{"id":181231,"date":"2024-05-08T20:52:43","date_gmt":"2024-05-08T12:52:43","guid":{"rendered":"https:\/\/docs.pingcode.com\/ask\/ask-ask\/181231.html"},"modified":"2024-05-08T20:52:48","modified_gmt":"2024-05-08T12:52:48","slug":"r-%e8%af%ad%e8%a8%80%e5%8f%af%e4%bb%a5%e5%81%9a%e5%93%aa%e4%ba%9b%e6%9c%89%e8%b6%a3%e7%9a%84%e4%ba%8b%e6%83%85","status":"publish","type":"post","link":"https:\/\/docs.pingcode.com\/ask\/181231.html","title":{"rendered":"R \u8bed\u8a00\u53ef\u4ee5\u505a\u54ea\u4e9b\u6709\u8da3\u7684\u4e8b\u60c5"},"content":{"rendered":"<p style=\"text-align:center\"><img decoding=\"async\" src=\"https:\/\/cdn-kb.worktile.com\/kb\/wp-content\/uploads\/2024\/04\/27070438\/3f6904a3-60e3-4a16-bf55-cd54cf84ef35.webp\" alt=\"R \u8bed\u8a00\u53ef\u4ee5\u505a\u54ea\u4e9b\u6709\u8da3\u7684\u4e8b\u60c5\" \/><\/p>\n<p><p><strong>R\u8bed\u8a00\u53ef\u4ee5\u6267\u884c\u6570\u636e\u5206\u6790\u3001\u7edf\u8ba1\u63a8\u65ad\u3001<a href=\"https:\/\/docs.pingcode.com\/ask\/59192.html\" target=\"_blank\">\u673a\u5668\u5b66\u4e60<\/a>\u3001\u6570\u636e\u53ef\u89c6\u5316\u3001\u62a5\u544a\u7f16\u5199\u3001\u751f\u7269\u4fe1\u606f\u5b66\u5206\u6790\u3001\u91d1\u878d\u91cf\u5316\u5206\u6790\u3001\u5236\u4f5c\u4ea4\u4e92\u5f0fWeb\u5e94\u7528<\/strong>\u3001\u7b49\u3002\u5176\u4e2d\uff0c\u6570\u636e\u53ef\u89c6\u5316\u662fR\u8bed\u8a00\u7684\u5f3a\u9879\u3002\u4f7f\u7528\u5404\u79cd\u53ef\u89c6\u5316\u5305\uff0c\u4f8b\u5982ggplot2\u3001plotly\uff0cR\u53ef\u4ee5\u521b\u5efa\u4ece\u7b80\u5355\u7684\u67f1\u72b6\u56fe\u548c\u7ebf\u6027\u5173\u7cfb\u56fe\u5230\u590d\u6742\u7684\u4e09\u7ef4\u56fe\u5f62\u548c\u4ea4\u4e92\u5f0f\u5730\u56fe\u7684\u5404\u79cd\u56fe\u5f62\u3002\u8fd9\u4e9b\u5de5\u5177\u4e0d\u4ec5\u80fd\u5e2e\u52a9\u6211\u4eec\u7406\u89e3\u6570\u636e\u548c\u4f20\u8fbe\u4fe1\u606f\uff0c\u800c\u4e14\u6240\u521b\u4f5c\u7684\u56fe\u5f62\u7cbe\u7f8e\u3001\u5bcc\u6709\u8868\u73b0\u529b\uff0c\u5f88\u53d7\u6570\u636e\u5206\u6790\u5e08\u548c\u7edf\u8ba1\u5b66\u5bb6\u7684\u559c\u7231\u3002<\/p>\n<\/p>\n<p><h3>\u4e00\u3001\u6570\u636e\u5206\u6790\u4e0e\u7edf\u8ba1\u63a8\u65ad<\/h3>\n<\/p>\n<p><p>R\u8bed\u8a00\u9996\u5148\u662f\u4e00\u4e2a\u7528\u4e8e\u7edf\u8ba1\u5206\u6790\u7684\u7f16\u7a0b\u8bed\u8a00\u3002\u5b83\u63d0\u4f9b\u4e86\u4e30\u5bcc\u7684\u7edf\u8ba1\u6a21\u578b\u548c\u65b9\u6cd5\uff0c\u9002\u7528\u4e8e\u4ece\u7b80\u5355\u7684\u63cf\u8ff0\u6027\u7edf\u8ba1\u5230\u590d\u6742\u7684\u591a\u53d8\u91cf\u5206\u6790\u3002\u7528\u6237\u53ef\u4ee5\u4f7f\u7528R\u8fdb\u884c\u5047\u8bbe\u68c0\u9a8c\u3001\u65b9\u5dee\u5206\u6790\u3001\u56de\u5f52\u5206\u6790\u3001\u65f6\u95f4\u5e8f\u5217\u5206\u6790\u7b49\u591a\u79cd\u7edf\u8ba1\u4efb\u52a1\u3002<\/p>\n<\/p>\n<p><p><strong>R\u7684\u6838\u5fc3\u4f18\u52bf\u5728\u4e8e\u5b83\u7684\u5305\uff08Packages\uff09\u7cfb\u7edf<\/strong>\uff0c\u793e\u533a\u63d0\u4f9b\u4e86\u4e0a\u4e07\u79cd\u5305\u6765\u6269\u5c55R\u7684\u529f\u80fd\u3002\u4f8b\u5982\uff0c\u2018lm\u2019 \u51fd\u6570\u53ef\u4ee5\u8fdb\u884c\u7ebf\u6027\u56de\u5f52\u5206\u6790\uff0c\u2018glm\u2019 \u51fd\u6570\u53ef\u4ee5\u8fdb\u884c\u5e7f\u4e49\u7ebf\u6027\u6a21\u578b\u5206\u6790\uff0c\u800c\u50cf\u2018survival\u2019\u8fd9\u6837\u7684\u5305\u53ef\u4ee5\u7528\u6765\u8fdb\u884c\u751f\u5b58\u5206\u6790\u3002\u8fd9\u4e9b\u5305\u548c\u51fd\u6570\u4e3a\u7814\u7a76\u4eba\u5458\u63d0\u4f9b\u4e86\u5feb\u901f\u6709\u6548\u5730\u6267\u884c\u590d\u6742\u7edf\u8ba1\u5206\u6790\u7684\u5de5\u5177\u3002<\/p>\n<\/p>\n<p><h3>\u4e8c\u3001\u673a\u5668\u5b66\u4e60<\/h3>\n<\/p>\n<p><p>\u968f\u7740R\u8bed\u8a00\u5728\u6570\u636e\u79d1\u5b66\u9886\u57df\u7684\u5174\u8d77\uff0c<strong>\u673a\u5668\u5b66\u4e60<\/strong>\u4e5f\u6210\u4e3a\u4e86R\u8bed\u8a00\u7684\u4e00\u9879\u6709\u8da3\u4e14\u5341\u5206\u5b9e\u7528\u7684\u529f\u80fd\u3002\u4f7f\u7528<code>caret<\/code>\u3001<code>mlr<\/code>\u3001<code>tidymodels<\/code>\u7b49\u5305\uff0cR\u8bed\u8a00\u53ef\u4ee5\u8f7b\u677e\u5b9e\u73b0\u5206\u7c7b\u3001\u56de\u5f52\u3001\u805a\u7c7b\u7b49\u673a\u5668\u5b66\u4e60\u6280\u672f\u3002\u8fd9\u4e9b\u5305\u63d0\u4f9b\u4e86\u6570\u636e\u9884\u5904\u7406\u3001\u6a21\u578b\u8bad\u7ec3\u3001\u6a21\u578b\u8bc4\u4f30\u4ee5\u53ca\u53c2\u6570\u8c03\u4f18\u7684\u5b8c\u6574\u6d41\u7a0b\u3002<\/p>\n<\/p>\n<p><p>\u4f8b\u5982\uff0c<code>randomForest<\/code>\u5305\u53ef\u4ee5\u7528\u6765\u5b9e\u73b0\u968f\u673a\u68ee\u6797\u7b97\u6cd5\uff0c\u80fd\u591f\u5904\u7406\u5927\u91cf\u8f93\u5165\u7279\u5f81\u5e76\u4e14\u5bf9\u4e8e\u7f3a\u5931\u6570\u636e\u4e0d\u592a\u654f\u611f\u3002<code>xgboost<\/code>\u5305\u5b9e\u73b0\u4e86\u6781\u7aef\u68af\u5ea6\u63d0\u5347\uff08Extreme Gradient Boosting\uff09\uff0c\u5728\u5404\u79cd\u6570\u636e\u79d1\u5b66\u7ade\u8d5b\u548c\u5b9e\u9645\u95ee\u9898\u4e2d\u90fd\u6709\u5e7f\u6cdb\u5e94\u7528\u3002<\/p>\n<\/p>\n<p><h3>\u4e09\u3001\u6570\u636e\u53ef\u89c6\u5316<\/h3>\n<\/p>\n<p><p><strong>\u5728\u6570\u636e\u53ef\u89c6\u5316\u65b9\u9762\uff0cR\u8bed\u8a00\u63d0\u4f9b\u4e86\u591a\u79cd\u5de5\u5177\u548c\u65b9\u6cd5\u6765\u521b\u5efa\u5404\u79cd\u56fe\u8868\u548c\u56fe\u5f62<\/strong>\u3002<code>ggplot2<\/code>\u662f\u6700\u53d7\u6b22\u8fce\u7684\u6570\u636e\u53ef\u89c6\u5316\u5305\u4e4b\u4e00\uff0c\u63d0\u4f9b\u4e86\u4e00\u79cd\u57fa\u4e8e\u8bed\u6cd5\u7684\u6784\u56fe\u7406\u5ff5\uff0c\u80fd\u591f\u8ba9\u7528\u6237\u4ee5\u975e\u5e38\u7075\u6d3b\u7684\u65b9\u5f0f\u521b\u5efa\u9ad8\u5ea6\u5b9a\u5236\u5316\u7684\u56fe\u5f62\u3002<code>plotly<\/code>\u5305\u53ef\u4ee5\u521b\u5efa\u4ea4\u4e92\u5f0f\u7684Web\u56fe\u8868\uff0c\u800c<code>shiny<\/code>\u5305\u5219\u53ef\u4ee5\u7528\u6765\u6784\u5efa\u4ea4\u4e92\u5f0fWeb\u5e94\u7528\uff0c\u4f7f\u6570\u636e\u53ef\u89c6\u5316\u6210\u679c\u66f4\u52a0\u52a8\u6001\u548c\u6709\u8da3\u3002<\/p>\n<\/p>\n<p><p>\u8fd9\u4e9b\u5de5\u5177\u7684\u5e94\u7528\u8303\u56f4\u975e\u5e38\u5e7f\u6cdb\uff0c\u4ece\u63a2\u7d22\u6027\u6570\u636e\u5206\u6790\u7684\u57fa\u7840\u56fe\u5f62\uff08\u5982\u76f4\u65b9\u56fe\u3001\u7bb1\u5f62\u56fe\u3001\u6563\u70b9\u56fe\uff09\u5230\u9ad8\u5ea6\u5b9a\u5236\u7684\u4e3b\u9898\u548c\u7f8e\u672f\u8bbe\u8ba1\uff0c\u751a\u81f3\u53ef\u4ee5\u6784\u5efa\u6570\u636e\u4ea7\u54c1\u548c\u670d\u52a1\u3002<\/p>\n<\/p>\n<p><h3>\u56db\u3001\u62a5\u544a\u7f16\u5199<\/h3>\n<\/p>\n<p><p><strong>RMarkdown\u662f\u4e00\u79cd\u53ef\u4ee5\u5c06R\u4ee3\u7801\u548c\u6587\u672c\u5185\u5bb9\u7ed3\u5408\u8d77\u6765\u5236\u4f5c\u52a8\u6001\u62a5\u544a\u7684\u6587\u6863\u683c\u5f0f<\/strong>\u3002\u7528\u6237\u53ef\u4ee5\u5728RMarkdown\u6587\u6863\u4e2d\u5d4c\u5165R\u4ee3\u7801\u5757\uff0c\u8fd9\u4e9b\u4ee3\u7801\u5757\u4f1a\u5728\u6587\u6863\u6e32\u67d3\u65f6\u81ea\u52a8\u6267\u884c\uff0c\u5176\u7ed3\u679c\u4e5f\u4f1a\u5d4c\u5165\u5230\u6700\u7ec8\u7684\u62a5\u544a\u4e2d\uff0c\u4fdd\u6301\u6570\u636e\u5206\u6790\u7684\u4e00\u81f4\u6027\u548c\u53ef\u66f4\u65b0\u6027\u3002<\/p>\n<\/p>\n<p><p>R\u8bed\u8a00\u914d\u5408<code>knitr<\/code>\u548c<code>rmarkdown<\/code>\u5305\uff0c\u80fd\u591f\u751f\u6210HTML\u3001PDF\u3001Word\u7b49\u683c\u5f0f\u7684\u6587\u6863\u3002\u5b83\u4eec\u80fd\u591f\u81ea\u52a8\u66f4\u65b0\u56fe\u8868\u548c\u5206\u6790\u7ed3\u679c\uff0c\u975e\u5e38\u9002\u5408\u521b\u5efa\u53ef\u91cd\u590d\u4f7f\u7528\u7684\u7814\u7a76\u62a5\u544a\u3001\u8bba\u6587\u548c\u6f14\u793a\u6587\u7a3f\u3002<\/p>\n<\/p>\n<p><h3>\u4e94\u3001\u751f\u7269\u4fe1\u606f\u5b66\u5206\u6790<\/h3>\n<\/p>\n<p><p>\u751f\u7269\u4fe1\u606f\u5b66\u662fR\u8bed\u8a00\u7684\u53e6\u4e00\u4e2a\u5f3a\u5927\u5e94\u7528\u9886\u57df\u3002<strong><code>Bioconductor<\/code>\u9879\u76ee\u4e3a\u751f\u7269\u4fe1\u606f\u5b66\u63d0\u4f9b\u4e86\u5927\u91cf\u7684R\u5305<\/strong>\uff0c\u8fd9\u4e9b\u5305\u4e13\u95e8\u7528\u4e8e\u5206\u6790\u57fa\u56e0\u7ec4\u5b66\u3001\u86cb\u767d\u8d28\u7ec4\u5b66\u3001\u8f6c\u5f55\u7ec4\u5b66\u7b49\u751f\u547d\u79d1\u5b66\u6570\u636e\u3002\u8fd9\u4e9b\u5de5\u5177\u5927\u5e45\u7b80\u5316\u4e86\u57fa\u56e0\u8868\u8fbe\u5206\u6790\u3001DNA\u5e8f\u5217\u5904\u7406\u3001\u751f\u7269\u5b66\u529f\u80fd\u6ce8\u91ca\u7b49\u4efb\u52a1\u3002<\/p>\n<\/p>\n<p><p>\u901a\u8fc7<code>Bioconductor<\/code>\uff0c\u79d1\u5b66\u5bb6\u4eec\u53ef\u4ee5\u8fdb\u884c\u5dee\u5f02\u8868\u8fbe\u5206\u6790\u3001\u57fa\u56e0\u7ec4\u6ce8\u91ca\u3001SNP\u5206\u6790\u3001\u5bcc\u96c6\u5206\u6790\u7b49\u751f\u7269\u4fe1\u606f\u5b66\u5e38\u89c1\u7684\u6570\u636e\u5904\u7406\u548c\u5206\u6790\u6d41\u7a0b\u3002<\/p>\n<\/p>\n<p><h3>\u516d\u3001\u91d1\u878d\u91cf\u5316\u5206\u6790<\/h3>\n<\/p>\n<p><p>R\u8bed\u8a00\u4e5f\u5728\u91d1\u878d\u884c\u4e1a\u4e2d\u5360\u6709\u4e00\u5e2d\u4e4b\u5730\uff0c\u5c24\u5176\u662f\u5728<strong>\u91d1\u878d\u91cf\u5316\u5206\u6790<\/strong>\u65b9\u9762\u3002<code>quantmod<\/code>\u3001<code>TTR<\/code>\u3001<code>PerformanceAnalytics<\/code>\u7b49\u5305\u80fd\u591f\u5e2e\u52a9\u5206\u6790\u5e08\u8fdb\u884c\u80a1\u7968\u4ef7\u683c\u5206\u6790\u3001\u98ce\u9669\u7ba1\u7406\u3001\u8d44\u4ea7\u7ec4\u5408\u4f18\u5316\u3001\u7b56\u7565\u56de\u6d4b\u7b49\u4efb\u52a1\u3002<\/p>\n<\/p>\n<p><p><code>Quantmod<\/code>\u5305\u53ef\u4ee5\u83b7\u53d6\u91d1\u878d\u5e02\u573a\u6570\u636e\u3001\u8fdb\u884c\u6280\u672f\u5206\u6790\u4ee5\u4ea7\u751f\u4ea4\u6613\u4fe1\u53f7\uff0c<code>PerformanceAnalytics<\/code>\u63d0\u4f9b\u4e86\u8bc4\u4ef7\u8d44\u4ea7\u548c\u6295\u8d44\u7b56\u7565\u7ee9\u6548\u7684\u5404\u79cd\u7edf\u8ba1\u5de5\u5177\u3002<\/p>\n<\/p>\n<p><h3>\u4e03\u3001\u4ea4\u4e92\u5f0fWeb\u5e94\u7528\u5f00\u53d1<\/h3>\n<\/p>\n<p><p>\u6700\u540e\u4f46\u540c\u6837\u5f15\u4eba\u6ce8\u76ee\u7684\u662f\uff0c<strong>\u4f7f\u7528<code>shiny<\/code>\u5305\uff0cR\u8bed\u8a00\u80fd\u591f\u521b\u5efa\u5bcc\u6709\u5438\u5f15\u529b\u7684\u4ea4\u4e92\u5f0fWeb\u5e94\u7528<\/strong>\u3002\u8fd9\u5141\u8bb8\u7528\u6237\u5c06\u5176\u5206\u6790\u8f6c\u5316\u4e3a\u53ef\u4ea4\u4e92\u7684Web\u754c\u9762\uff0c\u4f7f\u975e\u6280\u672f\u7528\u6237\u4e5f\u80fd\u591f\u901a\u8fc7\u6d4f\u89c8\u5668\u8f7b\u677e\u8bbf\u95ee\u548c\u64cd\u4f5c\u6a21\u578b\u6216\u6570\u636e\u3002<\/p>\n<\/p>\n<p><p><code>Shiny<\/code>\u662fR\u8bed\u8a00\u7684\u4e00\u4e2a\u6846\u67b6\uff0c\u8ba9\u6ca1\u6709Web\u5f00\u53d1\u80cc\u666f\u7684\u4eba\u4e5f\u80fd\u591f\u521b\u9020\u51fa\u529f\u80fd\u5f3a\u5927\u7684Web\u5e94\u7528\u3002\u8fd9\u4e9b\u5e94\u7528\u53ef\u4ee5\u662f\u7b80\u5355\u7684\u6570\u636e\u6458\u8981\u5de5\u5177\uff0c\u4e5f\u53ef\u4ee5\u662f\u590d\u6742\u7684\u6570\u636e\u5206\u6790\u548c\u53ef\u89c6\u5316\u5e73\u53f0\u3002<\/p>\n<\/p>\n<p><p>\u603b\u800c\u8a00\u4e4b\uff0cR\u8bed\u8a00\u7684\u591a\u6837\u6027\u548c\u5f3a\u5927\u529f\u80fd\u4f7f\u5176\u6210\u4e3a\u6267\u884c\u8bb8\u591a\u6709\u8da3\u3001\u590d\u6742\u5e76\u4e14\u6709\u4ef7\u503c\u7684\u4efb\u52a1\u7684\u7406\u60f3\u9009\u62e9\u3002\u65e0\u8bba\u662f\u7edf\u8ba1\u5206\u6790\u3001\u6570\u636e\u6316\u6398\u3001\u53ef\u89c6\u5316\u3001\u62a5\u544a\u64b0\u5199\uff0c\u8fd8\u662f\u5728\u7279\u5b9a\u884c\u4e1a\u4e2d\u7684\u5e94\u7528\uff0cR\u8bed\u8a00\u90fd\u63d0\u4f9b\u4e86\u4e00\u7cfb\u5217\u5de5\u5177\u548c\u6846\u67b6\uff0c\u4ee5\u6ee1\u8db3\u4e13\u4e1a\u4eba\u58eb\u7684\u9700\u6c42\u3002<\/p>\n<\/p>\n<h2><strong>\u76f8\u5173\u95ee\u7b54FAQs\uff1a<\/strong><\/h2>\n<p><strong>Q: R\u8bed\u8a00\u6709\u54ea\u4e9b\u4ee4\u4eba\u60ca\u53f9\u7684\u5e94\u7528\u9886\u57df\uff1f<\/strong><br \/>\nA: R\u8bed\u8a00\u5728\u6570\u636e\u79d1\u5b66\u3001\u7edf\u8ba1\u5206\u6790\u3001\u673a\u5668\u5b66\u4e60\u7b49\u9886\u57df\u6709\u7740\u5e7f\u6cdb\u7684\u5e94\u7528\u3002\u5b83\u53ef\u4ee5\u7528\u4e8e\u6570\u636e\u6e05\u6d17\u548c\u9884\u5904\u7406\u3001\u6570\u636e\u53ef\u89c6\u5316\u3001\u6a21\u578b\u5efa\u7acb\u548c\u9884\u6d4b\u7b49\u4efb\u52a1\u3002\u901a\u8fc7R\u8bed\u8a00\uff0c\u4f60\u53ef\u4ee5\u63a2\u7d22\u6d77\u91cf\u7684\u6570\u636e\u96c6\uff0c\u53d1\u73b0\u5176\u4e2d\u7684\u8d8b\u52bf\u548c\u6a21\u5f0f\uff0c\u5e76\u901a\u8fc7\u7edf\u8ba1\u63a8\u65ad\u548c\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\u63d0\u53d6\u6709\u7528\u7684\u4fe1\u606f\u3002<\/p>\n<p><strong>Q: R\u8bed\u8a00\u5982\u4f55\u652f\u6301\u6570\u636e\u53ef\u89c6\u5316\uff1f<\/strong><br \/>\nA: R\u8bed\u8a00\u62e5\u6709\u5f3a\u5927\u7684\u6570\u636e\u53ef\u89c6\u5316\u529f\u80fd\u3002\u5b83\u63d0\u4f9b\u4e86\u5404\u79cd\u7edf\u8ba1\u56fe\u8868\u7684\u7ed8\u5236\u51fd\u6570\uff0c\u5305\u62ec\u7ebf\u56fe\u3001\u67f1\u72b6\u56fe\u3001\u997c\u56fe\u3001\u6563\u70b9\u56fe\u3001\u70ed\u529b\u56fe\u7b49\u3002\u6b64\u5916\uff0cR\u8fd8\u652f\u6301\u66f4\u9ad8\u7ea7\u7684\u6570\u636e\u53ef\u89c6\u5316\u5de5\u5177\uff0c\u5982ggplot2\u548cplotly\uff0c\u5b83\u4eec\u63d0\u4f9b\u4e86\u66f4\u52a0\u7075\u6d3b\u548c\u7f8e\u89c2\u7684\u56fe\u5f62\u8f93\u51fa\uff0c\u5e2e\u52a9\u7528\u6237\u66f4\u597d\u5730\u7406\u89e3\u6570\u636e\u3002<\/p>\n<p><strong>Q: R\u8bed\u8a00\u5982\u4f55\u5e94\u7528\u4e8e\u673a\u5668\u5b66\u4e60\uff1f<\/strong><br \/>\nA: R\u8bed\u8a00\u63d0\u4f9b\u4e86\u4e30\u5bcc\u7684\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\u5e93\uff0c\u5982caret\u3001randomForest\u3001rpart\u7b49\u3002\u901a\u8fc7\u8fd9\u4e9b\u5e93\uff0c\u4f60\u53ef\u4ee5\u8fdb\u884c\u5206\u7c7b\u3001\u56de\u5f52\u3001\u805a\u7c7b\u3001\u7279\u5f81\u9009\u62e9\u7b49\u673a\u5668\u5b66\u4e60\u4efb\u52a1\u3002R\u8bed\u8a00\u8fd8\u63d0\u4f9b\u4e86\u4ea4\u53c9\u9a8c\u8bc1\u3001\u6a21\u578b\u8c03\u4f18\u548c\u6027\u80fd\u8bc4\u4f30\u7b49\u5de5\u5177\uff0c\u5e2e\u52a9\u4f60\u6784\u5efa\u51c6\u786e\u3001\u53ef\u9760\u7684\u673a\u5668\u5b66\u4e60\u6a21\u578b\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"R\u8bed\u8a00\u53ef\u4ee5\u6267\u884c\u6570\u636e\u5206\u6790\u3001\u7edf\u8ba1\u63a8\u65ad\u3001\u673a\u5668\u5b66\u4e60\u3001\u6570\u636e\u53ef\u89c6\u5316\u3001\u62a5\u544a\u7f16\u5199\u3001\u751f\u7269\u4fe1\u606f\u5b66\u5206\u6790\u3001\u91d1\u878d\u91cf\u5316\u5206\u6790\u3001\u5236\u4f5c\u4ea4\u4e92\u5f0fWe [&hellip;]","protected":false},"author":3,"featured_media":181241,"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\/181231"}],"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=181231"}],"version-history":[{"count":0,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/posts\/181231\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/media\/181241"}],"wp:attachment":[{"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/media?parent=181231"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/categories?post=181231"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/tags?post=181231"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}