{"id":1153371,"date":"2025-01-13T17:37:49","date_gmt":"2025-01-13T09:37:49","guid":{"rendered":"https:\/\/docs.pingcode.com\/ask\/ask-ask\/1153371.html"},"modified":"2025-01-13T17:37:51","modified_gmt":"2025-01-13T09:37:51","slug":"python%e5%a6%82%e4%bd%95%e6%8f%90%e5%8f%96%e6%af%8f%e4%b8%aa%e5%8d%95%e8%af%8d","status":"publish","type":"post","link":"https:\/\/docs.pingcode.com\/ask\/1153371.html","title":{"rendered":"python\u5982\u4f55\u63d0\u53d6\u6bcf\u4e2a\u5355\u8bcd"},"content":{"rendered":"<p style=\"text-align:center;\" ><img decoding=\"async\" src=\"https:\/\/cdn-kb.worktile.com\/kb\/wp-content\/uploads\/2024\/04\/25183148\/f96d6c9a-0d3b-4942-9eaa-11c66044234f.webp\" alt=\"python\u5982\u4f55\u63d0\u53d6\u6bcf\u4e2a\u5355\u8bcd\" \/><\/p>\n<p><p> <strong>Python \u63d0\u53d6\u6bcf\u4e2a\u5355\u8bcd\u6709\u591a\u79cd\u65b9\u6cd5\uff0c\u5982\u4f7f\u7528 split() \u65b9\u6cd5\u3001\u6b63\u5219\u8868\u8fbe\u5f0f\u3001nltk \u5e93\u7b49<\/strong>\u3002\u5176\u4e2d\uff0c<strong>\u4f7f\u7528 split() \u65b9\u6cd5<\/strong>\u662f\u6700\u7b80\u5355\u548c\u5e38\u7528\u7684\uff0c\u56e0\u4e3a\u5b83\u80fd\u591f\u5feb\u901f\u5730\u5c06\u5b57\u7b26\u4e32\u6309\u7a7a\u683c\u6216\u5176\u4ed6\u5206\u9694\u7b26\u62c6\u5206\u6210\u5355\u8bcd\u3002\u4e0b\u9762\u5c06\u8be6\u7ec6\u4ecb\u7ecd\u5982\u4f55\u4f7f\u7528 split() \u65b9\u6cd5\u63d0\u53d6\u6bcf\u4e2a\u5355\u8bcd\u3002<\/p>\n<\/p>\n<p><h3>\u4f7f\u7528 split() \u65b9\u6cd5<\/h3>\n<\/p>\n<p><p><strong>split() \u65b9\u6cd5<\/strong>\u662f Python \u5b57\u7b26\u4e32\u5bf9\u8c61\u7684\u4e00\u4e2a\u65b9\u6cd5\uff0c\u5b83\u53ef\u4ee5\u5c06\u5b57\u7b26\u4e32\u6309\u7167\u6307\u5b9a\u7684\u5206\u9694\u7b26\u8fdb\u884c\u62c6\u5206\uff0c\u5e76\u8fd4\u56de\u4e00\u4e2a\u5217\u8868\u3002\u9ed8\u8ba4\u60c5\u51b5\u4e0b\uff0csplit() \u65b9\u6cd5\u4f1a\u6309\u7a7a\u683c\u8fdb\u884c\u62c6\u5206\u3002<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">text = &quot;Hello, this is a sample text.&quot;<\/p>\n<p>words = text.split()<\/p>\n<p>print(words)<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><p>\u4e0a\u9762\u7684\u4ee3\u7801\u5c06\u8f93\u51fa\uff1a<\/p>\n<\/p>\n<p><pre><code>[&#39;Hello,&#39;, &#39;this&#39;, &#39;is&#39;, &#39;a&#39;, &#39;sample&#39;, &#39;text.&#39;]<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><p>\u53ef\u4ee5\u770b\u5230\uff0csplit() \u65b9\u6cd5\u5c06\u5b57\u7b26\u4e32\u6309\u7167\u7a7a\u683c\u62c6\u5206\u6210\u4e86\u4e00\u4e2a\u4e2a\u5355\u8bcd\uff0c\u4f46\u6807\u70b9\u7b26\u53f7\u4ecd\u7136\u9644\u5728\u5355\u8bcd\u4e0a\u3002\u4e3a\u4e86\u8fdb\u4e00\u6b65\u6e05\u7406\u5355\u8bcd\uff0c\u53ef\u4ee5\u4f7f\u7528\u6b63\u5219\u8868\u8fbe\u5f0f\u6216\u5176\u4ed6\u65b9\u6cd5\u3002<\/p>\n<\/p>\n<p><h3>\u4f7f\u7528\u6b63\u5219\u8868\u8fbe\u5f0f<\/h3>\n<\/p>\n<p><p>\u6b63\u5219\u8868\u8fbe\u5f0f\uff08regular expressions\uff09\u662f\u5904\u7406\u5b57\u7b26\u4e32\u7684\u5f3a\u5927\u5de5\u5177\uff0c\u53ef\u4ee5\u7528\u6765\u5339\u914d\u590d\u6742\u7684\u5b57\u7b26\u4e32\u6a21\u5f0f\u3002Python \u63d0\u4f9b\u4e86 re \u6a21\u5757\uff0c\u53ef\u4ee5\u4f7f\u7528\u6b63\u5219\u8868\u8fbe\u5f0f\u6765\u62c6\u5206\u5b57\u7b26\u4e32\u5e76\u63d0\u53d6\u5355\u8bcd\u3002<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">import re<\/p>\n<p>text = &quot;Hello, this is a sample text.&quot;<\/p>\n<p>words = re.findall(r&#39;\\b\\w+\\b&#39;, text)<\/p>\n<p>print(words)<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><p>\u4e0a\u9762\u7684\u4ee3\u7801\u5c06\u8f93\u51fa\uff1a<\/p>\n<\/p>\n<p><pre><code>[&#39;Hello&#39;, &#39;this&#39;, &#39;is&#39;, &#39;a&#39;, &#39;sample&#39;, &#39;text&#39;]<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><p>\u6b63\u5219\u8868\u8fbe\u5f0f <code>\\b\\w+\\b<\/code> \u5339\u914d\u5355\u8bcd\u8fb9\u754c\u5185\u7684\u4e00\u4e2a\u6216\u591a\u4e2a\u5b57\u6bcd\u6216\u6570\u5b57\u5b57\u7b26\uff0c\u4ece\u800c\u63d0\u53d6\u51fa\u4e86\u6bcf\u4e2a\u5355\u8bcd\u3002<\/p>\n<\/p>\n<p><h3>\u4f7f\u7528 NLTK \u5e93<\/h3>\n<\/p>\n<p><p>NLTK\uff08Natural Language Toolkit\uff09\u662f\u4e00\u4e2a\u7528\u4e8e\u5904\u7406\u81ea\u7136\u8bed\u8a00\u6587\u672c\u7684\u5e93\uff0c\u5176\u4e2d\u63d0\u4f9b\u4e86\u4e30\u5bcc\u7684\u6587\u672c\u5904\u7406\u529f\u80fd\u3002\u53ef\u4ee5\u4f7f\u7528 NLTK \u63d0\u53d6\u5355\u8bcd\u5e76\u8fdb\u884c\u8fdb\u4e00\u6b65\u5904\u7406\u3002<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">import nltk<\/p>\n<p>nltk.download(&#39;punkt&#39;)<\/p>\n<p>from nltk.tokenize import word_tokenize<\/p>\n<p>text = &quot;Hello, this is a sample text.&quot;<\/p>\n<p>words = word_tokenize(text)<\/p>\n<p>print(words)<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><p>\u4e0a\u9762\u7684\u4ee3\u7801\u5c06\u8f93\u51fa\uff1a<\/p>\n<\/p>\n<p><pre><code>[&#39;Hello&#39;, &#39;,&#39;, &#39;this&#39;, &#39;is&#39;, &#39;a&#39;, &#39;sample&#39;, &#39;text&#39;, &#39;.&#39;]<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><p>\u867d\u7136 NLTK \u63d0\u53d6\u7684\u7ed3\u679c\u4e2d\u4ecd\u5305\u542b\u6807\u70b9\u7b26\u53f7\uff0c\u4f46\u5b83\u63d0\u4f9b\u4e86\u66f4\u5f3a\u5927\u7684\u8bed\u8a00\u5904\u7406\u80fd\u529b\uff0c\u53ef\u4ee5\u8fdb\u4e00\u6b65\u8fdb\u884c\u8bcd\u6027\u6807\u6ce8\u3001\u53e5\u6cd5\u5206\u6790\u7b49\u3002<\/p>\n<\/p>\n<p><h3>\u5c0f\u7ed3<\/h3>\n<\/p>\n<p><p>Python \u63d0\u53d6\u6bcf\u4e2a\u5355\u8bcd\u7684\u65b9\u6cd5\u6709\u5f88\u591a\uff0c\u53ef\u4ee5\u6839\u636e\u5b9e\u9645\u9700\u6c42\u9009\u62e9\u5408\u9002\u7684\u65b9\u6cd5\u3002<strong>split() \u65b9\u6cd5<\/strong>\u9002\u7528\u4e8e\u7b80\u5355\u7684\u62c6\u5206\u4efb\u52a1\uff0c<strong>\u6b63\u5219\u8868\u8fbe\u5f0f<\/strong>\u9002\u7528\u4e8e\u590d\u6742\u6a21\u5f0f\u5339\u914d\uff0c\u800c <strong>NLTK \u5e93<\/strong>\u5219\u9002\u7528\u4e8e\u66f4\u9ad8\u7ea7\u7684\u81ea\u7136\u8bed\u8a00\u5904\u7406\u4efb\u52a1\u3002\u4e0b\u9762\u5c06\u8be6\u7ec6\u4ecb\u7ecd\u6bcf\u79cd\u65b9\u6cd5\u7684\u4f7f\u7528\u573a\u666f\u548c\u5177\u4f53\u5b9e\u73b0\u3002<\/p>\n<\/p>\n<p><h2>\u4e00\u3001\u4f7f\u7528 split() \u65b9\u6cd5\u63d0\u53d6\u5355\u8bcd<\/h2>\n<\/p>\n<p><h3>\u57fa\u672c\u7528\u6cd5<\/h3>\n<\/p>\n<p><p><code>split()<\/code> \u65b9\u6cd5\u662f\u6700\u7b80\u5355\u7684\u5b57\u7b26\u4e32\u62c6\u5206\u65b9\u6cd5\u3002\u5b83\u9ed8\u8ba4\u6309\u7a7a\u683c\u8fdb\u884c\u62c6\u5206\uff0c\u4f46\u4e5f\u53ef\u4ee5\u6307\u5b9a\u5176\u4ed6\u5206\u9694\u7b26\u3002<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">text = &quot;Hello, this is a sample text.&quot;<\/p>\n<p>words = text.split()<\/p>\n<p>print(words)<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><p>\u8f93\u51fa\uff1a<\/p>\n<\/p>\n<p><pre><code>[&#39;Hello,&#39;, &#39;this&#39;, &#39;is&#39;, &#39;a&#39;, &#39;sample&#39;, &#39;text.&#39;]<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><h3>\u6307\u5b9a\u5206\u9694\u7b26<\/h3>\n<\/p>\n<p><p>\u53ef\u4ee5\u4f7f\u7528 <code>split()<\/code> \u65b9\u6cd5\u6307\u5b9a\u5176\u4ed6\u5206\u9694\u7b26\u3002\u4f8b\u5982\uff0c\u6309\u9017\u53f7\u5206\u9694\uff1a<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">text = &quot;Hello, this is a sample, text.&quot;<\/p>\n<p>words = text.split(&#39;,&#39;)<\/p>\n<p>print(words)<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><p>\u8f93\u51fa\uff1a<\/p>\n<\/p>\n<p><pre><code>[&#39;Hello&#39;, &#39; this is a sample&#39;, &#39; text.&#39;]<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><h3>\u53bb\u9664\u6807\u70b9\u7b26\u53f7<\/h3>\n<\/p>\n<p><p>\u867d\u7136 <code>split()<\/code> \u65b9\u6cd5\u7b80\u5355\u6613\u7528\uff0c\u4f46\u5b83\u4e0d\u80fd\u81ea\u52a8\u53bb\u9664\u6807\u70b9\u7b26\u53f7\u3002\u53ef\u4ee5\u7ed3\u5408\u5176\u4ed6\u65b9\u6cd5\u6765\u6e05\u7406\u6570\u636e\u3002\u4f8b\u5982\uff0c\u4f7f\u7528\u5217\u8868\u63a8\u5bfc\u5f0f\u53bb\u9664\u6807\u70b9\u7b26\u53f7\uff1a<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">import string<\/p>\n<p>text = &quot;Hello, this is a sample text.&quot;<\/p>\n<p>words = text.split()<\/p>\n<p>clean_words = [word.strip(string.punctuation) for word in words]<\/p>\n<p>print(clean_words)<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><p>\u8f93\u51fa\uff1a<\/p>\n<\/p>\n<p><pre><code>[&#39;Hello&#39;, &#39;this&#39;, &#39;is&#39;, &#39;a&#39;, &#39;sample&#39;, &#39;text&#39;]<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><h3>\u5e94\u7528\u573a\u666f<\/h3>\n<\/p>\n<p><p><code>split()<\/code> \u65b9\u6cd5\u9002\u7528\u4e8e\u5feb\u901f\u3001\u7b80\u5355\u5730\u5c06\u6587\u672c\u6309\u7a7a\u683c\u6216\u5176\u4ed6\u5355\u4e00\u5206\u9694\u7b26\u62c6\u5206\u6210\u5355\u8bcd\u3002\u4f8b\u5982\uff0c\u5904\u7406\u7b80\u5355\u7684\u65e5\u5fd7\u6587\u4ef6\u3001\u57fa\u672c\u7684\u6587\u672c\u9884\u5904\u7406\u7b49\u3002<\/p>\n<\/p>\n<p><h2>\u4e8c\u3001\u4f7f\u7528\u6b63\u5219\u8868\u8fbe\u5f0f\u63d0\u53d6\u5355\u8bcd<\/h2>\n<\/p>\n<p><h3>\u57fa\u672c\u7528\u6cd5<\/h3>\n<\/p>\n<p><p>\u6b63\u5219\u8868\u8fbe\u5f0f\u53ef\u4ee5\u7528\u6765\u5339\u914d\u590d\u6742\u7684\u5b57\u7b26\u4e32\u6a21\u5f0f\u3002Python \u7684 <code>re<\/code> \u6a21\u5757\u63d0\u4f9b\u4e86\u5f3a\u5927\u7684\u6b63\u5219\u8868\u8fbe\u5f0f\u5904\u7406\u529f\u80fd\u3002\u4f7f\u7528 <code>re.findall()<\/code> \u53ef\u4ee5\u63d0\u53d6\u6240\u6709\u5339\u914d\u7684\u5355\u8bcd\u3002<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">import re<\/p>\n<p>text = &quot;Hello, this is a sample text.&quot;<\/p>\n<p>words = re.findall(r&#39;\\b\\w+\\b&#39;, text)<\/p>\n<p>print(words)<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><p>\u8f93\u51fa\uff1a<\/p>\n<\/p>\n<p><pre><code>[&#39;Hello&#39;, &#39;this&#39;, &#39;is&#39;, &#39;a&#39;, &#39;sample&#39;, &#39;text&#39;]<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><h3>\u6b63\u5219\u8868\u8fbe\u5f0f\u89e3\u91ca<\/h3>\n<\/p>\n<p><p>\u6b63\u5219\u8868\u8fbe\u5f0f <code>\\b\\w+\\b<\/code> \u7684\u542b\u4e49\u5982\u4e0b\uff1a<\/p>\n<\/p>\n<ul>\n<li><code>\\b<\/code> \u8868\u793a\u5355\u8bcd\u8fb9\u754c<\/li>\n<li><code>\\w+<\/code> \u8868\u793a\u4e00\u4e2a\u6216\u591a\u4e2a\u5b57\u6bcd\u6216\u6570\u5b57\u5b57\u7b26<\/li>\n<li><code>\\b<\/code> \u518d\u6b21\u8868\u793a\u5355\u8bcd\u8fb9\u754c<\/li>\n<\/ul>\n<p><h3>\u63d0\u53d6\u4e0d\u540c\u7c7b\u578b\u7684\u5355\u8bcd<\/h3>\n<\/p>\n<p><p>\u6b63\u5219\u8868\u8fbe\u5f0f\u7684\u7075\u6d3b\u6027\u4f7f\u5f97\u5b83\u53ef\u4ee5\u7528\u4e8e\u63d0\u53d6\u4e0d\u540c\u7c7b\u578b\u7684\u5355\u8bcd\u3002\u4f8b\u5982\uff0c\u63d0\u53d6\u5305\u542b\u6570\u5b57\u7684\u5355\u8bcd\uff1a<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">text = &quot;Hello, this is a sample text with numbers 123 and 456.&quot;<\/p>\n<p>words = re.findall(r&#39;\\b\\w+\\b&#39;, text)<\/p>\n<p>print(words)<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><p>\u8f93\u51fa\uff1a<\/p>\n<\/p>\n<p><pre><code>[&#39;Hello&#39;, &#39;this&#39;, &#39;is&#39;, &#39;a&#39;, &#39;sample&#39;, &#39;text&#39;, &#39;with&#39;, &#39;numbers&#39;, &#39;123&#39;, &#39;and&#39;, &#39;456&#39;]<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><h3>\u5e94\u7528\u573a\u666f<\/h3>\n<\/p>\n<p><p>\u6b63\u5219\u8868\u8fbe\u5f0f\u9002\u7528\u4e8e\u9700\u8981\u5904\u7406\u590d\u6742\u6587\u672c\u6a21\u5f0f\u7684\u573a\u666f\u3002\u4f8b\u5982\uff0c\u4ece\u65e5\u5fd7\u6587\u4ef6\u4e2d\u63d0\u53d6\u7279\u5b9a\u683c\u5f0f\u7684\u6570\u636e\u3001\u6e05\u7406\u6570\u636e\u4e2d\u7684\u566a\u97f3\u3001\u5339\u914d\u7279\u5b9a\u7684\u6587\u672c\u6a21\u5f0f\u7b49\u3002<\/p>\n<\/p>\n<p><h2>\u4e09\u3001\u4f7f\u7528 NLTK \u5e93\u63d0\u53d6\u5355\u8bcd<\/h2>\n<\/p>\n<p><h3>\u57fa\u672c\u7528\u6cd5<\/h3>\n<\/p>\n<p><p>NLTK\uff08Natural Language Toolkit\uff09\u662f\u4e00\u4e2a\u5f3a\u5927\u7684\u81ea\u7136\u8bed\u8a00\u5904\u7406\u5e93\u3002\u4f7f\u7528 NLTK \u53ef\u4ee5\u8f7b\u677e\u5730\u8fdb\u884c\u5206\u8bcd\u3001\u8bcd\u6027\u6807\u6ce8\u3001\u547d\u540d\u5b9e\u4f53\u8bc6\u522b\u7b49\u4efb\u52a1\u3002\u4f7f\u7528 <code>word_tokenize()<\/code> \u65b9\u6cd5\u53ef\u4ee5\u63d0\u53d6\u5355\u8bcd\u3002<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">import nltk<\/p>\n<p>nltk.download(&#39;punkt&#39;)<\/p>\n<p>from nltk.tokenize import word_tokenize<\/p>\n<p>text = &quot;Hello, this is a sample text.&quot;<\/p>\n<p>words = word_tokenize(text)<\/p>\n<p>print(words)<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><p>\u8f93\u51fa\uff1a<\/p>\n<\/p>\n<p><pre><code>[&#39;Hello&#39;, &#39;,&#39;, &#39;this&#39;, &#39;is&#39;, &#39;a&#39;, &#39;sample&#39;, &#39;text&#39;, &#39;.&#39;]<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><h3>\u53bb\u9664\u6807\u70b9\u7b26\u53f7<\/h3>\n<\/p>\n<p><p>\u867d\u7136 <code>word_tokenize()<\/code> \u65b9\u6cd5\u4f1a\u4fdd\u7559\u6807\u70b9\u7b26\u53f7\uff0c\u4f46\u53ef\u4ee5\u4f7f\u7528 NLTK \u63d0\u4f9b\u7684\u5176\u4ed6\u5de5\u5177\u6765\u6e05\u7406\u6570\u636e\u3002\u4f8b\u5982\uff0c\u4f7f\u7528 <code>nltk.corpus.stopwords<\/code> \u53bb\u9664\u505c\u7528\u8bcd\uff0c\u4f7f\u7528 <code>nltk.tokenize.RegexpTokenizer<\/code> \u53bb\u9664\u6807\u70b9\u7b26\u53f7\u3002<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">from nltk.tokenize import RegexpTokenizer<\/p>\n<p>tokenizer = RegexpTokenizer(r&#39;\\w+&#39;)<\/p>\n<p>words = tokenizer.tokenize(text)<\/p>\n<p>print(words)<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><p>\u8f93\u51fa\uff1a<\/p>\n<\/p>\n<p><pre><code>[&#39;Hello&#39;, &#39;this&#39;, &#39;is&#39;, &#39;a&#39;, &#39;sample&#39;, &#39;text&#39;]<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><h3>\u5e94\u7528\u573a\u666f<\/h3>\n<\/p>\n<p><p>NLTK \u5e93\u9002\u7528\u4e8e\u9700\u8981\u8fdb\u884c\u6df1\u5165\u7684\u81ea\u7136\u8bed\u8a00\u5904\u7406\u4efb\u52a1\u7684\u573a\u666f\u3002\u4f8b\u5982\uff0c\u6587\u672c\u5206\u7c7b\u3001\u60c5\u611f\u5206\u6790\u3001\u673a\u5668\u7ffb\u8bd1\u7b49\u3002<\/p>\n<\/p>\n<p><h2>\u56db\u3001\u5176\u4ed6\u65b9\u6cd5\u63d0\u53d6\u5355\u8bcd<\/h2>\n<\/p>\n<p><h3>\u4f7f\u7528 spaCy \u5e93<\/h3>\n<\/p>\n<p><p>spaCy \u662f\u53e6\u4e00\u4e2a\u5f3a\u5927\u7684\u81ea\u7136\u8bed\u8a00\u5904\u7406\u5e93\uff0c\u63d0\u4f9b\u4e86\u9ad8\u6548\u7684\u5206\u8bcd\u3001\u8bcd\u6027\u6807\u6ce8\u3001\u547d\u540d\u5b9e\u4f53\u8bc6\u522b\u7b49\u529f\u80fd\u3002\u4f7f\u7528 spaCy \u53ef\u4ee5\u8f7b\u677e\u63d0\u53d6\u5355\u8bcd\u3002<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">import spacy<\/p>\n<p>nlp = spacy.load(&quot;en_core_web_sm&quot;)<\/p>\n<p>text = &quot;Hello, this is a sample text.&quot;<\/p>\n<p>doc = nlp(text)<\/p>\n<p>words = [token.text for token in doc if token.is_alpha]<\/p>\n<p>print(words)<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><p>\u8f93\u51fa\uff1a<\/p>\n<\/p>\n<p><pre><code>[&#39;Hello&#39;, &#39;this&#39;, &#39;is&#39;, &#39;a&#39;, &#39;sample&#39;, &#39;text&#39;]<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><h3>\u4f7f\u7528 TextBlob \u5e93<\/h3>\n<\/p>\n<p><p>TextBlob \u662f\u4e00\u4e2a\u7b80\u5355\u6613\u7528\u7684\u6587\u672c\u5904\u7406\u5e93\uff0c\u57fa\u4e8e NLTK \u548c Pattern\u3002\u4f7f\u7528 TextBlob \u53ef\u4ee5\u8f7b\u677e\u63d0\u53d6\u5355\u8bcd\u5e76\u8fdb\u884c\u60c5\u611f\u5206\u6790\u3001\u7ffb\u8bd1\u7b49\u4efb\u52a1\u3002<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">from textblob import TextBlob<\/p>\n<p>text = &quot;Hello, this is a sample text.&quot;<\/p>\n<p>blob = TextBlob(text)<\/p>\n<p>words = blob.words<\/p>\n<p>print(words)<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><p>\u8f93\u51fa\uff1a<\/p>\n<\/p>\n<p><pre><code>[&#39;Hello&#39;, &#39;this&#39;, &#39;is&#39;, &#39;a&#39;, &#39;sample&#39;, &#39;text&#39;]<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><h3>\u5e94\u7528\u573a\u666f<\/h3>\n<\/p>\n<p><p>spaCy \u548c TextBlob \u9002\u7528\u4e8e\u9700\u8981\u9ad8\u6548\u3001\u7b80\u6d01\u5730\u8fdb\u884c\u81ea\u7136\u8bed\u8a00\u5904\u7406\u7684\u573a\u666f\u3002\u4f8b\u5982\uff0c\u5feb\u901f\u539f\u578b\u5f00\u53d1\u3001\u6587\u672c\u5206\u6790\u7b49\u3002<\/p>\n<\/p>\n<p><h2>\u4e94\u3001\u7efc\u5408\u5e94\u7528\u4e0e\u5b9e\u8df5<\/h2>\n<\/p>\n<p><h3>\u6587\u672c\u9884\u5904\u7406\u6d41\u7a0b<\/h3>\n<\/p>\n<p><p>\u5728\u5b9e\u9645\u9879\u76ee\u4e2d\uff0c\u63d0\u53d6\u5355\u8bcd\u5f80\u5f80\u662f\u6587\u672c\u9884\u5904\u7406\u6d41\u7a0b\u7684\u4e00\u90e8\u5206\u3002\u4e00\u4e2a\u5178\u578b\u7684\u6587\u672c\u9884\u5904\u7406\u6d41\u7a0b\u5305\u62ec\u4ee5\u4e0b\u6b65\u9aa4\uff1a<\/p>\n<\/p>\n<ol>\n<li><strong>\u8bfb\u53d6\u6587\u672c\u6570\u636e<\/strong>\uff1a\u4ece\u6587\u4ef6\u3001\u6570\u636e\u5e93\u6216\u7f51\u7edc\u4e2d\u8bfb\u53d6\u6587\u672c\u6570\u636e\u3002<\/li>\n<li><strong>\u6e05\u7406\u6570\u636e<\/strong>\uff1a\u53bb\u9664\u65e0\u5173\u5b57\u7b26\u3001\u6807\u70b9\u7b26\u53f7\u3001HTML \u6807\u7b7e\u7b49\u3002<\/li>\n<li><strong>\u5206\u8bcd<\/strong>\uff1a\u5c06\u6587\u672c\u62c6\u5206\u6210\u5355\u8bcd\u3002<\/li>\n<li><strong>\u53bb\u9664\u505c\u7528\u8bcd<\/strong>\uff1a\u53bb\u9664\u5e38\u89c1\u4f46\u65e0\u610f\u4e49\u7684\u8bcd\uff0c\u5982 &quot;the&quot;\u3001&quot;is&quot; \u7b49\u3002<\/li>\n<li><strong>\u8bcd\u5e72\u63d0\u53d6\u6216\u8bcd\u5f62\u8fd8\u539f<\/strong>\uff1a\u5c06\u5355\u8bcd\u8fd8\u539f\u4e3a\u8bcd\u6839\u5f62\u5f0f\u3002<\/li>\n<li><strong>\u7279\u5f81\u63d0\u53d6<\/strong>\uff1a\u5c06\u5355\u8bcd\u8f6c\u6362\u4e3a\u7279\u5f81\u5411\u91cf\uff0c\u4f9b<a href=\"https:\/\/docs.pingcode.com\/ask\/59192.html\" target=\"_blank\">\u673a\u5668\u5b66\u4e60<\/a>\u6a21\u578b\u4f7f\u7528\u3002<\/li>\n<\/ol>\n<p><h3>\u5b9e\u6218\u793a\u4f8b<\/h3>\n<\/p>\n<p><p>\u4ee5\u4e0b\u662f\u4e00\u4e2a\u5b8c\u6574\u7684\u6587\u672c\u9884\u5904\u7406\u793a\u4f8b\uff0c\u4f7f\u7528 NLTK \u8fdb\u884c\u5206\u8bcd\u3001\u53bb\u9664\u505c\u7528\u8bcd\u548c\u8bcd\u5f62\u8fd8\u539f\u3002<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">import nltk<\/p>\n<p>nltk.download(&#39;punkt&#39;)<\/p>\n<p>nltk.download(&#39;stopwords&#39;)<\/p>\n<p>nltk.download(&#39;wordnet&#39;)<\/p>\n<p>from nltk.tokenize import word_tokenize<\/p>\n<p>from nltk.corpus import stopwords<\/p>\n<p>from nltk.stem import WordNetLemmatizer<\/p>\n<h2><strong>\u8bfb\u53d6\u6587\u672c\u6570\u636e<\/strong><\/h2>\n<p>text = &quot;Hello, this is a sample text. It includes several sentences and some punctuation marks!&quot;<\/p>\n<h2><strong>\u5206\u8bcd<\/strong><\/h2>\n<p>words = word_tokenize(text)<\/p>\n<h2><strong>\u53bb\u9664\u505c\u7528\u8bcd<\/strong><\/h2>\n<p>stop_words = set(stopwords.words(&#39;english&#39;))<\/p>\n<p>filtered_words = [word for word in words if word.lower() not in stop_words]<\/p>\n<h2><strong>\u8bcd\u5f62\u8fd8\u539f<\/strong><\/h2>\n<p>lemmatizer = WordNetLemmatizer()<\/p>\n<p>lemmatized_words = [lemmatizer.lemmatize(word) for word in filtered_words]<\/p>\n<p>print(lemmatized_words)<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><p>\u8f93\u51fa\uff1a<\/p>\n<\/p>\n<p><pre><code>[&#39;Hello&#39;, &#39;,&#39;, &#39;sample&#39;, &#39;text&#39;, &#39;.&#39;, &#39;include&#39;, &#39;several&#39;, &#39;sentence&#39;, &#39;punctuation&#39;, &#39;mark&#39;, &#39;!&#39;]<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><h3>\u7ed3\u8bba<\/h3>\n<\/p>\n<p><p>\u63d0\u53d6\u5355\u8bcd\u662f\u6587\u672c\u5904\u7406\u548c\u81ea\u7136\u8bed\u8a00\u5904\u7406\u4e2d\u7684\u57fa\u7840\u4efb\u52a1\u3002\u672c\u6587\u4ecb\u7ecd\u4e86\u4f7f\u7528 Python \u63d0\u53d6\u5355\u8bcd\u7684\u591a\u79cd\u65b9\u6cd5\uff0c\u5305\u62ec <code>split()<\/code> \u65b9\u6cd5\u3001\u6b63\u5219\u8868\u8fbe\u5f0f\u3001NLTK \u5e93\u3001spaCy \u5e93\u548c TextBlob \u5e93\u3002\u6839\u636e\u4e0d\u540c\u7684\u5e94\u7528\u573a\u666f\u548c\u9700\u6c42\uff0c\u53ef\u4ee5\u9009\u62e9\u5408\u9002\u7684\u65b9\u6cd5\u548c\u5de5\u5177\u8fdb\u884c\u5355\u8bcd\u63d0\u53d6\u548c\u6587\u672c\u9884\u5904\u7406\u3002\u901a\u8fc7\u7efc\u5408\u5e94\u7528\u8fd9\u4e9b\u65b9\u6cd5\uff0c\u53ef\u4ee5\u9ad8\u6548\u5730\u5b8c\u6210\u6587\u672c\u5206\u6790\u3001\u60c5\u611f\u5206\u6790\u3001\u673a\u5668\u7ffb\u8bd1\u7b49\u4efb\u52a1\u3002<\/p>\n<\/p>\n<h2><strong>\u76f8\u5173\u95ee\u7b54FAQs\uff1a<\/strong><\/h2>\n<p> <strong>\u5982\u4f55\u5728Python\u4e2d\u63d0\u53d6\u6587\u672c\u4e2d\u7684\u6bcf\u4e2a\u5355\u8bcd\uff1f<\/strong><br \/>\u5728Python\u4e2d\uff0c\u63d0\u53d6\u6bcf\u4e2a\u5355\u8bcd\u901a\u5e38\u53ef\u4ee5\u901a\u8fc7\u5b57\u7b26\u4e32\u7684\u5206\u5272\u65b9\u6cd5\u5b9e\u73b0\u3002\u4f7f\u7528<code>split()<\/code>\u51fd\u6570\u53ef\u4ee5\u5c06\u5b57\u7b26\u4e32\u5206\u5272\u6210\u5355\u8bcd\uff0c\u9ed8\u8ba4\u60c5\u51b5\u4e0b\u662f\u6309\u7167\u7a7a\u683c\u5206\u5272\u3002\u6b64\u5916\uff0c\u4f7f\u7528\u6b63\u5219\u8868\u8fbe\u5f0f\u5e93<code>re<\/code>\u53ef\u4ee5\u5904\u7406\u66f4\u590d\u6742\u7684\u6587\u672c\uff0c\u6bd4\u5982\u53bb\u9664\u6807\u70b9\u7b26\u53f7\u3002\u793a\u4f8b\u4ee3\u7801\u5982\u4e0b\uff1a<\/p>\n<pre><code class=\"language-python\">import re\n\ntext = &quot;\u8fd9\u662f\u4e00\u4e2a\u793a\u4f8b\u6587\u672c\uff0c\u5305\u542b\u591a\u4e2a\u5355\u8bcd\u3002&quot;\nwords = re.findall(r&#39;\\b\\w+\\b&#39;, text)\nprint(words)\n<\/code><\/pre>\n<p>\u8fd9\u6bb5\u4ee3\u7801\u4f7f\u7528<code>re.findall()<\/code>\u63d0\u53d6\u6587\u672c\u4e2d\u7684\u6bcf\u4e2a\u5355\u8bcd\uff0c\u5e76\u8fd4\u56de\u4e00\u4e2a\u5217\u8868\u3002<\/p>\n<p><strong>\u6709\u6ca1\u6709\u7b80\u5355\u7684\u65b9\u6cd5\u53ef\u4ee5\u5728Python\u4e2d\u8bfb\u53d6\u6587\u4ef6\u5e76\u63d0\u53d6\u5355\u8bcd\uff1f<\/strong><br \/>\u53ef\u4ee5\u4f7f\u7528Python\u5185\u7f6e\u7684\u6587\u4ef6\u64cd\u4f5c\u65b9\u6cd5\u6765\u8bfb\u53d6\u6587\u4ef6\u5185\u5bb9\uff0c\u5e76\u7ed3\u5408\u524d\u9762\u63d0\u5230\u7684\u5355\u8bcd\u63d0\u53d6\u65b9\u6cd5\u3002\u4ee5\u4e0b\u662f\u4e00\u4e2a\u793a\u4f8b\uff1a<\/p>\n<pre><code class=\"language-python\">with open(&#39;example.txt&#39;, &#39;r&#39;, encoding=&#39;utf-8&#39;) as file:\n    text = file.read()\n    words = re.findall(r&#39;\\b\\w+\\b&#39;, text)\nprint(words)\n<\/code><\/pre>\n<p>\u8be5\u4ee3\u7801\u6bb5\u8bfb\u53d6<code>example.txt<\/code>\u6587\u4ef6\u7684\u5185\u5bb9\uff0c\u5e76\u63d0\u53d6\u51fa\u6240\u6709\u5355\u8bcd\u3002<\/p>\n<p><strong>\u63d0\u53d6\u5355\u8bcd\u540e\uff0c\u5982\u4f55\u5bf9\u5355\u8bcd\u8fdb\u884c\u7edf\u8ba1\u6216\u5206\u6790\uff1f<\/strong><br \/>\u63d0\u53d6\u5355\u8bcd\u540e\uff0c\u53ef\u4ee5\u4f7f\u7528<code>collections<\/code>\u6a21\u5757\u4e2d\u7684<code>Counter<\/code>\u7c7b\u5bf9\u5355\u8bcd\u8fdb\u884c\u7edf\u8ba1\uff0c\u83b7\u53d6\u6bcf\u4e2a\u5355\u8bcd\u51fa\u73b0\u7684\u9891\u7387\u3002\u4ee5\u4e0b\u662f\u4e00\u4e2a\u793a\u4f8b\uff1a<\/p>\n<pre><code class=\"language-python\">from collections import Counter\n\nword_counts = Counter(words)\nprint(word_counts)\n<\/code><\/pre>\n<p>\u8fd9\u4e2a\u4ee3\u7801\u5c06\u8fd4\u56de\u4e00\u4e2a\u5b57\u5178\uff0c\u5176\u4e2d\u6bcf\u4e2a\u5355\u8bcd\u53ca\u5176\u51fa\u73b0\u7684\u6b21\u6570\u88ab\u8bb0\u5f55\u4e0b\u6765\uff0c\u4fbf\u4e8e\u8fdb\u4e00\u6b65\u5206\u6790\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"Python \u63d0\u53d6\u6bcf\u4e2a\u5355\u8bcd\u6709\u591a\u79cd\u65b9\u6cd5\uff0c\u5982\u4f7f\u7528 split() \u65b9\u6cd5\u3001\u6b63\u5219\u8868\u8fbe\u5f0f\u3001nltk \u5e93\u7b49\u3002\u5176\u4e2d\uff0c\u4f7f\u7528 s [&hellip;]","protected":false},"author":3,"featured_media":1153373,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[37],"tags":[],"acf":[],"_links":{"self":[{"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/posts\/1153371"}],"collection":[{"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/comments?post=1153371"}],"version-history":[{"count":"1","href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/posts\/1153371\/revisions"}],"predecessor-version":[{"id":1153376,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/posts\/1153371\/revisions\/1153376"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/media\/1153373"}],"wp:attachment":[{"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/media?parent=1153371"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/categories?post=1153371"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/tags?post=1153371"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}