the code below + # print vote1, rev1 + # print vote2, rev2 + + + + fileObj.close() + + return allSents + + + + + +def standardizeVote(v): + new_v = '' + + if v > 0: + new_v = 'pos' + elif v == 0: + new_v = 'neutral' + else: + new_v = 'neg' + + return new_v + +def cleanReview(revstr): + """ + return the cleaned up review after getting a raw string + """ + eolregEx = re.compile('[\.|\?]') + voteregEx = re.compile('\[[\+\-][0-3]?\]') + + eol = [int(a.end()) for a in eolregEx.finditer(revstr)] + + + # print eol + + if eol: + cleanrev = revstr[:eol[-1]] + temp = revstr[eol[-1]:] + + if not voteregEx.search(temp): + cleanrev.join(temp) + else: + cleanrev = 'N.A.' + + + # print revstr + # print cleanrev, '\n' + return cleanrev + + + + +def getVotes(rawstr): + voteregEx = re.compile('\[[\+\-][0-3]?\]') + vote_raw = voteregEx.findall(rawstr) + + if len(vote_raw) == 0: + # rev1 = rawstr + # feat2 = 0 + aggrvote = 0.0 + + else: + votes = [] + for vote in vote_raw: + v = vote[1:-1] + if v == '+': + vt = 1 + elif v == '-': + vt = -1 + else: + vt = int(v) + + votes.append(vt) + + # meanvote = sum(votes)/len(votes) + aggrvote = sum(votes) + + return aggrvote + 0.0 + + + + + +def main(): + userInput = getInput() + fileList = getFiles(userInput['train']) + sents = parseFiles(fileList) + + + + # print fileList + + print "-" * 79 + print "No. of files parsed: %d" % (len(fileList)) + print sents[:2] + print "Total No of sentences: %d" % (len(sents)) + + + + +if __name__ == "__main__": + main() +