python中TFIDF
#!/usr/bin/env python
import math
from operator import itemgetter
def freq(word, document):
  open (r'd:\fenci.txt')
  return document.split(None).count(word)
def wordCount(document):
  open (r'd:\fenci.txt')
  return len(document.split(None))
def numDocsContaining(word,documentList):
  count = 0
  for document in documentList:
    if freq(word,document) > 0:
      count += 1
  return count
def tf(word, document):
  open (r'd:\fenci.txt')
  return (freq(word,document) / float(wordCount(document)))
def idf(word, documentList):
  open (r'd:\fenci.txt')
  return math.log(len(documentList) / numDocsContaining(word,documentList))
def tfidf(word, document, documentList):
  open (r'd:\fenci.txt')
  return (tf(word,document) * idf(word,documentList))
if __name__ == '__main__':
  documentList = []
  documentList.append('d:\语料.txt')
  documentList.append('D:\分词.txt')
  words = {}
  documentNumber=0
  for word in documentList[documentNumber].split(None):
    words[word] = tfidf(word,documentList[documentNumber],documentList)
  for item in sorted(words.items(), key=itemgetter(1), reverse=True):
    print( "%f <= %s" % (item[1], item[0]))
为什么实现不了关键词提取呢?请高手帮忙
 
                    
                 
 
                
            
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浙公网安备 33010602011771号