def summarize(self, text, n):
text = text.replace('\n', '')
text = text.replace('\r', '')
text = utils.as_text(text)
tokens = utils.cut_sentences(text)
sentences, sents = utils.cut_filter_words(tokens, self.__stop_words, self.__use_stopword)
graph = self.create_graph(sents)
scores = utils.weight_map_rank(graph, self.__max_iter, self.__tol)
sent_selected = nlargest(n, zip(scores, count()))
sent_index = []
for i in range(n):
sent_index.append(sent_selected[i][1])
return [sentences[i] for i in sent_index]
def keywords(self, text, n):
text = text.replace('\n', '')
text = text.replace('\r', '')
text = utils.as_text(text)
tokens = utils.cut_sentences(text)
sentences, sents = utils.psegcut_filter_words(tokens,
self.__stop_words,
self.__use_stopword)
word_index, index_word, words_number = self.build_vocab(sents)
graph = self.create_graph(sents, words_number,
word_index, window=self.__window)
scores = utils.weight_map_rank(graph, max_iter=self.__max_iter,
tol=self.__tol)
sent_selected = nlargest(n, zip(scores, count()))
sent_index = []
for i in range(n):
sent_index.append(sent_selected[i][1])
return [index_word[i] for i in sent_index]