为关键字提取函数增加词性过滤功能

pull/201/head
walkskyer 10 years ago
parent 5571a0337a
commit d82d2c18df

@ -1,5 +1,6 @@
#encoding=utf-8
import jieba
import jieba.posseg
import os
from operator import itemgetter
try:
@ -58,21 +59,31 @@ def set_stop_words(stop_words_path):
for line in lines:
STOP_WORDS.add(line)
def extract_tags(sentence, topK=20, withWeight=False):
def extract_tags(sentence, topK=20, withWeight=False, allowPOS=[]):
"""
Extract keywords from sentence using TF-IDF algorithm.
Parameter:
- topK: return how many top keywords. `None` for all possible words.
- withWeight: if True, return a list of (word, weight);
if False, return a list of words.
- allowPOS: the allowed POS list eg. ['n'].
if the POS of w is not in this list,it will be filtered.
"""
global STOP_WORDS, idf_loader
idf_freq, median_idf = idf_loader.get_idf()
if allowPOS:
words = jieba.posseg.cut(sentence)
else:
words = jieba.cut(sentence)
freq = {}
for w in words:
if allowPOS:
if w.flag not in allowPOS:
continue
else:
w = w.word
if len(w.strip()) < 2 or w.lower() in STOP_WORDS:
continue
freq[w] = freq.get(w, 0.0) + 1.0

Loading…
Cancel
Save