#!/usr/bin/env python """ Author : Jaganadh Gopinadhan Copywright (C) : Jaganadh Gopinadhan Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed to in writing, software distributed under the License is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the License for the specific language governing permissions and limitations under the License. """ import sys,os import re from nltk.corpus import wordnet class SentiWordNet(object): """ Interface to SentiWordNet """ def __init__(self,swn_file): """ """ self.swn_file = swn_file self.pos_synset = self.__parse_swn_file() def __parse_swn_file(self): """ Parse the SentiWordNet file and populate the POS and SynsetID hash """ pos_synset_hash = {} swn_data = open(self.swn_file,'r').readlines() head_less_swn_data = filter((lambda line: not re.search(r"^\s*#",\ line)), swn_data) for data in head_less_swn_data: fields = data.strip().split("\t") try: pos,syn_set_id,pos_score,neg_score,syn_set_score,\ gloss = fields except: print "Found data without all details" pass if pos and syn_set_score: pos_synset_hash[(pos,int(syn_set_id))] = (float(pos_score),\ float(neg_score)) return pos_synset_hash def get_score(self,word,pos=None): """ Get score for a given word/word pos combination """ senti_scores = [] synsets = wordnet.synsets(word,pos) for synset in synsets: if self.pos_synset.has_key((synset.pos(), synset.offset())): pos_val, neg_val = self.pos_synset[(synset.pos(), synset.offset())] senti_scores.append({"pos":pos_val,"neg":neg_val,\ "obj": 1.0 - (pos_val - neg_val),'synset':synset}) return senti_scores