{"id":845,"date":"2023-07-28T13:54:13","date_gmt":"2023-07-28T13:54:13","guid":{"rendered":"https:\/\/statorials.org\/cn\/%e5%8d%a1%e6%96%b9%e7%8b%ac%e7%ab%8b%e6%80%a7%e6%b5%8b%e8%af%95-python\/"},"modified":"2023-07-28T13:54:13","modified_gmt":"2023-07-28T13:54:13","slug":"%e5%8d%a1%e6%96%b9%e7%8b%ac%e7%ab%8b%e6%80%a7%e6%b5%8b%e8%af%95-python","status":"publish","type":"post","link":"https:\/\/statorials.org\/cn\/%e5%8d%a1%e6%96%b9%e7%8b%ac%e7%ab%8b%e6%80%a7%e6%b5%8b%e8%af%95-python\/","title":{"rendered":"\u5982\u4f55\u5728 python \u4e2d\u6267\u884c\u5361\u65b9\u72ec\u7acb\u6027\u68c0\u9a8c"},"content":{"rendered":"<p><\/p>\n<hr>\n<p>\u72ec\u7acb\u6027\u7684<span style=\"color: #000000;\">\u5361<\/span> <strong><a href=\"https:\/\/statorials.org\/cn\/\u5361\u65b9\u72ec\u7acb\u6027\u68c0\u9a8c\/\" target=\"_blank\" rel=\"noopener\">\u65b9\u68c0\u9a8c<\/a><span style=\"color: #000000;\">&nbsp;<\/span><\/strong><span style=\"color: #000000;\">\u7528\u4e8e\u786e\u5b9a\u4e24\u4e2a\u5206\u7c7b\u53d8\u91cf\u4e4b\u95f4\u662f\u5426\u5b58\u5728\u663e\u7740\u5173\u8054\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u672c\u6559\u7a0b\u4ecb\u7ecd\u5982\u4f55\u5728 Python \u4e2d\u6267\u884c\u5361\u65b9\u72ec\u7acb\u6027\u68c0\u9a8c\u3002<\/span><\/p>\n<h3><span style=\"color: #000000;\"><strong>\u793a\u4f8b\uff1aPython \u4e2d\u7684\u5361\u65b9\u72ec\u7acb\u6027\u68c0\u9a8c<\/strong><\/span><\/h3>\n<p><span style=\"color: #000000;\">\u5047\u8bbe\u6211\u4eec\u60f3\u77e5\u9053\u6027\u522b\u662f\u5426\u4e0e\u5bf9\u653f\u515a\u7684\u504f\u597d\u76f8\u5173\u3002\u6211\u4eec\u5bf9 500 \u540d\u9009\u6c11\u8fdb\u884c\u4e86\u7b80\u5355\u7684\u968f\u673a\u62bd\u6837\uff0c\u5e76\u8be2\u95ee\u4ed6\u4eec\u7684\u653f\u515a\u504f\u597d\u3002\u4e0b\u8868\u5217\u51fa\u4e86\u8c03\u67e5\u7ed3\u679c\uff1a<\/span><\/p>\n<table width=\"379\">\n<tbody>\n<tr>\n<td width=\"84\"><\/td>\n<td style=\"text-align: center;\" width=\"74\"><span style=\"color: #000000;\"><strong>\u5171\u548c\u515a\u4eba<\/strong><\/span><\/td>\n<td style=\"text-align: center;\" width=\"74\"><span style=\"color: #000000;\"><strong>\u6c11\u4e3b\u515a\u4eba<\/strong><\/span><\/td>\n<td style=\"text-align: center;\" width=\"110\"><span style=\"color: #000000;\"><strong>\u72ec\u7acb\u7684<\/strong><\/span><\/td>\n<td style=\"text-align: center;\" width=\"37\"><span style=\"color: #000000;\"><strong>\u5168\u90e8\u7684<\/strong><\/span><\/td>\n<\/tr>\n<tr>\n<td><span style=\"color: #000000;\"><strong>\u7537\u6027<\/strong><\/span><\/td>\n<td style=\"text-align: center;\"><span style=\"color: #000000;\">120<\/span><\/td>\n<td style=\"text-align: center;\"> <span style=\"color: #000000;\">90<\/span><\/td>\n<td style=\"text-align: center;\"> <span style=\"color: #000000;\">40<\/span><\/td>\n<td style=\"text-align: center;\"> <span style=\"color: #000000;\">250<\/span><\/td>\n<\/tr>\n<tr>\n<td><span style=\"color: #000000;\"><strong>\u5973\u6027<\/strong><\/span><\/td>\n<td style=\"text-align: center;\"><span style=\"color: #000000;\">110<\/span><\/td>\n<td style=\"text-align: center;\"> <span style=\"color: #000000;\">95<\/span><\/td>\n<td style=\"text-align: center;\"> <span style=\"color: #000000;\">45<\/span><\/td>\n<td style=\"text-align: center;\"> <span style=\"color: #000000;\">250<\/span><\/td>\n<\/tr>\n<tr>\n<td><span style=\"color: #000000;\"><strong>\u5168\u90e8\u7684<\/strong><\/span><\/td>\n<td style=\"text-align: center;\"><span style=\"color: #000000;\">230<\/span><\/td>\n<td style=\"text-align: center;\"> <span style=\"color: #000000;\">185<\/span><\/td>\n<td style=\"text-align: center;\"> <span style=\"color: #000000;\">85<\/span><\/td>\n<td style=\"text-align: center;\"> <span style=\"color: #000000;\">500<\/span><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p><span style=\"color: #000000;\">\u4f7f\u7528\u4ee5\u4e0b\u6b65\u9aa4\u5728 Python \u4e2d\u6267\u884c\u5361\u65b9\u72ec\u7acb\u6027\u68c0\u9a8c\uff0c\u4ee5\u786e\u5b9a\u6027\u522b\u662f\u5426\u4e0e\u653f\u515a\u504f\u597d\u76f8\u5173\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\"><strong>\u7b2c 1 \u6b65\uff1a\u521b\u5efa\u6570\u636e\u3002<\/strong><\/span><\/p>\n<p><span style=\"color: #000000;\">\u9996\u5148\uff0c\u6211\u4eec\u5c06\u521b\u5efa\u4e00\u4e2a\u8868\u6765\u4fdd\u5b58\u6570\u636e\uff1a<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong>data = [[120, 90, 40],\n        [110, 95, 45]]<\/strong><\/pre>\n<p><span style=\"color: #000000;\"><strong>\u6b65\u9aa4 2\uff1a\u6267\u884c\u72ec\u7acb\u6027\u5361\u65b9\u68c0\u9a8c\u3002<\/strong><\/span><\/p>\n<p><span style=\"color: #000000;\">\u63a5\u4e0b\u6765\uff0c\u6211\u4eec\u53ef\u4ee5\u4f7f\u7528 SciPy \u5e93\u4e2d\u7684<a href=\"https:\/\/docs.scipy.org\/doc\/scipy\/reference\/generated\/scipy.stats.chi2_contingency.html\" target=\"_blank\" rel=\"noopener\">chi2_contingency \u51fd\u6570<\/a>\u6267\u884c\u5361\u65b9\u72ec\u7acb\u6027\u6d4b\u8bd5\uff0c\u8be5\u51fd\u6570\u4f7f\u7528\u4ee5\u4e0b\u8bed\u6cd5\uff1a<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>chi2_contingency\uff08\u89c2\u5bdf\u5230\u7684\uff09<\/strong><\/span><\/p>\n<p><span style=\"color: #000000;\">\u91d1\u5b50\uff1a<\/span><\/p>\n<ul>\n<li><span style=\"color: #000000;\"><strong>\u89c2\u5bdf\u503c\uff1a<\/strong>\u89c2\u5bdf\u503c\u7684\u5217\u8054\u8868\u3002<\/span><\/li>\n<\/ul>\n<p><span style=\"color: #000000;\">\u4e0b\u9762\u7684\u4ee3\u7801\u5c55\u793a\u4e86\u5982\u4f55\u5728\u6211\u4eec\u7684\u5177\u4f53\u793a\u4f8b\u4e2d\u4f7f\u7528\u8be5\u51fd\u6570\uff1a<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #107d3f;\">import<\/span> scipy.stats <span style=\"color: #107d3f;\">as<\/span> stats\n\n<span style=\"color: #008080;\">#perform the Chi-Square Test of Independence<\/span>\nstats.chi2_contingency(data)\n\n(0.864,\n 0.649,\n 2,\n array([[115. , 92.5, 42.5],\n        [115. , 92.5, 42.5]]))\n<\/strong><\/pre>\n<p><span style=\"color: #000000;\">\u7ed3\u679c\u89e3\u91ca\u65b9\u5f0f\u5982\u4e0b\uff1a<\/span><\/p>\n<ul>\n<li><span style=\"color: #000000;\">\u5361\u65b9\u68c0\u9a8c\u7edf\u8ba1\u91cf\uff1a <strong>0.864<\/strong><\/span><\/li>\n<li> <span style=\"color: #000000;\">p \u503c\uff1a <strong>0.649<\/strong><\/span><\/li>\n<li><span style=\"color: #000000;\">\u81ea\u7531\u5ea6\uff1a <strong>2<\/strong> \uff08\u8ba1\u7b97\u4e3a#rows-1 * #columns-1\uff09<\/span><\/li>\n<li><span style=\"color: #000000;\">\u8868\uff1a\u6700\u540e\u4e00\u4e2a\u8868\u663e\u793a\u5217\u8054\u8868\u4e2d\u6bcf\u4e2a\u5355\u5143\u683c\u7684\u9884\u671f\u503c\u3002<\/span><\/li>\n<\/ul>\n<p><span style=\"color: #000000;\">\u56de\u60f3\u4e00\u4e0b\uff0c<a href=\"https:\/\/statorials.org\/cn\/\u5361\u65b9\u72ec\u7acb\u6027\u68c0\u9a8c\/\" target=\"_blank\" rel=\"noopener\">\u72ec\u7acb\u6027\u7684\u5361\u65b9\u68c0\u9a8c<\/a>\u4f7f\u7528\u4ee5\u4e0b\u539f\u5047\u8bbe\u548c\u5907\u62e9\u5047\u8bbe\uff1a<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><strong>H <sub>0<\/sub> \uff1a\uff08\u96f6\u5047\u8bbe\uff09<\/strong>\u4e24\u4e2a\u53d8\u91cf\u662f\u72ec\u7acb\u7684\u3002<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>H <sub>1<\/sub> \uff1a\uff08\u66ff\u4ee3\u5047\u8bbe\uff09<\/strong>\u4e24\u4e2a\u53d8\u91cf<em>\u4e0d\u662f<\/em>\u72ec\u7acb\u7684\u3002<\/span><\/li>\n<\/ul>\n<p><span style=\"color: #000000;\">\u7531\u4e8e\u68c0\u9a8c\u7684 p \u503c (0.649) \u4e0d\u5c0f\u4e8e 0.05\uff0c\u56e0\u6b64\u6211\u4eec\u65e0\u6cd5\u62d2\u7edd\u539f\u5047\u8bbe\u3002\u8fd9\u610f\u5473\u7740\u6211\u4eec\u6ca1\u6709\u8db3\u591f\u7684\u8bc1\u636e\u8868\u660e\u6027\u522b\u548c\u653f\u515a\u504f\u597d\u4e4b\u95f4\u5b58\u5728\u5173\u8054\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u6362\u53e5\u8bdd\u8bf4\uff0c\u6027\u522b\u548c\u653f\u515a\u504f\u597d\u662f\u72ec\u7acb\u7684\u3002<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u72ec\u7acb\u6027\u7684\u5361 \u65b9\u68c0\u9a8c&nbsp;\u7528\u4e8e\u786e\u5b9a\u4e24\u4e2a\u5206\u7c7b\u53d8\u91cf\u4e4b\u95f4\u662f\u5426\u5b58\u5728\u663e\u7740\u5173\u8054\u3002 \u672c\u6559\u7a0b\u4ecb\u7ecd\u5982\u4f55\u5728 Python \u4e2d\u6267 [&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-845","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\u5361\u65b9\u72ec\u7acb\u6027\u68c0\u9a8c - Statorials<\/title>\n<meta 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