{"id":1031595,"date":"2024-12-31T11:26:46","date_gmt":"2024-12-31T03:26:46","guid":{"rendered":"https:\/\/docs.pingcode.com\/ask\/ask-ask\/1031595.html"},"modified":"2024-12-31T11:26:48","modified_gmt":"2024-12-31T03:26:48","slug":"%e5%a6%82%e4%bd%95%e7%94%a8python%e5%8e%bb%e6%8e%89%e5%b8%a6%e8%b4%9f%e5%80%bc%e7%9a%84%e8%a1%8c","status":"publish","type":"post","link":"https:\/\/docs.pingcode.com\/ask\/1031595.html","title":{"rendered":"\u5982\u4f55\u7528python\u53bb\u6389\u5e26\u8d1f\u503c\u7684\u884c"},"content":{"rendered":"<p style=\"text-align:center;\" ><img decoding=\"async\" src=\"https:\/\/cdn-docs.pingcode.com\/wp-content\/uploads\/2024\/12\/d3710347-ce45-4ee2-9025-81e1b68e8a7a.webp?x-oss-process=image\/auto-orient,1\/format,webp\" alt=\"\u5982\u4f55\u7528python\u53bb\u6389\u5e26\u8d1f\u503c\u7684\u884c\" \/><\/p>\n<p><p> <strong>\u7528Python\u53bb\u6389\u5e26\u8d1f\u503c\u7684\u884c\u7684\u65b9\u6cd5<\/strong>\u6709\u591a\u79cd\uff0c\u5e38\u7528\u7684\u65b9\u6cd5\u6709\uff1a\u4f7f\u7528pandas\u5e93\u5904\u7406\u6570\u636e\u3001\u4f7f\u7528numpy\u5e93\u5904\u7406\u6570\u7ec4\u3001\u624b\u52a8\u904d\u5386\u5217\u8868\u5e76\u5220\u9664\u8d1f\u503c\u884c\u3002<strong>\u6700\u63a8\u8350\u7684\u65b9\u6cd5\u662f\u4f7f\u7528pandas\u5e93\u5904\u7406\u6570\u636e\uff0c\u56e0\u4e3apandas\u5e93\u529f\u80fd\u5f3a\u5927\u4e14\u6613\u4e8e\u4f7f\u7528<\/strong>\uff0c\u53ef\u4ee5\u66f4\u65b9\u4fbf\u5730\u5bf9\u6570\u636e\u8fdb\u884c\u6e05\u6d17\u548c\u5904\u7406\u3002\u4e0b\u9762\u5c06\u8be6\u7ec6\u4ecb\u7ecd\u5982\u4f55\u4f7f\u7528pandas\u5e93\u53bb\u6389\u5e26\u8d1f\u503c\u7684\u884c\u3002<\/p>\n<\/p>\n<p><p>\u4e00\u3001\u4f7f\u7528Pandas\u5e93\u53bb\u6389\u5e26\u8d1f\u503c\u7684\u884c<\/p>\n<\/p>\n<p><p>pandas\u662f\u4e00\u4e2a\u5f3a\u5927\u7684\u6570\u636e\u5904\u7406\u548c\u5206\u6790\u5e93\uff0c\u7279\u522b\u9002\u5408\u5904\u7406\u8868\u683c\u6570\u636e\u3002\u4f7f\u7528pandas\u53ef\u4ee5\u975e\u5e38\u65b9\u4fbf\u5730\u8bfb\u53d6\u3001\u5904\u7406\u548c\u6e05\u6d17\u6570\u636e\u3002\u4ee5\u4e0b\u662f\u4f7f\u7528pandas\u53bb\u6389\u5e26\u8d1f\u503c\u884c\u7684\u5177\u4f53\u6b65\u9aa4\uff1a<\/p>\n<\/p>\n<ol>\n<li>\u5b89\u88c5pandas\u5e93<\/li>\n<\/ol>\n<p><p>\u5982\u679c\u4f60\u8fd8\u6ca1\u6709\u5b89\u88c5pandas\u5e93\uff0c\u53ef\u4ee5\u4f7f\u7528\u4ee5\u4e0b\u547d\u4ee4\u8fdb\u884c\u5b89\u88c5\uff1a<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">pip install pandas<\/p>\n<p><\/code><\/pre>\n<\/p>\n<ol start=\"2\">\n<li>\u5bfc\u5165pandas\u5e93\u5e76\u8bfb\u53d6\u6570\u636e<\/li>\n<\/ol>\n<p><p>\u9996\u5148\uff0c\u9700\u8981\u5bfc\u5165pandas\u5e93\u5e76\u8bfb\u53d6\u6570\u636e\u3002\u5047\u8bbe\u6570\u636e\u5b58\u50a8\u5728\u4e00\u4e2aCSV\u6587\u4ef6\u4e2d\uff0c\u53ef\u4ee5\u4f7f\u7528\u4ee5\u4e0b\u4ee3\u7801\u8bfb\u53d6\u6570\u636e\uff1a<\/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(&#39;data.csv&#39;)<\/p>\n<p><\/code><\/pre>\n<\/p>\n<ol start=\"3\">\n<li>\u53bb\u6389\u5e26\u8d1f\u503c\u7684\u884c<\/li>\n<\/ol>\n<p><p>\u53ef\u4ee5\u4f7f\u7528pandas\u7684<code>DataFrame<\/code>\u65b9\u6cd5\u53bb\u6389\u5e26\u8d1f\u503c\u7684\u884c\u3002\u5047\u8bbe\u6211\u4eec\u8981\u5220\u9664\u6240\u6709\u5217\u4e2d\u5305\u542b\u8d1f\u503c\u7684\u884c\uff0c\u53ef\u4ee5\u4f7f\u7528\u4ee5\u4e0b\u4ee3\u7801\uff1a<\/p>\n<\/p>\n<p><pre><code class=\"language-python\"># \u53bb\u6389\u5e26\u8d1f\u503c\u7684\u884c<\/p>\n<p>df = df[(df &gt;= 0).all(axis=1)]<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><p>\u5982\u679c\u53ea\u60f3\u53bb\u6389\u7279\u5b9a\u5217\u4e2d\u5305\u542b\u8d1f\u503c\u7684\u884c\uff0c\u53ef\u4ee5\u4f7f\u7528\u4ee5\u4e0b\u4ee3\u7801\uff1a<\/p>\n<\/p>\n<p><pre><code class=\"language-python\"># \u5047\u8bbe\u6211\u4eec\u53ea\u60f3\u53bb\u6389&#39;column_name&#39;\u5217\u4e2d\u5305\u542b\u8d1f\u503c\u7684\u884c<\/p>\n<p>df = df[df[&#39;column_name&#39;] &gt;= 0]<\/p>\n<p><\/code><\/pre>\n<\/p>\n<ol start=\"4\">\n<li>\u4fdd\u5b58\u5904\u7406\u540e\u7684\u6570\u636e<\/li>\n<\/ol>\n<p><p>\u6700\u540e\uff0c\u53ef\u4ee5\u5c06\u5904\u7406\u540e\u7684\u6570\u636e\u4fdd\u5b58\u5230\u65b0\u7684CSV\u6587\u4ef6\u4e2d\uff1a<\/p>\n<\/p>\n<p><pre><code class=\"language-python\"># \u4fdd\u5b58\u5904\u7406\u540e\u7684\u6570\u636e<\/p>\n<p>df.to_csv(&#39;cleaned_data.csv&#39;, index=False)<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><p>\u4e8c\u3001\u4f7f\u7528Numpy\u5e93\u53bb\u6389\u5e26\u8d1f\u503c\u7684\u884c<\/p>\n<\/p>\n<p><p>numpy\u662f\u4e00\u4e2a\u7528\u4e8e\u79d1\u5b66\u8ba1\u7b97\u7684\u5e93\uff0c\u7279\u522b\u9002\u5408\u5904\u7406\u5927\u89c4\u6a21\u6570\u7ec4\u548c\u77e9\u9635\u3002\u4f7f\u7528numpy\u53ef\u4ee5\u65b9\u4fbf\u5730\u8fdb\u884c\u6570\u7ec4\u64cd\u4f5c\u3002\u4ee5\u4e0b\u662f\u4f7f\u7528numpy\u53bb\u6389\u5e26\u8d1f\u503c\u884c\u7684\u5177\u4f53\u6b65\u9aa4\uff1a<\/p>\n<\/p>\n<ol>\n<li>\u5b89\u88c5numpy\u5e93<\/li>\n<\/ol>\n<p><p>\u5982\u679c\u4f60\u8fd8\u6ca1\u6709\u5b89\u88c5numpy\u5e93\uff0c\u53ef\u4ee5\u4f7f\u7528\u4ee5\u4e0b\u547d\u4ee4\u8fdb\u884c\u5b89\u88c5\uff1a<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">pip install numpy<\/p>\n<p><\/code><\/pre>\n<\/p>\n<ol start=\"2\">\n<li>\u5bfc\u5165numpy\u5e93\u5e76\u8bfb\u53d6\u6570\u636e<\/li>\n<\/ol>\n<p><p>\u9996\u5148\uff0c\u9700\u8981\u5bfc\u5165numpy\u5e93\u5e76\u8bfb\u53d6\u6570\u636e\u3002\u5047\u8bbe\u6570\u636e\u5b58\u50a8\u5728\u4e00\u4e2aCSV\u6587\u4ef6\u4e2d\uff0c\u53ef\u4ee5\u4f7f\u7528\u4ee5\u4e0b\u4ee3\u7801\u8bfb\u53d6\u6570\u636e\uff1a<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">import numpy as np<\/p>\n<h2><strong>\u8bfb\u53d6CSV\u6587\u4ef6<\/strong><\/h2>\n<p>data = np.genfromtxt(&#39;data.csv&#39;, delimiter=&#39;,&#39;, skip_header=1)<\/p>\n<p><\/code><\/pre>\n<\/p>\n<ol start=\"3\">\n<li>\u53bb\u6389\u5e26\u8d1f\u503c\u7684\u884c<\/li>\n<\/ol>\n<p><p>\u53ef\u4ee5\u4f7f\u7528numpy\u7684\u5e03\u5c14\u7d22\u5f15\u53bb\u6389\u5e26\u8d1f\u503c\u7684\u884c\u3002\u5047\u8bbe\u6211\u4eec\u8981\u5220\u9664\u6240\u6709\u5217\u4e2d\u5305\u542b\u8d1f\u503c\u7684\u884c\uff0c\u53ef\u4ee5\u4f7f\u7528\u4ee5\u4e0b\u4ee3\u7801\uff1a<\/p>\n<\/p>\n<p><pre><code class=\"language-python\"># \u53bb\u6389\u5e26\u8d1f\u503c\u7684\u884c<\/p>\n<p>data = data[(data &gt;= 0).all(axis=1)]<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><p>\u5982\u679c\u53ea\u60f3\u53bb\u6389\u7279\u5b9a\u5217\u4e2d\u5305\u542b\u8d1f\u503c\u7684\u884c\uff0c\u53ef\u4ee5\u4f7f\u7528\u4ee5\u4e0b\u4ee3\u7801\uff1a<\/p>\n<\/p>\n<p><pre><code class=\"language-python\"># \u5047\u8bbe\u6211\u4eec\u53ea\u60f3\u53bb\u6389\u7b2cn\u5217\u4e2d\u5305\u542b\u8d1f\u503c\u7684\u884c<\/p>\n<p>n = 1  # \u7b2cn\u5217\uff0c\u4ece0\u5f00\u59cb\u8ba1\u6570<\/p>\n<p>data = data[data[:, n] &gt;= 0]<\/p>\n<p><\/code><\/pre>\n<\/p>\n<ol start=\"4\">\n<li>\u4fdd\u5b58\u5904\u7406\u540e\u7684\u6570\u636e<\/li>\n<\/ol>\n<p><p>\u6700\u540e\uff0c\u53ef\u4ee5\u5c06\u5904\u7406\u540e\u7684\u6570\u636e\u4fdd\u5b58\u5230\u65b0\u7684CSV\u6587\u4ef6\u4e2d\uff1a<\/p>\n<\/p>\n<p><pre><code class=\"language-python\"># \u4fdd\u5b58\u5904\u7406\u540e\u7684\u6570\u636e<\/p>\n<p>np.savetxt(&#39;cleaned_data.csv&#39;, data, delimiter=&#39;,&#39;)<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><p>\u4e09\u3001\u624b\u52a8\u904d\u5386\u5217\u8868\u5e76\u5220\u9664\u8d1f\u503c\u884c<\/p>\n<\/p>\n<p><p>\u5982\u679c\u6570\u636e\u91cf\u4e0d\u5927\uff0c\u4e5f\u53ef\u4ee5\u624b\u52a8\u904d\u5386\u5217\u8868\u5e76\u5220\u9664\u8d1f\u503c\u884c\u3002\u4ee5\u4e0b\u662f\u624b\u52a8\u904d\u5386\u5217\u8868\u5e76\u5220\u9664\u8d1f\u503c\u884c\u7684\u5177\u4f53\u6b65\u9aa4\uff1a<\/p>\n<\/p>\n<ol>\n<li>\u8bfb\u53d6\u6570\u636e<\/li>\n<\/ol>\n<p><p>\u9996\u5148\uff0c\u9700\u8981\u8bfb\u53d6\u6570\u636e\u3002\u5047\u8bbe\u6570\u636e\u5b58\u50a8\u5728\u4e00\u4e2aCSV\u6587\u4ef6\u4e2d\uff0c\u53ef\u4ee5\u4f7f\u7528\u4ee5\u4e0b\u4ee3\u7801\u8bfb\u53d6\u6570\u636e\uff1a<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">import csv<\/p>\n<h2><strong>\u8bfb\u53d6CSV\u6587\u4ef6<\/strong><\/h2>\n<p>with open(&#39;data.csv&#39;, newline=&#39;&#39;) as csvfile:<\/p>\n<p>    reader = csv.reader(csvfile)<\/p>\n<p>    data = list(reader)<\/p>\n<p><\/code><\/pre>\n<\/p>\n<ol start=\"2\">\n<li>\u53bb\u6389\u5e26\u8d1f\u503c\u7684\u884c<\/li>\n<\/ol>\n<p><p>\u53ef\u4ee5\u624b\u52a8\u904d\u5386\u5217\u8868\u5e76\u5220\u9664\u8d1f\u503c\u884c\u3002\u5047\u8bbe\u6211\u4eec\u8981\u5220\u9664\u6240\u6709\u5217\u4e2d\u5305\u542b\u8d1f\u503c\u7684\u884c\uff0c\u53ef\u4ee5\u4f7f\u7528\u4ee5\u4e0b\u4ee3\u7801\uff1a<\/p>\n<\/p>\n<p><pre><code class=\"language-python\"># \u53bb\u6389\u5e26\u8d1f\u503c\u7684\u884c<\/p>\n<p>cleaned_data = [row for row in data if all(float(value) &gt;= 0 for value in row)]<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><p>\u5982\u679c\u53ea\u60f3\u53bb\u6389\u7279\u5b9a\u5217\u4e2d\u5305\u542b\u8d1f\u503c\u7684\u884c\uff0c\u53ef\u4ee5\u4f7f\u7528\u4ee5\u4e0b\u4ee3\u7801\uff1a<\/p>\n<\/p>\n<p><pre><code class=\"language-python\"># \u5047\u8bbe\u6211\u4eec\u53ea\u60f3\u53bb\u6389\u7279\u5b9a\u5217\u4e2d\u5305\u542b\u8d1f\u503c\u7684\u884c<\/p>\n<p>column_index = 1  # \u7b2cn\u5217\uff0c\u4ece0\u5f00\u59cb\u8ba1\u6570<\/p>\n<p>cleaned_data = [row for row in data if float(row[column_index]) &gt;= 0]<\/p>\n<p><\/code><\/pre>\n<\/p>\n<ol start=\"3\">\n<li>\u4fdd\u5b58\u5904\u7406\u540e\u7684\u6570\u636e<\/li>\n<\/ol>\n<p><p>\u6700\u540e\uff0c\u53ef\u4ee5\u5c06\u5904\u7406\u540e\u7684\u6570\u636e\u4fdd\u5b58\u5230\u65b0\u7684CSV\u6587\u4ef6\u4e2d\uff1a<\/p>\n<\/p>\n<p><pre><code class=\"language-python\"># \u4fdd\u5b58\u5904\u7406\u540e\u7684\u6570\u636e<\/p>\n<p>with open(&#39;cleaned_data.csv&#39;, &#39;w&#39;, newline=&#39;&#39;) as csvfile:<\/p>\n<p>    writer = csv.writer(csvfile)<\/p>\n<p>    writer.writerows(cleaned_data)<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><p>\u603b\u7ed3<\/p>\n<\/p>\n<p><p>\u4f7f\u7528Python\u53bb\u6389\u5e26\u8d1f\u503c\u7684\u884c\u7684\u65b9\u6cd5\u6709\u591a\u79cd\uff0c<strong>\u6700\u63a8\u8350\u7684\u65b9\u6cd5\u662f\u4f7f\u7528pandas\u5e93\u5904\u7406\u6570\u636e<\/strong>\uff0c\u56e0\u4e3apandas\u5e93\u529f\u80fd\u5f3a\u5927\u4e14\u6613\u4e8e\u4f7f\u7528\uff0c\u53ef\u4ee5\u66f4\u65b9\u4fbf\u5730\u5bf9\u6570\u636e\u8fdb\u884c\u6e05\u6d17\u548c\u5904\u7406\u3002<strong>\u4f7f\u7528numpy\u5e93\u5904\u7406\u6570\u7ec4<\/strong>\u4e5f\u662f\u4e00\u4e2a\u4e0d\u9519\u7684\u9009\u62e9\uff0c\u7279\u522b\u9002\u5408\u5904\u7406\u5927\u89c4\u6a21\u6570\u7ec4\u548c\u77e9\u9635\u3002\u5bf9\u4e8e\u6570\u636e\u91cf\u4e0d\u5927\u7684\u60c5\u51b5\uff0c\u53ef\u4ee5\u624b\u52a8\u904d\u5386\u5217\u8868\u5e76\u5220\u9664\u8d1f\u503c\u884c\u3002\u5e0c\u671b\u672c\u6587\u5bf9\u4f60\u6709\u6240\u5e2e\u52a9\u3002<\/p>\n<\/p>\n<h2><strong>\u76f8\u5173\u95ee\u7b54FAQs\uff1a<\/strong><\/h2>\n<p> <strong>\u5982\u4f55\u5224\u65ad\u4e00\u884c\u662f\u5426\u5305\u542b\u8d1f\u503c\uff1f<\/strong><br \/>\u5728Python\u4e2d\uff0c\u53ef\u4ee5\u901a\u8fc7\u4f7f\u7528Pandas\u5e93\u8f7b\u677e\u5224\u65ad\u4e00\u884c\u662f\u5426\u5305\u542b\u8d1f\u503c\u3002\u60a8\u53ef\u4ee5\u4f7f\u7528<code>DataFrame.apply()<\/code>\u65b9\u6cd5\u4e0e\u4e00\u4e2a\u81ea\u5b9a\u4e49\u51fd\u6570\uff0c\u6216\u8005\u76f4\u63a5\u4f7f\u7528\u6761\u4ef6\u8fc7\u6ee4\u3002\u4e3e\u4e2a\u4f8b\u5b50\uff0c\u60a8\u53ef\u4ee5\u7f16\u5199\u4e00\u4e2a\u51fd\u6570\uff0c\u68c0\u67e5\u6bcf\u884c\u662f\u5426\u6709\u8d1f\u503c\uff0c\u5e76\u8fd4\u56de\u5e03\u5c14\u503c\uff0c\u7136\u540e\u6839\u636e\u8fd9\u4e2a\u5e03\u5c14\u503c\u6765\u8fc7\u6ee4DataFrame\u3002<\/p>\n<p><strong>\u4f7f\u7528Pandas\u53bb\u6389\u8d1f\u503c\u884c\u7684\u793a\u4f8b\u4ee3\u7801\u662f\u4ec0\u4e48\uff1f<\/strong><br \/>\u5982\u679c\u60a8\u4f7f\u7528Pandas\u5e93\uff0c\u53ef\u4ee5\u4f7f\u7528\u4ee5\u4e0b\u4ee3\u7801\u793a\u4f8b\u6765\u53bb\u6389\u5305\u542b\u8d1f\u503c\u7684\u884c\uff1a  <\/p>\n<pre><code class=\"language-python\">import pandas as pd\n\n# \u521b\u5efa\u793a\u4f8b\u6570\u636e\ndata = {&#39;A&#39;: [1, -2, 3], &#39;B&#39;: [4, 5, -6]}\ndf = pd.DataFrame(data)\n\n# \u53bb\u6389\u5e26\u8d1f\u503c\u7684\u884c\ndf_cleaned = df[(df &gt;= 0).all(axis=1)]\n<\/code><\/pre>\n<p>\u8fd9\u6bb5\u4ee3\u7801\u4f1a\u751f\u6210\u4e00\u4e2a\u65b0\u7684DataFrame <code>df_cleaned<\/code>\uff0c\u5176\u4e2d\u4e0d\u5305\u542b\u4efb\u4f55\u5e26\u8d1f\u503c\u7684\u884c\u3002<\/p>\n<p><strong>\u5904\u7406\u5927\u6570\u636e\u96c6\u65f6\u53bb\u6389\u8d1f\u503c\u884c\u7684\u6548\u7387\u5982\u4f55\uff1f<\/strong><br \/>\u5728\u5904\u7406\u5927\u578b\u6570\u636e\u96c6\u65f6\uff0c\u53bb\u6389\u8d1f\u503c\u884c\u7684\u6548\u7387\u53ef\u4ee5\u901a\u8fc7\u4f7f\u7528Pandas\u7684\u5411\u91cf\u5316\u64cd\u4f5c\u6765\u663e\u8457\u63d0\u9ad8\u3002Pandas\u5728\u5904\u7406\u6570\u636e\u65f6\u4f18\u5316\u4e86\u6027\u80fd\uff0c\u5c24\u5176\u662f\u5728\u5927\u91cf\u6570\u636e\u7684\u60c5\u51b5\u4e0b\uff0c\u60a8\u53ef\u4ee5\u5229\u7528\u5e03\u5c14\u7d22\u5f15\u6765\u5feb\u901f\u7b5b\u9009\u6570\u636e\u3002\u901a\u8fc7\u907f\u514d\u4f7f\u7528\u5faa\u73af\uff0c\u60a8\u53ef\u4ee5\u6709\u6548\u5730\u51cf\u5c11\u5904\u7406\u65f6\u95f4\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"\u7528Python\u53bb\u6389\u5e26\u8d1f\u503c\u7684\u884c\u7684\u65b9\u6cd5\u6709\u591a\u79cd\uff0c\u5e38\u7528\u7684\u65b9\u6cd5\u6709\uff1a\u4f7f\u7528pandas\u5e93\u5904\u7406\u6570\u636e\u3001\u4f7f\u7528numpy\u5e93\u5904\u7406\u6570\u7ec4\u3001 [&hellip;]","protected":false},"author":3,"featured_media":1031600,"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\/1031595"}],"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=1031595"}],"version-history":[{"count":"1","href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/posts\/1031595\/revisions"}],"predecessor-version":[{"id":1031601,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/posts\/1031595\/revisions\/1031601"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/media\/1031600"}],"wp:attachment":[{"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/media?parent=1031595"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/categories?post=1031595"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/tags?post=1031595"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}