{"id":4053,"date":"2025-10-12T19:47:51","date_gmt":"2025-10-12T11:47:51","guid":{"rendered":"http:\/\/viplao.com\/?p=4053"},"modified":"2025-10-12T19:47:52","modified_gmt":"2025-10-12T11:47:52","slug":"%e3%80%90python%e5%ae%9e%e8%b7%b5%e6%a1%88%e4%be%8b%e3%80%91%e7%94%a8%e6%88%b7%e5%88%86%e5%b1%82%e4%b8%8e%e7%b2%be%e7%bb%86%e5%8c%96%e8%bf%90%e8%90%a5","status":"publish","type":"post","link":"http:\/\/viplao.com\/index.php\/2025\/10\/12\/%e3%80%90python%e5%ae%9e%e8%b7%b5%e6%a1%88%e4%be%8b%e3%80%91%e7%94%a8%e6%88%b7%e5%88%86%e5%b1%82%e4%b8%8e%e7%b2%be%e7%bb%86%e5%8c%96%e8%bf%90%e8%90%a5\/","title":{"rendered":"\u3010PYTHON\u5b9e\u8df5\u6848\u4f8b\u3011\u7528\u6237\u5206\u5c42\u4e0e\u7cbe\u7ec6\u5316\u8fd0\u8425"},"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-4'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"http:\/\/viplao.com\/index.php\/2025\/10\/12\/%e3%80%90python%e5%ae%9e%e8%b7%b5%e6%a1%88%e4%be%8b%e3%80%91%e7%94%a8%e6%88%b7%e5%88%86%e5%b1%82%e4%b8%8e%e7%b2%be%e7%bb%86%e5%8c%96%e8%bf%90%e8%90%a5\/#%E5%9F%B9%E8%AE%AD%E5%86%85%E5%AE%B9\" title=\"\u57f9\u8bad\u5185\u5bb9\">\u57f9\u8bad\u5185\u5bb9<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"http:\/\/viplao.com\/index.php\/2025\/10\/12\/%e3%80%90python%e5%ae%9e%e8%b7%b5%e6%a1%88%e4%be%8b%e3%80%91%e7%94%a8%e6%88%b7%e5%88%86%e5%b1%82%e4%b8%8e%e7%b2%be%e7%bb%86%e5%8c%96%e8%bf%90%e8%90%a5\/#%E5%AE%9E%E8%B7%B5%E6%A1%88%E4%BE%8B%EF%BC%9A%E4%BD%BF%E7%94%A8RFM%E6%A8%A1%E5%9E%8B%E5%AF%B9%E7%94%A8%E6%88%B7%E8%BF%9B%E8%A1%8C%E4%BB%B7%E5%80%BC%E5%88%86%E5%B1%82\" title=\"\u5b9e\u8df5\u6848\u4f8b\uff1a\u4f7f\u7528RFM\u6a21\u578b\u5bf9\u7528\u6237\u8fdb\u884c\u4ef7\u503c\u5206\u5c42\">\u5b9e\u8df5\u6848\u4f8b\uff1a\u4f7f\u7528RFM\u6a21\u578b\u5bf9\u7528\u6237\u8fdb\u884c\u4ef7\u503c\u5206\u5c42<\/a><\/li><\/ul><\/nav><\/div>\n<h4 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E5%9F%B9%E8%AE%AD%E5%86%85%E5%AE%B9\"><\/span><strong>\u57f9\u8bad\u5185\u5bb9<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<ul>\n<li><strong>\u4e1a\u52a1\u75db\u70b9\uff1a<\/strong>&nbsp;\u201c\u5e73\u53f0\u4e0a\u6709\u51e0\u5341\u4e07\u7528\u6237\uff0c\u6211\u5e94\u8be5\u5bf9\u8c01\u597d\u4e00\u70b9\uff1f\u662f\u7ed9\u6240\u6709\u4eba\u7fa4\u53d1\u4e00\u6837\u7684\u4f18\u60e0\u5238\uff0c\u8fd8\u662f\u533a\u522b\u5bf9\u5f85\uff1f\u5982\u4f55\u627e\u5230\u6211\u6700\u91cd\u8981\u7684\u2018\u91d1\u4e3b\u2019\uff1f\u201d<\/li>\n\n\n\n<li><strong>\u6838\u5fc3\u6982\u5ff5\uff1a<\/strong>\n<ul>\n<li><strong>\u7528\u6237\u5206\u5c42 (Segmentation):<\/strong>&nbsp;\u5c06\u7279\u5f81\u76f8\u4f3c\u7684\u7528\u6237\u5212\u5206\u4e3a\u4e00\u4e2a\u7fa4\u7ec4\uff0c\u4ee5\u4fbf\u5b9e\u65bd\u5dee\u5f02\u5316\u7684\u8fd0\u8425\u7b56\u7565\u3002<\/li>\n\n\n\n<li><strong>RFM\u6a21\u578b\uff1a<\/strong>\u00a0\u4e00\u4e2a\u7ecf\u5178\u3001\u5f3a\u5927\u7684\u7528\u6237\u4ef7\u503c\u5206\u5c42\u6a21\u578b\u3002\n<ul>\n<li><strong>R (Recency):<\/strong>&nbsp;\u6700\u8fd1\u4e00\u6b21\u6d88\u8d39\u65f6\u95f4\u3002R\u503c\u8d8a\u5c0f\uff0c\u7528\u6237\u8d8a\u6d3b\u8dc3\u3002<\/li>\n\n\n\n<li><strong>F (Frequency):<\/strong>&nbsp;\u4e00\u6bb5\u65f6\u95f4\u5185\u7684\u6d88\u8d39\u6b21\u6570\u3002F\u503c\u8d8a\u5927\uff0c\u7528\u6237\u5fe0\u8bda\u5ea6\u8d8a\u9ad8\u3002<\/li>\n\n\n\n<li><strong>M (Monetary):<\/strong>&nbsp;\u4e00\u6bb5\u65f6\u95f4\u5185\u7684\u6d88\u8d39\u603b\u989d\u3002M\u503c\u8d8a\u5927\uff0c\u7528\u6237\u4ef7\u503c\u8d8a\u9ad8\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u5206\u6790\u601d\u8def\uff1a<\/strong>\n<ol>\n<li><strong>\u8ba1\u7b97RFM\u503c\uff1a<\/strong>&nbsp;\u57fa\u4e8e\u7528\u6237\u7684\u8ba2\u5355\u6570\u636e\uff0c\u8ba1\u7b97\u51fa\u6bcf\u4e2a\u7528\u6237\u7684R\u3001F\u3001M\u503c\u3002<\/li>\n\n\n\n<li><strong>RFM\u6253\u5206\uff1a<\/strong>&nbsp;\u5c06\u6bcf\u4e2a\u6307\u6807\u7684\u503c\u8fdb\u884c\u6392\u5e8f\u6216\u5206\u7bb1\uff08\u5982\u7528<code>qcut<\/code>\u5206\u4e3a4\u7b49\u4efd\uff09\uff0c\u7136\u540e\u7ed9\u4e881-4\u5206\u3002<\/li>\n\n\n\n<li><strong>\u7528\u6237\u5206\u7c7b\uff1a<\/strong>&nbsp;\u5c06RFM\u5f97\u5206\u4e0e\u4e1a\u52a1\u5b9a\u4e49\u7684\u5e73\u5747\u503c\u6bd4\u8f83\uff0c\u6216\u76f4\u63a5\u6839\u636e\u5f97\u5206\u7ec4\u5408\uff0c\u5c06\u7528\u6237\u5206\u4e3a<strong>\u91cd\u8981\u4ef7\u503c\u7528\u6237\u3001\u91cd\u8981\u4fdd\u6301\u7528\u6237\u3001\u91cd\u8981\u53d1\u5c55\u7528\u6237\u3001\u91cd\u8981\u633d\u7559\u7528\u6237<\/strong>\u7b498\u7c7b\u3002<\/li>\n\n\n\n<li><strong>\u5236\u5b9a\u7b56\u7565\uff1a<\/strong>&nbsp;\u5bf9\u4e0d\u540c\u4ef7\u503c\u7684\u7528\u6237\uff0c\u91c7\u53d6\u4e0d\u540c\u7684\u8fd0\u8425\u7b56\u7565\u3002\u4f8b\u5982\uff0c\u5bf9\u91cd\u8981\u4ef7\u503c\u7528\u6237\u63d0\u4f9bVIP\u670d\u52a1\uff0c\u5bf9\u91cd\u8981\u633d\u7559\u7528\u6237\uff08F\/M\u9ad8\uff0c\u4f46R\u5f88\u9ad8\uff09\u8fdb\u884c\u5b9a\u5411\u6fc0\u6d3b\u3002<\/li>\n<\/ol>\n<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E5%AE%9E%E8%B7%B5%E6%A1%88%E4%BE%8B%EF%BC%9A%E4%BD%BF%E7%94%A8RFM%E6%A8%A1%E5%9E%8B%E5%AF%B9%E7%94%A8%E6%88%B7%E8%BF%9B%E8%A1%8C%E4%BB%B7%E5%80%BC%E5%88%86%E5%B1%82\"><\/span><strong>\u5b9e\u8df5\u6848\u4f8b\uff1a\u4f7f\u7528RFM\u6a21\u578b\u5bf9\u7528\u6237\u8fdb\u884c\u4ef7\u503c\u5206\u5c42<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<p>python\u590d\u5236<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>import pandas as pd\nfrom datetime import datetime\n\n# --- 1. \u6570\u636e\u51c6\u5907 ---\n# \u6a21\u62df\u4e00\u4efd\u7528\u6237\u8ba2\u5355\u6570\u636e\norder_data = {\n    'user_id': &#91;1, 2, 1, 3, 2, 1, 4, 5, 2, 3, 1, 5, 4, 3, 6, 6, 7],\n    'order_date': &#91;\n        '2023-10-01', '2023-10-02', '2023-11-01', '2023-08-15', '2023-10-15',\n        '2023-11-20', '2023-11-25', '2023-09-10', '2023-11-18', '2023-08-20',\n        '2023-11-28', '2023-09-12', '2023-11-26', '2023-11-10', '2023-03-01',\n        '2023-03-05', '2023-11-29'\n    ],\n    'amount': &#91;100, 200, 150, 50, 250, 120, 300, 80, 220, 60, 180, 90, 320, 70, 500, 600, 50]\n}\nrfm_df = pd.DataFrame(order_data)\nrfm_df&#91;'order_date'] = pd.to_datetime(rfm_df&#91;'order_date'])\n\n# --- 2. \u8ba1\u7b97RFM\u6307\u6807 ---\n# \u5047\u8bbe\u6211\u4eec\u5206\u6790\u7684\u65f6\u95f4\u70b9\u662f2023-12-01\nsnapshot_date = datetime(2023, 12, 1)\n\n# \u8ba1\u7b97R, F, M\nrfm_analysis = rfm_df.groupby('user_id').agg(\n    Recency=('order_date', lambda date: (snapshot_date - date.max()).days),\n    Frequency=('order_date', 'count'),\n    Monetary=('amount', 'sum')\n).reset_index()\n\nprint(\"--- \u539f\u59cbRFM\u503c ---\")\nprint(rfm_analysis)\n\n# --- 3. RFM\u6253\u5206 ---\n# \u4f7f\u7528qcut\u8fdb\u884c\u7b49\u9891\u5206\u7bb1\uff0c\u6ce8\u610fR\u503c\u8d8a\u5c0f\u8d8a\u597d\uff0c\u6240\u4ee5\u6807\u7b7e\u8981\u53cd\u8fc7\u6765\n\r\n# R: \u8d8a\u5c0f\u8d8a\u597d\uff0c\u4f4e\u4e8e\u4e2d\u4f4d\u6570\u5f97\u9ad8\u5206\r\nr_median = rfm_analysis&#91;'Recency'].median()\r\nrfm_analysis&#91;'R_score'] = rfm_analysis&#91;'Recency'].apply(lambda x: 4 if x &lt;= r_median\/2 \r\n                                                      else (3 if x &lt;= r_median \r\n                                                            else (2 if x &lt;= r_median*1.5 else 1)))\r\n\r\n# F: \u9891\u7387\u8d8a\u9ad8\u8d8a\u597d\r\nf_median = rfm_analysis&#91;'Frequency'].median()\r\nrfm_analysis&#91;'F_score'] = rfm_analysis&#91;'Frequency'].apply(lambda x: 4 if x > f_median*1.5 \r\n                                                          else (3 if x > f_median \r\n                                                                else (2 if x > f_median\/2 else 1)))\r\n\r\n# M: \u91d1\u989d\u8d8a\u9ad8\u8d8a\u597d\r\nm_median = rfm_analysis&#91;'Monetary'].median()\r\nrfm_analysis&#91;'M_score'] = rfm_analysis&#91;'Monetary'].apply(lambda x: 4 if x > m_median*1.5 \r\n                                                         else (3 if x > m_median \r\n                                                               else (2 if x > m_median\/2 else 1)))\r\n\r\n# \u5f3a\u5236\u8f6c\u4e3a int\r\nrfm_analysis&#91;'R_score'] = rfm_analysis&#91;'R_score'].astype(int)\r\nrfm_analysis&#91;'F_score'] = rfm_analysis&#91;'F_score'].astype(int)\r\nrfm_analysis&#91;'M_score'] = rfm_analysis&#91;'M_score'].astype(int)\n\n# --- 4. \u7528\u6237\u5206\u7c7b ---\n# \u5b9a\u4e49\u6bd4\u8f83\u57fa\u51c6\uff08\u8fd9\u91cc\u7528\u5e73\u5747\u5206\uff09\nr_avg = rfm_analysis&#91;'R_score'].astype(float).mean()\nf_avg = rfm_analysis&#91;'F_score'].astype(float).mean()\nm_avg = rfm_analysis&#91;'M_score'].astype(float).mean()\n\ndef classify_user(row):\n    if row&#91;'R_score'] > r_avg and row&#91;'F_score'] > f_avg and row&#91;'M_score'] > m_avg:\n        return '\u91cd\u8981\u4ef7\u503c\u7528\u6237'\n    if row&#91;'R_score'] > r_avg and row&#91;'F_score'] &lt; f_avg and row&#91;'M_score'] > m_avg:\n        return '\u91cd\u8981\u53d1\u5c55\u7528\u6237'\n    if row&#91;'R_score'] &lt; r_avg and row&#91;'F_score'] > f_avg and row&#91;'M_score'] > m_avg:\n        return '\u91cd\u8981\u4fdd\u6301\u7528\u6237'\n    if row&#91;'R_score'] &lt; r_avg and row&#91;'F_score'] &lt; f_avg and row&#91;'M_score'] > m_avg:\n        return '\u91cd\u8981\u633d\u7559\u7528\u6237'\n    if row&#91;'R_score'] > r_avg and row&#91;'F_score'] > f_avg and row&#91;'M_score'] &lt; m_avg:\n        return '\u4e00\u822c\u4ef7\u503c\u7528\u6237'\n    if row&#91;'R_score'] &lt; r_avg:\n        return '\u6d41\u5931\/\u4f4e\u4ef7\u503c\u7528\u6237'\n    return '\u4e00\u822c\u7528\u6237'\n\nrfm_analysis&#91;'User_Class'] = rfm_analysis.apply(classify_user, axis=1)\n\nprint(\"\\n--- RFM\u7528\u6237\u5206\u5c42\u7ed3\u679c ---\")\nprint(rfm_analysis&#91;&#91;'user_id', 'Recency', 'Frequency', 'Monetary', 'User_Class']].sort_values(by='Monetary', ascending=False))\n\n# --- 5. \u4e1a\u52a1\u7ed3\u8bba ---\nprint(\"\\n--- \u5206\u6790\u7ed3\u8bba\u4e0e\u7b56\u7565\u5efa\u8bae ---\")\nprint(\"1. **\u91cd\u8981\u4ef7\u503c\u7528\u6237 (user_id: 1, 2)**: \u4ed6\u4eec\u662f\u6211\u4eec\u7684\u6838\u5fc3\u7528\u6237\uff0c\u6d88\u8d39\u8fd1\u671f\u3001\u9891\u7387\u9ad8\u3001\u91d1\u989d\u5927\u3002\u7b56\u7565\uff1a\u63d0\u4f9bVIP\u5ba2\u670d\u3001\u65b0\u54c1\u4f18\u5148\u4f53\u9a8c\u3001\u751f\u65e5\u793c\u5305\u7b49\uff0c\u7ef4\u6301\u9ad8\u5fe0\u8bda\u5ea6\u3002\")\nprint(\"2. **\u91cd\u8981\u4fdd\u6301\u7528\u6237 (user_id: 4)**: \u6d88\u8d39\u9891\u7387\u548c\u91d1\u989d\u9ad8\uff0c\u4f46\u6700\u8fd1\u6ca1\u6765\u3002\u7b56\u7565\uff1a\u4e3b\u52a8\u5173\u6000\uff0c\u901a\u8fc7Push\/\u77ed\u4fe1\u63d0\u9192\u4ed6\u4eec\u201c\u6211\u4eec\u60f3\u4f60\u4e86\u201d\uff0c\u5e76\u9644\u4e0a\u4e13\u5c5e\u4f18\u60e0\u5238\uff0c\u523a\u6fc0\u5176\u56de\u5f52\u3002\")\nprint(\"3. **\u91cd\u8981\u53d1\u5c55\u7528\u6237 (user_id: 7)**: \u6700\u8fd1\u6765\u4e86\uff0c\u91d1\u989d\u4e5f\u9ad8\uff0c\u4f46\u9891\u6b21\u4e0d\u591f\u3002\u7b56\u7565\uff1a\u901a\u8fc7\u4fc3\u9500\u6d3b\u52a8\u3001\u79ef\u5206\u5151\u6362\u7b49\u65b9\u5f0f\uff0c\u9f13\u52b1\u4ed6\u4eec\u66f4\u9891\u7e41\u5730\u6d88\u8d39\u3002\")\nprint(\"4. **\u6d41\u5931\/\u4f4e\u4ef7\u503c\u7528\u6237 (user_id: 6)**: \u5f88\u4e45\u6ca1\u6765\uff0c\u6d88\u8d39\u91d1\u989d\u4e5f\u9ad8\u3002\u8fd9\u662f\u6700\u9700\u8981\u7d27\u6025\u633d\u7559\u7684\u7fa4\u4f53\uff01\u7b56\u7565\uff1a\u8fdb\u884c\u7535\u8bdd\u56de\u8bbf\uff0c\u4e86\u89e3\u6d41\u5931\u539f\u56e0\uff0c\u5e76\u63d0\u4f9b\u5927\u989d\u56de\u5f52\u793c\u5305\u3002\")<\/code><\/pre>\n\n\n\n<p><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" loading=\"lazy\" width=\"1024\" height=\"466\" src=\"http:\/\/viplao.com\/wp-content\/uploads\/2025\/10\/image-5-1024x466.png\" alt=\"\" class=\"wp-image-4054\" srcset=\"http:\/\/viplao.com\/wp-content\/uploads\/2025\/10\/image-5-1024x466.png 1024w, http:\/\/viplao.com\/wp-content\/uploads\/2025\/10\/image-5-300x136.png 300w, http:\/\/viplao.com\/wp-content\/uploads\/2025\/10\/image-5-768x349.png 768w, http:\/\/viplao.com\/wp-content\/uploads\/2025\/10\/image-5-1536x699.png 1536w, http:\/\/viplao.com\/wp-content\/uploads\/2025\/10\/image-5-660x300.png 660w, http:\/\/viplao.com\/wp-content\/uploads\/2025\/10\/image-5.png 1596w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n","protected":false},"excerpt":{"rendered":"<p>\u57f9\u8bad\u5185\u5bb9 \u5b9e\u8df5\u6848\u4f8b\uff1a\u4f7f\u7528RFM\u6a21\u578b\u5bf9\u7528\u6237\u8fdb\u884c\u4ef7\u503c\u5206\u5c42 python\u590d\u5236<\/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":588,"_links":{"self":[{"href":"http:\/\/viplao.com\/index.php\/wp-json\/wp\/v2\/posts\/4053"}],"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=4053"}],"version-history":[{"count":1,"href":"http:\/\/viplao.com\/index.php\/wp-json\/wp\/v2\/posts\/4053\/revisions"}],"predecessor-version":[{"id":4055,"href":"http:\/\/viplao.com\/index.php\/wp-json\/wp\/v2\/posts\/4053\/revisions\/4055"}],"wp:attachment":[{"href":"http:\/\/viplao.com\/index.php\/wp-json\/wp\/v2\/media?parent=4053"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/viplao.com\/index.php\/wp-json\/wp\/v2\/categories?post=4053"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/viplao.com\/index.php\/wp-json\/wp\/v2\/tags?post=4053"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}