{"id":1164101,"date":"2025-01-15T15:02:47","date_gmt":"2025-01-15T07:02:47","guid":{"rendered":"https:\/\/docs.pingcode.com\/ask\/ask-ask\/1164101.html"},"modified":"2025-01-15T15:02:50","modified_gmt":"2025-01-15T07:02:50","slug":"python%e5%a6%82%e4%bd%95%e7%9c%8b%e8%af%bb%e5%8f%96%e7%9a%84%e8%a1%a8%e6%a0%bc","status":"publish","type":"post","link":"https:\/\/docs.pingcode.com\/ask\/1164101.html","title":{"rendered":"python\u5982\u4f55\u770b\u8bfb\u53d6\u7684\u8868\u683c"},"content":{"rendered":"<p style=\"text-align:center;\" ><img decoding=\"async\" src=\"https:\/\/cdn-kb.worktile.com\/kb\/wp-content\/uploads\/2024\/04\/25204735\/57e25533-b331-4a37-807b-6eab9d0b78ea.webp\" alt=\"python\u5982\u4f55\u770b\u8bfb\u53d6\u7684\u8868\u683c\" \/><\/p>\n<p><p> <strong>Python\u8bfb\u53d6\u8868\u683c\u7684\u65b9\u6cd5\u5305\u62ec\u4f7f\u7528pandas\u5e93\u3001\u4f7f\u7528csv\u6a21\u5757\u3001xlrd\u6a21\u5757\u3001openpyxl\u6a21\u5757\u7b49\u3002\u5176\u4e2d\uff0c\u4f7f\u7528pandas\u5e93\u662f\u6700\u5e38\u89c1\u4e14\u529f\u80fd\u5f3a\u5927\u7684\u65b9\u6cd5\u3002<\/strong><\/p>\n<\/p>\n<p><p><strong>pandas\u5e93\u529f\u80fd\u5f3a\u5927\u3001\u64cd\u4f5c\u7b80\u4fbf\u3002<\/strong> \u4f8b\u5982\uff0cpandas\u5e93\u53ef\u4ee5\u8bfb\u53d6\u5404\u79cd\u683c\u5f0f\u7684\u8868\u683c\u6587\u4ef6\uff0c\u4f8b\u5982csv\u3001excel\u3001json\u3001html\u7b49\u3002\u901a\u8fc7pandas\u5e93\uff0c\u53ef\u4ee5\u65b9\u4fbf\u5730\u8fdb\u884c\u6570\u636e\u7684\u6e05\u6d17\u3001\u7b5b\u9009\u3001\u7edf\u8ba1\u5206\u6790\u7b49\u64cd\u4f5c\u3002\u4ee5\u4e0b\u662f\u5177\u4f53\u7684\u4f7f\u7528\u65b9\u6cd5\uff1a<\/p>\n<\/p>\n<p><p>\u4e00\u3001pandas\u5e93\u8bfb\u53d6\u8868\u683c<\/p>\n<\/p>\n<ol>\n<li><strong>\u5b89\u88c5pandas\u5e93<\/strong><\/li>\n<\/ol>\n<p><p>\u5728\u4f7f\u7528pandas\u5e93\u4e4b\u524d\uff0c\u9700\u8981\u5148\u5b89\u88c5pandas\u5e93\u3002\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><strong>\u8bfb\u53d6csv\u6587\u4ef6<\/strong><\/li>\n<\/ol>\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;path\/to\/your\/csvfile.csv&#39;)<\/p>\n<h2><strong>\u67e5\u770b\u6570\u636e\u7684\u524d\u51e0\u884c<\/strong><\/h2>\n<p>print(df.head())<\/p>\n<h2><strong>\u67e5\u770b\u6570\u636e\u7684\u57fa\u672c\u4fe1\u606f<\/strong><\/h2>\n<p>print(df.info())<\/p>\n<h2><strong>\u67e5\u770b\u6570\u636e\u7684\u7edf\u8ba1\u4fe1\u606f<\/strong><\/h2>\n<p>print(df.describe())<\/p>\n<p><\/code><\/pre>\n<\/p>\n<ol start=\"3\">\n<li><strong>\u8bfb\u53d6excel\u6587\u4ef6<\/strong><\/li>\n<\/ol>\n<p><pre><code class=\"language-python\">import pandas as pd<\/p>\n<h2><strong>\u8bfb\u53d6excel\u6587\u4ef6<\/strong><\/h2>\n<p>df = pd.read_excel(&#39;path\/to\/your\/excelfile.xlsx&#39;)<\/p>\n<h2><strong>\u67e5\u770b\u6570\u636e\u7684\u524d\u51e0\u884c<\/strong><\/h2>\n<p>print(df.head())<\/p>\n<h2><strong>\u67e5\u770b\u6570\u636e\u7684\u57fa\u672c\u4fe1\u606f<\/strong><\/h2>\n<p>print(df.info())<\/p>\n<h2><strong>\u67e5\u770b\u6570\u636e\u7684\u7edf\u8ba1\u4fe1\u606f<\/strong><\/h2>\n<p>print(df.describe())<\/p>\n<p><\/code><\/pre>\n<\/p>\n<ol start=\"4\">\n<li><strong>\u8bfb\u53d6json\u6587\u4ef6<\/strong><\/li>\n<\/ol>\n<p><pre><code class=\"language-python\">import pandas as pd<\/p>\n<h2><strong>\u8bfb\u53d6json\u6587\u4ef6<\/strong><\/h2>\n<p>df = pd.read_json(&#39;path\/to\/your\/jsonfile.json&#39;)<\/p>\n<h2><strong>\u67e5\u770b\u6570\u636e\u7684\u524d\u51e0\u884c<\/strong><\/h2>\n<p>print(df.head())<\/p>\n<h2><strong>\u67e5\u770b\u6570\u636e\u7684\u57fa\u672c\u4fe1\u606f<\/strong><\/h2>\n<p>print(df.info())<\/p>\n<h2><strong>\u67e5\u770b\u6570\u636e\u7684\u7edf\u8ba1\u4fe1\u606f<\/strong><\/h2>\n<p>print(df.describe())<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><p><strong>\u4f7f\u7528pandas\u5e93\u8bfb\u53d6\u8868\u683c\u6587\u4ef6\u7684\u4f18\u52bf\u5728\u4e8e\u5176\u7b80\u4fbf\u6027\u548c\u529f\u80fd\u5f3a\u5927\u6027\u3002<\/strong> pandas\u5e93\u4e0d\u4ec5\u652f\u6301\u591a\u79cd\u683c\u5f0f\u7684\u6587\u4ef6\u8bfb\u53d6\uff0c\u8fd8\u63d0\u4f9b\u4e86\u4e30\u5bcc\u7684\u6570\u636e\u5904\u7406\u548c\u5206\u6790\u529f\u80fd\u3002\u4f8b\u5982\uff0c\u53ef\u4ee5\u4f7f\u7528pandas\u5e93\u8fdb\u884c\u6570\u636e\u7684\u6e05\u6d17\u3001\u7b5b\u9009\u3001\u5206\u7ec4\u3001\u7edf\u8ba1\u5206\u6790\u3001\u7ed8\u56fe\u7b49\u64cd\u4f5c\u3002\u56e0\u6b64\uff0cpandas\u5e93\u662f\u6570\u636e\u5206\u6790\u548c\u5904\u7406\u7684\u5229\u5668\u3002<\/p>\n<\/p>\n<p><p>\u4e8c\u3001csv\u6a21\u5757\u8bfb\u53d6\u8868\u683c<\/p>\n<\/p>\n<ol>\n<li><strong>\u5b89\u88c5csv\u6a21\u5757<\/strong><\/li>\n<\/ol>\n<p><p>csv\u6a21\u5757\u662fPython\u5185\u7f6e\u6a21\u5757\uff0c\u65e0\u9700\u5b89\u88c5\uff0c\u76f4\u63a5\u5bfc\u5165\u5373\u53ef\u4f7f\u7528\u3002<\/p>\n<\/p>\n<ol start=\"2\">\n<li><strong>\u8bfb\u53d6csv\u6587\u4ef6<\/strong><\/li>\n<\/ol>\n<p><pre><code class=\"language-python\">import csv<\/p>\n<h2><strong>\u8bfb\u53d6csv\u6587\u4ef6<\/strong><\/h2>\n<p>with open(&#39;path\/to\/your\/csvfile.csv&#39;, mode=&#39;r&#39;) as file:<\/p>\n<p>    reader = csv.reader(file)<\/p>\n<p>    for row in reader:<\/p>\n<p>        print(row)<\/p>\n<p><\/code><\/pre>\n<\/p>\n<ol start=\"3\">\n<li><strong>\u4f7f\u7528DictReader\u8bfb\u53d6csv\u6587\u4ef6<\/strong><\/li>\n<\/ol>\n<p><pre><code class=\"language-python\">import csv<\/p>\n<h2><strong>\u4f7f\u7528DictReader\u8bfb\u53d6csv\u6587\u4ef6<\/strong><\/h2>\n<p>with open(&#39;path\/to\/your\/csvfile.csv&#39;, mode=&#39;r&#39;) as file:<\/p>\n<p>    reader = csv.DictReader(file)<\/p>\n<p>    for row in reader:<\/p>\n<p>        print(row)<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><p><strong>\u4f7f\u7528csv\u6a21\u5757\u8bfb\u53d6csv\u6587\u4ef6\u7684\u4f18\u52bf\u5728\u4e8e\u5176\u8f7b\u91cf\u7ea7\u548c\u7b80\u5355\u6027\u3002<\/strong> csv\u6a21\u5757\u662fPython\u5185\u7f6e\u6a21\u5757\uff0c\u65e0\u9700\u5b89\u88c5\uff0c\u76f4\u63a5\u5bfc\u5165\u5373\u53ef\u4f7f\u7528\u3002csv\u6a21\u5757\u9002\u5408\u5904\u7406\u7b80\u5355\u7684csv\u6587\u4ef6\uff0c\u4f46\u662f\u529f\u80fd\u76f8\u5bf9\u6709\u9650\uff0c\u4e0d\u9002\u5408\u8fdb\u884c\u590d\u6742\u7684\u6570\u636e\u5206\u6790\u548c\u5904\u7406\u3002<\/p>\n<\/p>\n<p><p>\u4e09\u3001xlrd\u6a21\u5757\u8bfb\u53d6excel\u6587\u4ef6<\/p>\n<\/p>\n<ol>\n<li><strong>\u5b89\u88c5xlrd\u6a21\u5757<\/strong><\/li>\n<\/ol>\n<p><p>\u5728\u4f7f\u7528xlrd\u6a21\u5757\u4e4b\u524d\uff0c\u9700\u8981\u5148\u5b89\u88c5xlrd\u6a21\u5757\u3002\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 xlrd<\/p>\n<p><\/code><\/pre>\n<\/p>\n<ol start=\"2\">\n<li><strong>\u8bfb\u53d6excel\u6587\u4ef6<\/strong><\/li>\n<\/ol>\n<p><pre><code class=\"language-python\">import xlrd<\/p>\n<h2><strong>\u8bfb\u53d6excel\u6587\u4ef6<\/strong><\/h2>\n<p>workbook = xlrd.open_workbook(&#39;path\/to\/your\/excelfile.xlsx&#39;)<\/p>\n<p>sheet = workbook.sheet_by_index(0)<\/p>\n<h2><strong>\u67e5\u770b\u6570\u636e\u7684\u524d\u51e0\u884c<\/strong><\/h2>\n<p>for i in range(sheet.nrows):<\/p>\n<p>    print(sheet.row_values(i))<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><p><strong>\u4f7f\u7528xlrd\u6a21\u5757\u8bfb\u53d6excel\u6587\u4ef6\u7684\u4f18\u52bf\u5728\u4e8e\u5176\u4e13\u6ce8\u4e8eexcel\u6587\u4ef6\u7684\u8bfb\u53d6\u548c\u89e3\u6790\u3002<\/strong> xlrd\u6a21\u5757\u652f\u6301\u8bfb\u53d6\u5404\u79cd\u683c\u5f0f\u7684excel\u6587\u4ef6\uff0c\u5e76\u63d0\u4f9b\u4e86\u4e30\u5bcc\u7684\u63a5\u53e3\u8fdb\u884c\u6570\u636e\u7684\u8bbf\u95ee\u548c\u64cd\u4f5c\u3002\u4f46\u662f\uff0cxlrd\u6a21\u5757\u53ea\u652f\u6301\u8bfb\u53d6excel\u6587\u4ef6\uff0c\u4e0d\u652f\u6301\u5199\u5165excel\u6587\u4ef6\u3002\u5982\u679c\u9700\u8981\u5199\u5165excel\u6587\u4ef6\uff0c\u53ef\u4ee5\u4f7f\u7528openpyxl\u6a21\u5757\u3002<\/p>\n<\/p>\n<p><p>\u56db\u3001openpyxl\u6a21\u5757\u8bfb\u53d6excel\u6587\u4ef6<\/p>\n<\/p>\n<ol>\n<li><strong>\u5b89\u88c5openpyxl\u6a21\u5757<\/strong><\/li>\n<\/ol>\n<p><p>\u5728\u4f7f\u7528openpyxl\u6a21\u5757\u4e4b\u524d\uff0c\u9700\u8981\u5148\u5b89\u88c5openpyxl\u6a21\u5757\u3002\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 openpyxl<\/p>\n<p><\/code><\/pre>\n<\/p>\n<ol start=\"2\">\n<li><strong>\u8bfb\u53d6excel\u6587\u4ef6<\/strong><\/li>\n<\/ol>\n<p><pre><code class=\"language-python\">import openpyxl<\/p>\n<h2><strong>\u8bfb\u53d6excel\u6587\u4ef6<\/strong><\/h2>\n<p>workbook = openpyxl.load_workbook(&#39;path\/to\/your\/excelfile.xlsx&#39;)<\/p>\n<p>sheet = workbook.active<\/p>\n<h2><strong>\u67e5\u770b\u6570\u636e\u7684\u524d\u51e0\u884c<\/strong><\/h2>\n<p>for row in sheet.iter_rows(values_only=True):<\/p>\n<p>    print(row)<\/p>\n<p><\/code><\/pre>\n<\/p>\n<ol start=\"3\">\n<li><strong>\u5199\u5165excel\u6587\u4ef6<\/strong><\/li>\n<\/ol>\n<p><pre><code class=\"language-python\">import openpyxl<\/p>\n<h2><strong>\u521b\u5efa\u4e00\u4e2a\u65b0\u7684excel\u6587\u4ef6<\/strong><\/h2>\n<p>workbook = openpyxl.Workbook()<\/p>\n<p>sheet = workbook.active<\/p>\n<h2><strong>\u5199\u5165\u6570\u636e<\/strong><\/h2>\n<p>sheet.append([&#39;Name&#39;, &#39;Age&#39;, &#39;City&#39;])<\/p>\n<p>sheet.append([&#39;Alice&#39;, 30, &#39;New York&#39;])<\/p>\n<p>sheet.append([&#39;Bob&#39;, 25, &#39;San Francisco&#39;])<\/p>\n<p>sheet.append([&#39;Charlie&#39;, 35, &#39;Los Angeles&#39;])<\/p>\n<h2><strong>\u4fdd\u5b58\u6587\u4ef6<\/strong><\/h2>\n<p>workbook.save(&#39;path\/to\/your\/new_excelfile.xlsx&#39;)<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><p><strong>\u4f7f\u7528openpyxl\u6a21\u5757\u8bfb\u53d6\u548c\u5199\u5165excel\u6587\u4ef6\u7684\u4f18\u52bf\u5728\u4e8e\u5176\u652f\u6301\u5b8c\u6574\u7684excel\u6587\u4ef6\u64cd\u4f5c\u529f\u80fd\u3002<\/strong> openpyxl\u6a21\u5757\u4e0d\u4ec5\u652f\u6301\u8bfb\u53d6excel\u6587\u4ef6\uff0c\u8fd8\u652f\u6301\u5199\u5165excel\u6587\u4ef6\uff0c\u53ef\u4ee5\u8fdb\u884c\u5404\u79cd\u683c\u5f0f\u7684\u8bbe\u7f6e\u3001\u56fe\u8868\u7684\u521b\u5efa\u7b49\u64cd\u4f5c\u3002openpyxl\u6a21\u5757\u529f\u80fd\u5f3a\u5927\uff0c\u9002\u5408\u8fdb\u884c\u590d\u6742\u7684excel\u6587\u4ef6\u64cd\u4f5c\u3002<\/p>\n<\/p>\n<p><p>\u4e94\u3001\u603b\u7ed3<\/p>\n<\/p>\n<p><p>\u901a\u8fc7\u672c\u6587\u7684\u4ecb\u7ecd\uff0c\u6211\u4eec\u4e86\u89e3\u4e86Python\u8bfb\u53d6\u8868\u683c\u6587\u4ef6\u7684\u591a\u79cd\u65b9\u6cd5\uff0c\u5305\u62ec\u4f7f\u7528pandas\u5e93\u3001csv\u6a21\u5757\u3001xlrd\u6a21\u5757\u3001openpyxl\u6a21\u5757\u7b49\u3002\u5176\u4e2d\uff0c<strong>pandas\u5e93\u529f\u80fd\u5f3a\u5927\u3001\u64cd\u4f5c\u7b80\u4fbf\uff0c\u662f\u6700\u5e38\u89c1\u548c\u63a8\u8350\u7684\u65b9\u6cd5\u3002<\/strong> csv\u6a21\u5757\u9002\u5408\u5904\u7406\u7b80\u5355\u7684csv\u6587\u4ef6\uff0cxlrd\u6a21\u5757\u4e13\u6ce8\u4e8eexcel\u6587\u4ef6\u7684\u8bfb\u53d6\uff0copenpyxl\u6a21\u5757\u652f\u6301\u5b8c\u6574\u7684excel\u6587\u4ef6\u64cd\u4f5c\u529f\u80fd\u3002\u6839\u636e\u5177\u4f53\u9700\u6c42\u9009\u62e9\u5408\u9002\u7684\u65b9\u6cd5\uff0c\u53ef\u4ee5\u63d0\u9ad8\u6570\u636e\u5904\u7406\u548c\u5206\u6790\u7684\u6548\u7387\u3002<\/p>\n<\/p>\n<h2><strong>\u76f8\u5173\u95ee\u7b54FAQs\uff1a<\/strong><\/h2>\n<p> <strong>\u5982\u4f55\u5728Python\u4e2d\u8bfb\u53d6\u8868\u683c\u6587\u4ef6\uff1f<\/strong><br \/>Python\u63d0\u4f9b\u4e86\u591a\u4e2a\u5e93\u6765\u8bfb\u53d6\u8868\u683c\u6587\u4ef6\uff0c\u4f8b\u5982Pandas\u3001Openpyxl\u548ccsv\u6a21\u5757\u3002\u4f7f\u7528Pandas\u5e93\u662f\u6700\u5e38\u89c1\u7684\u65b9\u5f0f\uff0c\u53ef\u4ee5\u901a\u8fc7<code>pd.read_csv()<\/code>\u8bfb\u53d6CSV\u6587\u4ef6\uff0c\u6216\u8005\u4f7f\u7528<code>pd.read_excel()<\/code>\u8bfb\u53d6Excel\u6587\u4ef6\u3002\u786e\u4fdd\u5b89\u88c5\u4e86\u76f8\u5173\u5e93\uff0c\u4f8b\u5982\u901a\u8fc7<code>pip install pandas<\/code>\u548c<code>pip install openpyxl<\/code>\u3002<\/p>\n<p><strong>\u8bfb\u53d6\u8868\u683c\u540e\u5982\u4f55\u67e5\u770b\u6570\u636e\u7684\u57fa\u672c\u4fe1\u606f\uff1f<\/strong><br \/>\u5728\u4f7f\u7528Pandas\u8bfb\u53d6\u6570\u636e\u540e\uff0c\u53ef\u4ee5\u4f7f\u7528<code>df.head()<\/code>\u6765\u67e5\u770b\u6570\u636e\u7684\u524d\u51e0\u884c\uff0c<code>df.info()<\/code>\u53ef\u4ee5\u63d0\u4f9b\u5173\u4e8e\u6570\u636e\u7684\u603b\u4f53\u4fe1\u606f\uff0c\u5305\u62ec\u6570\u636e\u7c7b\u578b\u548c\u7f3a\u5931\u503c\u60c5\u51b5\u3002\u5982\u679c\u60f3\u8981\u4e86\u89e3\u6bcf\u4e00\u5217\u7684\u7edf\u8ba1\u4fe1\u606f\uff0c\u53ef\u4ee5\u4f7f\u7528<code>df.describe()<\/code>\u3002<\/p>\n<p><strong>\u5982\u4f55\u5904\u7406\u8bfb\u53d6\u8868\u683c\u65f6\u9047\u5230\u7684\u9519\u8bef\uff1f<\/strong><br \/>\u5728\u8bfb\u53d6\u8868\u683c\u8fc7\u7a0b\u4e2d\u53ef\u80fd\u4f1a\u9047\u5230\u4e00\u4e9b\u5e38\u89c1\u9519\u8bef\uff0c\u4f8b\u5982\u6587\u4ef6\u8def\u5f84\u9519\u8bef\u3001\u6587\u4ef6\u683c\u5f0f\u4e0d\u652f\u6301\u6216\u7f16\u7801\u95ee\u9898\u3002\u786e\u4fdd\u6587\u4ef6\u8def\u5f84\u6b63\u786e\uff0c\u5e76\u4e14\u6587\u4ef6\u683c\u5f0f\u4e0e\u6240\u4f7f\u7528\u7684\u8bfb\u53d6\u65b9\u6cd5\u76f8\u5339\u914d\u3002\u5982\u679c\u51fa\u73b0\u7f16\u7801\u9519\u8bef\uff0c\u53ef\u4ee5\u901a\u8fc7\u8bbe\u7f6e<code>encoding<\/code>\u53c2\u6570\u6765\u89e3\u51b3\uff0c\u4f8b\u5982<code>pd.read_csv(&#39;file.csv&#39;, encoding=&#39;utf-8&#39;)<\/code>\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"Python\u8bfb\u53d6\u8868\u683c\u7684\u65b9\u6cd5\u5305\u62ec\u4f7f\u7528pandas\u5e93\u3001\u4f7f\u7528csv\u6a21\u5757\u3001xlrd\u6a21\u5757\u3001openpyxl\u6a21\u5757\u7b49\u3002\u5176\u4e2d\uff0c [&hellip;]","protected":false},"author":3,"featured_media":1164108,"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\/1164101"}],"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=1164101"}],"version-history":[{"count":"1","href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/posts\/1164101\/revisions"}],"predecessor-version":[{"id":1164109,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/posts\/1164101\/revisions\/1164109"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/media\/1164108"}],"wp:attachment":[{"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/media?parent=1164101"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/categories?post=1164101"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/tags?post=1164101"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}