{"id":1064,"date":"2023-07-27T19:26:11","date_gmt":"2023-07-27T19:26:11","guid":{"rendered":"https:\/\/statorials.org\/cn\/python%e5%b9%b3%e5%9d%87%e5%80%bc%e7%9a%84%e6%a0%87%e5%87%86%e8%af%af%e5%b7%ae\/"},"modified":"2023-07-27T19:26:11","modified_gmt":"2023-07-27T19:26:11","slug":"python%e5%b9%b3%e5%9d%87%e5%80%bc%e7%9a%84%e6%a0%87%e5%87%86%e8%af%af%e5%b7%ae","status":"publish","type":"post","link":"https:\/\/statorials.org\/cn\/python%e5%b9%b3%e5%9d%87%e5%80%bc%e7%9a%84%e6%a0%87%e5%87%86%e8%af%af%e5%b7%ae\/","title":{"rendered":"\u5982\u4f55\u5728 python \u4e2d\u8ba1\u7b97\u5e73\u5747\u503c\u7684\u6807\u51c6\u8bef\u5dee"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\"><strong>\u5747\u503c\u7684\u6807\u51c6\u8bef\u5dee<\/strong>\u662f\u8861\u91cf\u6570\u636e\u96c6\u4e2d\u503c\u5206\u5e03\u7684\u4e00\u79cd\u65b9\u6cd5\u3002\u8ba1\u7b97\u65b9\u6cd5\u5982\u4e0b\uff1a<\/span><\/p>\n<p><span style=\"color: #000000;\"><strong>\u5e73\u5747\u503c\u7684\u6807\u51c6\u8bef\u5dee = s \/ \u221an<\/strong><\/span><\/p>\n<p><span style=\"color: #000000;\">\u91d1\u5b50\uff1a<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><strong>s<\/strong> \uff1a\u6837\u672c\u6807\u51c6\u5dee<\/span><\/li>\n<li><span style=\"color: #000000;\"><strong>n<\/strong> \uff1a\u6837\u672c\u91cf<\/span><\/li>\n<\/ul>\n<p><span style=\"color: #000000;\">\u672c\u6559\u7a0b\u4ecb\u7ecd\u4e86\u4e24\u79cd\u53ef\u7528\u4e8e\u5728 Python \u4e2d\u8ba1\u7b97\u6570\u636e\u96c6\u5e73\u5747\u503c\u7684\u6807\u51c6\u8bef\u5dee\u7684\u65b9\u6cd5\u3002\u8bf7\u6ce8\u610f\uff0c\u8fd9\u4e24\u79cd\u65b9\u6cd5\u4ea7\u751f\u5b8c\u5168\u76f8\u540c\u7684\u7ed3\u679c\u3002<\/span><\/p>\n<h3><span style=\"color: #000000;\"><strong>\u65b9\u6cd5\u4e00\uff1a\u4f7f\u7528SciPy<\/strong><\/span><\/h3>\n<p><span style=\"color: #000000;\">\u8ba1\u7b97\u5e73\u5747\u503c\u6807\u51c6\u8bef\u5dee\u7684\u7b2c\u4e00\u79cd\u65b9\u6cd5\u662f\u4f7f\u7528 SciPy Stats \u5e93\u4e2d\u7684<a href=\"https:\/\/docs.scipy.org\/doc\/scipy\/reference\/generated\/scipy.stats.sem.html\" target=\"_blank\" rel=\"noopener noreferrer\">sem()<\/a>\u51fd\u6570\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u4e0b\u9762\u7684\u4ee3\u7801\u5c55\u793a\u4e86\u5982\u4f55\u4f7f\u7528\u8fd9\u4e2a\u51fd\u6570\uff1a<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008000;\">from<\/span> scipy. <span style=\"color: #3366ff;\">stats<\/span> <span style=\"color: #008000;\">import<\/span> week\n\n<span style=\"color: #008080;\">#define dataset<\/span> \ndata = [3, 4, 4, 5, 7, 8, 12, 14, 14, 15, 17, 19, 22, 24, 24, 24, 25, 28, 28, 29]\n\n<span style=\"color: #008080;\">#calculate standard error of the mean<\/span> \nsem(data)\n\n2.001447<\/strong><\/pre>\n<p><span style=\"color: #000000;\">\u5e73\u5747\u503c\u7684\u6807\u51c6\u8bef\u5dee\u4e3a<strong>2.001447<\/strong> \u3002<\/span><\/p>\n<h3><span style=\"color: #000000;\"><strong>\u65b9\u6cd5 2\uff1a\u4f7f\u7528 NumPy<\/strong><\/span><\/h3>\n<p><span style=\"color: #000000;\">\u8ba1\u7b97\u6570\u636e\u96c6\u5e73\u5747\u503c\u7684\u6807\u51c6\u8bef\u5dee\u7684\u53e6\u4e00\u79cd\u65b9\u6cd5\u662f\u4f7f\u7528 NumPy \u7684<a href=\"https:\/\/numpy.org\/doc\/stable\/reference\/generated\/numpy.std.html\" target=\"_blank\" rel=\"noopener noreferrer\">std()<\/a>\u51fd\u6570\u3002<\/span><\/p>\n<p><em><span style=\"color: #000000;\">\u8bf7\u6ce8\u610f\uff0c\u6211\u4eec\u9700\u8981\u5728\u6b64\u51fd\u6570\u7684\u53c2\u6570\u4e2d\u6307\u5b9a<strong>ddof=1<\/strong>\u6765\u8ba1\u7b97\u6837\u672c\u6807\u51c6\u5dee\uff0c\u800c\u4e0d\u662f\u603b\u4f53\u6807\u51c6\u5dee\u3002<\/span><\/em><\/p>\n<p><span style=\"color: #000000;\">\u4ee5\u4e0b\u4ee3\u7801\u5c55\u793a\u4e86\u5982\u4f55\u6267\u884c\u6b64\u64cd\u4f5c\uff1a<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008000;\">import<\/span> numpy <span style=\"color: #008000;\">as<\/span> np\n\n<span style=\"color: #008080;\">#define dataset<\/span>\ndata = np.array([3, 4, 4, 5, 7, 8, 12, 14, 14, 15, 17, 19, 22, 24, 24, 24, 25, 28, 28, 29])\n\n<span style=\"color: #008080;\">#calculate standard error of the mean<\/span> \nn.p. <span style=\"color: #3366ff;\">std<\/span> (data, ddof= <span style=\"color: #008000;\">1<\/span> ) \/ np. <span style=\"color: #3366ff;\">sqrt<\/span> ( <span style=\"color: #3366ff;\">np.size<\/span> (data))\n\n2.001447\n<\/strong><\/pre>\n<p><span style=\"color: #000000;\">\u540c\u6837\uff0c\u5e73\u5747\u503c\u7684\u6807\u51c6\u8bef\u5dee\u4e3a<strong>2.001447<\/strong> \u3002<\/span><\/p>\n<h3><strong>\u5982\u4f55\u89e3\u91ca\u5e73\u5747\u503c\u7684\u6807\u51c6\u8bef<\/strong><\/h3>\n<p><span style=\"color: #000000;\">\u5747\u503c\u7684\u6807\u51c6\u8bef\u5dee\u53ea\u662f\u5bf9\u5747\u503c\u5468\u56f4\u503c\u7684\u5206\u5e03\u7684\u5ea6\u91cf\u3002\u89e3\u91ca\u5e73\u5747\u503c\u7684\u6807\u51c6\u8bef\u5dee\u65f6\u9700\u8981\u8bb0\u4f4f\u4e24\u4ef6\u4e8b\uff1a<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>1.\u5747\u503c\u7684\u6807\u51c6\u8bef\u5dee\u8d8a\u5927\uff0c\u6570\u636e\u96c6\u4e2d\u7684\u503c\u5728\u5747\u503c\u5468\u56f4\u8d8a\u5206\u6563\u3002<\/strong><\/span><\/p>\n<p><span style=\"color: #000000;\">\u4e3a\u4e86\u8bf4\u660e\u8fd9\u4e00\u70b9\uff0c\u8003\u8651\u4e00\u4e0b\u6211\u4eec\u662f\u5426\u5c06\u524d\u4e00\u4e2a\u6570\u636e\u96c6\u7684\u6700\u540e\u4e00\u4e2a\u503c\u66f4\u6539\u4e86\u4e00\u4e2a\u66f4\u5927\u7684\u6570\u5b57\uff1a<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008000;\">from<\/span> scipy. <span style=\"color: #3366ff;\">stats<\/span> <span style=\"color: #008000;\">import<\/span> week\n\n<span style=\"color: #008080;\">#define dataset<\/span> \ndata = [3, 4, 4, 5, 7, 8, 12, 14, 14, 15, 17, 19, 22, 24, 24, 24, 25, 28, 28, <span style=\"color: #800080;\">150<\/span> ]\n\n<span style=\"color: #008080;\">#calculate standard error of the mean<\/span> \nsem(data)\n\n<span style=\"color: #000000;\">6.978265<\/span>\n<\/strong><\/pre>\n<p><span style=\"color: #000000;\">\u8bf7\u6ce8\u610f\u6807\u51c6\u8bef\u5dee\u5982\u4f55\u4ece<strong>2.001447<\/strong>\u589e\u52a0\u5230<strong>6.978265<\/strong> \u3002\u8fd9\u8868\u660e\u4e0e\u4e4b\u524d\u7684\u6570\u636e\u96c6\u76f8\u6bd4\uff0c\u8be5\u6570\u636e\u96c6\u4e2d\u7684\u503c\u66f4\u5206\u5e03\u5728\u5e73\u5747\u503c\u9644\u8fd1\u3002<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>2.\u968f\u7740\u6837\u672c\u91cf\u7684\u589e\u52a0\uff0c\u5e73\u5747\u503c\u7684\u6807\u51c6\u8bef\u5dee\u8d8b\u4e8e\u51cf\u5c0f\u3002<\/strong><\/span><\/p>\n<p><span style=\"color: #000000;\">\u4e3a\u4e86\u8bf4\u660e\u8fd9\u4e00\u70b9\uff0c\u8bf7\u8003\u8651\u4ee5\u4e0b\u4e24\u7ec4\u6570\u636e\u7684\u5e73\u5747\u503c\u7684\u6807\u51c6\u8bef\u5dee\uff1a<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\"><span style=\"color: #008000;\">from<\/span> <span style=\"color: #000000;\">scipy<\/span> . <span style=\"color: #3366ff;\">stats<\/span> <span style=\"color: #008000;\">import<\/span> <span style=\"color: #000000;\">week<\/span> \n\n#define first dataset and find SEM<\/span>\ndata1 = [1, 2, 3, 4, 5]\nsem(data1)\n\n0.7071068\n\n<span style=\"color: #008080;\">#define second dataset and find SEM<\/span>\ndata2 = [1, 2, 3, 4, 5, 1, 2, 3, 4, 5]\nsem(data2)\n\n0.4714045\n<\/strong><\/pre>\n<p><span style=\"color: #000000;\">\u7b2c\u4e8c\u4e2a\u6570\u636e\u96c6\u53ea\u662f\u7b2c\u4e00\u4e2a\u6570\u636e\u96c6\u91cd\u590d\u4e24\u6b21\u3002\u56e0\u6b64\uff0c\u4e24\u4e2a\u6570\u636e\u96c6\u5177\u6709\u76f8\u540c\u7684\u5747\u503c\uff0c\u4f46\u7b2c\u4e8c\u4e2a\u6570\u636e\u96c6\u7684\u6837\u672c\u91cf\u8f83\u5927\uff0c\u56e0\u6b64\u6807\u51c6\u8bef\u5dee\u8f83\u5c0f\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\/\u5747\u503c-r-\u7684\u6807\u51c6\u8bef\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u5982\u4f55\u8ba1\u7b97 R \u4e2d\u5e73\u5747\u503c\u7684\u6807\u51c6\u8bef\u5dee<\/a><br \/><a href=\"https:\/\/statorials.org\/cn\/excel\u6807\u51c6\u8bef\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u5982\u4f55\u5728 Excel \u4e2d\u8ba1\u7b97\u5e73\u5747\u503c\u7684\u6807\u51c6\u8bef\u5dee<\/a><br \/>\u5982\u4f55\u8ba1\u7b97 Google \u8868\u683c\u4e2d\u5e73\u5747\u503c\u7684\u6807\u51c6\u8bef\u5dee<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u5747\u503c\u7684\u6807\u51c6\u8bef\u5dee\u662f\u8861\u91cf\u6570\u636e\u96c6\u4e2d\u503c\u5206\u5e03\u7684\u4e00\u79cd\u65b9\u6cd5\u3002\u8ba1\u7b97\u65b9\u6cd5\u5982\u4e0b\uff1a \u5e73\u5747\u503c\u7684\u6807\u51c6\u8bef\u5dee = s \/ \u221an \u91d1\u5b50\uff1a s  [&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-1064","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\u8ba1\u7b97\u5e73\u5747\u503c\u7684\u6807\u51c6\u8bef\u5dee - Statorials<\/title>\n<meta name=\"description\" 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