{"id":1531,"date":"2023-07-26T00:18:41","date_gmt":"2023-07-26T00:18:41","guid":{"rendered":"https:\/\/statorials.org\/cn\/%e6%ad%a3%e6%80%81%e5%81%87%e8%ae%be\/"},"modified":"2023-07-26T00:18:41","modified_gmt":"2023-07-26T00:18:41","slug":"%e6%ad%a3%e6%80%81%e5%81%87%e8%ae%be","status":"publish","type":"post","link":"https:\/\/statorials.org\/cn\/%e6%ad%a3%e6%80%81%e5%81%87%e8%ae%be\/","title":{"rendered":"\u7edf\u8ba1\u5b66\u4e2d\u7684\u6b63\u6001\u6027\u5047\u8bbe\u662f\u4ec0\u4e48\uff1f"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">\u8bb8\u591a\u7edf\u8ba1\u68c0\u9a8c\u4f9d\u8d56\u4e8e\u6240\u8c13\u7684<strong>\u6b63\u6001\u6027\u5047\u8bbe<\/strong>\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u8be5\u5047\u8bbe\u6307\u51fa\uff0c\u5982\u679c\u6211\u4eec\u4ece\u603b\u4f53\u4e2d\u6536\u96c6\u8bb8\u591a\u72ec\u7acb\u7684\u968f\u673a\u6837\u672c\u5e76\u8ba1\u7b97\u611f\u5174\u8da3\u7684\u503c\uff08\u4f8b\u5982<a href=\"https:\/\/statorials.org\/cn\/\u6837\u672c\u5e73\u5747\u503c\u4e0e\u603b\u4f53\u5e73\u5747\u503c\u7684\u6bd4\u8f83\/\" target=\"_blank\" rel=\"noopener\">\u6837\u672c\u5747\u503c<\/a>\uff09\uff0c\u7136\u540e\u521b\u5efa\u76f4\u65b9\u56fe\u6765\u53ef\u89c6\u5316\u6837\u672c\u5747\u503c\u7684\u5206\u5e03\uff0c\u6211\u4eec\u5e94\u8be5\u89c2\u5bdf\u5230\u5b8c\u7f8e\u7684<a href=\"https:\/\/statorials.org\/cn\/\u949f\u5f62\u66f2\u7ebfexcel\/\" target=\"_blank\" rel=\"noopener\">\u949f\u5f62\u66f2\u7ebf<\/a>\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u8bb8\u591a\u7edf\u8ba1\u6280\u672f\u5bf9\u6570\u636e\u505a\u51fa\u8fd9\u79cd\u5047\u8bbe\uff0c\u5305\u62ec\uff1a<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>1\u3001<\/strong><a href=\"https:\/\/statorials.org\/cn\/\u6837\u672c-t-\u68c0\u9a8c\/\" target=\"_blank\" rel=\"noopener\">\u5355\u6837\u672ct\u68c0\u9a8c<\/a>\uff1a\u5047\u8bbe\u6837\u672c\u6570\u636e\u670d\u4ece\u6b63\u6001\u5206\u5e03\u3002<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>2.<\/strong><a href=\"https:\/\/statorials.org\/cn\/\u6d4b\u8bd5\u4f60\u7684\u4e24\u4e2a\u6837\u672c\/\" target=\"_blank\" rel=\"noopener\">\u53cc\u6837\u672ct\u68c0\u9a8c<\/a>\uff1a\u5047\u8bbe\u4e24\u4e2a\u6837\u672c\u5448\u6b63\u6001\u5206\u5e03\u3002<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>3.<\/strong><a href=\"https:\/\/statorials.org\/cn\/\u5355\u5411\u65b9\u5dee\u5206\u6790\/\" target=\"_blank\" rel=\"noopener\">\u65b9\u5dee\u5206\u6790<\/a>\uff1a\u5047\u8bbe\u6a21\u578b\u6b8b\u5dee\u5448\u6b63\u6001\u5206\u5e03\u3002<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>4.<\/strong><a href=\"https:\/\/statorials.org\/cn\/\u7ebf\u6027\u56de\u5f521\/\" target=\"_blank\" rel=\"noopener\">\u7ebf\u6027\u56de\u5f52<\/a>\uff1a\u5047\u8bbe\u6a21\u578b\u6b8b\u5dee\u5448\u6b63\u6001\u5206\u5e03\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u5982\u679c\u4e0d\u6ee1\u8db3\u8fd9\u4e2a\u5047\u8bbe\uff0c\u8fd9\u4e9b\u6d4b\u8bd5\u7684\u7ed3\u679c\u5c31\u4f1a\u53d8\u5f97\u4e0d\u53ef\u9760\uff0c\u6211\u4eec\u5c31\u65e0\u6cd5\u81ea\u4fe1\u5730\u5c06\u6211\u4eec\u4ece\u6570\u636e\u6837\u672c\u4e2d\u5f97\u51fa\u7684\u7ed3\u8bba\u63a8\u5e7f\u5230<a href=\"https:\/\/statorials.org\/cn\/\u603b\u4f53\u4e0e\u6837\u672c\/\" target=\"_blank\" rel=\"noopener\">\u603b\u4f53<\/a>\u3002\u8fd9\u5c31\u662f\u4e3a\u4ec0\u4e48\u68c0\u67e5\u8fd9\u4e2a\u5047\u8bbe\u662f\u5426\u6210\u7acb\u5f88\u91cd\u8981\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u6709\u4e24\u79cd\u5e38\u89c1\u65b9\u6cd5\u53ef\u4ee5\u68c0\u67e5\u662f\u5426\u6ee1\u8db3\u6b63\u6001\u6027\u5047\u8bbe\uff1a<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>1. \u60f3\u8c61\u5e38\u6001<\/strong><\/span><\/p>\n<p><span style=\"color: #000000;\"><strong>2. \u8fdb\u884c\u6b63\u5f0f\u7684\u7edf\u8ba1\u6d4b\u8bd5<\/strong><\/span><\/p>\n<p><span style=\"color: #000000;\">\u4ee5\u4e0b\u90e8\u5206\u4ecb\u7ecd\u4e86\u60a8\u53ef\u4ee5\u521b\u5efa\u7684\u7279\u5b9a\u56fe\u8868\u4ee5\u53ca\u53ef\u4ee5\u6267\u884c\u4ee5\u68c0\u67e5\u6b63\u6001\u6027\u7684\u7279\u5b9a\u7edf\u8ba1\u6d4b\u8bd5\u3002<\/span><\/p>\n<h3><span style=\"color: #000000;\"><strong>\u53ef\u89c6\u5316\u5e38\u6001<\/strong><\/span><\/h3>\n<p><span style=\"color: #000000;\">\u68c0\u67e5\u6570\u636e\u96c6\u662f\u5426\u5448\u6b63\u6001\u5206\u5e03\u7684\u4e00\u79cd\u5feb\u901f\u4e14\u975e\u6b63\u5f0f\u7684\u65b9\u6cd5\u662f\u521b\u5efa\u76f4\u65b9\u56fe\u6216 QQ \u56fe\u3002<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>1. \u76f4\u65b9\u56fe<\/strong><\/span><\/p>\n<p><span style=\"color: #000000;\">\u5982\u679c\u6570\u636e\u96c6\u7684\u76f4\u65b9\u56fe\u5927\u81f4\u5448\u949f\u5f62\uff0c\u5219\u8be5\u6570\u636e\u5f88\u53ef\u80fd\u5448\u6b63\u6001\u5206\u5e03\u3002<\/span> <\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-15189 \" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/normaliteassume1.png\" alt=\"\" width=\"420\" height=\"376\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\"><strong>2.QQ\u4e50\u56ed<\/strong><\/span><\/p>\n<p><span style=\"color: #000000;\">QQ \u56fe\u662f\u201c\u5206\u4f4d\u6570-\u5206\u4f4d\u6570\u201d\u7684\u7f29\u5199\uff0c\u662f\u4e00\u79cd\u6cbf x \u8f74\u663e\u793a\u7406\u8bba\u5206\u4f4d\u6570\uff08\u5373\u6570\u636e\u670d\u4ece\u6b63\u6001\u5206\u5e03\u65f6\u7684\u4f4d\u7f6e\uff09\u548c\u6cbf y \u8f74\u663e\u793a\u6837\u672c\u5206\u4f4d\u6570\u7684\u56fe\u3002 \uff08\u5373\u60a8\u7684\u6570\u636e\u5b9e\u9645\u6240\u5728\u7684\u4f4d\u7f6e\uff09\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u5982\u679c\u6570\u636e\u503c\u9075\u5faa\u5f62\u6210 45 \u5ea6\u89d2\u7684\u5927\u81f4\u76f4\u7ebf\uff0c\u5219\u5047\u5b9a\u6570\u636e\u5448\u6b63\u6001\u5206\u5e03\u3002<\/span> <\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-15190 \" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/normaliteassume2.png\" alt=\"\" width=\"391\" height=\"393\" srcset=\"\" sizes=\"auto, \"><\/p>\n<h3><span style=\"color: #000000;\"><strong>\u8fdb\u884c\u6b63\u5f0f\u7684\u7edf\u8ba1\u6d4b\u8bd5<\/strong><\/span><\/h3>\n<p><span style=\"color: #000000;\">\u60a8\u8fd8\u53ef\u4ee5\u6267\u884c\u6b63\u5f0f\u7684\u7edf\u8ba1\u6d4b\u8bd5\u6765\u786e\u5b9a\u6570\u636e\u96c6\u662f\u5426\u5448\u6b63\u6001\u5206\u5e03\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u5982\u679c\u68c0\u9a8c\u7684<a href=\"https:\/\/statorials.org\/cn\/p\u503c\u7edf\u8ba1\u663e\u7740\u6027\/\" target=\"_blank\" rel=\"noopener\">p \u503c<\/a>\u4f4e\u4e8e\u4e00\u5b9a\u7684\u663e\u7740\u6027\u6c34\u5e73\uff08\u4f8b\u5982 \u03b1 = 0.05\uff09\uff0c\u5219\u60a8\u6709\u8db3\u591f\u7684\u8bc1\u636e\u8868\u660e\u6570\u636e<em>\u4e0d<\/em>\u5448\u6b63\u6001\u5206\u5e03\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u5e38\u7528\u6765\u68c0\u9a8c\u6b63\u6001\u6027\u7684\u7edf\u8ba1\u68c0\u9a8c\u6709\u4ee5\u4e0b\u4e09\u79cd\uff1a<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>1. \u96c5\u514b-\u8d1d\u62c9\u6d4b\u8bd5<\/strong><\/span><\/p>\n<ul>\n<li><a href=\"https:\/\/statorials.org\/cn\/jarque\u5c06\u6d4b\u8bd5excel\/\" target=\"_blank\" rel=\"noopener\">\u5982\u4f55\u5728 Excel \u4e2d\u6267\u884c Jarque-Bera \u68c0\u9a8c<\/a><\/li>\n<li><a href=\"https:\/\/statorials.org\/cn\/\u5982\u4f55\u5728-r-\u4e2d\u8fdb\u884c-jarque-bera-\u6d4b\u8bd5\/\" target=\"_blank\" rel=\"noopener\">\u5982\u4f55\u5728 R \u4e2d\u6267\u884c Jarque-Bera \u6d4b\u8bd5<\/a><\/li>\n<li><a href=\"https:\/\/statorials.org\/cn\/jarque-\u5c06\u6d4b\u8bd5-python\/\" target=\"_blank\" rel=\"noopener\">\u5982\u4f55\u5728 Python \u4e2d\u6267\u884c Jarque-Bera \u6d4b\u8bd5<\/a><\/li>\n<\/ul>\n<p><span style=\"color: #000000;\"><strong>2. \u590f\u76ae\u7f57-\u5a01\u5c14\u514b\u68c0\u9a8c<\/strong><\/span><\/p>\n<ul>\n<li><a href=\"https:\/\/statorials.org\/cn\/\u590f\u76ae\u7f57\u5a01\u5c14\u514b\u68c0\u9a8c\/\" target=\"_blank\" rel=\"noopener\">\u5982\u4f55\u5728 R \u4e2d\u6267\u884c Shapiro-Wilk \u68c0\u9a8c<\/a><\/li>\n<li> <a href=\"https:\/\/statorials.org\/cn\/\u590f\u76ae\u7f57\u5a01\u5c14\u514b\u6d4b\u8bd5python\/\" target=\"_blank\" rel=\"noopener\">\u5982\u4f55\u5728 Python \u4e2d\u6267\u884c Shapiro-Wilk \u68c0\u9a8c<\/a><\/li>\n<\/ul>\n<p><span style=\"color: #000000;\"><strong>3. \u67ef\u5c14\u83ab\u54e5\u6d1b\u592b-\u65af\u7c73\u5c14\u8bfa\u592b\u68c0\u9a8c<\/strong><\/span><\/p>\n<ul>\n<li><a href=\"https:\/\/statorials.org\/cn\/\u79d1\u5c14\u83ab\u54e5\u6d1b\u592b\u65af\u7c73\u5c14\u8bfa\u592bexcel\u6d4b\u8bd5\/\">\u5982\u4f55\u5728 Excel \u4e2d\u6267\u884c Kolmogorov-Smirnov \u68c0\u9a8c<\/a><\/li>\n<li><a href=\"https:\/\/statorials.org\/cn\/\u67ef\u5c14\u83ab\u54e5\u6d1b\u592b\u00b7\u65af\u7c73\u5c14\u8bfa\u592b\u8bd5\u9a8c\/\" target=\"_blank\" rel=\"noopener\">\u5982\u4f55\u5728 R \u4e2d\u6267\u884c Kolmogorov-Smirnov \u68c0\u9a8c<\/a><\/li>\n<li><a href=\"https:\/\/statorials.org\/cn\/\u79d1\u5c14\u83ab\u54e5\u6d1b\u592b\u65af\u7c73\u5c14\u8bfa\u592b\u6d4b\u8bd5python\/\" target=\"_blank\" rel=\"noopener\">\u5982\u4f55\u5728 Python \u4e2d\u6267\u884c Kolmogorov-Smirnov \u68c0\u9a8c<\/a><\/li>\n<\/ul>\n<h3><span style=\"color: #000000;\"><strong>\u5982\u679c\u8fdd\u53cd\u6b63\u6001\u6027\u5047\u8bbe\u8be5\u600e\u4e48\u529e<\/strong><\/span><\/h3>\n<p><span style=\"color: #000000;\">\u5982\u679c\u53d1\u73b0\u60a8\u7684\u6570\u636e\u4e0d\u662f\u6b63\u6001\u5206\u5e03\uff0c\u60a8\u6709\u4e24\u79cd\u9009\u62e9\uff1a<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>1. \u8f6c\u6362\u6570\u636e\u3002<\/strong><\/span><\/p>\n<p><span style=\"color: #000000;\">\u4e00\u79cd\u9009\u62e9\u662f\u7b80\u5355\u5730<em>\u8f6c\u6362<\/em>\u6570\u636e\u4ee5\u4f7f\u5176\u66f4\u52a0\u6b63\u6001\u5206\u5e03\u3002\u5e38\u89c1\u7684\u8f6c\u6362\u5305\u62ec\uff1a<\/span><\/p>\n<ul>\n<li><span style=\"color: #000000;\"><strong>\u5bf9\u6570\u8f6c\u6362\uff1a<\/strong>\u5c06\u6570\u636e\u4ece y \u8f6c\u6362\u4e3a<strong>log(y)<\/strong> \u3002<\/span><\/li>\n<li><span style=\"color: #000000;\"><strong>\u5e73\u65b9\u6839\u53d8\u6362\uff1a<\/strong>\u5c06\u6570\u636e\u4ece y \u53d8\u6362\u4e3a<strong><span style=\"border-top: 1px solid black;\">\u221ay<\/span><\/strong><\/span><\/li>\n<li><span style=\"color: #000000;\"><strong>\u7acb\u65b9\u6839\u53d8\u6362\uff1a<\/strong>\u5c06\u6570\u636e\u4ece y \u53d8\u6362\u4e3a<strong>y <sup>1\/3<\/sup><\/strong><\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>Box-Cox \u53d8\u6362\uff1a<\/strong>\u4f7f\u7528<a href=\"https:\/\/statorials.org\/cn\/box-cox-\u53d8\u6362\u5230-r\/\" target=\"_blank\" rel=\"noopener\">Box-Cox \u8fc7\u7a0b<\/a>\u8f6c\u6362\u6570\u636e<\/span><\/li>\n<\/ul>\n<p><span style=\"color: #000000;\">\u901a\u8fc7\u6267\u884c\u8fd9\u4e9b\u53d8\u6362\uff0c\u6570\u636e\u503c\u7684\u5206\u5e03\u901a\u5e38\u53d8\u5f97\u66f4\u52a0\u6b63\u6001\u5206\u5e03\u3002<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>2. \u6267\u884c\u975e\u53c2\u6570\u68c0\u9a8c<\/strong><\/span><\/p>\n<p><span style=\"color: #000000;\">\u5047\u8bbe\u6b63\u6001\u6027\u7684\u7edf\u8ba1\u68c0\u9a8c\u79f0\u4e3a<em>\u53c2\u6570\u68c0\u9a8c<\/em>\u3002\u4f46\u8fd8\u6709\u4e00\u7cfb\u5217\u6240\u8c13\u7684<em>\u975e\u53c2\u6570<\/em>\u68c0\u9a8c\u5e76\u4e0d\u505a\u51fa\u8fd9\u79cd\u6b63\u6001\u6027\u5047\u8bbe\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u5982\u679c\u7ed3\u679c\u8868\u660e\u60a8\u7684\u6570\u636e\u4e0d\u5448\u6b63\u6001\u5206\u5e03\uff0c\u60a8\u53ef\u4ee5\u7b80\u5355\u5730\u6267\u884c\u975e\u53c2\u6570\u68c0\u9a8c\u3002\u4ee5\u4e0b\u662f\u5e38\u89c1\u7edf\u8ba1\u68c0\u9a8c\u7684\u4e00\u4e9b\u975e\u53c2\u6570\u7248\u672c\uff1a<\/span><\/p>\n<table>\n<tbody>\n<tr>\n<th style=\"text-align: center;\"><span style=\"color: #000000;\"><strong>\u53c2\u6570\u6d4b\u8bd5<\/strong><\/span><\/th>\n<th style=\"text-align: center;\"><span style=\"color: #000000;\"><strong>\u975e\u53c2\u6570\u7b49\u4ef7<\/strong><\/span><\/th>\n<\/tr>\n<tr>\n<td style=\"text-align: center;\"><span style=\"color: #000000;\">\u6837\u672c t \u68c0\u9a8c<\/span><\/td>\n<td style=\"text-align: center;\"><span style=\"color: #000000;\">Wilcoxon \u7b7e\u540d\u79e9\u68c0\u9a8c\u793a\u4f8b<\/span><\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: center;\"><span style=\"color: #000000;\">\u4e24\u6837\u672c t \u68c0\u9a8c<\/span><\/td>\n<td style=\"text-align: center;\"><a href=\"https:\/\/statorials.org\/cn\/\u66fc\u60e0\u7279\u5c3cu\u6d4b\u8bd5\/\" target=\"_blank\" rel=\"noopener\">\u66fc-\u60e0\u7279\u5c3c U \u68c0\u9a8c<\/a><\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: center;\"><span style=\"color: #000000;\">\u914d\u5bf9\u6837\u672c t \u68c0\u9a8c<\/span><\/td>\n<td style=\"text-align: center;\"><a href=\"https:\/\/statorials.org\/cn\/wilcoxon-\u7b26\u53f7\u79e9\u68c0\u9a8c\/\" target=\"_blank\" rel=\"noopener\">Wilcoxon \u7b7e\u540d\u79e9\u68c0\u9a8c\u7684\u4e24\u4e2a\u6837\u672c<\/a><\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: center;\"><span style=\"color: #000000;\">\u5355\u56e0\u7d20\u65b9\u5dee\u5206\u6790<\/span><\/td>\n<td style=\"text-align: center;\"> <a href=\"https:\/\/statorials.org\/cn\/\u514b\u9c81\u65af\u5361\u5c14\u6c83\u5229\u65af\u68c0\u9a8c\/\" target=\"_blank\" rel=\"noopener\">\u514b\u9c81\u65af\u5361\u5c14-\u6c83\u5229\u65af\u68c0\u9a8c<\/a><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p><span style=\"color: #000000;\">\u8fd9\u4e9b\u975e\u53c2\u6570\u68c0\u9a8c\u4e2d\u7684\u6bcf\u4e00\u4e2a\u90fd\u4f7f\u5f97\u53ef\u4ee5\u5728\u4e0d\u6ee1\u8db3\u6b63\u6001\u6027\u5047\u8bbe\u7684\u60c5\u51b5\u4e0b\u8fdb\u884c\u7edf\u8ba1\u68c0\u9a8c\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\/t-\u68c0\u9a8c\u5047\u8bbe\/\" target=\"_blank\" rel=\"noopener\">T \u68c0\u9a8c\u4e2d\u63d0\u51fa\u7684\u56db\u4e2a\u5047\u8bbe<\/a><br \/><a href=\"https:\/\/statorials.org\/cn\/\u7ebf\u6027\u56de\u5f52\u5047\u8bbe\/\" target=\"_blank\" rel=\"noopener\">\u7ebf\u6027\u56de\u5f52\u7684\u56db\u4e2a\u5047\u8bbe<\/a><br \/><a href=\"https:\/\/statorials.org\/cn\/\u8fbe\u8bfa\u74e6\u5047\u8bbe\/\" target=\"_blank\" rel=\"noopener\">\u65b9\u5dee\u5206\u6790\u7684\u56db\u4e2a\u5047\u8bbe<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u8bb8\u591a\u7edf\u8ba1\u68c0\u9a8c\u4f9d\u8d56\u4e8e\u6240\u8c13\u7684\u6b63\u6001\u6027\u5047\u8bbe\u3002 \u8be5\u5047\u8bbe\u6307\u51fa\uff0c\u5982\u679c\u6211\u4eec\u4ece\u603b\u4f53\u4e2d\u6536\u96c6\u8bb8\u591a\u72ec\u7acb\u7684\u968f\u673a\u6837\u672c\u5e76\u8ba1\u7b97\u611f\u5174\u8da3\u7684\u503c\uff08\u4f8b\u5982 [&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-1531","post","type-post","status-publish","format-standard","hentry","category-11"],"yoast_head":"<!-- This site is optimized with the 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