{"id":1127906,"date":"2025-01-08T20:14:56","date_gmt":"2025-01-08T12:14:56","guid":{"rendered":"https:\/\/docs.pingcode.com\/ask\/ask-ask\/1127906.html"},"modified":"2025-01-08T20:14:58","modified_gmt":"2025-01-08T12:14:58","slug":"%e5%a6%82%e4%bd%95%e7%94%a8python%e6%8f%90%e5%8f%96%e8%8b%b1%e6%96%87%e6%96%87%e6%9c%ac%e4%b8%ad%e7%9a%84%e5%90%8d%e8%af%8d","status":"publish","type":"post","link":"https:\/\/docs.pingcode.com\/ask\/ask-ask\/1127906.html","title":{"rendered":"\u5982\u4f55\u7528python\u63d0\u53d6\u82f1\u6587\u6587\u672c\u4e2d\u7684\u540d\u8bcd"},"content":{"rendered":"

\"\u5982\u4f55\u7528python\u63d0\u53d6\u82f1\u6587\u6587\u672c\u4e2d\u7684\u540d\u8bcd\"<\/p>\n

\u5982\u4f55\u7528Python\u63d0\u53d6\u82f1\u6587\u6587\u672c\u4e2d\u7684\u540d\u8bcd<\/strong><\/p>\n<\/p>\n

\u4f7f\u7528Python\u63d0\u53d6\u82f1\u6587\u6587\u672c\u4e2d\u7684\u540d\u8bcd\u53ef\u4ee5\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff08NLP\uff09\u6280\u672f\u5b9e\u73b0\uff0c\u4e3b\u8981\u65b9\u6cd5\u5305\u62ec\u4f7f\u7528NLTK\u3001spaCy\u3001TextBlob\u7b49\u5de5\u5177\u5305\u3002\u672c\u6587\u5c06\u8be6\u7ec6\u4ecb\u7ecd\u4f7f\u7528NLTK\u8fdb\u884c\u8bcd\u6027\u6807\u6ce8\u3001\u5229\u7528spaCy\u8fdb\u884c\u5b9e\u4f53\u8bc6\u522b\u3001\u7ed3\u5408\u6b63\u5219\u8868\u8fbe\u5f0f\u8fdb\u884c\u540d\u8bcd\u7b5b\u9009<\/strong>\u3002\u8fd9\u4e9b\u65b9\u6cd5\u5404\u6709\u4f18\u52a3\uff0c\u5177\u4f53\u9009\u62e9\u5e94\u6839\u636e\u5b9e\u9645\u9700\u6c42\u548c\u9879\u76ee\u89c4\u6a21\u6765\u51b3\u5b9a\u3002<\/p>\n<\/p>\n

\u4e00\u3001\u5229\u7528NLTK\u8fdb\u884c\u8bcd\u6027\u6807\u6ce8<\/h3>\n<\/p>\n

NLTK\uff08Natural Language Toolkit\uff09\u662fPython\u4e2d\u6700\u5e38\u7528\u7684\u81ea\u7136\u8bed\u8a00\u5904\u7406\u5de5\u5177\u5305\u4e4b\u4e00\u3002\u5b83\u63d0\u4f9b\u4e86\u4e30\u5bcc\u7684\u6587\u672c\u5904\u7406\u529f\u80fd\uff0c\u5305\u62ec\u8bcd\u6027\u6807\u6ce8\u3001\u6587\u672c\u5206\u7c7b\u3001\u60c5\u611f\u5206\u6790\u7b49\u3002\u6211\u4eec\u53ef\u4ee5\u901a\u8fc7NLTK\u7684\u8bcd\u6027\u6807\u6ce8\u529f\u80fd\u6765\u63d0\u53d6\u6587\u672c\u4e2d\u7684\u540d\u8bcd\u3002<\/p>\n<\/p>\n

1\u3001\u5b89\u88c5\u548c\u5bfc\u5165NLTK<\/h4>\n<\/p>\n

\u9996\u5148\uff0c\u786e\u4fdd\u5df2\u7ecf\u5b89\u88c5NLTK\u5e93\uff0c\u53ef\u4ee5\u4f7f\u7528pip\u547d\u4ee4\u8fdb\u884c\u5b89\u88c5\uff1a<\/p>\n<\/p>\n

pip install nltk<\/p>\n
<\/code><\/pre>\n<\/p>\n
\u7136\u540e\uff0c\u5728Python\u4ee3\u7801\u4e2d\u5bfc\u5165\u6240\u9700\u7684NLTK\u6a21\u5757\uff1a<\/p>\n<\/p>\n
import nltk<\/p>\n
from nltk.tokenize import word_tokenize<\/p>\n
from nltk.tag import pos_tag<\/p>\n
<\/code><\/pre>\n<\/p>\n
2\u3001\u8bcd\u6027\u6807\u6ce8<\/h4>\n<\/p>\n
\u4f7f\u7528NLTK\u8fdb\u884c\u8bcd\u6027\u6807\u6ce8\uff0c\u9700\u8981\u5148\u5c06\u6587\u672c\u8fdb\u884c\u5206\u8bcd\uff0c\u7136\u540e\u5bf9\u5206\u8bcd\u7ed3\u679c\u8fdb\u884c\u8bcd\u6027\u6807\u6ce8\u3002\u4ee5\u4e0b\u662f\u4e00\u4e2a\u7b80\u5355\u7684\u4f8b\u5b50\uff1a<\/p>\n<\/p>\n
# \u793a\u4f8b\u6587\u672c<\/p>\n
text = "Python is a powerful programming language. It is widely used for web development, data analysis, and scientific research."<\/p>\n
\u5206\u8bcd<\/strong><\/h2>\n
tokens = word_tokenize(text)<\/p>\n
\u8bcd\u6027\u6807\u6ce8<\/strong><\/h2>\n
tagged = pos_tag(tokens)<\/p>\n
print(tagged)<\/p>\n
<\/code><\/pre>\n<\/p>\n
\u4ee5\u4e0a\u4ee3\u7801\u5c06\u6587\u672c\u5206\u8bcd\u5e76\u8fdb\u884c\u8bcd\u6027\u6807\u6ce8\uff0c\u8f93\u51fa\u7ed3\u679c\u662f\u4e00\u4e2a\u5305\u542b\u8bcd\u53ca\u5176\u8bcd\u6027\u6807\u7b7e\u7684\u5217\u8868\u3002\u540d\u8bcd\u7684\u8bcd\u6027\u6807\u7b7e\u901a\u5e38\u662fNN<\/code>\u3001NNS<\/code>\u3001NNP<\/code>\u3001NNPS<\/code>\u7b49\u3002<\/p>\n<\/p>\n
3\u3001\u63d0\u53d6\u540d\u8bcd<\/h4>\n<\/p>\n
\u6211\u4eec\u53ef\u4ee5\u901a\u8fc7\u7b5b\u9009\u7279\u5b9a\u7684\u8bcd\u6027\u6807\u7b7e\u6765\u63d0\u53d6\u540d\u8bcd\uff1a<\/p>\n<\/p>\n
# \u63d0\u53d6\u540d\u8bcd<\/p>\n
nouns = [word for word, pos in tagged if pos in ['NN', 'NNS', 'NNP', 'NNPS']]<\/p>\n
print(nouns)<\/p>\n
<\/code><\/pre>\n<\/p>\n
\u4ee5\u4e0a\u4ee3\u7801\u5c06\u63d0\u53d6\u6587\u672c\u4e2d\u7684\u6240\u6709\u540d\u8bcd\uff0c\u5e76\u8f93\u51fa\u7ed3\u679c\u3002<\/p>\n<\/p>\n
\u4e8c\u3001\u5229\u7528spaCy\u8fdb\u884c\u5b9e\u4f53\u8bc6\u522b<\/h3>\n<\/p>\n
spaCy\u662f\u4e00\u4e2a\u529f\u80fd\u5f3a\u5927\u7684\u81ea\u7136\u8bed\u8a00\u5904\u7406\u5e93\uff0c\u63d0\u4f9b\u4e86\u66f4\u9ad8\u6548\u7684\u8bcd\u6027\u6807\u6ce8\u548c\u5b9e\u4f53\u8bc6\u522b\u529f\u80fd\u3002\u76f8\u5bf9\u4e8eNLTK\uff0cspaCy\u7684\u5904\u7406\u901f\u5ea6\u66f4\u5feb\uff0c\u9002\u7528\u4e8e\u5927\u89c4\u6a21\u6587\u672c\u5904\u7406\u3002<\/p>\n<\/p>\n
1\u3001\u5b89\u88c5\u548c\u5bfc\u5165spaCy<\/h4>\n<\/p>\n
\u4f7f\u7528pip\u547d\u4ee4\u5b89\u88c5spaCy\uff1a<\/p>\n<\/p>\n
pip install spacy<\/p>\n
<\/code><\/pre>\n<\/p>\n
\u5b89\u88c5\u6240\u9700\u7684\u8bed\u8a00\u6a21\u578b\uff1a<\/p>\n<\/p>\n
python -m spacy download en_core_web_sm<\/p>\n
<\/code><\/pre>\n<\/p>\n
\u7136\u540e\uff0c\u5728Python\u4ee3\u7801\u4e2d\u5bfc\u5165spaCy\uff1a<\/p>\n<\/p>\n
import spacy<\/p>\n
\u52a0\u8f7d\u82f1\u6587\u6a21\u578b<\/strong><\/h2>\n
nlp = spacy.load('en_core_web_sm')<\/p>\n
<\/code><\/pre>\n<\/p>\n
2\u3001\u5b9e\u4f53\u8bc6\u522b<\/h4>\n<\/p>\n
\u4f7f\u7528spaCy\u7684\u5b9e\u4f53\u8bc6\u522b\u529f\u80fd\uff0c\u53ef\u4ee5\u8f7b\u677e\u63d0\u53d6\u540d\u8bcd\u548c\u5176\u4ed6\u5b9e\u4f53\uff1a<\/p>\n<\/p>\n
# \u793a\u4f8b\u6587\u672c<\/p>\n
text = "Python is a powerful programming language. It is widely used for web development, data analysis, and scientific research."<\/p>\n
\u5904\u7406\u6587\u672c<\/strong><\/h2>\n
doc = nlp(text)<\/p>\n
\u63d0\u53d6\u540d\u8bcd<\/strong><\/h2>\n
nouns = [token.text for token in doc if token.pos_ == 'NOUN']<\/p>\n
print(nouns)<\/p>\n
<\/code><\/pre>\n<\/p>\n
\u4ee5\u4e0a\u4ee3\u7801\u5c06\u6587\u672c\u5904\u7406\u5e76\u63d0\u53d6\u6240\u6709\u540d\u8bcd\uff0c\u8f93\u51fa\u7ed3\u679c\u3002<\/p>\n<\/p>\n
\u4e09\u3001\u7ed3\u5408\u6b63\u5219\u8868\u8fbe\u5f0f\u8fdb\u884c\u540d\u8bcd\u7b5b\u9009<\/h3>\n<\/p>\n
\u6b63\u5219\u8868\u8fbe\u5f0f\u662f\u4e00\u79cd\u5f3a\u5927\u7684\u6587\u672c\u5904\u7406\u5de5\u5177\uff0c\u53ef\u4ee5\u4e0eNLTK\u6216spaCy\u7ed3\u5408\u4f7f\u7528\uff0c\u8fdb\u4e00\u6b65\u7b5b\u9009\u540d\u8bcd\u3002<\/p>\n<\/p>\n
1\u3001\u4f7f\u7528\u6b63\u5219\u8868\u8fbe\u5f0f\u7b5b\u9009\u540d\u8bcd<\/h4>\n<\/p>\n
\u53ef\u4ee5\u901a\u8fc7\u7b80\u5355\u7684\u6b63\u5219\u8868\u8fbe\u5f0f\u6765\u7b5b\u9009\u5e26\u6709\u7279\u5b9a\u524d\u7f00\u6216\u540e\u7f00\u7684\u540d\u8bcd\uff0c\u4f8b\u5982\u4ee5\u7279\u5b9a\u5b57\u6bcd\u5f00\u5934\u7684\u540d\u8bcd\uff1a<\/p>\n<\/p>\n
import re<\/p>\n
\u793a\u4f8b\u540d\u8bcd\u5217\u8868<\/strong><\/h2>\n
nouns = ['Python', 'programming', 'language', 'development', 'data', 'analysis', 'research']<\/p>\n
\u7b5b\u9009\u4ee5'd'\u5f00\u5934\u7684\u540d\u8bcd<\/strong><\/h2>\n
pattern = re.compile(r'^d\\w*')<\/p>\n
filtered_nouns = [noun for noun in nouns if pattern.match(noun)]<\/p>\n
print(filtered_nouns)<\/p>\n
<\/code><\/pre>\n<\/p>\n
\u4ee5\u4e0a\u4ee3\u7801\u5c06\u7b5b\u9009\u4ee5\u5b57\u6bcd'd'\u5f00\u5934\u7684\u540d\u8bcd\uff0c\u5e76\u8f93\u51fa\u7ed3\u679c\u3002<\/p>\n<\/p>\n
\u56db\u3001\u7ed3\u5408\u4e0d\u540c\u65b9\u6cd5\u63d0\u9ad8\u540d\u8bcd\u63d0\u53d6\u51c6\u786e\u7387<\/h3>\n<\/p>\n
\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\uff0c\u53ef\u4ee5\u7ed3\u5408\u4f7f\u7528\u4e0d\u540c\u7684\u5de5\u5177\u548c\u65b9\u6cd5\uff0c\u8fdb\u4e00\u6b65\u63d0\u9ad8\u540d\u8bcd\u63d0\u53d6\u7684\u51c6\u786e\u6027\u548c\u6548\u7387\u3002\u4f8b\u5982\uff0c\u53ef\u4ee5\u5148\u4f7f\u7528spaCy\u8fdb\u884c\u5b9e\u4f53\u8bc6\u522b\uff0c\u518d\u4f7f\u7528NLTK\u8fdb\u884c\u8bcd\u6027\u6807\u6ce8\uff0c\u6700\u540e\u7ed3\u5408\u6b63\u5219\u8868\u8fbe\u5f0f\u8fdb\u884c\u7b5b\u9009\u3002<\/p>\n<\/p>\n
1\u3001\u7efc\u5408\u793a\u4f8b<\/h4>\n<\/p>\n
\u4ee5\u4e0b\u662f\u4e00\u4e2a\u7efc\u5408\u793a\u4f8b\uff0c\u7ed3\u5408\u4f7f\u7528spaCy\u548cNLTK\u8fdb\u884c\u540d\u8bcd\u63d0\u53d6\uff1a<\/p>\n<\/p>\n
import spacy<\/p>\n
import nltk<\/p>\n
from nltk.tokenize import word_tokenize<\/p>\n
from nltk.tag import pos_tag<\/p>\n
import re<\/p>\n
\u52a0\u8f7dspaCy\u6a21\u578b<\/strong><\/h2>\n
nlp = spacy.load('en_core_web_sm')<\/p>\n
\u793a\u4f8b\u6587\u672c<\/strong><\/h2>\n
text = "Python is a powerful programming language. It is widely used for web development, data analysis, and scientific research."<\/p>\n
\u4f7f\u7528spaCy\u5904\u7406\u6587\u672c<\/strong><\/h2>\n
doc = nlp(text)<\/p>\n
\u63d0\u53d6\u540d\u8bcd<\/strong><\/h2>\n
nouns_spacy = [token.text for token in doc if token.pos_ == 'NOUN']<\/p>\n
\u4f7f\u7528NLTK\u5206\u8bcd\u548c\u8bcd\u6027\u6807\u6ce8<\/strong><\/h2>\n
tokens = word_tokenize(text)<\/p>\n
tagged = pos_tag(tokens)<\/p>\n
\u63d0\u53d6\u540d\u8bcd<\/strong><\/h2>\n
nouns_nltk = [word for word, pos in tagged if pos in ['NN', 'NNS', 'NNP', 'NNPS']]<\/p>\n
\u5408\u5e76\u540d\u8bcd\u5217\u8868<\/strong><\/h2>\n
all_nouns = set(nouns_spacy + nouns_nltk)<\/p>\n
\u4f7f\u7528\u6b63\u5219\u8868\u8fbe\u5f0f\u8fdb\u4e00\u6b65\u7b5b\u9009<\/strong><\/h2>\n
pattern = re.compile(r'^[A-Z].*')<\/p>\n
filtered_nouns = [noun for noun in all_nouns if pattern.match(noun)]<\/p>\n
print(filtered_nouns)<\/p>\n
<\/code><\/pre>\n<\/p>\n
\u4ee5\u4e0a\u4ee3\u7801\u5c06\u7ed3\u5408\u4f7f\u7528spaCy\u548cNLTK\u8fdb\u884c\u540d\u8bcd\u63d0\u53d6\uff0c\u5e76\u4f7f\u7528\u6b63\u5219\u8868\u8fbe\u5f0f\u8fdb\u4e00\u6b65\u7b5b\u9009\u3002\u7ed3\u679c\u5c06\u5305\u542b\u4ee5\u5927\u5199\u5b57\u6bcd\u5f00\u5934\u7684\u540d\u8bcd\u3002<\/p>\n<\/p>\n
\u4e94\u3001\u603b\u7ed3<\/h3>\n<\/p>\n
\u4f7f\u7528Python\u63d0\u53d6\u82f1\u6587\u6587\u672c\u4e2d\u7684\u540d\u8bcd\u662f\u81ea\u7136\u8bed\u8a00\u5904\u7406\u4e2d\u7684\u5e38\u89c1\u4efb\u52a1\u3002NLTK\u3001spaCy\u548c\u6b63\u5219\u8868\u8fbe\u5f0f<\/strong>\u662f\u5b9e\u73b0\u8fd9\u4e00\u4efb\u52a1\u7684\u4e3b\u8981\u5de5\u5177\u3002NLTK\u9002\u7528\u4e8e\u57fa\u7840\u7684\u81ea\u7136\u8bed\u8a00\u5904\u7406\u4efb\u52a1\uff0c\u63d0\u4f9b\u4e86\u4e30\u5bcc\u7684\u529f\u80fd\uff1bspaCy\u5904\u7406\u901f\u5ea6\u66f4\u5feb\uff0c\u9002\u7528\u4e8e\u5927\u89c4\u6a21\u6587\u672c\u5904\u7406\uff1b\u6b63\u5219\u8868\u8fbe\u5f0f\u5219\u53ef\u4ee5\u8fdb\u4e00\u6b65\u7b5b\u9009\u7279\u5b9a\u7c7b\u578b\u7684\u540d\u8bcd\u3002\u7ed3\u5408\u4f7f\u7528\u8fd9\u4e9b\u5de5\u5177\uff0c\u53ef\u4ee5\u63d0\u9ad8\u540d\u8bcd\u63d0\u53d6\u7684\u51c6\u786e\u6027\u548c\u6548\u7387\u3002\u6839\u636e\u5b9e\u9645\u9700\u6c42\u548c\u9879\u76ee\u89c4\u6a21\uff0c\u9009\u62e9\u5408\u9002\u7684\u5de5\u5177\u548c\u65b9\u6cd5\uff0c\u662f\u5b9e\u73b0\u9ad8\u6548\u540d\u8bcd\u63d0\u53d6\u7684\u5173\u952e\u3002<\/p>\n<\/p>\n
\u76f8\u5173\u95ee\u7b54FAQs\uff1a<\/strong><\/h2>\n
 \u5982\u4f55\u5728Python\u4e2d\u8bc6\u522b\u5e76\u63d0\u53d6\u82f1\u6587\u6587\u672c\u4e2d\u7684\u540d\u8bcd\uff1f<\/strong>
\u5728Python\u4e2d\uff0c\u53ef\u4ee5\u4f7f\u7528\u81ea\u7136\u8bed\u8a00\u5904\u7406\u5e93\uff0c\u5982NLTK\u6216spaCy\uff0c\u6765\u8bc6\u522b\u548c\u63d0\u53d6\u540d\u8bcd\u3002\u8fd9\u4e9b\u5e93\u63d0\u4f9b\u4e86\u5f3a\u5927\u7684\u5de5\u5177\u6765\u8fdb\u884c\u8bcd\u6027\u6807\u6ce8\uff0c\u4ece\u800c\u8bc6\u522b\u6587\u672c\u4e2d\u7684\u540d\u8bcd\u3002\u4f7f\u7528\u65b9\u6cd5\u5305\u62ec\u52a0\u8f7d\u6587\u672c\u3001\u8fdb\u884c\u5206\u8bcd\u5904\u7406\uff0c\u63a5\u7740\u5e94\u7528\u8bcd\u6027\u6807\u6ce8\uff0c\u6700\u540e\u7b5b\u9009\u51fa\u540d\u8bcd\u3002<\/p>\n
\u4f7f\u7528Python\u63d0\u53d6\u540d\u8bcd\u65f6\u6709\u54ea\u4e9b\u5e38\u89c1\u7684\u5e93\u63a8\u8350\uff1f<\/strong>
\u63a8\u8350\u7684\u5e93\u5305\u62ecNLTK\u3001spaCy\u548cTextBlob\u3002NLTK\u63d0\u4f9b\u4e86\u4e30\u5bcc\u7684\u8bed\u8a00\u5904\u7406\u5de5\u5177\uff0cspaCy\u5219\u4ee5\u5176\u5feb\u901f\u548c\u9ad8\u6548\u8457\u79f0\uff0c\u9002\u5408\u9700\u8981\u5904\u7406\u5927\u89c4\u6a21\u6587\u672c\u7684\u573a\u666f\u3002TextBlob\u5219\u63d0\u4f9b\u4e86\u7b80\u5355\u6613\u7528\u7684API\uff0c\u9002\u5408\u521d\u5b66\u8005\u5feb\u901f\u5165\u95e8\u3002<\/p>\n
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