{"id":967039,"date":"2024-12-27T04:53:21","date_gmt":"2024-12-26T20:53:21","guid":{"rendered":"https:\/\/docs.pingcode.com\/ask\/ask-ask\/967039.html"},"modified":"2024-12-27T04:53:23","modified_gmt":"2024-12-26T20:53:23","slug":"python%e5%a6%82%e4%bd%95%e6%b7%bb%e5%8a%a0numpy%e5%ba%93","status":"publish","type":"post","link":"https:\/\/docs.pingcode.com\/ask\/967039.html","title":{"rendered":"python\u5982\u4f55\u6dfb\u52a0numpy\u5e93"},"content":{"rendered":"<p style=\"text-align:center;\" ><img decoding=\"async\" src=\"https:\/\/cdn-kb.worktile.com\/kb\/wp-content\/uploads\/2024\/04\/24182527\/bce940e7-3a43-425a-8c1c-92f82605021d.webp\" alt=\"python\u5982\u4f55\u6dfb\u52a0numpy\u5e93\" \/><\/p>\n<p><p> Python\u4e2d\u6dfb\u52a0NumPy\u5e93\u7684\u6838\u5fc3\u6b65\u9aa4\u5305\u62ec<strong>\u5b89\u88c5NumPy\u3001\u5bfc\u5165NumPy\u5e93<\/strong>\u3002\u5177\u4f53\u6b65\u9aa4\u5982\u4e0b\uff1a\u9996\u5148\uff0c\u786e\u4fdd\u60a8\u7684\u8ba1\u7b97\u673a\u4e0a\u5df2\u5b89\u88c5Python\u3002\u7136\u540e\uff0c\u4f7f\u7528Python\u7684\u5305\u7ba1\u7406\u5de5\u5177pip\u6765\u5b89\u88c5NumPy\u5e93\uff0c\u901a\u8fc7\u547d\u4ee4\u884c\u8f93\u5165<code>pip install numpy<\/code>\u5373\u53ef\u5b8c\u6210\u5b89\u88c5\u3002\u5b89\u88c5\u6210\u529f\u540e\uff0c\u5728\u60a8\u7684Python\u811a\u672c\u4e2d\u901a\u8fc7<code>import numpy as np<\/code>\u6765\u5bfc\u5165NumPy\u5e93\u3002<strong>\u5b89\u88c5NumPy\u7684\u4e3b\u8981\u597d\u5904\u5728\u4e8e\uff0c\u5b83\u63d0\u4f9b\u4e86\u5f3a\u5927\u7684\u6570\u7ec4\u548c\u77e9\u9635\u5904\u7406\u80fd\u529b\uff0c\u5927\u5927\u63d0\u9ad8\u4e86\u6570\u503c\u8ba1\u7b97\u7684\u6548\u7387\u3002<\/strong><\/p>\n<\/p>\n<p><h3>\u4e00\u3001\u5b89\u88c5Python\u548cpip<\/h3>\n<\/p>\n<p><p>\u5728\u5b89\u88c5NumPy\u4e4b\u524d\uff0c\u60a8\u9700\u8981\u786e\u4fdd\u5df2\u7ecf\u5b89\u88c5\u4e86Python\u3002Python\u662f\u4e00\u79cd\u5e7f\u6cdb\u4f7f\u7528\u7684\u7f16\u7a0b\u8bed\u8a00\uff0c\u9002\u7528\u4e8e\u591a\u79cd\u5f00\u53d1\u4efb\u52a1\u3002\u53ef\u4ee5\u4ecePython\u5b98\u65b9\u7f51\u7ad9\u4e0b\u8f7d\u5e76\u5b89\u88c5Python\u3002\u5728\u5b89\u88c5Python\u65f6\uff0c\u5efa\u8bae\u9009\u4e2d\u201cAdd Python to PATH\u201d\u9009\u9879\uff0c\u4ee5\u4fbf\u5728\u547d\u4ee4\u884c\u4e2d\u76f4\u63a5\u4f7f\u7528Python\u548cpip\u547d\u4ee4\u3002<\/p>\n<\/p>\n<p><p>\u5982\u679c\u60a8\u4f7f\u7528\u7684\u662fAnaconda\u6216\u5176\u4ed6Python\u53d1\u884c\u7248\uff0c\u4e5f\u53ef\u4ee5\u901a\u8fc7\u5b83\u4eec\u81ea\u5e26\u7684\u5305\u7ba1\u7406\u5de5\u5177\u6765\u5b89\u88c5NumPy\u3002<\/p>\n<\/p>\n<p><h3>\u4e8c\u3001\u4f7f\u7528pip\u5b89\u88c5NumPy<\/h3>\n<\/p>\n<ol>\n<li>\n<p><strong>\u6253\u5f00\u547d\u4ee4\u884c\u7ec8\u7aef<\/strong>\uff1a\u6839\u636e\u60a8\u7684\u64cd\u4f5c\u7cfb\u7edf\uff0c\u6253\u5f00\u547d\u4ee4\u63d0\u793a\u7b26\uff08Windows\uff09\u3001\u7ec8\u7aef\uff08macOS\u548cLinux\uff09\u3002<\/p>\n<\/p>\n<\/li>\n<li>\n<p><strong>\u8f93\u5165\u5b89\u88c5\u547d\u4ee4<\/strong>\uff1a\u5728\u547d\u4ee4\u884c\u4e2d\u8f93\u5165\u4ee5\u4e0b\u547d\u4ee4\u6765\u5b89\u88c5NumPy\uff1a<\/p>\n<\/p>\n<p><pre><code>pip install numpy<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><p>\u8fd9\u6761\u547d\u4ee4\u4f1a\u4ecePython\u5305\u7d22\u5f15\uff08PyPI\uff09\u4e0b\u8f7d\u5e76\u5b89\u88c5NumPy\u5e93\u3002\u5b89\u88c5\u8fc7\u7a0b\u4e2d\uff0c\u53ef\u80fd\u9700\u8981\u4e00\u70b9\u65f6\u95f4\u6765\u4e0b\u8f7d\u548c\u914d\u7f6e\u3002<\/p>\n<\/p>\n<\/li>\n<li>\n<p><strong>\u9a8c\u8bc1\u5b89\u88c5<\/strong>\uff1a\u5b89\u88c5\u5b8c\u6210\u540e\uff0c\u53ef\u4ee5\u901a\u8fc7\u4ee5\u4e0b\u547d\u4ee4\u9a8c\u8bc1NumPy\u662f\u5426\u6210\u529f\u5b89\u88c5\uff1a<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">python -c &quot;import numpy; print(numpy.__version__)&quot;<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><p>\u5982\u679c\u6ca1\u6709\u9519\u8bef\u4fe1\u606f\uff0c\u5e76\u4e14\u663e\u793a\u4e86NumPy\u7684\u7248\u672c\u53f7\uff0c\u5219\u8bf4\u660e\u5b89\u88c5\u6210\u529f\u3002<\/p>\n<\/p>\n<\/li>\n<\/ol>\n<p><h3>\u4e09\u3001\u5bfc\u5165NumPy\u5e93<\/h3>\n<\/p>\n<p><p>\u5728\u60a8\u7684Python\u4ee3\u7801\u4e2d\uff0c\u60a8\u9700\u8981\u5bfc\u5165NumPy\u5e93\u624d\u80fd\u4f7f\u7528\u5176\u529f\u80fd\u3002\u901a\u5e38\uff0cNumPy\u88ab\u5bfc\u5165\u4e3a\u7b80\u5199<code>np<\/code>\uff0c\u8fd9\u5df2\u7ecf\u6210\u4e3a\u4e00\u79cd\u60ef\u4f8b\uff0c\u4fbf\u4e8e\u4ee3\u7801\u7f16\u5199\u548c\u9605\u8bfb\u3002<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">import numpy as np<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><p>\u8fd9\u6837\uff0c\u60a8\u5c31\u53ef\u4ee5\u5728\u4ee3\u7801\u4e2d\u4f7f\u7528<code>np<\/code>\u6765\u8c03\u7528NumPy\u7684\u51fd\u6570\u548c\u65b9\u6cd5\uff0c\u4f8b\u5982\u521b\u5efa\u6570\u7ec4\u3001\u8fdb\u884c\u77e9\u9635\u8fd0\u7b97\u7b49\u3002<\/p>\n<\/p>\n<p><h3>\u56db\u3001NumPy\u7684\u57fa\u672c\u529f\u80fd<\/h3>\n<\/p>\n<ol>\n<li>\n<p><strong>\u6570\u7ec4\u521b\u5efa<\/strong>\uff1aNumPy\u63d0\u4f9b\u4e86\u591a\u79cd\u521b\u5efa\u6570\u7ec4\u7684\u65b9\u6cd5\uff0c\u4f8b\u5982<code>np.array()<\/code>\u3001<code>np.zeros()<\/code>\u3001<code>np.ones()<\/code>\u7b49\u3002\u901a\u8fc7\u8fd9\u4e9b\u65b9\u6cd5\uff0c\u60a8\u53ef\u4ee5\u65b9\u4fbf\u5730\u521b\u5efa\u548c\u521d\u59cb\u5316\u6570\u7ec4\u3002<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">import numpy as np<\/p>\n<h2><strong>\u521b\u5efa\u4e00\u4e2a\u4e00\u7ef4\u6570\u7ec4<\/strong><\/h2>\n<p>array_1d = np.array([1, 2, 3, 4, 5])<\/p>\n<h2><strong>\u521b\u5efa\u4e00\u4e2a\u4e8c\u7ef4\u6570\u7ec4<\/strong><\/h2>\n<p>array_2d = np.array([[1, 2, 3], [4, 5, 6]])<\/p>\n<h2><strong>\u521b\u5efa\u4e00\u4e2a\u5168\u4e3a\u96f6\u7684\u6570\u7ec4<\/strong><\/h2>\n<p>zeros_array = np.zeros((3, 3))<\/p>\n<h2><strong>\u521b\u5efa\u4e00\u4e2a\u5168\u4e3a\u4e00\u7684\u6570\u7ec4<\/strong><\/h2>\n<p>ones_array = np.ones((2, 4))<\/p>\n<p><\/code><\/pre>\n<\/p>\n<\/li>\n<li>\n<p><strong>\u6570\u7ec4\u8fd0\u7b97<\/strong>\uff1aNumPy\u652f\u6301\u6570\u7ec4\u7684\u7b97\u672f\u8fd0\u7b97\u3001\u5e7f\u64ad\u3001\u4ee5\u53ca\u77e9\u9635\u8fd0\u7b97\u3002\u5b83\u7684\u8fd0\u7b97\u6548\u7387\u975e\u5e38\u9ad8\uff0c\u53ef\u4ee5\u8fdb\u884c\u5927\u89c4\u6a21\u7684\u6570\u636e\u5904\u7406\u3002<\/p>\n<\/p>\n<p><pre><code class=\"language-python\"># \u6570\u7ec4\u52a0\u6cd5<\/p>\n<p>sum_array = array_1d + np.array([5, 4, 3, 2, 1])<\/p>\n<h2><strong>\u6570\u7ec4\u4e58\u6cd5<\/strong><\/h2>\n<p>product_array = array_1d * 2<\/p>\n<h2><strong>\u77e9\u9635\u4e58\u6cd5<\/strong><\/h2>\n<p>matrix_a = np.array([[1, 2], [3, 4]])<\/p>\n<p>matrix_b = np.array([[5, 6], [7, 8]])<\/p>\n<p>matrix_product = np.dot(matrix_a, matrix_b)<\/p>\n<p><\/code><\/pre>\n<\/p>\n<\/li>\n<li>\n<p><strong>\u7edf\u8ba1\u51fd\u6570<\/strong>\uff1aNumPy\u63d0\u4f9b\u4e86\u4e30\u5bcc\u7684\u7edf\u8ba1\u51fd\u6570\uff0c\u4f8b\u5982<code>np.mean()<\/code>\u3001<code>np.sum()<\/code>\u3001<code>np.std()<\/code>\u7b49\uff0c\u8fd9\u4e9b\u51fd\u6570\u53ef\u4ee5\u7528\u4e8e\u8ba1\u7b97\u6570\u7ec4\u7684\u5e73\u5747\u503c\u3001\u603b\u548c\u3001\u6807\u51c6\u5dee\u7b49\u3002<\/p>\n<\/p>\n<p><pre><code class=\"language-python\"># \u8ba1\u7b97\u6570\u7ec4\u7684\u5e73\u5747\u503c<\/p>\n<p>mean_value = np.mean(array_1d)<\/p>\n<h2><strong>\u8ba1\u7b97\u6570\u7ec4\u7684\u603b\u548c<\/strong><\/h2>\n<p>sum_value = np.sum(array_1d)<\/p>\n<h2><strong>\u8ba1\u7b97\u6570\u7ec4\u7684\u6807\u51c6\u5dee<\/strong><\/h2>\n<p>std_value = np.std(array_1d)<\/p>\n<p><\/code><\/pre>\n<\/p>\n<\/li>\n<\/ol>\n<p><h3>\u4e94\u3001NumPy\u7684\u9ad8\u7ea7\u529f\u80fd<\/h3>\n<\/p>\n<ol>\n<li>\n<p><strong>\u5207\u7247\u548c\u7d22\u5f15<\/strong>\uff1aNumPy\u6570\u7ec4\u652f\u6301\u591a\u79cd\u5207\u7247\u548c\u7d22\u5f15\u65b9\u5f0f\uff0c\u53ef\u4ee5\u5e2e\u52a9\u60a8\u5feb\u901f\u8bbf\u95ee\u548c\u4fee\u6539\u6570\u636e\u3002<\/p>\n<\/p>\n<p><pre><code class=\"language-python\"># \u8bbf\u95ee\u6570\u7ec4\u4e2d\u7684\u5143\u7d20<\/p>\n<p>element = array_1d[2]  # \u7b2c\u4e09\u4e2a\u5143\u7d20<\/p>\n<h2><strong>\u5207\u7247<\/strong><\/h2>\n<p>slice_array = array_1d[1:4]  # \u7b2c\u4e8c\u5230\u7b2c\u56db\u4e2a\u5143\u7d20<\/p>\n<h2><strong>\u4f7f\u7528\u5e03\u5c14\u7d22\u5f15<\/strong><\/h2>\n<p>bool_index = array_1d &gt; 2<\/p>\n<p>filtered_array = array_1d[bool_index]<\/p>\n<p><\/code><\/pre>\n<\/p>\n<\/li>\n<li>\n<p><strong>\u6570\u7ec4\u7684\u5f62\u72b6\u64cd\u4f5c<\/strong>\uff1aNumPy\u63d0\u4f9b\u4e86\u7075\u6d3b\u7684\u5f62\u72b6\u64cd\u4f5c\u65b9\u6cd5\uff0c\u4f8b\u5982<code>reshape()<\/code>\u3001<code>transpose()<\/code>\u7b49\uff0c\u5e2e\u52a9\u60a8\u8c03\u6574\u6570\u7ec4\u7684\u5f62\u72b6\u3002<\/p>\n<\/p>\n<p><pre><code class=\"language-python\"># \u6539\u53d8\u6570\u7ec4\u7684\u5f62\u72b6<\/p>\n<p>reshaped_array = array_2d.reshape(3, 2)<\/p>\n<h2><strong>\u8f6c\u7f6e\u6570\u7ec4<\/strong><\/h2>\n<p>transposed_array = array_2d.T<\/p>\n<p><\/code><\/pre>\n<\/p>\n<\/li>\n<li>\n<p><strong>\u968f\u673a\u6570\u751f\u6210<\/strong>\uff1aNumPy\u7684<code>random<\/code>\u6a21\u5757\u63d0\u4f9b\u4e86\u4e30\u5bcc\u7684\u968f\u673a\u6570\u751f\u6210\u51fd\u6570\uff0c\u53ef\u4ee5\u7528\u4e8e\u6a21\u62df\u548c\u968f\u673a\u5316\u6570\u636e\u3002<\/p>\n<\/p>\n<p><pre><code class=\"language-python\"># \u751f\u6210\u968f\u673a\u6574\u6570<\/p>\n<p>random_int = np.random.randint(1, 10)<\/p>\n<h2><strong>\u751f\u6210\u968f\u673a\u6d6e\u70b9\u6570<\/strong><\/h2>\n<p>random_float = np.random.random()<\/p>\n<h2><strong>\u751f\u6210\u6b63\u6001\u5206\u5e03\u7684\u968f\u673a\u6570<\/strong><\/h2>\n<p>random_normal = np.random.randn(5)<\/p>\n<p><\/code><\/pre>\n<\/p>\n<\/li>\n<\/ol>\n<p><h3>\u516d\u3001NumPy\u5e94\u7528\u5b9e\u4f8b<\/h3>\n<\/p>\n<ol>\n<li>\n<p><strong>\u79d1\u5b66\u8ba1\u7b97<\/strong>\uff1aNumPy\u5e38\u7528\u4e8e\u79d1\u5b66\u8ba1\u7b97\u4e2d\uff0c\u4f8b\u5982\u6c42\u89e3\u65b9\u7a0b\u7ec4\u3001\u8fdb\u884c\u5085\u91cc\u53f6\u53d8\u6362\u7b49\u3002\u5b83\u7684\u9ad8\u6548\u6027\u548c\u4e30\u5bcc\u7684\u51fd\u6570\u5e93\u4f7f\u5f97\u590d\u6742\u7684\u8ba1\u7b97\u53d8\u5f97\u7b80\u5355\u3002<\/p>\n<\/p>\n<\/li>\n<li>\n<p><strong>\u6570\u636e\u5206\u6790<\/strong>\uff1a\u5728\u6570\u636e\u5206\u6790\u9886\u57df\uff0cNumPy\u4f5c\u4e3a\u6570\u636e\u5904\u7406\u7684\u57fa\u7840\u5e93\uff0c\u4e0ePandas\u7ed3\u5408\u4f7f\u7528\uff0c\u53ef\u4ee5\u6709\u6548\u5730\u5904\u7406\u548c\u5206\u6790\u5927\u89c4\u6a21\u6570\u636e\u96c6\u3002<\/p>\n<\/p>\n<\/li>\n<li>\n<p><strong><a href=\"https:\/\/docs.pingcode.com\/ask\/59192.html\" target=\"_blank\">\u673a\u5668\u5b66\u4e60<\/a><\/strong>\uff1aNumPy\u5728\u673a\u5668\u5b66\u4e60\u4e2d\u88ab\u5e7f\u6cdb\u4f7f\u7528\uff0c\u8bb8\u591a\u673a\u5668\u5b66\u4e60\u5e93\uff08\u5982SciPy\u3001TensorFlow\u3001PyTorch\u7b49\uff09\u90fd\u57fa\u4e8eNumPy\u6784\u5efa\u3002<\/p>\n<\/p>\n<\/li>\n<\/ol>\n<p><p>\u901a\u8fc7\u4ee5\u4e0a\u6b65\u9aa4\u548c\u793a\u4f8b\uff0c\u60a8\u5e94\u8be5\u80fd\u591f\u987a\u5229\u5730\u5728Python\u4e2d\u5b89\u88c5\u5e76\u4f7f\u7528NumPy\u5e93\u3002NumPy\u7684\u5f3a\u5927\u529f\u80fd\u4e0d\u4ec5\u63d0\u9ad8\u4e86\u8ba1\u7b97\u6548\u7387\uff0c\u8fd8\u4e3a\u79d1\u5b66\u8ba1\u7b97\u3001\u6570\u636e\u5206\u6790\u548c\u673a\u5668\u5b66\u4e60\u7b49\u9886\u57df\u63d0\u4f9b\u4e86\u575a\u5b9e\u7684\u57fa\u7840\u3002\u5e0c\u671b\u8fd9\u7bc7\u6587\u7ae0\u80fd\u5e2e\u52a9\u60a8\u66f4\u597d\u5730\u7406\u89e3\u548c\u5e94\u7528NumPy\uff0c\u63d0\u5347\u60a8\u7684\u7f16\u7a0b\u6280\u80fd\u548c\u9879\u76ee\u5f00\u53d1\u80fd\u529b\u3002<\/p>\n<\/p>\n<h2><strong>\u76f8\u5173\u95ee\u7b54FAQs\uff1a<\/strong><\/h2>\n<p> <strong>\u5982\u4f55\u5728Python\u4e2d\u5b89\u88c5NumPy\u5e93\uff1f<\/strong><br \/>\u8981\u5728Python\u4e2d\u5b89\u88c5NumPy\u5e93\uff0c\u60a8\u53ef\u4ee5\u4f7f\u7528\u5305\u7ba1\u7406\u5de5\u5177pip\u3002\u6253\u5f00\u547d\u4ee4\u884c\u754c\u9762\uff0c\u8f93\u5165\u4ee5\u4e0b\u547d\u4ee4\uff1a<code>pip install numpy<\/code>\u3002\u5982\u679c\u60a8\u4f7f\u7528\u7684\u662fAnaconda\uff0c\u53ef\u4ee5\u901a\u8fc7<code>conda install numpy<\/code>\u6765\u5b89\u88c5\u3002\u786e\u4fdd\u60a8\u7684\u7f51\u7edc\u8fde\u63a5\u6b63\u5e38\uff0c\u4ee5\u4fbf\u4ecePyPI\u6216Anaconda\u4ed3\u5e93\u4e0b\u8f7d\u3002<\/p>\n<p><strong>NumPy\u5e93\u7684\u4e3b\u8981\u529f\u80fd\u662f\u4ec0\u4e48\uff1f<\/strong><br \/>NumPy\u662fPython\u4e2d\u7528\u4e8e\u79d1\u5b66\u8ba1\u7b97\u7684\u57fa\u7840\u5305\uff0c\u63d0\u4f9b\u4e86\u9ad8\u6027\u80fd\u7684\u591a\u7ef4\u6570\u7ec4\u5bf9\u8c61\u548c\u7528\u4e8e\u64cd\u4f5c\u8fd9\u4e9b\u6570\u7ec4\u7684\u5de5\u5177\u3002\u5b83\u652f\u6301\u5927\u91cf\u7684\u6570\u5b66\u51fd\u6570\uff0c\u4f7f\u5f97\u6570\u7ec4\u548c\u77e9\u9635\u8fd0\u7b97\u53d8\u5f97\u7b80\u5355\u9ad8\u6548\u3002\u540c\u65f6\uff0cNumPy\u4e5f\u4e3a\u5176\u4ed6\u79d1\u5b66\u8ba1\u7b97\u5e93\uff08\u5982Pandas\u548cSciPy\uff09\u63d0\u4f9b\u4e86\u57fa\u7840\u3002<\/p>\n<p><strong>\u5982\u4f55\u9a8c\u8bc1NumPy\u5e93\u662f\u5426\u6210\u529f\u5b89\u88c5\uff1f<\/strong><br \/>\u5b89\u88c5\u5b8c\u6210\u540e\uff0c\u60a8\u53ef\u4ee5\u901a\u8fc7\u5728Python\u4ea4\u4e92\u5f0f\u73af\u5883\u6216\u811a\u672c\u4e2d\u8f93\u5165\u4ee5\u4e0b\u4ee3\u7801\u6765\u9a8c\u8bc1NumPy\u662f\u5426\u6210\u529f\u5b89\u88c5\uff1a  <\/p>\n<pre><code class=\"language-python\">import numpy as np\nprint(np.__version__)\n<\/code><\/pre>\n<p>\u5982\u679c\u6ca1\u6709\u9519\u8bef\u63d0\u793a\u5e76\u4e14\u663e\u793a\u4e86\u7248\u672c\u53f7\uff0c\u8bf4\u660eNumPy\u5e93\u5df2\u6210\u529f\u5b89\u88c5\u5e76\u53ef\u4ee5\u4f7f\u7528\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"Python\u4e2d\u6dfb\u52a0NumPy\u5e93\u7684\u6838\u5fc3\u6b65\u9aa4\u5305\u62ec\u5b89\u88c5NumPy\u3001\u5bfc\u5165NumPy\u5e93\u3002\u5177\u4f53\u6b65\u9aa4\u5982\u4e0b\uff1a\u9996\u5148\uff0c\u786e\u4fdd\u60a8\u7684\u8ba1\u7b97 [&hellip;]","protected":false},"author":3,"featured_media":967048,"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\/967039"}],"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=967039"}],"version-history":[{"count":"1","href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/posts\/967039\/revisions"}],"predecessor-version":[{"id":967049,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/posts\/967039\/revisions\/967049"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/media\/967048"}],"wp:attachment":[{"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/media?parent=967039"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/categories?post=967039"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/tags?post=967039"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}