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Feature extraction:Review adjective, adverb and verb word's number
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#! /usr/bin/env python2.7 | |
#coding=utf-8 | |
""" | |
Counting adjective words, adverbs and verbs number in the review. | |
This module aim to extract adjective words, adverbs and verbs number features. | |
""" | |
import textprocessing as tp | |
# Function of counting review adjectives adverbs and verbs numbers | |
def count_adj_adv(dataset): | |
adj_adv_num = [] | |
a = 0 | |
d = 0 | |
v = 0 | |
for review in dataset: | |
pos = tp.postagger(review, 'list') | |
for i in pos: | |
if i[1] == 'a': | |
a += 1 | |
elif i[1] == 'd': | |
d += 1 | |
elif i[1] == 'v': | |
v += 1 | |
adj_adv_num.append((a, d, v)) | |
a = 0 | |
d = 0 | |
v = 0 | |
return adj_adv_num | |
# Store features | |
def store_adj_adv_v_num_feature(filepath, sheetnum, colnum, data, storepath): | |
data = tp.seg_fil_excel(filepath, sheetnum, colnum) | |
adj_adv_num = count_adj_adv(data) | |
f = open(storepath,'w') | |
for i in adj_adv_num: | |
f.write(str(i[0])+' '+str(i[1])+' '+str(i[2])+'\n') | |
f.close() |
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