如何使用nlp標記句子

Question

我是NLP的新手。 我試圖在python 3.7上使用nlp標記句子，所以我使用了以下代碼

import nltk
text4="This is the first sentence.A gallon of milk in the U.S. cost 
$2.99.Is this the third sentence?Yes,it is!"
x=nltk.sent_tokenize(text4)
x[0]

我原以為x [0]將返回第一句話，但我得到了

Out[4]: 'This is the first sentence.A gallon of milk in the U.S. cost $2.99.Is this the third sentence?Yes,it is!'

我做錯什么了嗎？

Answer 1

您需要在句子中使用有效的空格和標點符號，才能使分詞器正常運行：

import nltk

text4 = "This is a sentence. This is another sentence."
nltk.sent_tokenize(text4)

# ['This is a sentence.', 'This is another sentence.']

## Versus What you had before

nltk.sent_tokenize("This is a sentence.This is another sentence.")

# ['This is a sentence.This is another sentence.']

Answer 2

NLTK sent_tokenizer不能很好地處理格式錯誤的文本。 如果您提供適當的間距，則可以使用。

import nltk
nltk.download('punkt')
text4="This is the first sentence. A gallon of milk in the U.S. cost $2.99. Is this 
the third sentence? Yes, it is"
x=nltk.sent_tokenize(text4)
x[0]

或者您可以使用它。

import re
text4 = "This is the first sentence. A gallon of milk in the U.S. cost 2.99. Is this 
the third sentence? Yes it is"
sentences = re.split(r' *[\.\?!][\'"\)\]]* *', text4)
sentences