{"id":1128,"date":"2023-07-27T13:59:57","date_gmt":"2023-07-27T13:59:57","guid":{"rendered":"https:\/\/statorials.org\/cn\/%e9%9f%a6%e5%b0%94%e5%a5%87-t-%e6%b5%8b%e8%af%95-python\/"},"modified":"2023-07-27T13:59:57","modified_gmt":"2023-07-27T13:59:57","slug":"%e9%9f%a6%e5%b0%94%e5%a5%87-t-%e6%b5%8b%e8%af%95-python","status":"publish","type":"post","link":"https:\/\/statorials.org\/cn\/%e9%9f%a6%e5%b0%94%e5%a5%87-t-%e6%b5%8b%e8%af%95-python\/","title":{"rendered":"\u5982\u4f55\u5728 python \u4e2d\u6267\u884c welch t \u68c0\u9a8c"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">\u6bd4\u8f83\u4e24\u4e2a\u72ec\u7acb\u7ec4\u4e4b\u95f4\u5747\u503c\u7684\u6700\u5e38\u89c1\u65b9\u6cd5\u662f\u4f7f\u7528<strong>\u53cc\u6837\u672c t \u68c0\u9a8c<\/strong>\u3002\u7136\u800c\uff0c\u8be5\u68c0\u9a8c\u5047\u8bbe\u4e24\u7ec4\u4e4b\u95f4\u7684\u65b9\u5dee\u76f8\u7b49\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u5982\u679c\u60a8\u8ba4\u4e3a\u4e24\u7ec4\u4e4b\u95f4\u7684\u65b9\u5dee<em>\u4e0d<\/em>\u76f8\u7b49\uff0c\u5219\u53ef\u4ee5\u4f7f\u7528<\/span><strong><a href=\"https:\/\/statorials.org\/cn\/\u7edf\u8ba1\u5b66\u4ee5\u7b80\u5355\u76f4\u63a5\u7684\u65b9\u5f0f\u89e3\u91ca\u6982\u5ff5\uff0c\u6211\u4eec\u4f7f\u5b66\u4e60\u7edf\u8ba1\u53d8\u5f97\u66f4\u5bb9\u6613\/\" target=\"_blank\" rel=\"noopener noreferrer\">Welch t \u68c0\u9a8c<\/a><\/strong><span style=\"color: #000000;\">\uff0c\u5b83\u662f\u53cc\u6837\u672c t \u68c0\u9a8c\u7684\u975e\u53c2\u6570\u7b49\u6548\u9879\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u8981\u5728 Python \u4e2d\u6267\u884c Welch t \u68c0\u9a8c\uff0c\u6211\u4eec\u53ef\u4ee5\u4f7f\u7528<strong>SciPy<\/strong>\u5e93\u4e2d\u7684<a href=\"https:\/\/docs.scipy.org\/doc\/scipy\/reference\/generated\/scipy.stats.ttest_ind.html\" target=\"_blank\" rel=\"noopener noreferrer\">ttest_ind() \u51fd\u6570<\/a>\uff0c\u8be5\u51fd\u6570\u4f7f\u7528\u4ee5\u4e0b\u8bed\u6cd5\uff1a<\/span><\/p>\n<p> <strong><span style=\"color: #000000;\">ttest_ind(a, b, equal_var=False)<\/span><\/strong><\/p>\n<p><span style=\"color: #000000;\">\u91d1\u5b50\uff1a<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><strong>a\uff1a<\/strong>\u7b2c\u4e00\u4e2a\u6570\u636e\u503c\u6570\u7ec4<\/span><\/li>\n<li><span style=\"color: #000000;\"><strong>b\uff1a<\/strong>\u7b2c\u4e8c\u4e2a\u6570\u636e\u503c\u6570\u7ec4<\/span><\/li>\n<li><span style=\"color: #000000;\"><strong>equal_var\uff1a<\/strong>\u4e0d\u6307\u5b9a\u4e24\u4e2a\u8868\u4e4b\u95f4\u65b9\u5dee\u76f8\u7b49\u7684\u4efb\u4f55\u5047\u8bbe<\/span><\/li>\n<\/ul>\n<p><span style=\"color: #000000;\">\u672c\u6559\u7a0b\u4ecb\u7ecd\u5982\u4f55\u4f7f\u7528\u6b64\u51fd\u6570\u5728 Python \u4e2d\u6267\u884c Welch t \u68c0\u9a8c\u3002<\/span><\/p>\n<h3><strong>\u793a\u4f8b\uff1aPython \u4e2d\u7684\u97e6\u5c14\u5947 t \u68c0\u9a8c<\/strong><\/h3>\n<p><span style=\"color: #000000;\">\u5047\u8bbe\u6211\u4eec\u60f3\u8981\u6bd4\u8f83 12 \u540d\u4f7f\u7528\u8003\u8bd5\u51c6\u5907\u624b\u518c\u51c6\u5907\u8003\u8bd5\u7684\u5b66\u751f\u4e0e 12 \u540d\u672a\u4f7f\u7528\u8003\u8bd5\u51c6\u5907\u624b\u518c\u7684\u5b66\u751f\u7684\u8003\u8bd5\u6210\u7ee9\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u4ee5\u4e0b\u4ee3\u7801\u5c55\u793a\u4e86\u5982\u4f55\u5728 Python \u4e2d\u6267\u884c Welch t \u68c0\u9a8c\uff0c\u4ee5\u786e\u5b9a\u4e24\u7ec4\u4e4b\u95f4\u7684\u5e73\u5747\u8003\u8bd5\u6210\u7ee9\u662f\u5426\u76f8\u7b49\uff1a<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#import ttest_ind() function<\/span>\n<span style=\"color: #008000;\">from<\/span> scipy <span style=\"color: #008000;\">import<\/span> stats\n\n<span style=\"color: #008080;\">#define two arrays of data\n<\/span>booklet = [90, 85, 88, 89, 94, 91, 79, 83, 87, 88, 91, 90]\nno_booklet = [67, 90, 71, 95, 88, 83, 72, 66, 75, 86, 93, 84]\n\n<span style=\"color: #008080;\">#perform Welch's t-test<\/span>\nstats. <span style=\"color: #3366ff;\">ttest_ind<\/span> (booklet, no_booklet, equal_var = <span style=\"color: #008000;\">False<\/span> )\n\nTtest_indResult(statistic=2.23606797749, pvalue=0.04170979503207)\n<\/strong><\/pre>\n<p><span style=\"color: #000000;\">\u68c0\u9a8c\u7edf\u8ba1\u91cf\u7ed3\u679c\u4e3a<strong>2.2361<\/strong> \uff0c\u76f8\u5e94\u7684 p \u503c\u4e3a<strong>0.0417<\/strong> \u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u7531\u4e8e\u8be5 p \u503c\u5c0f\u4e8e 0.05\uff0c\u56e0\u6b64\u6211\u4eec\u53ef\u4ee5\u62d2\u7edd\u68c0\u9a8c\u7684\u539f\u5047\u8bbe\uff0c\u5e76\u5f97\u51fa\u7ed3\u8bba\uff1a\u4e24\u7ec4\u4e4b\u95f4\u7684\u5e73\u5747\u8003\u8bd5\u6210\u7ee9\u5b58\u5728\u7edf\u8ba1\u663e\u7740\u5dee\u5f02\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u8bf7\u6ce8\u610f\uff0c\u672c\u4f8b\u4e2d\u7684\u4e24\u4e2a\u6837\u672c\u91cf\u76f8\u7b49\uff0c\u4f46\u5373\u4f7f\u4e24\u4e2a\u6837\u672c\u91cf\u4e0d\u76f8\u7b49\uff0c\u97e6\u5c14\u5947\u7684 t \u68c0\u9a8c\u4ecd\u7136\u6709\u6548\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\/\u97e6\u5c14\u5947t\u68c0\u9a8c\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u97e6\u5c14\u5947 t \u68c0\u9a8c\u7b80\u4ecb<\/a><br \/><a href=\"https:\/\/statorials.org\/cn\/\u97e6\u5c14\u5947-t-\u68c0\u9a8c\u8ba1\u7b97\u5668\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u97e6\u5c14\u5947\u7684 t \u68c0\u9a8c\u8ba1\u7b97\u5668<\/a><br \/><a href=\"https:\/\/statorials.org\/cn\/\u97e6\u5c14\u5947t\u68c0\u9a8cexcel\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u5982\u4f55\u5728 Excel \u4e2d\u6267\u884c\u97e6\u5c14\u5947 t \u68c0\u9a8c<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6bd4\u8f83\u4e24\u4e2a\u72ec\u7acb\u7ec4\u4e4b\u95f4\u5747\u503c\u7684\u6700\u5e38\u89c1\u65b9\u6cd5\u662f\u4f7f\u7528\u53cc\u6837\u672c t \u68c0\u9a8c\u3002\u7136\u800c\uff0c\u8be5\u68c0\u9a8c\u5047\u8bbe\u4e24\u7ec4\u4e4b\u95f4\u7684\u65b9\u5dee\u76f8\u7b49\u3002 \u5982\u679c\u60a8\u8ba4\u4e3a\u4e24\u7ec4 [&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-1128","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 Welch t \u68c0\u9a8c - Statorials<\/title>\n<meta name=\"description\" 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