python解决以下问题:输入一个英语单词have和一句话I had an apple and a banana确定该单词在句子中的词性注意:需要考虑单词变形要求时间复杂度尽可能低
可以使用Python中的nltk库来实现该功能。具体步骤如下:
-
安装nltk库:在命令行中输入 pip install nltk 安装nltk库。
-
导入nltk库中的word_tokenize和pos_tag函数:
from nltk.tokenize import word_tokenize from nltk import pos_tag -
将输入的句子转化为单词列表,并使用pos_tag函数对每个单词进行词性标注:
sentence = "I had an apple and a banana" word = "have" words = word_tokenize(sentence) word_pos = pos_tag(words) -
遍历单词列表,找到与输入单词相同或者相似的单词,并返回其词性:
for w, pos in word_pos: if w == word or w.endswith(word) or w.startswith(word): print("The word '{}' is a '{}' in the sentence".format(word, pos)) break else: print("The word '{}' is not found in the sentence".format(word))
完整代码如下:
from nltk.tokenize import word_tokenize
from nltk import pos_tag
sentence = "I had an apple and a banana"
word = "have"
words = word_tokenize(sentence)
word_pos = pos_tag(words)
for w, pos in word_pos:
if w == word or w.endswith(word) or w.startswith(word):
print("The word '{}' is a '{}' in the sentence".format(word, pos))
break
else:
print("The word '{}' is not found in the sentence".format(word))
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