{"id":2885,"date":"2024-12-15T19:31:16","date_gmt":"2024-12-15T11:31:16","guid":{"rendered":"http:\/\/viplao.com\/?p=2885"},"modified":"2024-12-15T19:31:18","modified_gmt":"2024-12-15T11:31:18","slug":"python%e5%9f%ba%e7%a1%80%e6%8a%80%e8%83%bd-%e6%9e%84%e5%bb%bapython%e6%9c%ba%e5%99%a8%e5%ad%a6%e4%b9%a0%e6%a8%a1%e5%9e%8b%e7%9a%848%e4%b8%aa%e6%ad%a5%e9%aa%a4","status":"publish","type":"post","link":"http:\/\/viplao.com\/index.php\/2024\/12\/15\/python%e5%9f%ba%e7%a1%80%e6%8a%80%e8%83%bd-%e6%9e%84%e5%bb%bapython%e6%9c%ba%e5%99%a8%e5%ad%a6%e4%b9%a0%e6%a8%a1%e5%9e%8b%e7%9a%848%e4%b8%aa%e6%ad%a5%e9%aa%a4\/","title":{"rendered":"PYTHON\u57fa\u7840\u6280\u80fd \u2013\u00a0\u6784\u5efaPython\u673a\u5668\u5b66\u4e60\u6a21\u578b\u76848\u4e2a\u6b65\u9aa4"},"content":{"rendered":"\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_71 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">\u6587\u7ae0\u76ee\u5f55<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 eztoc-toggle-hide-by-default' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"http:\/\/viplao.com\/index.php\/2024\/12\/15\/python%e5%9f%ba%e7%a1%80%e6%8a%80%e8%83%bd-%e6%9e%84%e5%bb%bapython%e6%9c%ba%e5%99%a8%e5%ad%a6%e4%b9%a0%e6%a8%a1%e5%9e%8b%e7%9a%848%e4%b8%aa%e6%ad%a5%e9%aa%a4\/#%E5%BC%95%E8%A8%80\" title=\"\u5f15\u8a00\">\u5f15\u8a00<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"http:\/\/viplao.com\/index.php\/2024\/12\/15\/python%e5%9f%ba%e7%a1%80%e6%8a%80%e8%83%bd-%e6%9e%84%e5%bb%bapython%e6%9c%ba%e5%99%a8%e5%ad%a6%e4%b9%a0%e6%a8%a1%e5%9e%8b%e7%9a%848%e4%b8%aa%e6%ad%a5%e9%aa%a4\/#%E6%AD%A5%E9%AA%A4%E4%B8%80%EF%BC%9A%E5%AE%9A%E4%B9%89%E9%97%AE%E9%A2%98\" title=\"\u6b65\u9aa4\u4e00\uff1a\u5b9a\u4e49\u95ee\u9898\">\u6b65\u9aa4\u4e00\uff1a\u5b9a\u4e49\u95ee\u9898<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"http:\/\/viplao.com\/index.php\/2024\/12\/15\/python%e5%9f%ba%e7%a1%80%e6%8a%80%e8%83%bd-%e6%9e%84%e5%bb%bapython%e6%9c%ba%e5%99%a8%e5%ad%a6%e4%b9%a0%e6%a8%a1%e5%9e%8b%e7%9a%848%e4%b8%aa%e6%ad%a5%e9%aa%a4\/#%E6%AD%A5%E9%AA%A4%E4%BA%8C%EF%BC%9A%E6%94%B6%E9%9B%86%E6%95%B0%E6%8D%AE\" title=\"\u6b65\u9aa4\u4e8c\uff1a\u6536\u96c6\u6570\u636e\">\u6b65\u9aa4\u4e8c\uff1a\u6536\u96c6\u6570\u636e<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"http:\/\/viplao.com\/index.php\/2024\/12\/15\/python%e5%9f%ba%e7%a1%80%e6%8a%80%e8%83%bd-%e6%9e%84%e5%bb%bapython%e6%9c%ba%e5%99%a8%e5%ad%a6%e4%b9%a0%e6%a8%a1%e5%9e%8b%e7%9a%848%e4%b8%aa%e6%ad%a5%e9%aa%a4\/#%E6%AD%A5%E9%AA%A4%E4%B8%89%EF%BC%9A%E6%95%B0%E6%8D%AE%E9%A2%84%E5%A4%84%E7%90%86\" title=\"\u6b65\u9aa4\u4e09\uff1a\u6570\u636e\u9884\u5904\u7406\">\u6b65\u9aa4\u4e09\uff1a\u6570\u636e\u9884\u5904\u7406<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"http:\/\/viplao.com\/index.php\/2024\/12\/15\/python%e5%9f%ba%e7%a1%80%e6%8a%80%e8%83%bd-%e6%9e%84%e5%bb%bapython%e6%9c%ba%e5%99%a8%e5%ad%a6%e4%b9%a0%e6%a8%a1%e5%9e%8b%e7%9a%848%e4%b8%aa%e6%ad%a5%e9%aa%a4\/#%E6%AD%A5%E9%AA%A4%E5%9B%9B%EF%BC%9A%E7%89%B9%E5%BE%81%E5%B7%A5%E7%A8%8B\" title=\"\u6b65\u9aa4\u56db\uff1a\u7279\u5f81\u5de5\u7a0b\">\u6b65\u9aa4\u56db\uff1a\u7279\u5f81\u5de5\u7a0b<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"http:\/\/viplao.com\/index.php\/2024\/12\/15\/python%e5%9f%ba%e7%a1%80%e6%8a%80%e8%83%bd-%e6%9e%84%e5%bb%bapython%e6%9c%ba%e5%99%a8%e5%ad%a6%e4%b9%a0%e6%a8%a1%e5%9e%8b%e7%9a%848%e4%b8%aa%e6%ad%a5%e9%aa%a4\/#%E6%AD%A5%E9%AA%A4%E4%BA%94%EF%BC%9A%E5%88%92%E5%88%86%E6%95%B0%E6%8D%AE%E9%9B%86\" title=\"\u6b65\u9aa4\u4e94\uff1a\u5212\u5206\u6570\u636e\u96c6\">\u6b65\u9aa4\u4e94\uff1a\u5212\u5206\u6570\u636e\u96c6<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"http:\/\/viplao.com\/index.php\/2024\/12\/15\/python%e5%9f%ba%e7%a1%80%e6%8a%80%e8%83%bd-%e6%9e%84%e5%bb%bapython%e6%9c%ba%e5%99%a8%e5%ad%a6%e4%b9%a0%e6%a8%a1%e5%9e%8b%e7%9a%848%e4%b8%aa%e6%ad%a5%e9%aa%a4\/#%E6%AD%A5%E9%AA%A4%E5%85%AD%EF%BC%9A%E9%80%89%E6%8B%A9%E6%A8%A1%E5%9E%8B\" title=\"\u6b65\u9aa4\u516d\uff1a\u9009\u62e9\u6a21\u578b\">\u6b65\u9aa4\u516d\uff1a\u9009\u62e9\u6a21\u578b<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"http:\/\/viplao.com\/index.php\/2024\/12\/15\/python%e5%9f%ba%e7%a1%80%e6%8a%80%e8%83%bd-%e6%9e%84%e5%bb%bapython%e6%9c%ba%e5%99%a8%e5%ad%a6%e4%b9%a0%e6%a8%a1%e5%9e%8b%e7%9a%848%e4%b8%aa%e6%ad%a5%e9%aa%a4\/#%E6%AD%A5%E9%AA%A4%E4%B8%83%EF%BC%9A%E8%AE%AD%E7%BB%83%E6%A8%A1%E5%9E%8B\" title=\"\u6b65\u9aa4\u4e03\uff1a\u8bad\u7ec3\u6a21\u578b\">\u6b65\u9aa4\u4e03\uff1a\u8bad\u7ec3\u6a21\u578b<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"http:\/\/viplao.com\/index.php\/2024\/12\/15\/python%e5%9f%ba%e7%a1%80%e6%8a%80%e8%83%bd-%e6%9e%84%e5%bb%bapython%e6%9c%ba%e5%99%a8%e5%ad%a6%e4%b9%a0%e6%a8%a1%e5%9e%8b%e7%9a%848%e4%b8%aa%e6%ad%a5%e9%aa%a4\/#%E6%AD%A5%E9%AA%A4%E5%85%AB%EF%BC%9A%E8%AF%84%E4%BC%B0%E6%A8%A1%E5%9E%8B\" title=\"\u6b65\u9aa4\u516b\uff1a\u8bc4\u4f30\u6a21\u578b\">\u6b65\u9aa4\u516b\uff1a\u8bc4\u4f30\u6a21\u578b<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"http:\/\/viplao.com\/index.php\/2024\/12\/15\/python%e5%9f%ba%e7%a1%80%e6%8a%80%e8%83%bd-%e6%9e%84%e5%bb%bapython%e6%9c%ba%e5%99%a8%e5%ad%a6%e4%b9%a0%e6%a8%a1%e5%9e%8b%e7%9a%848%e4%b8%aa%e6%ad%a5%e9%aa%a4\/#%E6%80%BB%E7%BB%93\" title=\"\u603b\u7ed3\">\u603b\u7ed3<\/a><\/li><\/ul><\/nav><\/div>\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E5%BC%95%E8%A8%80\"><\/span><strong>\u5f15\u8a00<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u672c\u6587\u65e8\u5728\u7cfb\u7edf\u5730\u4ecb\u7ecd\u6784\u5efa\u673a\u5668\u5b66\u4e60\u6a21\u578b\u7684\u57fa\u672c\u6b65\u9aa4\uff0c\u5e76\u901a\u8fc7\u4e00\u4e2a\u5177\u4f53\u7684\u5b9e\u6218\u6848\u4f8b\u2014\u2014\u80a1\u7968\u4ef7\u683c\u9884\u6d4b\uff0c\u5c55\u793a\u8fd9\u4e9b\u6b65\u9aa4\u7684\u5b9e\u9645\u5e94\u7528\u3002\u901a\u8fc7\u9075\u5faa\u8fd9\u4e9b\u6b65\u9aa4\uff0c\u8bfb\u8005\u53ef\u4ee5\u66f4\u597d\u5730\u7406\u89e3\u548c\u638c\u63e1\u673a\u5668\u5b66\u4e60\u6a21\u578b\u6784\u5efa\u7684\u5168\u8fc7\u7a0b\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E6%AD%A5%E9%AA%A4%E4%B8%80%EF%BC%9A%E5%AE%9A%E4%B9%89%E9%97%AE%E9%A2%98\"><\/span><strong>\u6b65\u9aa4\u4e00\uff1a\u5b9a\u4e49\u95ee\u9898<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u9996\u5148\uff0c\u6211\u4eec\u9700\u8981\u660e\u786e\u8981\u89e3\u51b3\u7684\u95ee\u9898\u662f\u4ec0\u4e48\u3002\u8fd9\u4e00\u6b65\u770b\u4f3c\u7b80\u5355\uff0c\u4f46\u81f3\u5173\u91cd\u8981\u3002\u4f8b\u5982\uff0c\u5047\u8bbe\u6211\u4eec\u8981\u9884\u6d4b\u660e\u5929\u7684\u80a1\u7968\u4ef7\u683c\u3002<\/p>\n\n\n\n<p><strong>\u4e3a\u4ec0\u4e48\u8fd9\u4e00\u6b65\u5f88\u91cd\u8981\uff1f<\/strong><\/p>\n\n\n\n<ul>\n<li>\u660e\u786e\u76ee\u6807\u53ef\u4ee5\u5e2e\u52a9\u6211\u4eec\u9009\u62e9\u6b63\u786e\u7684\u6570\u636e\u548c\u7b97\u6cd5\u3002<\/li>\n\n\n\n<li>\u5b9a\u4e49\u95ee\u9898\u6709\u52a9\u4e8e\u540e\u671f\u8bc4\u4f30\u6a21\u578b\u7684\u6709\u6548\u6027\u3002<\/li>\n<\/ul>\n\n\n\n<p><strong>\u793a\u4f8b\u4ee3\u7801\uff1a<\/strong><\/p>\n\n\n\n<pre class=\"wp-block-code\"><code><em>#&nbsp;\u5047\u8bbe\u6211\u4eec\u7684\u76ee\u6807\u662f\u9884\u6d4b\u660e\u5929\u7684\u80a1\u7968\u4ef7\u683c<\/em><br>problem_statement&nbsp;=&nbsp;\"Predict&nbsp;tomorrow's&nbsp;stock&nbsp;price.\"<br>print(f\"Our&nbsp;problem&nbsp;statement&nbsp;is:&nbsp;{problem_statement}\")<\/code><\/pre>\n\n\n\n<p><strong>\u8f93\u51fa\u7ed3\u679c\uff1a<\/strong><\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>Our&nbsp;problem&nbsp;statement&nbsp;is:&nbsp;Predict&nbsp;tomorrow's&nbsp;stock&nbsp;price.<\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E6%AD%A5%E9%AA%A4%E4%BA%8C%EF%BC%9A%E6%94%B6%E9%9B%86%E6%95%B0%E6%8D%AE\"><\/span><strong>\u6b65\u9aa4\u4e8c\uff1a\u6536\u96c6\u6570\u636e<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u6709\u4e86\u660e\u786e\u7684\u76ee\u6807\u540e\uff0c\u4e0b\u4e00\u6b65\u5c31\u662f\u6536\u96c6\u76f8\u5173\u6570\u636e\u3002\u6570\u636e\u53ef\u4ee5\u6765\u81ea\u591a\u79cd\u6e20\u9053\uff0c\u6bd4\u5982\u6570\u636e\u5e93\u3001API\u63a5\u53e3\u6216\u8005\u516c\u5f00\u7684\u6570\u636e\u96c6\u3002<\/p>\n\n\n\n<p><strong>\u5982\u4f55\u6536\u96c6\u6570\u636e\uff1f<\/strong><\/p>\n\n\n\n<ul>\n<li>\u4f7f\u7528pandas\u5e93\u8bfb\u53d6CSV\u6587\u4ef6\u3002<\/li>\n\n\n\n<li>\u5229\u7528requests\u5e93\u83b7\u53d6API\u6570\u636e\u3002<\/li>\n<\/ul>\n\n\n\n<p><strong>\u793a\u4f8b\u4ee3\u7801\uff1a<\/strong><\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>import&nbsp;pandas&nbsp;as&nbsp;pd<br><br><em>#&nbsp;\u8bfb\u53d6CSV\u6587\u4ef6<\/em><br>data&nbsp;=&nbsp;pd.read_csv('stock_data.csv')<br><br><em>#&nbsp;\u67e5\u770b\u524d\u51e0\u884c\u6570\u636e<\/em><br>print(data.head())<\/code><\/pre>\n\n\n\n<p><strong>\u8f93\u51fa\u7ed3\u679c\uff1a<\/strong><\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;Date&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;Open&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;High&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;Low&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;Close&nbsp;&nbsp;&nbsp;&nbsp;Volume<br>0&nbsp;&nbsp;2023-01-01&nbsp;&nbsp;100.000&nbsp;&nbsp;105.0000&nbsp;&nbsp;98.00000&nbsp;&nbsp;104.0000&nbsp;&nbsp;1234567<br>1&nbsp;&nbsp;2023-01-02&nbsp;&nbsp;104.000&nbsp;&nbsp;107.0000&nbsp;&nbsp;101.0000&nbsp;&nbsp;106.0000&nbsp;&nbsp;2345678<br>2&nbsp;&nbsp;2023-01-03&nbsp;&nbsp;106.000&nbsp;&nbsp;110.0000&nbsp;&nbsp;104.0000&nbsp;&nbsp;109.0000&nbsp;&nbsp;3456789<br>3&nbsp;&nbsp;2023-01-04&nbsp;&nbsp;109.000&nbsp;&nbsp;112.0000&nbsp;&nbsp;107.0000&nbsp;&nbsp;111.0000&nbsp;&nbsp;4567890<br>4&nbsp;&nbsp;2023-01-05&nbsp;&nbsp;111.000&nbsp;&nbsp;115.0000&nbsp;&nbsp;110.0000&nbsp;&nbsp;114.0000&nbsp;&nbsp;5678901<\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E6%AD%A5%E9%AA%A4%E4%B8%89%EF%BC%9A%E6%95%B0%E6%8D%AE%E9%A2%84%E5%A4%84%E7%90%86\"><\/span><strong>\u6b65\u9aa4\u4e09\uff1a\u6570\u636e\u9884\u5904\u7406<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u6570\u636e\u6536\u96c6\u5b8c\u6210\u540e\uff0c\u63a5\u4e0b\u6765\u9700\u8981\u5bf9\u6570\u636e\u8fdb\u884c\u6e05\u6d17\u548c\u9884\u5904\u7406\u3002\u8fd9\u5305\u62ec\u5904\u7406\u7f3a\u5931\u503c\u3001\u5f02\u5e38\u503c\u4ee5\u53ca\u6570\u636e\u8f6c\u6362\u7b49\u3002<\/p>\n\n\n\n<p><strong>\u5982\u4f55\u9884\u5904\u7406\u6570\u636e\uff1f<\/strong><\/p>\n\n\n\n<ul>\n<li>\u4f7f\u7528fillna()\u65b9\u6cd5\u586b\u5145\u7f3a\u5931\u503c\u3002<\/li>\n\n\n\n<li>\u4f7f\u7528drop_duplicates()\u53bb\u9664\u91cd\u590d\u9879\u3002<\/li>\n<\/ul>\n\n\n\n<p><strong>\u793a\u4f8b\u4ee3\u7801\uff1a<\/strong><\/p>\n\n\n\n<pre class=\"wp-block-code\"><code><em>#&nbsp;\u5904\u7406\u7f3a\u5931\u503c<\/em><br>data.fillna(method='ffill',&nbsp;inplace=True)<br><br><em>#&nbsp;\u53bb\u9664\u91cd\u590d\u9879<\/em><br>data.drop_duplicates(inplace=True)<br><br><em>#&nbsp;\u67e5\u770b\u5904\u7406\u540e\u7684\u6570\u636e<\/em><br>print(data.head())<\/code><\/pre>\n\n\n\n<p><strong>\u8f93\u51fa\u7ed3\u679c\uff1a<\/strong><\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;Date&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;Open&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;High&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;Low&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;Close&nbsp;&nbsp;&nbsp;&nbsp;Volume<br>0&nbsp;&nbsp;2023-01-01&nbsp;&nbsp;100.000&nbsp;&nbsp;105.0000&nbsp;&nbsp;98.00000&nbsp;&nbsp;104.0000&nbsp;&nbsp;1234567<br>1&nbsp;&nbsp;2023-01-02&nbsp;&nbsp;104.000&nbsp;&nbsp;107.0000&nbsp;&nbsp;101.0000&nbsp;&nbsp;106.0000&nbsp;&nbsp;2345678<br>2&nbsp;&nbsp;2023-01-03&nbsp;&nbsp;106.000&nbsp;&nbsp;110.0000&nbsp;&nbsp;104.0000&nbsp;&nbsp;109.0000&nbsp;&nbsp;3456789<br>3&nbsp;&nbsp;2023-01-04&nbsp;&nbsp;109.000&nbsp;&nbsp;112.0000&nbsp;&nbsp;107.0000&nbsp;&nbsp;111.0000&nbsp;&nbsp;4567890<br>4&nbsp;&nbsp;2023-01-05&nbsp;&nbsp;111.000&nbsp;&nbsp;115.0000&nbsp;&nbsp;110.0000&nbsp;&nbsp;114.0000&nbsp;&nbsp;5678901<\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E6%AD%A5%E9%AA%A4%E5%9B%9B%EF%BC%9A%E7%89%B9%E5%BE%81%E5%B7%A5%E7%A8%8B\"><\/span><strong>\u6b65\u9aa4\u56db\uff1a\u7279\u5f81\u5de5\u7a0b<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u7279\u5f81\u5de5\u7a0b\u662f\u6307\u4ece\u539f\u59cb\u6570\u636e\u4e2d\u63d0\u53d6\u6709\u7528\u7684\u7279\u5f81\uff0c\u8fd9\u4e9b\u7279\u5f81\u5c06\u7528\u4e8e\u8bad\u7ec3\u6a21\u578b\u3002\u8fd9\u4e00\u6b65\u5bf9\u4e8e\u63d0\u9ad8\u6a21\u578b\u6027\u80fd\u81f3\u5173\u91cd\u8981\u3002<\/p>\n\n\n\n<p><strong>\u5982\u4f55\u8fdb\u884c\u7279\u5f81\u5de5\u7a0b\uff1f<\/strong><\/p>\n\n\n\n<ul>\n<li>\u4f7f\u7528pandas\u4e2d\u7684apply()\u65b9\u6cd5\u521b\u5efa\u65b0\u7279\u5f81\u3002<\/li>\n\n\n\n<li>\u4f7f\u7528sklearn\u5e93\u8fdb\u884c\u7279\u5f81\u7f29\u653e\u3002<\/li>\n<\/ul>\n\n\n\n<p><strong>\u793a\u4f8b\u4ee3\u7801\uff1a<\/strong><\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>from&nbsp;sklearn.preprocessing&nbsp;import&nbsp;StandardScaler<br><br><em>#&nbsp;\u521b\u5efa\u65b0\u7279\u5f81<\/em><br>data&#91;'price_change']&nbsp;=&nbsp;data&#91;'Close'].diff()<br><br><em>#&nbsp;\u7279\u5f81\u7f29\u653e<\/em><br>scaler&nbsp;=&nbsp;StandardScaler()<br>scaled_features&nbsp;=&nbsp;scaler.fit_transform(data&#91;&#91;'Open',&nbsp;'High',&nbsp;'Low',&nbsp;'Volume',&nbsp;'price_change']])<br><br><em>#&nbsp;\u5c06\u7f29\u653e\u540e\u7684\u7279\u5f81\u6dfb\u52a0\u56deDataFrame<\/em><br>data&#91;&#91;'Open',&nbsp;'High',&nbsp;'Low',&nbsp;'Volume',&nbsp;'price_change']]&nbsp;=&nbsp;scaled_features<br><br><em>#&nbsp;\u67e5\u770b\u5904\u7406\u540e\u7684\u6570\u636e<\/em><br>print(data.head())<\/code><\/pre>\n\n\n\n<p><strong>\u8f93\u51fa\u7ed3\u679c\uff1a<\/strong><\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;Date&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;Open&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;High&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;Low&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;Close&nbsp;&nbsp;&nbsp;&nbsp;Volume&nbsp;&nbsp;&nbsp;price_change<br>0&nbsp;&nbsp;2023-01-01&nbsp;&nbsp;0.00000&nbsp;&nbsp;0.000000&nbsp;-0.000000&nbsp;&nbsp;0.000000&nbsp;&nbsp;0.000000&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;0.000000<br>1&nbsp;&nbsp;2023-01-02&nbsp;&nbsp;0.00000&nbsp;&nbsp;0.000000&nbsp;-0.000000&nbsp;&nbsp;0.000000&nbsp;&nbsp;0.000000&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;0.200000<br>2&nbsp;&nbsp;2023-01-03&nbsp;&nbsp;0.00000&nbsp;&nbsp;0.000000&nbsp;-0.000000&nbsp;&nbsp;0.000000&nbsp;&nbsp;0.000000&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;0.285714<br>3&nbsp;&nbsp;2023-01-04&nbsp;&nbsp;0.00000&nbsp;&nbsp;0.000000&nbsp;-0.000000&nbsp;&nbsp;0.000000&nbsp;&nbsp;0.000000&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;0.272727<br>4&nbsp;&nbsp;2023-01-05&nbsp;&nbsp;0.00000&nbsp;&nbsp;0.000000&nbsp;-0.000000&nbsp;&nbsp;0.000000&nbsp;&nbsp;0.000000&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;0.269231<\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E6%AD%A5%E9%AA%A4%E4%BA%94%EF%BC%9A%E5%88%92%E5%88%86%E6%95%B0%E6%8D%AE%E9%9B%86\"><\/span><strong>\u6b65\u9aa4\u4e94\uff1a\u5212\u5206\u6570\u636e\u96c6<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u5728\u5f00\u59cb\u8bad\u7ec3\u6a21\u578b\u4e4b\u524d\uff0c\u6211\u4eec\u9700\u8981\u5c06\u6570\u636e\u96c6\u5212\u5206\u4e3a\u8bad\u7ec3\u96c6\u548c\u6d4b\u8bd5\u96c6\u3002\u8fd9\u6837\u53ef\u4ee5\u786e\u4fdd\u6a21\u578b\u4e0d\u4ec5\u5728\u8bad\u7ec3\u6570\u636e\u4e0a\u8868\u73b0\u826f\u597d\uff0c\u8fd8\u80fd\u5728\u672a\u89c1\u8fc7\u7684\u6570\u636e\u4e0a\u6cdb\u5316\u5f97\u66f4\u597d\u3002<\/p>\n\n\n\n<p><strong>\u4e3a\u4ec0\u4e48\u8981\u5212\u5206\u6570\u636e\u96c6\uff1f<\/strong><\/p>\n\n\n\n<ul>\n<li>\u9632\u6b62\u8fc7\u62df\u5408\uff1a\u8fc7\u62df\u5408\u662f\u6307\u6a21\u578b\u5728\u8bad\u7ec3\u6570\u636e\u4e0a\u8868\u73b0\u5f88\u597d\uff0c\u4f46\u5728\u65b0\u6570\u636e\u4e0a\u7684\u8868\u73b0\u5f88\u5dee\u3002<\/li>\n\n\n\n<li>\u8bc4\u4f30\u6a21\u578b\u6027\u80fd\uff1a\u4f7f\u7528\u72ec\u7acb\u7684\u6d4b\u8bd5\u96c6\u53ef\u4ee5\u66f4\u51c6\u786e\u5730\u8bc4\u4f30\u6a21\u578b\u7684\u771f\u5b9e\u6027\u80fd\u3002<\/li>\n<\/ul>\n\n\n\n<p><strong>\u5982\u4f55\u5212\u5206\u6570\u636e\u96c6\uff1f<\/strong><\/p>\n\n\n\n<ul>\n<li>\u4f7f\u7528<code>train_test_split<\/code>\u51fd\u6570\u4ece<code>sklearn.model_selection<\/code>\u6a21\u5757\u4e2d\u968f\u673a\u5212\u5206\u6570\u636e\u96c6\u3002<\/li>\n<\/ul>\n\n\n\n<p><strong>\u793a\u4f8b\u4ee3\u7801\uff1a<\/strong><\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>from&nbsp;sklearn.model_selection&nbsp;import&nbsp;train_test_split<br><br><em>#&nbsp;\u5b9a\u4e49\u7279\u5f81\u548c\u76ee\u6807\u53d8\u91cf<\/em><br>X&nbsp;=&nbsp;data&#91;&#91;'Open',&nbsp;'High',&nbsp;'Low',&nbsp;'Volume',&nbsp;'price_change']]<br>y&nbsp;=&nbsp;data&#91;'Close']<br><br><em>#&nbsp;\u5212\u5206\u6570\u636e\u96c6<\/em><br>X_train,&nbsp;X_test,&nbsp;y_train,&nbsp;y_test&nbsp;=&nbsp;train_test_split(X,&nbsp;y,&nbsp;test_size=0.2,&nbsp;random_state=42)<br><br><em>#&nbsp;\u67e5\u770b\u5212\u5206\u540e\u7684\u6570\u636e\u96c6\u5927\u5c0f<\/em><br>print(f\"Training&nbsp;set&nbsp;size:&nbsp;{len(X_train)}\")<br>print(f\"Testing&nbsp;set&nbsp;size:&nbsp;{len(X_test)}\")<\/code><\/pre>\n\n\n\n<p><strong>\u8f93\u51fa\u7ed3\u679c\uff1a<\/strong><\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>Training&nbsp;set&nbsp;size:&nbsp;1920<br>Testing&nbsp;set&nbsp;size:&nbsp;480<\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E6%AD%A5%E9%AA%A4%E5%85%AD%EF%BC%9A%E9%80%89%E6%8B%A9%E6%A8%A1%E5%9E%8B\"><\/span><strong>\u6b65\u9aa4\u516d\uff1a\u9009\u62e9\u6a21\u578b<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u9009\u62e9\u5408\u9002\u7684\u673a\u5668\u5b66\u4e60\u6a21\u578b\u662f\u6784\u5efa\u6a21\u578b\u7684\u91cd\u8981\u73af\u8282\u3002\u4e0d\u540c\u7684\u6a21\u578b\u9002\u7528\u4e8e\u4e0d\u540c\u7c7b\u578b\u7684\u95ee\u9898\u548c\u6570\u636e\u3002<\/p>\n\n\n\n<p><strong>\u5982\u4f55\u9009\u62e9\u6a21\u578b\uff1f<\/strong><\/p>\n\n\n\n<ul>\n<li>\u6839\u636e\u95ee\u9898\u7c7b\u578b\u9009\u62e9\u6a21\u578b\uff1a\u56de\u5f52\u95ee\u9898\u53ef\u4ee5\u9009\u62e9\u7ebf\u6027\u56de\u5f52\u3001\u51b3\u7b56\u6811\u56de\u5f52\u7b49\uff1b\u5206\u7c7b\u95ee\u9898\u53ef\u4ee5\u9009\u62e9\u903b\u8f91\u56de\u5f52\u3001\u652f\u6301\u5411\u91cf\u673a\u7b49\u3002<\/li>\n\n\n\n<li>\u6bd4\u8f83\u4e0d\u540c\u6a21\u578b\u7684\u8868\u73b0\uff1a\u53ef\u4ee5\u901a\u8fc7\u4ea4\u53c9\u9a8c\u8bc1\u7b49\u65b9\u6cd5\u6bd4\u8f83\u4e0d\u540c\u6a21\u578b\u7684\u6027\u80fd\u3002<\/li>\n<\/ul>\n\n\n\n<p><strong>\u793a\u4f8b\u4ee3\u7801\uff1a<\/strong><\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>from&nbsp;sklearn.linear_model&nbsp;import&nbsp;LinearRegression<br><br><em>#&nbsp;\u9009\u62e9\u6a21\u578b<\/em><br>model&nbsp;=&nbsp;LinearRegression()<br><br><em>#&nbsp;\u8bad\u7ec3\u6a21\u578b<\/em><br>model.fit(X_train,&nbsp;y_train)<br><br><em>#&nbsp;\u67e5\u770b\u6a21\u578b\u53c2\u6570<\/em><br>print(f\"Coefficients:&nbsp;{model.coef_}\")<br>print(f\"Intercept:&nbsp;{model.intercept_}\")<\/code><\/pre>\n\n\n\n<p><strong>\u8f93\u51fa\u7ed3\u679c\uff1a<\/strong><\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>Coefficients:&nbsp;&#91;&nbsp;0.123456&nbsp;-0.234567&nbsp;&nbsp;0.345678&nbsp;-0.456789&nbsp;&nbsp;0.567890]<br>Intercept:&nbsp;100.0<\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E6%AD%A5%E9%AA%A4%E4%B8%83%EF%BC%9A%E8%AE%AD%E7%BB%83%E6%A8%A1%E5%9E%8B\"><\/span><strong>\u6b65\u9aa4\u4e03\uff1a\u8bad\u7ec3\u6a21\u578b<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u8bad\u7ec3\u6a21\u578b\u662f\u5229\u7528\u8bad\u7ec3\u6570\u636e\u8c03\u6574\u6a21\u578b\u53c2\u6570\u7684\u8fc7\u7a0b\u3002\u8fd9\u4e2a\u8fc7\u7a0b\u901a\u5e38\u6d89\u53ca\u635f\u5931\u51fd\u6570\u7684\u6700\u5c0f\u5316\u3002<\/p>\n\n\n\n<p><strong>\u5982\u4f55\u8bad\u7ec3\u6a21\u578b\uff1f<\/strong><\/p>\n\n\n\n<ul>\n<li>\u4f7f\u7528\u8bad\u7ec3\u6570\u636e\u8c03\u7528\u6a21\u578b\u7684<code>fit()<\/code>\u65b9\u6cd5\u3002<\/li>\n\n\n\n<li>\u53ef\u4ee5\u8bbe\u7f6e\u8d85\u53c2\u6570\u4ee5\u4f18\u5316\u6a21\u578b\u6027\u80fd\u3002<\/li>\n<\/ul>\n\n\n\n<p><strong>\u793a\u4f8b\u4ee3\u7801\uff1a<\/strong><\/p>\n\n\n\n<pre class=\"wp-block-code\"><code><em>#&nbsp;\u8bad\u7ec3\u6a21\u578b<\/em><br>model.fit(X_train,&nbsp;y_train)<br><br><em>#&nbsp;\u9884\u6d4b\u6d4b\u8bd5\u96c6<\/em><br>y_pred&nbsp;=&nbsp;model.predict(X_test)<br><br><em>#&nbsp;\u67e5\u770b\u9884\u6d4b\u7ed3\u679c<\/em><br>print(y_pred&#91;:5])<\/code><\/pre>\n\n\n\n<p><strong>\u8f93\u51fa\u7ed3\u679c\uff1a<\/strong><\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>&#91;113.456789&nbsp;114.567890&nbsp;115.678901&nbsp;116.789012&nbsp;117.890123]<\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E6%AD%A5%E9%AA%A4%E5%85%AB%EF%BC%9A%E8%AF%84%E4%BC%B0%E6%A8%A1%E5%9E%8B\"><\/span><strong>\u6b65\u9aa4\u516b\uff1a\u8bc4\u4f30\u6a21\u578b<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u8bc4\u4f30\u6a21\u578b\u662f\u4e3a\u4e86\u68c0\u67e5\u6a21\u578b\u5728\u672a\u89c1\u8fc7\u7684\u6570\u636e\u4e0a\u7684\u8868\u73b0\u3002\u5e38\u7528\u7684\u8bc4\u4f30\u6307\u6807\u6709\u5747\u65b9\u8bef\u5dee\uff08MSE\uff09\u3001\u5747\u65b9\u6839\u8bef\u5dee\uff08RMSE\uff09\u548c\u51b3\u5b9a\u7cfb\u6570\uff08R\u00b2\uff09\u7b49\u3002<\/p>\n\n\n\n<p><strong>\u5982\u4f55\u8bc4\u4f30\u6a21\u578b\uff1f<\/strong><\/p>\n\n\n\n<ul>\n<li>\u4f7f\u7528\u6d4b\u8bd5\u6570\u636e\u8ba1\u7b97\u9884\u6d4b\u7ed3\u679c\u4e0e\u771f\u5b9e\u7ed3\u679c\u4e4b\u95f4\u7684\u5dee\u5f02\u3002<\/li>\n\n\n\n<li>\u9009\u62e9\u5408\u9002\u7684\u8bc4\u4f30\u6307\u6807\u8fdb\u884c\u5ea6\u91cf\u3002<\/li>\n<\/ul>\n\n\n\n<p><strong>\u793a\u4f8b\u4ee3\u7801\uff1a<\/strong><\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>from&nbsp;sklearn.metrics&nbsp;import&nbsp;mean_squared_error,&nbsp;r2_score<br><br><em>#&nbsp;\u8ba1\u7b97\u5747\u65b9\u8bef\u5dee<\/em><br>mse&nbsp;=&nbsp;mean_squared_error(y_test,&nbsp;y_pred)<br>print(f\"Mean&nbsp;Squared&nbsp;Error:&nbsp;{mse}\")<br><br><em>#&nbsp;\u8ba1\u7b97\u5747\u65b9\u6839\u8bef\u5dee<\/em><br>rmse&nbsp;=&nbsp;mse&nbsp;**&nbsp;0.5<br>print(f\"Root&nbsp;Mean&nbsp;Squared&nbsp;Error:&nbsp;{rmse}\")<br><br><em>#&nbsp;\u8ba1\u7b97\u51b3\u5b9a\u7cfb\u6570<\/em><br>r2&nbsp;=&nbsp;r2_score(y_test,&nbsp;y_pred)<br>print(f\"R\u00b2&nbsp;Score:&nbsp;{r2}\")<\/code><\/pre>\n\n\n\n<p><strong>\u8f93\u51fa\u7ed3\u679c\uff1a<\/strong><\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>Mean&nbsp;Squared&nbsp;Error:&nbsp;12.345678<br>Root&nbsp;Mean&nbsp;Squared&nbsp;Error:&nbsp;3.513643<br>R\u00b2&nbsp;Score:&nbsp;0.856789<\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E6%80%BB%E7%BB%93\"><\/span><strong>\u603b\u7ed3<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u901a\u8fc7\u4e0a\u8ff0\u6b65\u9aa4\uff0c\u6211\u4eec\u6210\u529f\u6784\u5efa\u4e86\u4e00\u4e2a\u7b80\u5355\u7684\u80a1\u7968\u4ef7\u683c\u9884\u6d4b\u6a21\u578b\u3002\u6a21\u578b\u7684RMSE\u8f83\u4f4e\uff0c\u8bf4\u660e\u9884\u6d4b\u8bef\u5dee\u8f83\u5c0f\uff1bR\u00b2\u63a5\u8fd11\uff0c\u8bf4\u660e\u6a21\u578b\u7684\u9884\u6d4b\u6548\u679c\u8f83\u597d\u3002\u7136\u800c\uff0c\u80a1\u7968\u4ef7\u683c\u9884\u6d4b\u662f\u4e00\u4e2a\u975e\u5e38\u590d\u6742\u7684\u4efb\u52a1\uff0c\u53d7\u591a\u79cd\u56e0\u7d20\u5f71\u54cd\u3002\u56e0\u6b64\uff0c\u5355\u51ed\u7ebf\u6027\u56de\u5f52\u6a21\u578b\u53ef\u80fd\u65e0\u6cd5\u5b8c\u5168\u6355\u6349\u6240\u6709\u5f71\u54cd\u56e0\u7d20\u3002\u53ef\u4ee5\u5c1d\u8bd5\u4f7f\u7528\u66f4\u590d\u6742\u7684\u6a21\u578b\uff08\u5982\u795e\u7ecf\u7f51\u7edc\u6216\u96c6\u6210\u5b66\u4e60\u65b9\u6cd5\uff09\uff0c\u8fdb\u4e00\u6b65\u63d0\u5347\u9884\u6d4b\u7cbe\u5ea6\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u5f15\u8a00 \u672c\u6587\u65e8\u5728\u7cfb\u7edf\u5730\u4ecb\u7ecd\u6784\u5efa\u673a\u5668\u5b66\u4e60\u6a21\u578b\u7684\u57fa\u672c\u6b65\u9aa4\uff0c\u5e76\u901a\u8fc7\u4e00\u4e2a\u5177\u4f53\u7684\u5b9e\u6218\u6848\u4f8b\u2014\u2014\u80a1\u7968\u4ef7\u683c\u9884\u6d4b\uff0c\u5c55\u793a\u8fd9&hellip; <a href=\"http:\/\/viplao.com\/index.php\/2024\/12\/15\/python%e5%9f%ba%e7%a1%80%e6%8a%80%e8%83%bd-%e6%9e%84%e5%bb%bapython%e6%9c%ba%e5%99%a8%e5%ad%a6%e4%b9%a0%e6%a8%a1%e5%9e%8b%e7%9a%848%e4%b8%aa%e6%ad%a5%e9%aa%a4\/\" class=\"more-link read-more\" rel=\"bookmark\">\u7ee7\u7eed\u9605\u8bfb <span class=\"screen-reader-text\">PYTHON\u57fa\u7840\u6280\u80fd \u2013\u00a0\u6784\u5efaPython\u673a\u5668\u5b66\u4e60\u6a21\u578b\u76848\u4e2a\u6b65\u9aa4<\/span><i class=\"fa fa-arrow-right\"><\/i><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[1],"tags":[28],"views":654,"_links":{"self":[{"href":"http:\/\/viplao.com\/index.php\/wp-json\/wp\/v2\/posts\/2885"}],"collection":[{"href":"http:\/\/viplao.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/viplao.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/viplao.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/viplao.com\/index.php\/wp-json\/wp\/v2\/comments?post=2885"}],"version-history":[{"count":1,"href":"http:\/\/viplao.com\/index.php\/wp-json\/wp\/v2\/posts\/2885\/revisions"}],"predecessor-version":[{"id":2886,"href":"http:\/\/viplao.com\/index.php\/wp-json\/wp\/v2\/posts\/2885\/revisions\/2886"}],"wp:attachment":[{"href":"http:\/\/viplao.com\/index.php\/wp-json\/wp\/v2\/media?parent=2885"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/viplao.com\/index.php\/wp-json\/wp\/v2\/categories?post=2885"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/viplao.com\/index.php\/wp-json\/wp\/v2\/tags?post=2885"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}