CODEWITHSUNDEEP
pythonpython-2.7pos-taggersenti-wordnet
Thirtha
Thirtha

Reputation: 111

to find the opinion of a sentence as positive or negative

i need to find the opinion of certain reviews given in websites. i am using sentiwordnet for this. i first send the file containing all the reviews to POS Tagger. 

tokens=nltk.word_tokenize(line) #tokenization for line in file
tagged=nltk.pos_tag(tokens) #for POSTagging
print tagged

Is there any other accurate way of tokenizing which considers not good as 1 word other than considering it as 2 separate words.

Now i have to give postive and negative score to the tokenized words and then calculate the total score. Is there any function in sentiwordnet for this. please help.

Upvotes: 2

Views: 4767

Answers (1)

Shiv Shankar
Shiv Shankar

Reputation: 1057

See First Extract Adverbs and Adjectives from review for example:

import nltk
from nltk.tokenize import sent_tokenize, word_tokenize
import csv

para = "What can I say about this place. The staff of the restaurant is nice and the eggplant is not bad. Apart from that, very uninspired food, lack of atmosphere and too expensive. I am a staunch vegetarian and was sorely dissapointed with the veggie options on the menu. Will be the last time I visit, I recommend others to avoid"

sentense = word_tokenize(para)
word_features = []

for i,j in nltk.pos_tag(sentense):
    if j in ['JJ', 'JJR', 'JJS', 'RB', 'RBR', 'RBS']: 
        word_features.append(i)

rating = 0

for i in word_features:
    with open('words.txt', 'rt') as f:
        reader = csv.reader(f, delimiter=',')
        for row in reader:
            if i == row[0]:
                print i, row[1]
                if row[1] == 'pos':
                    rating = rating + 1
                elif row[1] == 'neg':
                    rating = rating - 1
print  rating

Now you must have a external csv file in which you should have positive and negative words

like : wrinkle,neg wrinkled,neg wrinkles,neg masterfully,pos masterpiece,pos masterpieces,pos

Working of the above script as follows:

1 . read sentence 2 . extract adverb and adjectives 3 . compare to CVS for positive and negative words 4 . and then rate the sentence

Result of above script is :

nice pos  
bad neg  
expensive neg  
sorely neg  
-2

change result as per your need. and sorry for my english :P

Upvotes: 3

Related Questions