{"id":259947,"date":"2024-05-15T13:20:37","date_gmt":"2024-05-15T05:20:37","guid":{"rendered":"https:\/\/docs.pingcode.com\/ask\/ask-ask\/259947.html"},"modified":"2024-05-15T13:20:47","modified_gmt":"2024-05-15T05:20:47","slug":"python%e5%a6%82%e4%bd%95%e6%95%b2%e4%bb%a3%e7%a0%81%e5%b0%86csv%e6%96%87%e4%bb%b6%e7%9a%84%e6%95%b0%e6%8d%ae%e7%94%b1%e8%a1%8c%e8%bd%ac%e4%b8%ba%e5%88%97","status":"publish","type":"post","link":"https:\/\/docs.pingcode.com\/ask\/259947.html","title":{"rendered":"Python\u5982\u4f55\u6572\u4ee3\u7801\u5c06csv\u6587\u4ef6\u7684\u6570\u636e\u7531\u884c\u8f6c\u4e3a\u5217"},"content":{"rendered":"<p style=\"text-align:center\"><img decoding=\"async\" src=\"https:\/\/cdn-kb.worktile.com\/kb\/wp-content\/uploads\/2024\/04\/27111550\/be24dfc1-73ce-45a3-bed8-14225c9fb987.webp\" alt=\"Python\u5982\u4f55\u6572\u4ee3\u7801\u5c06csv\u6587\u4ef6\u7684\u6570\u636e\u7531\u884c\u8f6c\u4e3a\u5217\" \/><\/p>\n<p><p>\u4f7f\u7528Python\u8fdb\u884c\u6570\u636e\u5904\u7406\u65f6\uff0c\u5c06CSV\u6587\u4ef6\u6570\u636e\u4ece\u884c\u8f6c\u6362\u4e3a\u5217\u662f\u4e00\u4e2a\u5e38\u89c1\u7684\u64cd\u4f5c\u3002\u8fd9\u53ef\u4ee5\u901a\u8fc7\u51e0\u4e2a\u4e0d\u540c\u7684\u65b9\u6cd5\u6765\u5b9e\u73b0\uff0c\u5305\u62ec\u4f7f\u7528<strong>pandas\u5e93\u3001\u5229\u7528csv\u6a21\u5757\uff0c\u4ee5\u53ca\u91c7\u7528numpy\u5e93<\/strong>\u3002<strong>\u5728\u8fd9\u4e9b\u65b9\u6cd5\u4e2d\uff0c\u4f7f\u7528pandas\u5e93\u662f\u6700\u76f4\u89c2\u3001\u6700\u65b9\u4fbf\u7684\u65b9\u5f0f<\/strong>\u3002pandas\u662f\u4e00\u4e2a\u5f00\u6e90\u7684Python\u6570\u636e\u5206\u6790\u5e93\uff0c\u63d0\u4f9b\u4e86\u9ad8\u6027\u80fd\u3001\u6613\u7528\u7684\u6570\u636e\u7ed3\u6784\u548c\u6570\u636e\u5206\u6790\u5de5\u5177\u3002\u901a\u8fc7\u7b80\u5355\u51e0\u884c\u4ee3\u7801\uff0c\u5c31\u53ef\u4ee5\u5b8c\u6210\u590d\u6742\u7684\u6570\u636e\u8f6c\u7f6e\u64cd\u4f5c\u3002<\/p>\n<\/p>\n<p><h3>\u4e00\u3001\u4f7f\u7528PANDAS\u5e93<\/h3>\n<\/p>\n<p><p>Pandas\u5e93\u63d0\u4f9b\u4e86DataFrame\u5bf9\u8c61\uff0c\u5b83\u662f\u4e00\u4e2a\u4e8c\u7ef4\u6807\u7b7e\u6570\u7ec4\u3002DataFrame\u4e2d\u6709\u4e00\u4e2a\u975e\u5e38\u6709\u7528\u7684\u51fd\u6570<code>transpose()<\/code>\uff0c\u53ef\u4ee5\u5feb\u901f\u5c06\u6570\u636e\u884c\u8f6c\u6362\u4e3a\u5217\u3002<\/p>\n<\/p>\n<p><h4>\u521b\u5efaDataFrame<\/h4>\n<\/p>\n<p><p>\u9996\u5148\uff0c\u4f60\u9700\u8981\u4eceCSV\u6587\u4ef6\u8bfb\u53d6\u6570\u636e\u5e76\u521b\u5efa\u4e00\u4e2aDataFrame\u3002\u5047\u8bbe\u4f60\u7684CSV\u6587\u4ef6\u540d\u4e3a<code>data.csv<\/code>\u3002<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">import pandas as pd<\/p>\n<h2><strong>\u8bfb\u53d6CSV\u6587\u4ef6<\/strong><\/h2>\n<p>df = pd.read_csv(&#039;data.csv&#039;)<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><h4>\u8f6c\u6362\u884c\u548c\u5217<\/h4>\n<\/p>\n<p><p>\u63a5\u4e0b\u6765\uff0c\u4f7f\u7528<code>transpose()<\/code>\u51fd\u6570\u5c06DataFrame\u7684\u884c\u5217\u4ea4\u6362\u3002<\/p>\n<\/p>\n<p><pre><code class=\"language-python\"># \u4f7f\u7528transpose\u51fd\u6570\u8f6c\u7f6eDataFrame<\/p>\n<p>df_transposed = df.transpose()<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><p>\u8fd9\u4e2a\u64cd\u4f5c\u4f1a\u8fd4\u56de\u4e00\u4e2a\u65b0\u7684DataFrame\uff0c\u5176\u4e2d\u539f\u6765\u7684\u884c\u73b0\u5728\u53d8\u6210\u4e86\u5217\uff0c\u539f\u6765\u7684\u5217\u73b0\u5728\u53d8\u6210\u4e86\u884c\u3002<\/p>\n<\/p>\n<p><h3>\u4e8c\u3001\u5229\u7528CSV\u6a21\u5757<\/h3>\n<\/p>\n<p><p>Python\u81ea\u5e26\u7684csv\u6a21\u5757\u4e5f\u53ef\u4ee5\u5b9e\u73b0\u8fd9\u4e00\u8f6c\u6362\uff0c\u5c3d\u7ba1\u8fc7\u7a0b\u53ef\u80fd\u4e0d\u5982\u4f7f\u7528pandas\u90a3\u4e48\u7b80\u6d01\u3002<\/p>\n<\/p>\n<p><h4>\u8bfb\u53d6CSV\u6587\u4ef6<\/h4>\n<\/p>\n<p><p>\u9996\u5148\uff0c\u4f7f\u7528<code>csv<\/code>\u6a21\u5757\u8bfb\u53d6CSV\u6587\u4ef6\u7684\u5185\u5bb9\u3002<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">import csv<\/p>\n<p>with open(&#039;data.csv&#039;, &#039;r&#039;) as file:<\/p>\n<p>    reader = csv.reader(file)<\/p>\n<p>    data = list(reader)<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><h4>\u8f6c\u6362\u6570\u636e<\/h4>\n<\/p>\n<p><p>\u7136\u540e\uff0c\u53ef\u4ee5\u4f7f\u7528\u5185\u7f6e\u7684<code>zip<\/code>\u51fd\u6570\u5c06\u6570\u636e\u4ece\u884c\u8f6c\u6362\u4e3a\u5217\u3002<\/p>\n<\/p>\n<p><pre><code class=\"language-python\"># \u4f7f\u7528zip\u51fd\u6570\u8f6c\u7f6e\u6570\u636e<\/p>\n<p>transposed_data = list(zip(*data))<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><h3>\u4e09\u3001\u91c7\u7528NUMPY\u5e93<\/h3>\n<\/p>\n<p><p>Numpy\u5e93\u662fPython\u7684\u4e00\u4e2a\u79d1\u5b66\u8ba1\u7b97\u5e93\uff0c\u63d0\u4f9b\u4e86\u591a\u7ef4\u6570\u7ec4\u5bf9\u8c61\u3001\u5404\u79cd\u6d3e\u751f\u5bf9\u8c61\uff08\u5982\u63a9\u7801\u6570\u7ec4\u548c\u77e9\u9635\uff09\u4ee5\u53ca\u5404\u79cd\u64cd\u4f5c\u8fd9\u4e9b\u6570\u7ec4\u7684\u65b9\u6cd5\u3002<\/p>\n<\/p>\n<p><h4>\u521b\u5efaNumpy\u6570\u7ec4<\/h4>\n<\/p>\n<p><p>\u9996\u5148\uff0c\u5c06CSV\u6587\u4ef6\u6570\u636e\u8bfb\u5165\u4e3aNumpy\u6570\u7ec4\u3002<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">import numpy as np<\/p>\n<p>data = np.loadtxt(&#039;data.csv&#039;, delimiter=&#039;,&#039;)<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><h4>\u4f7f\u7528\u8f6c\u7f6e\u529f\u80fd<\/h4>\n<\/p>\n<p><p>\u7136\u540e\uff0c\u5229\u7528Numpy\u6570\u7ec4\u7684<code>transpose()<\/code>\u65b9\u6cd5\u6216<code>.T<\/code>\u5c5e\u6027\u6765\u8f6c\u7f6e\u6570\u7ec4\u3002<\/p>\n<\/p>\n<p><pre><code class=\"language-python\"># \u4f7f\u7528transpose\u65b9\u6cd5<\/p>\n<p>transposed_data = data.transpose()<\/p>\n<h2><strong>\u6216\u8005\u4f7f\u7528.T\u5c5e\u6027<\/strong><\/h2>\n<p>transposed_data = data.T<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><p>\u5728\u4ee5\u4e0a\u4e09\u79cd\u65b9\u6cd5\u4e2d\uff0c<strong>\u4f7f\u7528pandas\u5e93\u662f\u6700\u63a8\u8350\u7684\u65b9\u6cd5<\/strong>\uff0c\u56e0\u4e3a\u5b83\u4e0d\u4ec5\u4f7f\u4ee3\u7801\u66f4\u7b80\u6d01\uff0c\u800c\u4e14pandas\u5e93\u672c\u8eab\u63d0\u4f9b\u7684\u529f\u80fd\u975e\u5e38\u4e30\u5bcc\uff0c\u975e\u5e38\u9002\u5408\u8fdb\u884c\u6570\u636e\u5206\u6790\u3002<\/p>\n<\/p>\n<p><p>\u8f6c\u6362CSV\u6587\u4ef6\u6570\u636e\u884c\u548c\u5217\u7684\u9700\u6c42\u5728\u6570\u636e\u9884\u5904\u7406\u3001\u6570\u636e\u5206\u6790\u7b49\u9886\u57df\u975e\u5e38\u5e38\u89c1\u3002\u7406\u89e3\u5e76\u638c\u63e1\u4ee5\u4e0a\u63d0\u5230\u7684\u65b9\u6cd5\uff0c\u53ef\u4ee5\u5927\u5927\u63d0\u5347\u5904\u7406\u6570\u636e\u7684\u6548\u7387\u548c\u7075\u6d3b\u6027\u3002\u6bcf\u79cd\u65b9\u6cd5\u90fd\u6709\u5b83\u7684\u9002\u7528\u573a\u666f\uff0c\u56e0\u6b64\uff0c\u5728\u5b9e\u9645\u5de5\u4f5c\u4e2d\u5e94\u6839\u636e\u5177\u4f53\u9700\u6c42\u9009\u62e9\u6700\u5408\u9002\u7684\u65b9\u5f0f\u3002<\/p>\n<\/p>\n<h2><strong>\u76f8\u5173\u95ee\u7b54FAQs\uff1a<\/strong><\/h2>\n<p><strong>1. \u5982\u4f55\u4f7f\u7528Python\u5c06CSV\u6587\u4ef6\u7684\u6570\u636e\u7531\u884c\u8f6c\u4e3a\u5217\uff1f<\/strong><\/p>\n<p>\u53ef\u4ee5\u4f7f\u7528Python\u4e2d\u7684pandas\u5e93\u6765\u5b9e\u73b0\u5c06CSV\u6587\u4ef6\u7684\u6570\u636e\u7531\u884c\u8f6c\u4e3a\u5217\u3002\u9996\u5148\uff0c\u4f60\u9700\u8981\u5bfc\u5165pandas\u5e93\uff0c\u7136\u540e\u4f7f\u7528pandas\u7684read_csv\u51fd\u6570\u8bfb\u53d6CSV\u6587\u4ef6\uff0c\u5e76\u5c06\u5176\u4fdd\u5b58\u4e3a\u4e00\u4e2aDataFrame\u5bf9\u8c61\u3002\u63a5\u4e0b\u6765\uff0c\u4f60\u53ef\u4ee5\u4f7f\u7528pandas\u7684transpose\u51fd\u6570\u6765\u8f6c\u7f6eDataFrame\uff0c\u5c06\u884c\u8f6c\u4e3a\u5217\u3002\u6700\u540e\uff0c\u4f60\u53ef\u4ee5\u4f7f\u7528to_csv\u51fd\u6570\u5c06\u8f6c\u7f6e\u540e\u7684\u6570\u636e\u4fdd\u5b58\u56deCSV\u6587\u4ef6\u3002<\/p>\n<p>\u4e0b\u9762\u662f\u4e00\u4e2a\u793a\u4f8b\u4ee3\u7801\uff1a<\/p>\n<pre><code class=\"language-python\">import pandas as pd\n\n# \u8bfb\u53d6CSV\u6587\u4ef6\ndf = pd.read_csv(&#039;input.csv&#039;)\n\n# \u8f6c\u7f6eDataFrame\ndf_transposed = df.transpose()\n\n# \u4fdd\u5b58\u8f6c\u7f6e\u540e\u7684\u6570\u636e\u5230CSV\u6587\u4ef6\ndf_transposed.to_csv(&#039;output.csv&#039;, index=False)\n<\/code><\/pre>\n<p><strong>2. \u5982\u4f55\u4f7f\u7528Python\u5904\u7406CSV\u6587\u4ef6\uff0c\u5c06\u884c\u6570\u636e\u8f6c\u4e3a\u5217\u6570\u636e\u5e76\u8fdb\u884c\u91cd\u5851\uff1f<\/strong><\/p>\n<p>\u5982\u679c\u4f60\u5e0c\u671b\u4e0d\u4ec5\u5c06\u884c\u6570\u636e\u8f6c\u4e3a\u5217\u6570\u636e\uff0c\u8fd8\u53ef\u4ee5\u5bf9\u8f6c\u7f6e\u540e\u7684\u6570\u636e\u8fdb\u884c\u91cd\u5851\uff0c\u5e76\u6839\u636e\u67d0\u4e9b\u6761\u4ef6\u8fdb\u884c\u7b5b\u9009\u3001\u8fc7\u6ee4\u6216\u6392\u5e8f\uff0c\u4f60\u53ef\u4ee5\u4f7f\u7528Python\u4e2d\u7684pandas\u5e93\u6765\u5b9e\u73b0\u3002<\/p>\n<p>\u9996\u5148\uff0c\u4f7f\u7528pandas\u7684read_csv\u51fd\u6570\u8bfb\u53d6CSV\u6587\u4ef6\uff0c\u5e76\u5c06\u5176\u4fdd\u5b58\u4e3a\u4e00\u4e2aDataFrame\u5bf9\u8c61\u3002\u7136\u540e\uff0c\u53ef\u4ee5\u4f7f\u7528pandas\u7684pivot_table\u51fd\u6570\u6765\u8fdb\u884c\u91cd\u5851\u64cd\u4f5c\u3002\u4f60\u9700\u8981\u6307\u5b9a\u8981\u91cd\u5851\u7684\u884c\u5217\u7d22\u5f15\uff0c\u4ee5\u53ca\u8981\u8fdb\u884c\u8ba1\u7b97\u7684\u6570\u503c\u5217\u3002\u4f8b\u5982\uff0c\u4f60\u53ef\u4ee5\u901a\u8fc7\u7ed9pivot_table\u51fd\u6570\u7684\u53c2\u6570index\u3001columns\u548cvalues\u4f20\u9012\u76f8\u5e94\u7684\u5217\u540d\u6765\u6307\u5b9a\u8981\u91cd\u5851\u7684\u884c\u5217\u7d22\u5f15\u548c\u6570\u503c\u5217\u3002<\/p>\n<p>\u6700\u540e\uff0c\u4f60\u53ef\u4ee5\u6839\u636e\u9700\u8981\u5bf9\u91cd\u5851\u540e\u7684\u6570\u636e\u8fdb\u884c\u7b5b\u9009\u3001\u8fc7\u6ee4\u6216\u6392\u5e8f\uff0c\u7136\u540e\u4f7f\u7528to_csv\u51fd\u6570\u5c06\u6570\u636e\u4fdd\u5b58\u56deCSV\u6587\u4ef6\u3002<\/p>\n<p>\u4e0b\u9762\u662f\u4e00\u4e2a\u793a\u4f8b\u4ee3\u7801\uff1a<\/p>\n<pre><code class=\"language-python\">import pandas as pd\n\n# \u8bfb\u53d6CSV\u6587\u4ef6\ndf = pd.read_csv(&#039;input.csv&#039;)\n\n# \u4f7f\u7528pivot_table\u51fd\u6570\u8fdb\u884c\u91cd\u5851\ndf_pivoted = pd.pivot_table(df, index=&#039;\u884c\u7d22\u5f15\u5217&#039;, columns=&#039;\u5217\u7d22\u5f15\u5217&#039;, values=&#039;\u6570\u503c\u5217&#039;)\n\n# \u5bf9\u91cd\u5851\u540e\u7684\u6570\u636e\u8fdb\u884c\u7b5b\u9009\u3001\u8fc7\u6ee4\u6216\u6392\u5e8f\ndf_filtered = df_pivoted[df_pivoted[&#039;\u67d0\u5217&#039;] &gt; 0]\n\n# \u4fdd\u5b58\u6570\u636e\u5230CSV\u6587\u4ef6\ndf_filtered.to_csv(&#039;output.csv&#039;)\n<\/code><\/pre>\n<p><strong>3. \u6709\u6ca1\u6709\u5176\u4ed6\u65b9\u6cd5\u53ef\u4ee5\u5c06CSV\u6587\u4ef6\u7684\u6570\u636e\u7531\u884c\u8f6c\u4e3a\u5217\uff1f<\/strong><\/p>\n<p>\u9664\u4e86\u4f7f\u7528pandas\u5e93\u4e4b\u5916\uff0c\u8fd8\u6709\u5176\u4ed6\u65b9\u6cd5\u53ef\u4ee5\u5c06CSV\u6587\u4ef6\u7684\u6570\u636e\u7531\u884c\u8f6c\u4e3a\u5217\u3002\u4f8b\u5982\uff0c\u4f60\u53ef\u4ee5\u4f7f\u7528Python\u5185\u7f6e\u7684csv\u6a21\u5757\u6765\u8bfb\u53d6\u548c\u5199\u5165CSV\u6587\u4ef6\uff0c\u5e76\u4f7f\u7528\u5217\u8868\u548c\u5b57\u5178\u7b49\u6570\u636e\u7ed3\u6784\u6765\u8fdb\u884c\u884c\u5217\u8f6c\u7f6e\u548c\u91cd\u5851\u3002<\/p>\n<p>\u9996\u5148\uff0c\u4f60\u9700\u8981\u4f7f\u7528csv\u6a21\u5757\u7684reader\u51fd\u6570\u8bfb\u53d6CSV\u6587\u4ef6\uff0c\u5e76\u5c06\u6bcf\u4e00\u884c\u6570\u636e\u4fdd\u5b58\u4e3a\u4e00\u4e2a\u5217\u8868\u3002\u7136\u540e\uff0c\u4f60\u53ef\u4ee5\u4f7f\u7528Python\u7684zip\u51fd\u6570\u5c06\u5217\u8868\u8f6c\u7f6e\u4e3a\u5217\u3002\u63a5\u4e0b\u6765\uff0c\u4f60\u53ef\u4ee5\u4f7f\u7528Python\u7684\u5b57\u5178\u6570\u636e\u7ed3\u6784\u6765\u8fdb\u884c\u91cd\u5851\u64cd\u4f5c\uff0c\u5c06\u6bcf\u4e00\u5217\u4f5c\u4e3a\u952e\uff0c\u4ee5\u5217\u8868\u5f62\u5f0f\u4fdd\u5b58\u5bf9\u5e94\u7684\u884c\u6570\u636e\u3002<\/p>\n<p>\u6700\u540e\uff0c\u4f60\u53ef\u4ee5\u4f7f\u7528csv\u6a21\u5757\u7684writer\u51fd\u6570\u5c06\u91cd\u5851\u540e\u7684\u6570\u636e\u5199\u5165\u5230CSV\u6587\u4ef6\u4e2d\u3002<\/p>\n<p>\u4e0b\u9762\u662f\u4e00\u4e2a\u793a\u4f8b\u4ee3\u7801\uff1a<\/p>\n<pre><code class=\"language-python\">import csv\n\n# \u8bfb\u53d6CSV\u6587\u4ef6\nwith open(&#039;input.csv&#039;, &#039;r&#039;) as csvfile:\n    reader = csv.reader(csvfile)\n    data = list(reader)\n\n# \u8f6c\u7f6e\u6570\u636e\ntransposed_data = list(zip(*data))\n\n# \u91cd\u5851\u6570\u636e\nreshaped_data = {}\nfor index, column in enumerate(transposed_data):\n    reshaped_data[f&#039;\u5217{index + 1}&#039;] = column\n\n# \u5c06\u91cd\u5851\u540e\u7684\u6570\u636e\u5199\u5165CSV\u6587\u4ef6\nwith open(&#039;output.csv&#039;, &#039;w&#039;, newline=&#039;&#039;) as csvfile:\n    writer = csv.writer(csvfile)\n    writer.writerow(reshaped_data.keys())\n    writer.writerows(zip(*reshaped_data.values()))\n<\/code><\/pre>\n<p>\u4ee5\u4e0a\u662f\u51e0\u79cd\u5c06CSV\u6587\u4ef6\u7684\u6570\u636e\u7531\u884c\u8f6c\u4e3a\u5217\u7684\u65b9\u6cd5\uff0c\u4f60\u53ef\u4ee5\u6839\u636e\u5177\u4f53\u9700\u6c42\u9009\u62e9\u9002\u5408\u4f60\u7684\u65b9\u6cd5\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"\u4f7f\u7528Python\u8fdb\u884c\u6570\u636e\u5904\u7406\u65f6\uff0c\u5c06CSV\u6587\u4ef6\u6570\u636e\u4ece\u884c\u8f6c\u6362\u4e3a\u5217\u662f\u4e00\u4e2a\u5e38\u89c1\u7684\u64cd\u4f5c\u3002\u8fd9\u53ef\u4ee5\u901a\u8fc7\u51e0\u4e2a\u4e0d\u540c\u7684\u65b9\u6cd5\u6765\u5b9e\u73b0\uff0c [&hellip;]","protected":false},"author":3,"featured_media":259959,"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\/259947"}],"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=259947"}],"version-history":[{"count":0,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/posts\/259947\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/media\/259959"}],"wp:attachment":[{"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/media?parent=259947"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/categories?post=259947"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/tags?post=259947"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}