{"id":1250,"date":"2023-07-27T03:40:05","date_gmt":"2023-07-27T03:40:05","guid":{"rendered":"https:\/\/statorials.org\/cn\/%e7%ae%b1%e8%80%83%e5%85%8b%e6%96%af%e5%8f%98%e6%8d%a2python\/"},"modified":"2023-07-27T03:40:05","modified_gmt":"2023-07-27T03:40:05","slug":"%e7%ae%b1%e8%80%83%e5%85%8b%e6%96%af%e5%8f%98%e6%8d%a2python","status":"publish","type":"post","link":"https:\/\/statorials.org\/cn\/%e7%ae%b1%e8%80%83%e5%85%8b%e6%96%af%e5%8f%98%e6%8d%a2python\/","title":{"rendered":"\u5982\u4f55\u5728 python \u4e2d\u6267\u884c box-cox \u53d8\u6362"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\"><strong>Box-Cox \u53d8\u6362<\/strong>\u662f\u5c06\u975e\u6b63\u6001\u5206\u5e03\u7684\u6570\u636e\u96c6\u53d8\u6362\u4e3a\u66f4<a href=\"https:\/\/statorials.org\/cn\/\u6b63\u6001\u5206\u5e03-1\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u6b63\u6001\u5206\u5e03\u7684<\/a>\u6570\u636e\u96c6\u7684\u5e38\u7528\u65b9\u6cd5\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u6b64\u65b9\u6cd5\u80cc\u540e\u7684\u57fa\u672c\u601d\u60f3\u662f\u4f7f\u7528\u4ee5\u4e0b\u516c\u5f0f\u627e\u5230 \u03bb \u503c\uff0c\u4f7f\u53d8\u6362\u540e\u7684\u6570\u636e\u5c3d\u53ef\u80fd\u63a5\u8fd1\u6b63\u6001\u5206\u5e03\uff1a<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">y(\u03bb) = (y <sup>\u03bb<\/sup> \u2013 1) \/ \u03bb \u5982\u679c y \u2260 0<\/span><\/li>\n<li> <span style=\"color: #000000;\">y(\u03bb) = log(y) \u5982\u679c y = 0<\/span><\/li>\n<\/ul>\n<p><span style=\"color: #000000;\">\u6211\u4eec\u53ef\u4ee5\u4f7f\u7528<a href=\"https:\/\/docs.scipy.org\/doc\/scipy\/reference\/generated\/scipy.stats.boxcox.html\" target=\"_blank\" rel=\"noopener noreferrer\">scipy.stats.boxcox()<\/a>\u51fd\u6570\u5728 Python \u4e2d\u6267\u884c box-cox \u8f6c\u6362\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u4e0b\u9762\u7684\u4f8b\u5b50\u5c55\u793a\u4e86\u5982\u4f55\u5728\u5b9e\u9645\u4e2d\u4f7f\u7528\u8fd9\u4e2a\u529f\u80fd\u3002<\/span><\/p>\n<h3><span style=\"color: #000000;\"><strong>\u793a\u4f8b\uff1aPython \u4e2d\u7684 Box-Cox \u53d8\u6362<\/strong><\/span><\/h3>\n<p><span style=\"color: #000000;\"><span style=\"color: #000000;\">\u5047\u8bbe\u6211\u4eec\u6839\u636e<a href=\"https:\/\/statorials.org\/cn\/\u6307\u6570\u5206\u5e03-1\/\" target=\"_blank\" rel=\"noopener\">\u6307\u6570\u5206\u5e03<\/a>\u751f\u6210\u4e00\u7ec4\u968f\u673a\u7684 1000 \u4e2a\u503c\uff1a<\/span><\/span> <\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#load necessary packages<\/span>\n<span style=\"color: #008000;\">import<\/span> numpy <span style=\"color: #008000;\">as<\/span> np \n<span style=\"color: #008000;\">from<\/span> scipy. <span style=\"color: #3366ff;\">stats<\/span> <span style=\"color: #008000;\">import<\/span> boxcox \n<span style=\"color: #008000;\">import<\/span> seaborn <span style=\"color: #008000;\">as<\/span> sns \n\n<span style=\"color: #008080;\">#make this example reproducible\n<\/span>n.p. <span style=\"color: #3366ff;\">random<\/span> . <span style=\"color: #3366ff;\">seeds<\/span> (0)\n\n<span style=\"color: #008080;\">#generate dataset\n<\/span>data = np. <span style=\"color: #3366ff;\">random<\/span> . <span style=\"color: #3366ff;\">exponential<\/span> (size= <span style=\"color: #008000;\">1000<\/span> )\n\n<span style=\"color: #008080;\">#plot the distribution of data values\n<\/span>sns. <span style=\"color: #3366ff;\">distplot<\/span> (data, hist= <span style=\"color: #008000;\">False<\/span> , kde= <span style=\"color: #008000;\">True<\/span> ) \n<\/strong><\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-12345 \" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/boitecox1.png\" alt=\"\" width=\"391\" height=\"265\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p><span style=\"color: #000000;\">\u6211\u4eec\u53ef\u4ee5\u770b\u5230\u5206\u5e03\u770b\u8d77\u6765\u4e0d\u6b63\u5e38\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u6211\u4eec\u53ef\u4ee5\u4f7f\u7528<strong>boxcox()<\/strong>\u51fd\u6570\u6765\u627e\u5230\u4ea7\u751f\u66f4\u6b63\u6001\u5206\u5e03\u7684 lambda \u6700\u4f73\u503c\uff1a<\/span> <\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#perform Box-Cox transformation on original data\n<\/span>transformed_data, best_lambda = boxcox(data) \n\n<span style=\"color: #008080;\">#plot the distribution of the transformed data values\n<\/span>sns. <span style=\"color: #3366ff;\">distplot<\/span> (transformed_data, hist= <span style=\"color: #008000;\">False<\/span> , kde= <span style=\"color: #008000;\">True<\/span> )<\/strong> <\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-12346 \" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/boitecox2.png\" alt=\"Python \u4e2d\u7684 Box-Cox \u53d8\u6362\" width=\"416\" height=\"267\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p><span style=\"color: #000000;\">\u6211\u4eec\u53ef\u4ee5\u770b\u5230\u8f6c\u6362\u540e\u7684\u6570\u636e\u9075\u5faa\u66f4\u52a0\u6b63\u6001\u7684\u5206\u5e03\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u6211\u4eec\u8fd8\u53ef\u4ee5\u627e\u5230\u7528\u4e8e\u6267\u884c Box-Cox \u53d8\u6362\u7684\u7cbe\u786e lambda \u503c\uff1a<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#display optimal lambda value\n<\/span><span style=\"color: #008000;\">print<\/span> (best_lambda)\n\n0.2420131978174143\n<\/strong><\/pre>\n<p><span style=\"color: #000000;\">\u53d1\u73b0\u6700\u4f73 lambda \u7ea6\u4e3a<strong>0.242<\/strong> \u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u56e0\u6b64\uff0c\u6bcf\u4e2a\u6570\u636e\u503c\u90fd\u4f7f\u7528\u4ee5\u4e0b\u7b49\u5f0f\u8fdb\u884c\u8f6c\u6362\uff1a<\/span><\/p>\n<p><span style=\"color: #000000;\">\u65b0 = (\u65e7<sup>0.242<\/sup> \u2013 1) \/ 0.242<\/span><\/p>\n<p><span style=\"color: #000000;\">\u6211\u4eec\u53ef\u4ee5\u901a\u8fc7\u67e5\u770b\u539f\u59cb\u6570\u636e\u4e0e\u8f6c\u6362\u540e\u6570\u636e\u7684\u503c\u6765\u786e\u8ba4\u8fd9\u4e00\u70b9\uff1a<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#view first five values of original dataset\n<\/span>data[0:5]\n\narray([0.79587451, 1.25593076, 0.92322315, 0.78720115, 0.55104849])\n\n<span style=\"color: #008080;\">#view first five values of transformed dataset\n<\/span>transformed_data[0:5]\n\narray([-0.22212062, 0.23427768, -0.07911706, -0.23247555, -0.55495228])\n<\/strong><\/pre>\n<p><span style=\"color: #000000;\">\u539f\u59cb\u6570\u636e\u96c6\u4e2d\u7684\u7b2c\u4e00\u4e2a\u503c\u662f<strong>0.79587<\/strong> \u3002\u56e0\u6b64\uff0c\u6211\u4eec\u5e94\u7528\u4ee5\u4e0b\u516c\u5f0f\u6765\u8f6c\u6362\u8be5\u503c\uff1a<\/span><\/p>\n<p><span style=\"color: #000000;\">\u65b0 = (.79587 <sup>0.242<\/sup> \u2013 1) \/ 0.242 = <strong>-0.222<\/strong><\/span><\/p>\n<p><span style=\"color: #000000;\">\u6211\u4eec\u53ef\u4ee5\u786e\u8ba4\u8f6c\u6362\u540e\u7684\u6570\u636e\u96c6\u4e2d\u7684\u7b2c\u4e00\u4e2a\u503c\u786e\u5b9e\u662f<strong>-0.222<\/strong> \u3002<\/span><\/p>\n<h3><span style=\"color: #000000;\"><strong>\u5176\u4ed6\u8d44\u6e90<\/strong><\/span><\/h3>\n<p> <a href=\"https:\/\/statorials.org\/cn\/\u4e00\u4e9bpython\u60c5\u8282\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u5982\u4f55\u5728 Python \u4e2d\u521b\u5efa\u548c\u89e3\u91ca QQ \u56fe<\/a><br \/><a href=\"https:\/\/statorials.org\/cn\/\u590f\u76ae\u7f57\u5a01\u5c14\u514b\u6d4b\u8bd5python\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u5982\u4f55\u5728 Python \u4e2d\u6267\u884c Shapiro-Wilk \u6b63\u6001\u6027\u68c0\u9a8c<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Box-Cox \u53d8\u6362\u662f\u5c06\u975e\u6b63\u6001\u5206\u5e03\u7684\u6570\u636e\u96c6\u53d8\u6362\u4e3a\u66f4\u6b63\u6001\u5206\u5e03\u7684\u6570\u636e\u96c6\u7684\u5e38\u7528\u65b9\u6cd5\u3002 \u6b64\u65b9\u6cd5\u80cc\u540e\u7684\u57fa\u672c\u601d\u60f3\u662f\u4f7f\u7528\u4ee5\u4e0b [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[11],"tags":[],"class_list":["post-1250","post","type-post","status-publish","format-standard","hentry","category-11"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v21.5 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u5982\u4f55\u5728 Python \u4e2d\u6267\u884c Box-Cox \u53d8\u6362 - Statorials<\/title>\n<meta name=\"description\" content=\"\u672c\u6559\u7a0b\u901a\u8fc7\u4e00\u4e2a\u793a\u4f8b\u89e3\u91ca\u4e86\u5982\u4f55\u5728 Python \u4e2d\u5bf9\u6570\u636e\u96c6\u6267\u884c Box-Cox \u8f6c\u6362\u3002\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/statorials.org\/cn\/\u7bb1\u8003\u514b\u65af\u53d8\u6362python\/\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u5982\u4f55\u5728 Python \u4e2d\u6267\u884c Box-Cox \u53d8\u6362 - Statorials\" \/>\n<meta property=\"og:description\" content=\"\u672c\u6559\u7a0b\u901a\u8fc7\u4e00\u4e2a\u793a\u4f8b\u89e3\u91ca\u4e86\u5982\u4f55\u5728 Python \u4e2d\u5bf9\u6570\u636e\u96c6\u6267\u884c Box-Cox \u8f6c\u6362\u3002\" \/>\n<meta property=\"og:url\" content=\"https:\/\/statorials.org\/cn\/\u7bb1\u8003\u514b\u65af\u53d8\u6362python\/\" \/>\n<meta property=\"og:site_name\" content=\"Statorials\" \/>\n<meta property=\"article:published_time\" content=\"2023-07-27T03:40:05+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/boitecox1.png\" \/>\n<meta name=\"author\" content=\"\u672c\u6770\u660e\u00b7\u5b89\u5fb7\u68ee\u535a\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u4f5c\u8005\" \/>\n\t<meta name=\"twitter:data1\" content=\"\u672c\u6770\u660e\u00b7\u5b89\u5fb7\u68ee\u535a\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4\" \/>\n\t<meta name=\"twitter:data2\" content=\"1 \u5206\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/statorials.org\/cn\/%e7%ae%b1%e8%80%83%e5%85%8b%e6%96%af%e5%8f%98%e6%8d%a2python\/\",\"url\":\"https:\/\/statorials.org\/cn\/%e7%ae%b1%e8%80%83%e5%85%8b%e6%96%af%e5%8f%98%e6%8d%a2python\/\",\"name\":\"\u5982\u4f55\u5728 Python \u4e2d\u6267\u884c Box-Cox \u53d8\u6362 - Statorials\",\"isPartOf\":{\"@id\":\"https:\/\/statorials.org\/cn\/#website\"},\"datePublished\":\"2023-07-27T03:40:05+00:00\",\"dateModified\":\"2023-07-27T03:40:05+00:00\",\"author\":{\"@id\":\"https:\/\/statorials.org\/cn\/#\/schema\/person\/124e4e5b7c9f8dc0f1f95cc8c1db3261\"},\"description\":\"\u672c\u6559\u7a0b\u901a\u8fc7\u4e00\u4e2a\u793a\u4f8b\u89e3\u91ca\u4e86\u5982\u4f55\u5728 Python \u4e2d\u5bf9\u6570\u636e\u96c6\u6267\u884c Box-Cox \u8f6c\u6362\u3002\",\"breadcrumb\":{\"@id\":\"https:\/\/statorials.org\/cn\/%e7%ae%b1%e8%80%83%e5%85%8b%e6%96%af%e5%8f%98%e6%8d%a2python\/#breadcrumb\"},\"inLanguage\":\"zh-Hans\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/statorials.org\/cn\/%e7%ae%b1%e8%80%83%e5%85%8b%e6%96%af%e5%8f%98%e6%8d%a2python\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/statorials.org\/cn\/%e7%ae%b1%e8%80%83%e5%85%8b%e6%96%af%e5%8f%98%e6%8d%a2python\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u5bb6\",\"item\":\"https:\/\/statorials.org\/cn\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"\u5982\u4f55\u5728 python \u4e2d\u6267\u884c box-cox \u53d8\u6362\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/statorials.org\/cn\/#website\",\"url\":\"https:\/\/statorials.org\/cn\/\",\"name\":\"Statorials\",\"description\":\"\u60a8\u7684\u7edf\u8ba1\u7d20\u517b\u6307\u5357\uff01\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/statorials.org\/cn\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"zh-Hans\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/statorials.org\/cn\/#\/schema\/person\/124e4e5b7c9f8dc0f1f95cc8c1db3261\",\"name\":\"\u672c\u6770\u660e\u00b7\u5b89\u5fb7\u68ee\u535a\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/statorials.org\/cn\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/statorials.org\/cn\/wp-content\/uploads\/2023\/10\/Dr.-Benjamin-Anderson-96x96.jpg\",\"contentUrl\":\"https:\/\/statorials.org\/cn\/wp-content\/uploads\/2023\/10\/Dr.-Benjamin-Anderson-96x96.jpg\",\"caption\":\"\u672c\u6770\u660e\u00b7\u5b89\u5fb7\u68ee\u535a\"},\"description\":\"\u5927\u5bb6\u597d\uff0c\u6211\u662f\u672c\u6770\u660e\uff0c\u4e00\u4f4d\u9000\u4f11\u7684\u7edf\u8ba1\u5b66\u6559\u6388\uff0c\u540e\u6765\u6210\u4e3a Statorials \u7684\u70ed\u5fc3\u6559\u5e08\u3002 \u51ed\u501f\u5728\u7edf\u8ba1\u9886\u57df\u7684\u4e30\u5bcc\u7ecf\u9a8c\u548c\u4e13\u4e1a\u77e5\u8bc6\uff0c\u6211\u6e34\u671b\u5206\u4eab\u6211\u7684\u77e5\u8bc6\uff0c\u901a\u8fc7 Statorials \u589e\u5f3a\u5b66\u751f\u7684\u80fd\u529b\u3002\u4e86\u89e3\u66f4\u591a\",\"sameAs\":[\"https:\/\/statorials.org\/cn\"]}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"\u5982\u4f55\u5728 Python \u4e2d\u6267\u884c Box-Cox \u53d8\u6362 - Statorials","description":"\u672c\u6559\u7a0b\u901a\u8fc7\u4e00\u4e2a\u793a\u4f8b\u89e3\u91ca\u4e86\u5982\u4f55\u5728 Python \u4e2d\u5bf9\u6570\u636e\u96c6\u6267\u884c Box-Cox \u8f6c\u6362\u3002","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/statorials.org\/cn\/\u7bb1\u8003\u514b\u65af\u53d8\u6362python\/","og_locale":"zh_CN","og_type":"article","og_title":"\u5982\u4f55\u5728 Python \u4e2d\u6267\u884c Box-Cox \u53d8\u6362 - Statorials","og_description":"\u672c\u6559\u7a0b\u901a\u8fc7\u4e00\u4e2a\u793a\u4f8b\u89e3\u91ca\u4e86\u5982\u4f55\u5728 Python \u4e2d\u5bf9\u6570\u636e\u96c6\u6267\u884c Box-Cox \u8f6c\u6362\u3002","og_url":"https:\/\/statorials.org\/cn\/\u7bb1\u8003\u514b\u65af\u53d8\u6362python\/","og_site_name":"Statorials","article_published_time":"2023-07-27T03:40:05+00:00","og_image":[{"url":"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/boitecox1.png"}],"author":"\u672c\u6770\u660e\u00b7\u5b89\u5fb7\u68ee\u535a","twitter_card":"summary_large_image","twitter_misc":{"\u4f5c\u8005":"\u672c\u6770\u660e\u00b7\u5b89\u5fb7\u68ee\u535a","\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4":"1 \u5206"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/statorials.org\/cn\/%e7%ae%b1%e8%80%83%e5%85%8b%e6%96%af%e5%8f%98%e6%8d%a2python\/","url":"https:\/\/statorials.org\/cn\/%e7%ae%b1%e8%80%83%e5%85%8b%e6%96%af%e5%8f%98%e6%8d%a2python\/","name":"\u5982\u4f55\u5728 Python \u4e2d\u6267\u884c Box-Cox \u53d8\u6362 - Statorials","isPartOf":{"@id":"https:\/\/statorials.org\/cn\/#website"},"datePublished":"2023-07-27T03:40:05+00:00","dateModified":"2023-07-27T03:40:05+00:00","author":{"@id":"https:\/\/statorials.org\/cn\/#\/schema\/person\/124e4e5b7c9f8dc0f1f95cc8c1db3261"},"description":"\u672c\u6559\u7a0b\u901a\u8fc7\u4e00\u4e2a\u793a\u4f8b\u89e3\u91ca\u4e86\u5982\u4f55\u5728 Python \u4e2d\u5bf9\u6570\u636e\u96c6\u6267\u884c Box-Cox \u8f6c\u6362\u3002","breadcrumb":{"@id":"https:\/\/statorials.org\/cn\/%e7%ae%b1%e8%80%83%e5%85%8b%e6%96%af%e5%8f%98%e6%8d%a2python\/#breadcrumb"},"inLanguage":"zh-Hans","potentialAction":[{"@type":"ReadAction","target":["https:\/\/statorials.org\/cn\/%e7%ae%b1%e8%80%83%e5%85%8b%e6%96%af%e5%8f%98%e6%8d%a2python\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/statorials.org\/cn\/%e7%ae%b1%e8%80%83%e5%85%8b%e6%96%af%e5%8f%98%e6%8d%a2python\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u5bb6","item":"https:\/\/statorials.org\/cn\/"},{"@type":"ListItem","position":2,"name":"\u5982\u4f55\u5728 python \u4e2d\u6267\u884c box-cox \u53d8\u6362"}]},{"@type":"WebSite","@id":"https:\/\/statorials.org\/cn\/#website","url":"https:\/\/statorials.org\/cn\/","name":"Statorials","description":"\u60a8\u7684\u7edf\u8ba1\u7d20\u517b\u6307\u5357\uff01","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/statorials.org\/cn\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"zh-Hans"},{"@type":"Person","@id":"https:\/\/statorials.org\/cn\/#\/schema\/person\/124e4e5b7c9f8dc0f1f95cc8c1db3261","name":"\u672c\u6770\u660e\u00b7\u5b89\u5fb7\u68ee\u535a","image":{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/statorials.org\/cn\/#\/schema\/person\/image\/","url":"https:\/\/statorials.org\/cn\/wp-content\/uploads\/2023\/10\/Dr.-Benjamin-Anderson-96x96.jpg","contentUrl":"https:\/\/statorials.org\/cn\/wp-content\/uploads\/2023\/10\/Dr.-Benjamin-Anderson-96x96.jpg","caption":"\u672c\u6770\u660e\u00b7\u5b89\u5fb7\u68ee\u535a"},"description":"\u5927\u5bb6\u597d\uff0c\u6211\u662f\u672c\u6770\u660e\uff0c\u4e00\u4f4d\u9000\u4f11\u7684\u7edf\u8ba1\u5b66\u6559\u6388\uff0c\u540e\u6765\u6210\u4e3a Statorials \u7684\u70ed\u5fc3\u6559\u5e08\u3002 \u51ed\u501f\u5728\u7edf\u8ba1\u9886\u57df\u7684\u4e30\u5bcc\u7ecf\u9a8c\u548c\u4e13\u4e1a\u77e5\u8bc6\uff0c\u6211\u6e34\u671b\u5206\u4eab\u6211\u7684\u77e5\u8bc6\uff0c\u901a\u8fc7 Statorials \u589e\u5f3a\u5b66\u751f\u7684\u80fd\u529b\u3002\u4e86\u89e3\u66f4\u591a","sameAs":["https:\/\/statorials.org\/cn"]}]}},"yoast_meta":{"yoast_wpseo_title":"","yoast_wpseo_metadesc":"","yoast_wpseo_canonical":""},"_links":{"self":[{"href":"https:\/\/statorials.org\/cn\/wp-json\/wp\/v2\/posts\/1250","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/statorials.org\/cn\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/statorials.org\/cn\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/statorials.org\/cn\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/statorials.org\/cn\/wp-json\/wp\/v2\/comments?post=1250"}],"version-history":[{"count":0,"href":"https:\/\/statorials.org\/cn\/wp-json\/wp\/v2\/posts\/1250\/revisions"}],"wp:attachment":[{"href":"https:\/\/statorials.org\/cn\/wp-json\/wp\/v2\/media?parent=1250"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/statorials.org\/cn\/wp-json\/wp\/v2\/categories?post=1250"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/statorials.org\/cn\/wp-json\/wp\/v2\/tags?post=1250"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}