{"id":953765,"date":"2024-12-27T01:47:40","date_gmt":"2024-12-26T17:47:40","guid":{"rendered":"https:\/\/docs.pingcode.com\/ask\/ask-ask\/953765.html"},"modified":"2024-12-27T01:47:42","modified_gmt":"2024-12-26T17:47:42","slug":"python%e5%a6%82%e4%bd%95%e6%8f%90%e5%8f%96%e6%95%b0%e7%bb%84%e5%85%83%e7%b4%a0","status":"publish","type":"post","link":"https:\/\/docs.pingcode.com\/ask\/953765.html","title":{"rendered":"python\u5982\u4f55\u63d0\u53d6\u6570\u7ec4\u5143\u7d20"},"content":{"rendered":"<p style=\"text-align:center;\" ><img decoding=\"async\" src=\"https:\/\/cdn-kb.worktile.com\/kb\/wp-content\/uploads\/2024\/04\/25094153\/67d0b093-681c-457a-957b-ce80c0de8463.webp\" alt=\"python\u5982\u4f55\u63d0\u53d6\u6570\u7ec4\u5143\u7d20\" \/><\/p>\n<p><p> <strong>\u5728Python\u4e2d\u63d0\u53d6\u6570\u7ec4\u5143\u7d20\u6709\u591a\u79cd\u65b9\u6cd5\uff0c\u5305\u62ec\u4f7f\u7528\u7d22\u5f15\u3001\u5207\u7247\u3001\u6761\u4ef6\u7b5b\u9009\u3001\u5217\u8868\u89e3\u6790\u7b49\u3002<\/strong>\u8fd9\u4e9b\u65b9\u6cd5\u5404\u6709\u5176\u72ec\u7279\u7684\u7528\u9014\u548c\u4f18\u52bf\uff0c\u9002\u7528\u4e8e\u4e0d\u540c\u7684\u573a\u666f\u548c\u9700\u6c42\u3002\u4ee5\u4e0b\u5c06\u8be6\u7ec6\u4ecb\u7ecd\u5176\u4e2d\u7684\u4e00\u79cd\u65b9\u6cd5\uff1a<strong>\u4f7f\u7528\u7d22\u5f15\u6765\u63d0\u53d6\u6570\u7ec4\u5143\u7d20<\/strong>\u3002<\/p>\n<\/p>\n<p><p>\u7d22\u5f15\u662fPython\u4e2d\u8bbf\u95ee\u6570\u7ec4\u5143\u7d20\u7684\u6700\u57fa\u672c\u65b9\u6cd5\u3002\u901a\u8fc7\u7d22\u5f15\uff0c\u6211\u4eec\u53ef\u4ee5\u76f4\u63a5\u8bbf\u95ee\u6570\u7ec4\u4e2d\u7684\u67d0\u4e2a\u5143\u7d20\u3002\u7d22\u5f15\u4ece0\u5f00\u59cb\uff0c\u8fd9\u610f\u5473\u7740\u6570\u7ec4\u7684\u7b2c\u4e00\u4e2a\u5143\u7d20\u7684\u7d22\u5f15\u662f0\uff0c\u7b2c\u4e8c\u4e2a\u5143\u7d20\u7684\u7d22\u5f15\u662f1\uff0c\u4ee5\u6b64\u7c7b\u63a8\u3002\u4f7f\u7528\u8d1f\u7d22\u5f15\u53ef\u4ee5\u4ece\u6570\u7ec4\u7684\u672b\u5c3e\u5f00\u59cb\u8bbf\u95ee\u5143\u7d20\u3002\u4f8b\u5982\uff0c\u7d22\u5f15-1\u8868\u793a\u6570\u7ec4\u7684\u6700\u540e\u4e00\u4e2a\u5143\u7d20\uff0c\u7d22\u5f15-2\u8868\u793a\u5012\u6570\u7b2c\u4e8c\u4e2a\u5143\u7d20\u3002<\/p>\n<\/p>\n<p><h3>\u4e00\u3001\u4f7f\u7528\u7d22\u5f15\u63d0\u53d6\u6570\u7ec4\u5143\u7d20<\/h3>\n<\/p>\n<p><p>\u7d22\u5f15\u662f\u8bbf\u95ee\u6570\u7ec4\u5143\u7d20\u7684\u6700\u76f4\u63a5\u65b9\u6cd5\u3002\u901a\u8fc7\u7d22\u5f15\uff0c\u6211\u4eec\u53ef\u4ee5\u7cbe\u786e\u5730\u63d0\u53d6\u6570\u7ec4\u4e2d\u7684\u67d0\u4e2a\u6216\u67d0\u4e9b\u5143\u7d20\u3002<\/p>\n<\/p>\n<p><h4>1. \u4f7f\u7528\u6b63\u7d22\u5f15<\/h4>\n<\/p>\n<p><p>\u6b63\u7d22\u5f15\u4ece0\u5f00\u59cb\u8ba1\u6570\u3002\u4f8b\u5982\uff0c\u5047\u8bbe\u6709\u4e00\u4e2a\u6570\u7ec4<code>arr = [10, 20, 30, 40, 50]<\/code>\uff0c\u8981\u63d0\u53d6\u7b2c\u4e00\u4e2a\u5143\u7d20\uff0c\u53ef\u4ee5\u4f7f\u7528\u7d22\u5f150\uff1a<code>arr[0]<\/code>\uff0c\u7ed3\u679c\u4e3a10\u3002\u540c\u6837\uff0c<code>arr[2]<\/code>\u5c06\u8fd4\u56de30\u3002<\/p>\n<\/p>\n<p><h4>2. \u4f7f\u7528\u8d1f\u7d22\u5f15<\/h4>\n<\/p>\n<p><p>\u8d1f\u7d22\u5f15\u7528\u4e8e\u4ece\u6570\u7ec4\u7684\u672b\u5c3e\u5f00\u59cb\u8ba1\u6570\u3002\u4f8b\u5982\uff0c<code>arr = [10, 20, 30, 40, 50]<\/code>\uff0c<code>arr[-1]<\/code>\u8fd4\u56de50\uff0c<code>arr[-2]<\/code>\u8fd4\u56de40\u3002\u8fd9\u79cd\u65b9\u6cd5\u5728\u9700\u8981\u4ece\u540e\u5411\u524d\u8bbf\u95ee\u6570\u7ec4\u65f6\u975e\u5e38\u6709\u7528\u3002<\/p>\n<\/p>\n<p><h3>\u4e8c\u3001\u4f7f\u7528\u5207\u7247\u63d0\u53d6\u6570\u7ec4\u5143\u7d20<\/h3>\n<\/p>\n<p><p>\u5207\u7247\u662f\u4e00\u79cd\u5f3a\u5927\u7684\u5de5\u5177\uff0c\u5141\u8bb8\u4ece\u6570\u7ec4\u4e2d\u63d0\u53d6\u5b50\u6570\u7ec4\u3002\u5207\u7247\u7684\u8bed\u6cd5\u4e3a<code>arr[start:stop:step]<\/code>\uff0c\u5176\u4e2d<code>start<\/code>\u662f\u8d77\u59cb\u7d22\u5f15\uff0c<code>stop<\/code>\u662f\u7ed3\u675f\u7d22\u5f15\uff08\u4e0d\u5305\u62ec\uff09\uff0c<code>step<\/code>\u662f\u6b65\u957f\u3002<\/p>\n<\/p>\n<p><h4>1. \u57fa\u672c\u5207\u7247<\/h4>\n<\/p>\n<p><p>\u5047\u8bbe\u6709\u6570\u7ec4<code>arr = [10, 20, 30, 40, 50]<\/code>\uff0c\u8981\u63d0\u53d6\u524d3\u4e2a\u5143\u7d20\uff0c\u53ef\u4ee5\u4f7f\u7528\u5207\u7247<code>arr[0:3]<\/code>\uff0c\u7ed3\u679c\u4e3a<code>[10, 20, 30]<\/code>\u3002\u5982\u679c\u7701\u7565<code>start<\/code>\uff0c\u9ed8\u8ba4\u4ece0\u5f00\u59cb\uff1b\u5982\u679c\u7701\u7565<code>stop<\/code>\uff0c\u5219\u9ed8\u8ba4\u5230\u6570\u7ec4\u672b\u5c3e\u3002<\/p>\n<\/p>\n<p><h4>2. \u5e26\u6b65\u957f\u7684\u5207\u7247<\/h4>\n<\/p>\n<p><p>\u6b65\u957f\u51b3\u5b9a\u4e86\u5207\u7247\u65f6\u7684\u95f4\u9694\u3002\u4f8b\u5982\uff0c<code>arr[0:5:2]<\/code>\u5c06\u8fd4\u56de<code>[10, 30, 50]<\/code>\u3002\u6b65\u957f\u53ef\u4ee5\u4e3a\u8d1f\u6570\uff0c\u6b64\u65f6\u5207\u7247\u5c06\u4ece\u540e\u5411\u524d\u63d0\u53d6\u5143\u7d20\u3002<\/p>\n<\/p>\n<p><h3>\u4e09\u3001\u4f7f\u7528\u6761\u4ef6\u7b5b\u9009\u63d0\u53d6\u6570\u7ec4\u5143\u7d20<\/h3>\n<\/p>\n<p><p>\u6761\u4ef6\u7b5b\u9009\u4f7f\u7528\u5e03\u5c14\u7d22\u5f15\u6765\u63d0\u53d6\u6ee1\u8db3\u7279\u5b9a\u6761\u4ef6\u7684\u5143\u7d20\u3002\u8fd9\u79cd\u65b9\u6cd5\u901a\u5e38\u4e0eNumPy\u5e93\u7ed3\u5408\u4f7f\u7528\u3002<\/p>\n<\/p>\n<p><h4>1. \u57fa\u672c\u6761\u4ef6\u7b5b\u9009<\/h4>\n<\/p>\n<p><p>\u5047\u8bbe\u6709NumPy\u6570\u7ec4<code>arr = np.array([10, 20, 30, 40, 50])<\/code>\uff0c\u8981\u63d0\u53d6\u5927\u4e8e30\u7684\u5143\u7d20\uff0c\u53ef\u4ee5\u4f7f\u7528\u5e03\u5c14\u7d22\u5f15\uff1a<code>arr[arr &gt; 30]<\/code>\uff0c\u7ed3\u679c\u4e3a<code>[40, 50]<\/code>\u3002<\/p>\n<\/p>\n<p><h4>2. \u591a\u6761\u4ef6\u7b5b\u9009<\/h4>\n<\/p>\n<p><p>\u53ef\u4ee5\u4f7f\u7528\u903b\u8f91\u8fd0\u7b97\u7b26\u7ed3\u5408\u591a\u4e2a\u6761\u4ef6\u3002\u4f8b\u5982\uff0c\u63d0\u53d6\u5927\u4e8e20\u4e14\u5c0f\u4e8e50\u7684\u5143\u7d20\uff1a<code>arr[(arr &gt; 20) &amp; (arr &lt; 50)]<\/code>\uff0c\u7ed3\u679c\u4e3a<code>[30, 40]<\/code>\u3002<\/p>\n<\/p>\n<p><h3>\u56db\u3001\u4f7f\u7528\u5217\u8868\u89e3\u6790\u63d0\u53d6\u6570\u7ec4\u5143\u7d20<\/h3>\n<\/p>\n<p><p>\u5217\u8868\u89e3\u6790\u662f\u4e00\u79cd\u7b80\u6d01\u7684\u8bed\u6cd5\uff0c\u7528\u4e8e\u521b\u5efa\u65b0\u7684\u5217\u8868\u3002\u901a\u8fc7\u5217\u8868\u89e3\u6790\uff0c\u53ef\u4ee5\u65b9\u4fbf\u5730\u5bf9\u6570\u7ec4\u8fdb\u884c\u64cd\u4f5c\u548c\u63d0\u53d6\u3002<\/p>\n<\/p>\n<p><h4>1. \u57fa\u672c\u5217\u8868\u89e3\u6790<\/h4>\n<\/p>\n<p><p>\u5047\u8bbe\u6709\u6570\u7ec4<code>arr = [10, 20, 30, 40, 50]<\/code>\uff0c\u8981\u63d0\u53d6\u6bcf\u4e2a\u5143\u7d20\u7684\u5e73\u65b9\uff0c\u53ef\u4ee5\u4f7f\u7528\u5217\u8868\u89e3\u6790\uff1a<code>[x2 for x in arr]<\/code>\uff0c\u7ed3\u679c\u4e3a<code>[100, 400, 900, 1600, 2500]<\/code>\u3002<\/p>\n<\/p>\n<p><h4>2. \u5e26\u6761\u4ef6\u7684\u5217\u8868\u89e3\u6790<\/h4>\n<\/p>\n<p><p>\u53ef\u4ee5\u5728\u5217\u8868\u89e3\u6790\u4e2d\u52a0\u5165\u6761\u4ef6\u3002\u4f8b\u5982\uff0c\u63d0\u53d6\u6570\u7ec4\u4e2d\u5927\u4e8e30\u7684\u5143\u7d20\u7684\u5e73\u65b9\uff1a<code>[x2 for x in arr if x &gt; 30]<\/code>\uff0c\u7ed3\u679c\u4e3a<code>[1600, 2500]<\/code>\u3002<\/p>\n<\/p>\n<p><h3>\u4e94\u3001\u4f7f\u7528NumPy\u7684\u9ad8\u7ea7\u63d0\u53d6\u529f\u80fd<\/h3>\n<\/p>\n<p><p>NumPy\u662fPython\u4e2d\u5904\u7406\u6570\u7ec4\u7684\u5f3a\u5927\u5e93\uff0c\u63d0\u4f9b\u4e86\u4e30\u5bcc\u7684\u529f\u80fd\u7528\u4e8e\u63d0\u53d6\u548c\u64cd\u4f5c\u6570\u7ec4\u5143\u7d20\u3002<\/p>\n<\/p>\n<p><h4>1. \u4f7f\u7528<code>take<\/code>\u51fd\u6570<\/h4>\n<\/p>\n<p><p><code>np.take<\/code>\u51fd\u6570\u5141\u8bb8\u6cbf\u7ed9\u5b9a\u8f74\u63d0\u53d6\u7279\u5b9a\u7d22\u5f15\u7684\u5143\u7d20\u3002\u4f8b\u5982\uff0c<code>np.take(arr, [0, 2, 4])<\/code>\u5c06\u8fd4\u56de\u7b2c0\u30012\u30014\u4e2a\u5143\u7d20\u3002<\/p>\n<\/p>\n<p><h4>2. \u4f7f\u7528<code>extract<\/code>\u51fd\u6570<\/h4>\n<\/p>\n<p><p><code>np.extract<\/code>\u51fd\u6570\u7528\u4e8e\u6839\u636e\u6761\u4ef6\u63d0\u53d6\u5143\u7d20\u3002\u4f8b\u5982\uff0c<code>np.extract(arr &gt; 30, arr)<\/code>\u5c06\u8fd4\u56de\u6570\u7ec4\u4e2d\u5927\u4e8e30\u7684\u5143\u7d20\u3002<\/p>\n<\/p>\n<p><h4>3. \u4f7f\u7528<code>where<\/code>\u51fd\u6570<\/h4>\n<\/p>\n<p><p><code>np.where<\/code>\u51fd\u6570\u8fd4\u56de\u6ee1\u8db3\u6761\u4ef6\u7684\u5143\u7d20\u7684\u7d22\u5f15\u3002\u4f8b\u5982\uff0c<code>np.where(arr &gt; 30)<\/code>\u5c06\u8fd4\u56de\u5927\u4e8e30\u7684\u5143\u7d20\u7684\u7d22\u5f15\u3002\u53ef\u4ee5\u4f7f\u7528\u8fd9\u4e9b\u7d22\u5f15\u6765\u63d0\u53d6\u5143\u7d20\uff1a<code>arr[np.where(arr &gt; 30)]<\/code>\u3002<\/p>\n<\/p>\n<p><h3>\u516d\u3001\u4f7f\u7528Pandas\u63d0\u53d6\u6570\u7ec4\u5143\u7d20<\/h3>\n<\/p>\n<p><p>Pandas\u662f\u53e6\u4e00\u79cd\u5904\u7406\u6570\u636e\u7684\u5f3a\u5927\u5de5\u5177\uff0c\u7279\u522b\u662f\u5728\u5904\u7406\u6807\u7b7e\u6570\u636e\u65f6\u975e\u5e38\u6709\u7528\u3002<\/p>\n<\/p>\n<p><h4>1. \u4f7f\u7528<code>iloc<\/code>\u548c<code>loc<\/code><\/h4>\n<\/p>\n<p><p><code>iloc<\/code>\u548c<code>loc<\/code>\u7528\u4e8e\u6839\u636e\u4f4d\u7f6e\u6216\u6807\u7b7e\u63d0\u53d6\u6570\u636e\u3002\u4f8b\u5982\uff0c\u5047\u8bbe\u6709\u4e00\u4e2aDataFrame <code>df<\/code>\uff0c\u53ef\u4ee5\u4f7f\u7528<code>df.iloc[0]<\/code>\u63d0\u53d6\u7b2c\u4e00\u884c\uff0c\u4f7f\u7528<code>df.loc[&#39;row_label&#39;]<\/code>\u63d0\u53d6\u7279\u5b9a\u6807\u7b7e\u7684\u884c\u3002<\/p>\n<\/p>\n<p><h4>2. \u5e03\u5c14\u7d22\u5f15<\/h4>\n<\/p>\n<p><p>\u7c7b\u4f3c\u4e8eNumPy\uff0c\u53ef\u4ee5\u5bf9DataFrame\u4f7f\u7528\u5e03\u5c14\u7d22\u5f15\u3002\u4f8b\u5982\uff0c<code>df[df[&#39;column_name&#39;] &gt; 30]<\/code>\u5c06\u8fd4\u56de<code>column_name<\/code>\u5217\u5927\u4e8e30\u7684\u884c\u3002<\/p>\n<\/p>\n<p><h3>\u4e03\u3001\u603b\u7ed3\u4e0e\u6700\u4f73\u5b9e\u8df5<\/h3>\n<\/p>\n<p><p>\u63d0\u53d6\u6570\u7ec4\u5143\u7d20\u7684\u65b9\u6cd5\u591a\u79cd\u591a\u6837\uff0c\u9009\u62e9\u5408\u9002\u7684\u65b9\u6cd5\u53d6\u51b3\u4e8e\u5177\u4f53\u7684\u5e94\u7528\u573a\u666f\u548c\u6570\u636e\u7ed3\u6784\u3002\u5bf9\u4e8e\u7b80\u5355\u7684\u6570\u7ec4\u64cd\u4f5c\uff0c\u7d22\u5f15\u548c\u5207\u7247\u662f\u9996\u9009\u3002\u5bf9\u4e8e\u5927\u89c4\u6a21\u6570\u636e\u5904\u7406\uff0cNumPy\u548cPandas\u63d0\u4f9b\u4e86\u66f4\u9ad8\u6548\u7684\u65b9\u6cd5\u3002\u65e0\u8bba\u4f7f\u7528\u54ea\u79cd\u65b9\u6cd5\uff0c\u7406\u89e3\u5176\u80cc\u540e\u7684\u903b\u8f91\u548c\u6548\u7387\u662f\u7f16\u5199\u9ad8\u6548\u4ee3\u7801\u7684\u5173\u952e\u3002<\/p>\n<\/p>\n<h2><strong>\u76f8\u5173\u95ee\u7b54FAQs\uff1a<\/strong><\/h2>\n<p> <strong>\u5982\u4f55\u5728Python\u4e2d\u63d0\u53d6\u6570\u7ec4\u7684\u7279\u5b9a\u5143\u7d20\uff1f<\/strong><br \/>\u5728Python\u4e2d\uff0c\u53ef\u4ee5\u4f7f\u7528\u7d22\u5f15\u6765\u63d0\u53d6\u6570\u7ec4\u4e2d\u7684\u7279\u5b9a\u5143\u7d20\u3002\u6570\u7ec4\u7684\u7d22\u5f15\u4ece0\u5f00\u59cb\uff0c\u56e0\u6b64\u8981\u63d0\u53d6\u7b2c\u4e00\u4e2a\u5143\u7d20\uff0c\u53ef\u4ee5\u4f7f\u7528\u7d22\u5f150\u3002\u4f8b\u5982\uff0c\u5982\u679c\u6709\u4e00\u4e2a\u6570\u7ec4<code>arr = [1, 2, 3, 4, 5]<\/code>\uff0c\u53ef\u4ee5\u901a\u8fc7<code>arr[0]<\/code>\u83b7\u5f97\u7b2c\u4e00\u4e2a\u5143\u7d201\u3002\u540c\u6837\uff0c\u53ef\u4ee5\u901a\u8fc7\u8d1f\u7d22\u5f15\u83b7\u53d6\u4ece\u6570\u7ec4\u672b\u5c3e\u5f00\u59cb\u7684\u5143\u7d20\uff0c\u4f8b\u5982<code>arr[-1]<\/code>\u5c06\u8fd4\u56de\u6700\u540e\u4e00\u4e2a\u5143\u7d205\u3002<\/p>\n<p><strong>\u5982\u4f55\u4f7f\u7528\u5207\u7247\u63d0\u53d6Python\u6570\u7ec4\u7684\u591a\u4e2a\u5143\u7d20\uff1f<\/strong><br \/>\u5207\u7247\u662f\u63d0\u53d6\u6570\u7ec4\u4e2d\u591a\u4e2a\u5143\u7d20\u7684\u6709\u6548\u65b9\u6cd5\u3002\u5728Python\u4e2d\uff0c\u53ef\u4ee5\u901a\u8fc7<code>array[start:end]<\/code>\u7684\u8bed\u6cd5\u6765\u5b9e\u73b0\uff0c\u5176\u4e2d<code>start<\/code>\u662f\u8d77\u59cb\u7d22\u5f15\uff0c<code>end<\/code>\u662f\u7ed3\u675f\u7d22\u5f15\uff08\u4e0d\u5305\u62ec\u8be5\u7d22\u5f15\uff09\u3002\u4f8b\u5982\uff0c\u5bf9\u4e8e\u6570\u7ec4<code>arr = [1, 2, 3, 4, 5]<\/code>\uff0c<code>arr[1:4]<\/code>\u5c06\u8fd4\u56de\u4e00\u4e2a\u65b0\u6570\u7ec4<code>[2, 3, 4]<\/code>\uff0c\u5305\u62ec\u7d22\u5f151\u52302\u7684\u5143\u7d20\u3002<\/p>\n<p><strong>\u5982\u4f55\u5728Python\u4e2d\u6839\u636e\u6761\u4ef6\u63d0\u53d6\u6570\u7ec4\u5143\u7d20\uff1f<\/strong><br \/>\u53ef\u4ee5\u4f7f\u7528\u5217\u8868\u63a8\u5bfc\u5f0f\u6216NumPy\u5e93\u6765\u6839\u636e\u6761\u4ef6\u63d0\u53d6\u6570\u7ec4\u5143\u7d20\u3002\u5982\u679c\u4f7f\u7528\u5217\u8868\u63a8\u5bfc\u5f0f\uff0c\u53ef\u4ee5\u904d\u5386\u6570\u7ec4\u5e76\u6dfb\u52a0\u7b26\u5408\u6761\u4ef6\u7684\u5143\u7d20\u3002\u4f8b\u5982\uff0c<code>arr = [1, 2, 3, 4, 5]<\/code>\u53ef\u4ee5\u7528\u5217\u8868\u63a8\u5bfc\u5f0f<code>[x for x in arr if x &gt; 3]<\/code>\u63d0\u53d6\u6240\u6709\u5927\u4e8e3\u7684\u5143\u7d20\uff0c\u7ed3\u679c\u4e3a<code>[4, 5]<\/code>\u3002\u4f7f\u7528NumPy\u5e93\u65f6\uff0c\u53ef\u4ee5\u76f4\u63a5\u5bf9\u6570\u7ec4\u5e94\u7528\u5e03\u5c14\u7d22\u5f15\uff0c\u5982<code>import numpy as np; arr = np.array([1, 2, 3, 4, 5]); result = arr[arr &gt; 3]<\/code>\uff0c\u4e5f\u5c06\u5f97\u5230\u76f8\u540c\u7684\u7ed3\u679c\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"\u5728Python\u4e2d\u63d0\u53d6\u6570\u7ec4\u5143\u7d20\u6709\u591a\u79cd\u65b9\u6cd5\uff0c\u5305\u62ec\u4f7f\u7528\u7d22\u5f15\u3001\u5207\u7247\u3001\u6761\u4ef6\u7b5b\u9009\u3001\u5217\u8868\u89e3\u6790\u7b49\u3002\u8fd9\u4e9b\u65b9\u6cd5\u5404\u6709\u5176\u72ec\u7279\u7684\u7528\u9014\u548c\u4f18 [&hellip;]","protected":false},"author":3,"featured_media":953768,"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\/953765"}],"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=953765"}],"version-history":[{"count":"1","href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/posts\/953765\/revisions"}],"predecessor-version":[{"id":953769,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/posts\/953765\/revisions\/953769"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/media\/953768"}],"wp:attachment":[{"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/media?parent=953765"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/categories?post=953765"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/tags?post=953765"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}