{"id":1009619,"date":"2024-12-27T11:13:24","date_gmt":"2024-12-27T03:13:24","guid":{"rendered":"https:\/\/docs.pingcode.com\/ask\/ask-ask\/1009619.html"},"modified":"2024-12-27T11:13:26","modified_gmt":"2024-12-27T03:13:26","slug":"python%e5%a6%82%e4%bd%95%e8%af%86%e5%88%ab%e7%94%b5%e5%bd%b1%e5%90%8d%e5%ad%97","status":"publish","type":"post","link":"https:\/\/docs.pingcode.com\/ask\/1009619.html","title":{"rendered":"python\u5982\u4f55\u8bc6\u522b\u7535\u5f71\u540d\u5b57"},"content":{"rendered":"<p style=\"text-align:center;\" ><img decoding=\"async\" src=\"https:\/\/cdn-kb.worktile.com\/kb\/wp-content\/uploads\/2024\/04\/25084456\/c42a107f-1134-4b05-9b55-4648ab49e183.webp\" alt=\"python\u5982\u4f55\u8bc6\u522b\u7535\u5f71\u540d\u5b57\" \/><\/p>\n<p><p> <strong>Python\u8bc6\u522b\u7535\u5f71\u540d\u5b57\u53ef\u4ee5\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff08NLP\uff09\u6280\u672f\u3001\u4f7f\u7528\u9884\u8bad\u7ec3\u6a21\u578b\u3001\u7ed3\u5408\u6b63\u5219\u8868\u8fbe\u5f0f\u7b49\u65b9\u6cd5\u5b9e\u73b0<\/strong>\uff0c\u5176\u4e2dNLP\u6280\u672f\u662f\u57fa\u7840\uff0c\u5b83\u53ef\u4ee5\u5e2e\u52a9\u6211\u4eec\u4ece\u6587\u672c\u4e2d\u63d0\u53d6\u51fa\u76f8\u5173\u4fe1\u606f\u3002\u4f7f\u7528\u9884\u8bad\u7ec3\u6a21\u578b\uff0c\u4f8b\u5982BERT\u6216\u8005spaCy\uff0c\u53ef\u4ee5\u63d0\u9ad8\u8bc6\u522b\u7684\u51c6\u786e\u6027\u3002\u6b63\u5219\u8868\u8fbe\u5f0f\u5219\u53ef\u4ee5\u7528\u4e8e\u5904\u7406\u7279\u5b9a\u683c\u5f0f\u7684\u6587\u672c\u3002\u4ee5\u4e0b\u5c06\u8be6\u7ec6\u4ecb\u7ecd\u5982\u4f55\u901a\u8fc7\u8fd9\u4e9b\u65b9\u6cd5\u6765\u5b9e\u73b0\u7535\u5f71\u540d\u5b57\u7684\u8bc6\u522b\u3002<\/p>\n<\/p>\n<p><p>\u4e00\u3001NATURAL LANGUAGE PROCESSING\uff08NLP\uff09\u6280\u672f<\/p>\n<\/p>\n<p><p>\u81ea\u7136\u8bed\u8a00\u5904\u7406\u6280\u672f\u662f\u8bc6\u522b\u7535\u5f71\u540d\u5b57\u7684\u57fa\u7840\u3002\u901a\u8fc7NLP\uff0c\u6211\u4eec\u53ef\u4ee5\u5bf9\u6587\u672c\u8fdb\u884c\u5206\u8bcd\u3001\u8bcd\u6027\u6807\u6ce8\u3001\u547d\u540d\u5b9e\u4f53\u8bc6\u522b\uff08NER\uff09\u7b49\u64cd\u4f5c\uff0c\u4ece\u800c\u63d0\u53d6\u51fa\u7535\u5f71\u540d\u5b57\u3002<\/p>\n<\/p>\n<ol>\n<li>\u5206\u8bcd\u4e0e\u8bcd\u6027\u6807\u6ce8<\/li>\n<\/ol>\n<p><p>\u5206\u8bcd\u662f\u5c06\u4e00\u53e5\u8bdd\u5207\u5206\u6210\u4e00\u4e2a\u4e2a\u5355\u8bcd\u6216\u8bcd\u7ec4\u7684\u8fc7\u7a0b\u3002\u8bcd\u6027\u6807\u6ce8\u662f\u4e3a\u6bcf\u4e2a\u8bcd\u5206\u914d\u4e00\u4e2a\u8bcd\u6027\u6807\u7b7e\uff0c\u4f8b\u5982\u540d\u8bcd\u3001\u52a8\u8bcd\u3001\u5f62\u5bb9\u8bcd\u7b49\u3002\u5bf9\u4e8e\u7535\u5f71\u540d\u5b57\u8bc6\u522b\uff0c\u540d\u8bcd\u662f\u6700\u5173\u6ce8\u7684\u8bcd\u6027\uff0c\u56e0\u4e3a\u7535\u5f71\u540d\u5b57\u901a\u5e38\u662f\u540d\u8bcd\u6216\u540d\u8bcd\u77ed\u8bed\u3002\u5728Python\u4e2d\uff0c\u6211\u4eec\u53ef\u4ee5\u4f7f\u7528NLTK\u6216spaCy\u5e93\u8fdb\u884c\u5206\u8bcd\u548c\u8bcd\u6027\u6807\u6ce8\u3002<\/p>\n<\/p>\n<ol start=\"2\">\n<li>\u547d\u540d\u5b9e\u4f53\u8bc6\u522b\uff08NER\uff09<\/li>\n<\/ol>\n<p><p>NER\u662fNLP\u4e2d\u7684\u4e00\u9879\u91cd\u8981\u6280\u672f\uff0c\u5b83\u53ef\u4ee5\u8bc6\u522b\u6587\u672c\u4e2d\u7684\u7279\u5b9a\u5b9e\u4f53\uff0c\u5982\u4eba\u540d\u3001\u5730\u540d\u3001\u7ec4\u7ec7\u540d\u4ee5\u53ca\u7535\u5f71\u540d\u7b49\u3002\u901a\u8fc7NER\uff0c\u6211\u4eec\u53ef\u4ee5\u76f4\u63a5\u4ece\u6587\u672c\u4e2d\u8bc6\u522b\u51fa\u7535\u5f71\u540d\u5b57\u3002\u5728Python\u4e2d\uff0cspaCy\u5e93\u63d0\u4f9b\u4e86\u5f3a\u5927\u7684NER\u529f\u80fd\uff0c\u53ef\u4ee5\u5e2e\u52a9\u6211\u4eec\u5b9e\u73b0\u7535\u5f71\u540d\u5b57\u7684\u8bc6\u522b\u3002<\/p>\n<\/p>\n<p><p>\u4e8c\u3001\u4f7f\u7528\u9884\u8bad\u7ec3\u6a21\u578b<\/p>\n<\/p>\n<p><p>\u9884\u8bad\u7ec3\u6a21\u578b\u662f\u57fa\u4e8e\u5927\u89c4\u6a21\u8bed\u6599\u5e93\u8bad\u7ec3\u7684\u6a21\u578b\uff0c\u5177\u6709\u8f83\u9ad8\u7684\u6cdb\u5316\u80fd\u529b\u548c\u51c6\u786e\u6027\u3002\u5728\u8bc6\u522b\u7535\u5f71\u540d\u5b57\u65f6\uff0c\u4f7f\u7528\u9884\u8bad\u7ec3\u6a21\u578b\u53ef\u4ee5\u63d0\u9ad8\u8bc6\u522b\u7684\u51c6\u786e\u7387\u3002<\/p>\n<\/p>\n<ol>\n<li>BERT\u6a21\u578b<\/li>\n<\/ol>\n<p><p>BERT\uff08Bidirectional Encoder Representations from Transformers\uff09\u662f\u7531Google\u5f00\u53d1\u7684\u4e00\u79cd\u9884\u8bad\u7ec3\u8bed\u8a00\u6a21\u578b\u3002\u5b83\u5728\u53e5\u5b50\u7ea7\u522b\u4e0a\u8fdb\u884c\u53cc\u5411\u8bad\u7ec3\uff0c\u56e0\u6b64\u5728\u7406\u89e3\u4e0a\u4e0b\u6587\u65b9\u9762\u8868\u73b0\u4f18\u5f02\u3002\u5728\u8bc6\u522b\u7535\u5f71\u540d\u5b57\u65f6\uff0c\u6211\u4eec\u53ef\u4ee5\u4f7f\u7528BERT\u6a21\u578b\u8fdb\u884c\u547d\u540d\u5b9e\u4f53\u8bc6\u522b\u3002<\/p>\n<\/p>\n<ol start=\"2\">\n<li>spaCy\u5e93<\/li>\n<\/ol>\n<p><p>spaCy\u662f\u4e00\u4e2a\u5f00\u6e90\u7684\u81ea\u7136\u8bed\u8a00\u5904\u7406\u5e93\uff0c\u63d0\u4f9b\u4e86\u9884\u8bad\u7ec3\u7684NER\u6a21\u578b\uff0c\u53ef\u4ee5\u76f4\u63a5\u7528\u4e8e\u8bc6\u522b\u7535\u5f71\u540d\u5b57\u3002\u4f7f\u7528spaCy\u8fdb\u884c\u7535\u5f71\u540d\u5b57\u8bc6\u522b\u975e\u5e38\u7b80\u5355\uff0c\u53ea\u9700\u52a0\u8f7d\u6a21\u578b\u5e76\u5bf9\u6587\u672c\u8fdb\u884c\u5904\u7406\u5373\u53ef\u3002<\/p>\n<\/p>\n<p><p>\u4e09\u3001\u7ed3\u5408\u6b63\u5219\u8868\u8fbe\u5f0f<\/p>\n<\/p>\n<p><p>\u6b63\u5219\u8868\u8fbe\u5f0f\u662f\u4e00\u79cd\u6587\u672c\u5904\u7406\u5de5\u5177\uff0c\u53ef\u4ee5\u7528\u4e8e\u5339\u914d\u7279\u5b9a\u683c\u5f0f\u7684\u6587\u672c\u3002\u5728\u8bc6\u522b\u7535\u5f71\u540d\u5b57\u65f6\uff0c\u6b63\u5219\u8868\u8fbe\u5f0f\u53ef\u4ee5\u7528\u4e8e\u5904\u7406\u56fa\u5b9a\u683c\u5f0f\u7684\u7535\u5f71\u540d\u5b57\uff0c\u4f8b\u5982\u7535\u5f71\u540d\u5b57\u53ef\u80fd\u88ab\u5f15\u53f7\u6216\u659c\u4f53\u6807\u8bb0\u3002<\/p>\n<\/p>\n<ol>\n<li>\u5f15\u53f7\u6216\u659c\u4f53\u6807\u8bb0<\/li>\n<\/ol>\n<p><p>\u5728\u67d0\u4e9b\u6587\u6863\u4e2d\uff0c\u7535\u5f71\u540d\u5b57\u53ef\u80fd\u4f1a\u7528\u5f15\u53f7\uff08\u5982\u201c\u7535\u5f71\u540d\u201d\uff09\u6216\u659c\u4f53\uff08\u5982<em>\u7535\u5f71\u540d<\/em>\uff09\u6807\u8bb0\u51fa\u6765\u3002\u6211\u4eec\u53ef\u4ee5\u7f16\u5199\u6b63\u5219\u8868\u8fbe\u5f0f\u6765\u5339\u914d\u8fd9\u79cd\u683c\u5f0f\u7684\u6587\u672c\uff0c\u4ece\u800c\u63d0\u53d6\u51fa\u7535\u5f71\u540d\u5b57\u3002<\/p>\n<\/p>\n<ol start=\"2\">\n<li>\u7ed3\u5408NLP\u6280\u672f<\/li>\n<\/ol>\n<p><p>\u5c06\u6b63\u5219\u8868\u8fbe\u5f0f\u4e0eNLP\u6280\u672f\u7ed3\u5408\u4f7f\u7528\uff0c\u53ef\u4ee5\u63d0\u9ad8\u7535\u5f71\u540d\u5b57\u8bc6\u522b\u7684\u51c6\u786e\u6027\u3002\u4f8b\u5982\uff0c\u6211\u4eec\u53ef\u4ee5\u5148\u4f7f\u7528\u6b63\u5219\u8868\u8fbe\u5f0f\u5339\u914d\u51fa\u53ef\u80fd\u7684\u7535\u5f71\u540d\u5b57\uff0c\u7136\u540e\u4f7f\u7528NER\u8fdb\u884c\u9a8c\u8bc1\uff0c\u4ee5\u786e\u4fdd\u8bc6\u522b\u7ed3\u679c\u7684\u51c6\u786e\u6027\u3002<\/p>\n<\/p>\n<p><p>\u56db\u3001\u7efc\u5408\u5e94\u7528\u5b9e\u4f8b<\/p>\n<\/p>\n<p><p>\u4e3a\u4e86\u66f4\u597d\u5730\u7406\u89e3\u4e0a\u8ff0\u65b9\u6cd5\u7684\u5e94\u7528\uff0c\u4e0b\u9762\u662f\u4e00\u4e2a\u7efc\u5408\u5e94\u7528\u5b9e\u4f8b\uff0c\u5c55\u793a\u5982\u4f55\u4f7f\u7528Python\u8bc6\u522b\u7535\u5f71\u540d\u5b57\u3002<\/p>\n<\/p>\n<ol>\n<li>\u5b89\u88c5\u6240\u9700\u5e93<\/li>\n<\/ol>\n<p><p>\u9996\u5148\uff0c\u6211\u4eec\u9700\u8981\u5b89\u88c5NLTK\u548cspaCy\u5e93\u3002\u53ef\u4ee5\u901a\u8fc7pip\u547d\u4ee4\u8fdb\u884c\u5b89\u88c5\uff1a<\/p>\n<\/p>\n<p><pre><code class=\"language-bash\">pip install nltk spacy<\/p>\n<p><\/code><\/pre>\n<\/p>\n<ol start=\"2\">\n<li>\u52a0\u8f7d\u6a21\u578b<\/li>\n<\/ol>\n<p><p>\u63a5\u4e0b\u6765\uff0c\u6211\u4eec\u9700\u8981\u52a0\u8f7dspaCy\u7684\u9884\u8bad\u7ec3\u6a21\u578b\u3002\u53ef\u4ee5\u901a\u8fc7\u4ee5\u4e0b\u547d\u4ee4\u4e0b\u8f7d\u5e76\u52a0\u8f7d\u6a21\u578b\uff1a<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">import spacy<\/p>\n<h2><strong>\u4e0b\u8f7d\u5e76\u52a0\u8f7d\u82f1\u8bed\u6a21\u578b<\/strong><\/h2>\n<p>nlp = spacy.load(&#39;en_core_web_sm&#39;)<\/p>\n<p><\/code><\/pre>\n<\/p>\n<ol start=\"3\">\n<li>\u7f16\u5199\u8bc6\u522b\u51fd\u6570<\/li>\n<\/ol>\n<p><p>\u7f16\u5199\u4e00\u4e2a\u51fd\u6570\uff0c\u4f7f\u7528spaCy\u8fdb\u884c\u547d\u540d\u5b9e\u4f53\u8bc6\u522b\uff0c\u5e76\u7ed3\u5408\u6b63\u5219\u8868\u8fbe\u5f0f\u5339\u914d\u7535\u5f71\u540d\u5b57\uff1a<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">import re<\/p>\n<p>def extract_movie_names(text):<\/p>\n<p>    # \u4f7f\u7528spaCy\u8fdb\u884c\u547d\u540d\u5b9e\u4f53\u8bc6\u522b<\/p>\n<p>    doc = nlp(text)<\/p>\n<p>    movie_names = [ent.text for ent in doc.ents if ent.label_ == &#39;WORK_OF_ART&#39;]<\/p>\n<p>    # \u4f7f\u7528\u6b63\u5219\u8868\u8fbe\u5f0f\u5339\u914d\u7535\u5f71\u540d\u5b57<\/p>\n<p>    regex = r&#39;[&quot;\u201c](.*?)[&quot;\u201d]&#39;  # \u5339\u914d\u5f15\u53f7\u4e2d\u7684\u5185\u5bb9<\/p>\n<p>    regex_matches = re.findall(regex, text)<\/p>\n<p>    # \u5408\u5e76\u8bc6\u522b\u7ed3\u679c<\/p>\n<p>    movie_names.extend(regex_matches)<\/p>\n<p>    return set(movie_names)<\/p>\n<h2><strong>\u793a\u4f8b\u6587\u672c<\/strong><\/h2>\n<p>text = &#39;I watched &quot;Inception&quot; last night. It was a great movie directed by Christopher Nolan.&#39;<\/p>\n<h2><strong>\u63d0\u53d6\u7535\u5f71\u540d\u5b57<\/strong><\/h2>\n<p>movies = extract_movie_names(text)<\/p>\n<p>print(&quot;Extracted Movie Names:&quot;, movies)<\/p>\n<p><\/code><\/pre>\n<\/p>\n<ol start=\"4\">\n<li>\u8fd0\u884c\u5e76\u9a8c\u8bc1<\/li>\n<\/ol>\n<p><p>\u8fd0\u884c\u4e0a\u8ff0\u4ee3\u7801\uff0c\u6211\u4eec\u53ef\u4ee5\u4ece\u793a\u4f8b\u6587\u672c\u4e2d\u63d0\u53d6\u51fa\u7535\u5f71\u540d\u5b57&quot;\u76d7\u68a6\u7a7a\u95f4&quot;\u3002\u53ef\u4ee5\u6839\u636e\u9700\u8981\u8c03\u6574\u6b63\u5219\u8868\u8fbe\u5f0f\u6216\u4f7f\u7528\u4e0d\u540c\u7684\u9884\u8bad\u7ec3\u6a21\u578b\uff0c\u4ee5\u63d0\u9ad8\u8bc6\u522b\u6548\u679c\u3002<\/p>\n<\/p>\n<p><p>\u901a\u8fc7\u4ee5\u4e0a\u6b65\u9aa4\uff0c\u60a8\u53ef\u4ee5\u4f7f\u7528Python\u8bc6\u522b\u6587\u672c\u4e2d\u7684\u7535\u5f71\u540d\u5b57\u3002\u4e0d\u540c\u7684\u65b9\u6cd5\u6709\u5404\u81ea\u7684\u4f18\u7f3a\u70b9\uff0c\u53ef\u4ee5\u6839\u636e\u5177\u4f53\u9700\u6c42\u9009\u62e9\u5408\u9002\u7684\u65b9\u6cd5\u6216\u7ed3\u5408\u4f7f\u7528\u3002<\/p>\n<\/p>\n<h2><strong>\u76f8\u5173\u95ee\u7b54FAQs\uff1a<\/strong><\/h2>\n<p> <strong>\u5982\u4f55\u4f7f\u7528Python\u63d0\u53d6\u6587\u672c\u4e2d\u7684\u7535\u5f71\u540d\u79f0\uff1f<\/strong><br \/>\u5728Python\u4e2d\uff0c\u53ef\u4ee5\u5229\u7528\u81ea\u7136\u8bed\u8a00\u5904\u7406\u5e93\uff0c\u5982NLTK\u6216spaCy\uff0c\u5bf9\u6587\u672c\u8fdb\u884c\u5206\u6790\uff0c\u8bc6\u522b\u7535\u5f71\u540d\u79f0\u3002\u901a\u8fc7\u8bad\u7ec3\u6a21\u578b\u6216\u4f7f\u7528\u9884\u5148\u5b9a\u4e49\u7684\u7535\u5f71\u540d\u79f0\u5217\u8868\uff0c\u53ef\u4ee5\u5b9e\u73b0\u5bf9\u6587\u672c\u4e2d\u7535\u5f71\u540d\u79f0\u7684\u51c6\u786e\u63d0\u53d6\u3002\u6b64\u5916\uff0c\u6b63\u5219\u8868\u8fbe\u5f0f\u4e5f\u53ef\u4ee5\u7528\u4e8e\u5339\u914d\u7279\u5b9a\u683c\u5f0f\u7684\u7535\u5f71\u6807\u9898\u3002<\/p>\n<p><strong>\u6709\u54ea\u4e9bPython\u5e93\u53ef\u4ee5\u5e2e\u52a9\u8bc6\u522b\u7535\u5f71\u540d\u79f0\uff1f<\/strong><br \/>\u4e00\u4e9b\u5e38\u7528\u7684Python\u5e93\u5305\u62ecBeautifulSoup\uff08\u7528\u4e8e\u89e3\u6790HTML\u548cXML\u6587\u6863\uff09\u3001pandas\uff08\u7528\u4e8e\u6570\u636e\u5904\u7406\uff09\u4ee5\u53camoviepy\uff08\u7528\u4e8e\u89c6\u9891\u5904\u7406\uff09\u3002\u7ed3\u5408\u8fd9\u4e9b\u5e93\uff0c\u53ef\u4ee5\u4ece\u7f51\u9875\u3001\u6570\u636e\u6587\u4ef6\u6216\u89c6\u9891\u4e2d\u63d0\u53d6\u7535\u5f71\u540d\u79f0\u3002\u4f7f\u7528\u8fd9\u4e9b\u5de5\u5177\uff0c\u53ef\u4ee5\u8f7b\u677e\u83b7\u53d6\u5e76\u5206\u6790\u76f8\u5173\u6570\u636e\u3002<\/p>\n<p><strong>\u5982\u4f55\u63d0\u9ad8Python\u8bc6\u522b\u7535\u5f71\u540d\u79f0\u7684\u51c6\u786e\u6027\uff1f<\/strong><br \/>\u63d0\u9ad8\u8bc6\u522b\u51c6\u786e\u6027\u7684\u65b9\u6cd5\u5305\u62ec\u521b\u5efa\u4e00\u4e2a\u5305\u542b\u5df2\u77e5\u7535\u5f71\u540d\u79f0\u7684\u6570\u636e\u5e93\uff0c\u4f7f\u7528<a href=\"https:\/\/docs.pingcode.com\/ask\/59192.html\" target=\"_blank\">\u673a\u5668\u5b66\u4e60<\/a>\u6a21\u578b\u8fdb\u884c\u8bad\u7ec3\uff0c\u6216\u5f15\u5165\u4e0a\u4e0b\u6587\u4fe1\u606f\u6765\u5e2e\u52a9\u8bc6\u522b\u3002\u5728\u5904\u7406\u5927\u91cf\u6587\u672c\u65f6\uff0c\u53ef\u4ee5\u8003\u8651\u4f7f\u7528\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\uff0c\u6bd4\u5982BERT\u6216GPT\uff0c\u6765\u66f4\u597d\u5730\u7406\u89e3\u6587\u672c\u542b\u4e49\u5e76\u8bc6\u522b\u7535\u5f71\u540d\u79f0\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"Python\u8bc6\u522b\u7535\u5f71\u540d\u5b57\u53ef\u4ee5\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff08NLP\uff09\u6280\u672f\u3001\u4f7f\u7528\u9884\u8bad\u7ec3\u6a21\u578b\u3001\u7ed3\u5408\u6b63\u5219\u8868\u8fbe\u5f0f\u7b49\u65b9\u6cd5\u5b9e\u73b0\uff0c\u5176\u4e2dNL [&hellip;]","protected":false},"author":3,"featured_media":1009632,"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\/1009619"}],"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=1009619"}],"version-history":[{"count":"1","href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/posts\/1009619\/revisions"}],"predecessor-version":[{"id":1009636,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/posts\/1009619\/revisions\/1009636"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/media\/1009632"}],"wp:attachment":[{"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/media?parent=1009619"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/categories?post=1009619"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/tags?post=1009619"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}