{"id":1538,"date":"2023-07-25T23:14:40","date_gmt":"2023-07-25T23:14:40","guid":{"rendered":"https:\/\/statorials.org\/uk\/%d0%b7%d0%bd%d0%b8%d0%ba%d0%b0%d1%82%d0%b8-%d0%b0%d0%bb%d1%8c%d1%82%d0%bc%d0%b0%d0%bd-%d1%81%d1%8e%d0%b6%d0%b5%d1%82-r\/"},"modified":"2023-07-25T23:14:40","modified_gmt":"2023-07-25T23:14:40","slug":"%d0%b7%d0%bd%d0%b8%d0%ba%d0%b0%d1%82%d0%b8-%d0%b0%d0%bb%d1%8c%d1%82%d0%bc%d0%b0%d0%bd-%d1%81%d1%8e%d0%b6%d0%b5%d1%82-r","status":"publish","type":"post","link":"https:\/\/statorials.org\/uk\/%d0%b7%d0%bd%d0%b8%d0%ba%d0%b0%d1%82%d0%b8-%d0%b0%d0%bb%d1%8c%d1%82%d0%bc%d0%b0%d0%bd-%d1%81%d1%8e%d0%b6%d0%b5%d1%82-r\/","title":{"rendered":"\u042f\u043a \u0441\u0442\u0432\u043e\u0440\u0438\u0442\u0438 \u0434\u0456\u0430\u0433\u0440\u0430\u043c\u0443 \u0431\u043b\u0430\u043d\u0434\u0430-\u0430\u043b\u044c\u0442\u043c\u0430\u043d\u0430 \u0432 r (\u043a\u0440\u043e\u043a \u0437\u0430 \u043a\u0440\u043e\u043a\u043e\u043c)"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\"><a href=\"https:\/\/statorials.org\/uk\/\u0441\u043b\u0456\u0434-\u0430\u043b\u044c\u0442\u043c\u0430\u043d\u0430-\u0437\u043d\u0438\u043a\u0430\u0442\u0438\/\" target=\"_blank\" rel=\"noopener\">\u0414\u0456\u0430\u0433\u0440\u0430\u043c\u0430 \u0411\u043b\u0430\u043d\u0434\u0430-\u0410\u043b\u044c\u0442\u043c\u0430\u043d\u0430<\/a> \u0432\u0438\u043a\u043e\u0440\u0438\u0441\u0442\u043e\u0432\u0443\u0454\u0442\u044c\u0441\u044f \u0434\u043b\u044f \u0432\u0456\u0437\u0443\u0430\u043b\u0456\u0437\u0430\u0446\u0456\u0457 \u0432\u0456\u0434\u043c\u0456\u043d\u043d\u043e\u0441\u0442\u0435\u0439 \u0432\u0438\u043c\u0456\u0440\u044e\u0432\u0430\u043d\u044c \u043c\u0456\u0436 \u0434\u0432\u043e\u043c\u0430 \u0440\u0456\u0437\u043d\u0438\u043c\u0438 \u043f\u0440\u0438\u043b\u0430\u0434\u0430\u043c\u0438 \u0430\u0431\u043e \u0434\u0432\u043e\u043c\u0430 \u0440\u0456\u0437\u043d\u0438\u043c\u0438 \u043c\u0435\u0442\u043e\u0434\u0430\u043c\u0438 \u0432\u0438\u043c\u0456\u0440\u044e\u0432\u0430\u043d\u043d\u044f.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u0426\u0435 \u043a\u043e\u0440\u0438\u0441\u043d\u043e \u0434\u043b\u044f \u0432\u0438\u0437\u043d\u0430\u0447\u0435\u043d\u043d\u044f \u0442\u043e\u0433\u043e, \u043d\u0430\u0441\u043a\u0456\u043b\u044c\u043a\u0438 \u0441\u0445\u043e\u0436\u0456 \u0434\u0432\u0430 \u0456\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u0438 \u0430\u0431\u043e \u0442\u0435\u0445\u043d\u0456\u043a\u0438 \u0434\u043b\u044f \u0432\u0438\u043c\u0456\u0440\u044e\u0432\u0430\u043d\u043d\u044f \u043e\u0434\u043d\u0456\u0454\u0457 \u043a\u043e\u043d\u0446\u0435\u043f\u0446\u0456\u0457.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u0426\u0435\u0439 \u043f\u0456\u0434\u0440\u0443\u0447\u043d\u0438\u043a \u043d\u0430\u0434\u0430\u0454 \u043f\u043e\u043a\u0440\u043e\u043a\u043e\u0432\u0438\u0439 \u043f\u0440\u0438\u043a\u043b\u0430\u0434 \u0442\u043e\u0433\u043e, \u044f\u043a \u0441\u0442\u0432\u043e\u0440\u0438\u0442\u0438 \u0434\u0456\u0430\u0433\u0440\u0430\u043c\u0443 \u0411\u043b\u0430\u043d\u0434\u0430-\u0410\u043b\u044c\u0442\u043c\u0430\u043d\u0430 \u0432 R.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>\u041a\u0440\u043e\u043a 1: \u0421\u0442\u0432\u043e\u0440\u0456\u0442\u044c \u0434\u0430\u043d\u0456<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">\u041f\u0440\u0438\u043f\u0443\u0441\u0442\u0456\u043c\u043e, \u0449\u043e \u0431\u0456\u043e\u043b\u043e\u0433 \u0432\u0438\u043a\u043e\u0440\u0438\u0441\u0442\u043e\u0432\u0443\u0454 \u0434\u0432\u0430 \u0440\u0456\u0437\u043d\u0456 \u0456\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u0438 (\u0410 \u0456 \u0412), \u0449\u043e\u0431 \u0432\u0438\u043c\u0456\u0440\u044f\u0442\u0438 \u0432\u0430\u0433\u0443 \u043e\u0434\u043d\u043e\u0433\u043e \u0456 \u0442\u043e\u0433\u043e \u0436 \u043d\u0430\u0431\u043e\u0440\u0443 \u0437 20 \u0440\u0456\u0437\u043d\u0438\u0445 \u0436\u0430\u0431 \u0443 \u0433\u0440\u0430\u043c\u0430\u0445.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u041c\u0438 \u0441\u0442\u0432\u043e\u0440\u0438\u043c\u043e \u043d\u0430\u0441\u0442\u0443\u043f\u043d\u0438\u0439 \u043a\u0430\u0434\u0440 \u0434\u0430\u043d\u0438\u0445 \u0443 R, \u044f\u043a\u0438\u0439 \u043f\u0440\u0435\u0434\u0441\u0442\u0430\u0432\u043b\u044f\u0442\u0438\u043c\u0435 \u0432\u0430\u0433\u0443 \u043a\u043e\u0436\u043d\u043e\u0457 \u0436\u0430\u0431\u0438, \u0432\u0438\u043c\u0456\u0440\u044f\u043d\u0443 \u043a\u043e\u0436\u043d\u0438\u043c \u0456\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u043e\u043c:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#create data<\/span>\ndf &lt;- data. <span style=\"color: #3366ff;\">frame<\/span> (A=c(5, 5, 5, 6, 6, 7, 7, 7, 8, 8, 9,\n                     10, 11, 13, 14, 14, 15, 18, 22, 25),\n                 B=c(4, 4, 5, 5, 5, 7, 8, 6, 9, 7, 7, 11,\n                     13, 13, 12, 13, 14, 19, 19, 24))\n\n<span style=\"color: #008080;\">#view first six rows of data\n<\/span>head(df)\n\n  AB\n1 5 4\n2 5 4\n3 5 5\n4 6 5\n5 6 5\n6 7 7<\/strong><\/pre>\n<h3> <span style=\"color: #000000;\"><strong>\u041a\u0440\u043e\u043a 2: \u043e\u0431\u0447\u0438\u0441\u043b\u0456\u0442\u044c \u0440\u0456\u0437\u043d\u0438\u0446\u044e \u0432\u0438\u043c\u0456\u0440\u044e\u0432\u0430\u043d\u044c<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">\u0414\u0430\u043b\u0456 \u043c\u0438 \u0441\u0442\u0432\u043e\u0440\u0438\u043c\u043e \u0434\u0432\u0430 \u043d\u043e\u0432\u0438\u0445 \u0441\u0442\u043e\u0432\u043f\u0446\u0456 \u0443 \u0444\u0440\u0435\u0439\u043c\u0456 \u0434\u0430\u043d\u0438\u0445, \u0449\u043e \u043c\u0456\u0441\u0442\u0438\u0442\u0438\u043c\u0435 \u0441\u0435\u0440\u0435\u0434\u043d\u0454 \u0437\u043d\u0430\u0447\u0435\u043d\u043d\u044f \u043a\u043e\u0436\u043d\u043e\u0457 \u0436\u0430\u0431\u0438, \u0430 \u0442\u0430\u043a\u043e\u0436 \u0440\u0456\u0437\u043d\u0438\u0446\u044e \u0432\u0438\u043c\u0456\u0440\u044e\u0432\u0430\u043d\u044c:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#create new column for average measurement<\/span>\n<span style=\"color: #000000;\">df$avg &lt;- rowMeans(df) \n<\/span>\n<span style=\"color: #008080;\">#create new column for difference in measurements\n<span style=\"color: #000000;\">df$diff &lt;- df$A - df$B<\/span><\/span>\n\n<span style=\"color: #008080;\">#view first six rows of data\n<\/span>head(df)\n\n  AB avg diff\n1 5 4 4.5 1\n2 5 4 4.5 1\n3 5 5 5.0 0\n4 6 5 5.5 1\n5 6 5 5.5 1\n6 7 7 7.0 0\n<\/strong><\/pre>\n<h3> <span style=\"color: #000000;\"><strong>\u041a\u0440\u043e\u043a 3: \u041e\u0431\u0447\u0438\u0441\u043b\u0456\u0442\u044c \u0441\u0435\u0440\u0435\u0434\u043d\u044e \u0440\u0456\u0437\u043d\u0438\u0446\u044e \u0442\u0430 \u0434\u043e\u0432\u0456\u0440\u0447\u0438\u0439 \u0456\u043d\u0442\u0435\u0440\u0432\u0430\u043b<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">\u0414\u0430\u043b\u0456 \u043c\u0438 \u043e\u0431\u0447\u0438\u0441\u043b\u0438\u043c\u043e \u0441\u0435\u0440\u0435\u0434\u043d\u044e \u0440\u0456\u0437\u043d\u0438\u0446\u044e \u0432\u0438\u043c\u0456\u0440\u044e\u0432\u0430\u043d\u044c \u043c\u0456\u0436 \u0434\u0432\u043e\u043c\u0430 \u043f\u0440\u0438\u043b\u0430\u0434\u0430\u043c\u0438, \u0430 \u0442\u0430\u043a\u043e\u0436 \u0432\u0435\u0440\u0445\u043d\u044e \u0442\u0430 \u043d\u0438\u0436\u043d\u044e \u043c\u0435\u0436\u0456 95% \u0434\u043e\u0432\u0456\u0440\u0447\u043e\u0433\u043e \u0456\u043d\u0442\u0435\u0440\u0432\u0430\u043b\u0443 \u0434\u043b\u044f \u0441\u0435\u0440\u0435\u0434\u043d\u044c\u043e\u0457 \u0440\u0456\u0437\u043d\u0438\u0446\u0456:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#find average difference<\/span>\n<span style=\"color: #000000;\">mean_diff &lt;- mean(df$diff)\n\nmean_diff\n\n[1] 0.5\n<\/span>\n<span style=\"color: #008080;\">#find lower 95% confidence interval limits\n<span style=\"color: #000000;\">lower &lt;- mean_diff - 1.96*sd(df$diff)<\/span>\n\n<span style=\"color: #000000;\">lower\n\n[1] -1.921465\n<\/span>\n#find upper 95% confidence interval limits\n<span style=\"color: #000000;\">upper &lt;- mean_diff + 1.96*sd(df$diff)<\/span>\n\n<span style=\"color: #000000;\">upper<\/span>\n\n<span style=\"color: #000000;\">[1] 2.921465\n<\/span><\/span><\/strong><\/pre>\n<p> <span style=\"color: #000000;\">\u0421\u0435\u0440\u0435\u0434\u043d\u044f \u0440\u0456\u0437\u043d\u0438\u0446\u044f \u0432\u0438\u044f\u0432\u043b\u044f\u0454\u0442\u044c\u0441\u044f <strong>0,5<\/strong> , \u0430 95% \u0434\u043e\u0432\u0456\u0440\u0447\u0438\u0439 \u0456\u043d\u0442\u0435\u0440\u0432\u0430\u043b \u0434\u043b\u044f \u0441\u0435\u0440\u0435\u0434\u043d\u044c\u043e\u0457 \u0440\u0456\u0437\u043d\u0438\u0446\u0456 \u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u044c <strong>[-1,921, 2,921]<\/strong> .<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>\u041a\u0440\u043e\u043a 4: \u0421\u0442\u0432\u043e\u0440\u0456\u0442\u044c \u0433\u0440\u0430\u0444\u0456\u043a \u0411\u043b\u0430\u043d\u0434\u0430-\u0410\u043b\u044c\u0442\u043c\u0430\u043d\u0430<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\"><span style=\"color: #000000;\">\u0414\u0430\u043b\u0456 \u043c\u0438 \u0432\u0438\u043a\u043e\u0440\u0438\u0441\u0442\u0430\u0454\u043c\u043e \u043d\u0430\u0441\u0442\u0443\u043f\u043d\u0438\u0439 \u043a\u043e\u0434 \u0434\u043b\u044f \u0441\u0442\u0432\u043e\u0440\u0435\u043d\u043d\u044f \u0434\u0456\u0430\u0433\u0440\u0430\u043c\u0438 \u0411\u043b\u0430\u043d\u0434\u0430-\u0410\u043b\u044c\u0442\u043c\u0430\u043d\u0430 \u0437\u0430 \u0434\u043e\u043f\u043e\u043c\u043e\u0433\u043e\u044e \u043f\u0430\u043a\u0435\u0442\u0430 \u0432\u0456\u0437\u0443\u0430\u043b\u0456\u0437\u0430\u0446\u0456\u0457 \u0434\u0430\u043d\u0438\u0445 <a href=\"https:\/\/ggplot2.tidyverse.org\/\" target=\"_blank\" rel=\"noopener\">ggplot2<\/a> :<\/span><\/span> <\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span><span style=\"color: #008080;\">#load ggplot2\n<\/span><\/span><span style=\"color: #000000;\"><span style=\"color: #993300;\">library<\/span> (ggplot2)\n\n<span style=\"color: #008080;\">#create Bland-Altman plot\n<\/span>ggplot(df, <span style=\"color: #3366ff;\">aes<\/span> (x = avg, y = diff)) +\n  geom_point(size=2) +\n  geom_hline(yintercept = mean_diff) +\n  geom_hline(yintercept = lower, color = \" <span style=\"color: #008000;\">red<\/span> \", linetype=\" <span style=\"color: #008000;\">dashed<\/span> \") +\n  geom_hline(yintercept = upper, color = \" <span style=\"color: #008000;\">red<\/span> \", linetype=\" <span style=\"color: #008000;\">dashed<\/span> \") +\n  ggtitle(\" <span style=\"color: #008000;\">Bland-Altman Plot<\/span> \") +\n  ylab(\" <span style=\"color: #008000;\">Difference Between Measurements<\/span> \") +\n  xlab(\" <span style=\"color: #008000;\">Average Measurement<\/span> \")<\/span><\/strong> <\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-15305\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/fader1.png\" alt=\"\u0421\u044e\u0436\u0435\u0442 \u0411\u043b\u0430\u043d\u0434\u0430-\u0410\u043b\u044c\u0442\u043c\u0430\u043d\u0430 \u0432 \u0420\" width=\"468\" height=\"455\" srcset=\"\" sizes=\"\"><\/p>\n<p> <span style=\"color: #000000;\">\u041d\u0430 \u043e\u0441\u0456 \u0430\u0431\u0441\u0446\u0438\u0441 \u0433\u0440\u0430\u0444\u0456\u043a\u0430 \u0432\u0456\u0434\u043e\u0431\u0440\u0430\u0436\u0430\u0454\u0442\u044c\u0441\u044f \u0441\u0435\u0440\u0435\u0434\u043d\u0454 \u0437\u043d\u0430\u0447\u0435\u043d\u043d\u044f \u0434\u0432\u043e\u0445 \u043f\u0440\u0438\u043b\u0430\u0434\u0456\u0432, \u0430 \u043d\u0430 \u043e\u0441\u0456 \u0443 \u2013 \u0440\u0456\u0437\u043d\u0438\u0446\u044f \u0432\u0438\u043c\u0456\u0440\u044e\u0432\u0430\u043d\u044c \u043c\u0456\u0436 \u0434\u0432\u043e\u043c\u0430 \u0456\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u0430\u043c\u0438.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u0427\u043e\u0440\u043d\u0430 \u043b\u0456\u043d\u0456\u044f \u043f\u0440\u0435\u0434\u0441\u0442\u0430\u0432\u043b\u044f\u0454 \u0441\u0435\u0440\u0435\u0434\u043d\u044e \u0440\u0456\u0437\u043d\u0438\u0446\u044e \u0432\u0438\u043c\u0456\u0440\u044e\u0432\u0430\u043d\u044c \u043c\u0456\u0436 \u0434\u0432\u043e\u043c\u0430 \u0456\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u0430\u043c\u0438, \u0430 \u0434\u0432\u0456 \u0447\u0435\u0440\u0432\u043e\u043d\u0456 \u043f\u0443\u043d\u043a\u0442\u0438\u0440\u043d\u0456 \u043b\u0456\u043d\u0456\u0457 \u043f\u0440\u0435\u0434\u0441\u0442\u0430\u0432\u043b\u044f\u044e\u0442\u044c \u043c\u0435\u0436\u0456 95% \u0434\u043e\u0432\u0456\u0440\u0447\u043e\u0433\u043e \u0456\u043d\u0442\u0435\u0440\u0432\u0430\u043b\u0443 \u0434\u043b\u044f \u0441\u0435\u0440\u0435\u0434\u043d\u044c\u043e\u0457 \u0440\u0456\u0437\u043d\u0438\u0446\u0456.<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u0414\u0456\u0430\u0433\u0440\u0430\u043c\u0430 \u0411\u043b\u0430\u043d\u0434\u0430-\u0410\u043b\u044c\u0442\u043c\u0430\u043d\u0430 \u0432\u0438\u043a\u043e\u0440\u0438\u0441\u0442\u043e\u0432\u0443\u0454\u0442\u044c\u0441\u044f \u0434\u043b\u044f \u0432\u0456\u0437\u0443\u0430\u043b\u0456\u0437\u0430\u0446\u0456\u0457 \u0432\u0456\u0434\u043c\u0456\u043d\u043d\u043e\u0441\u0442\u0435\u0439 \u0432\u0438\u043c\u0456\u0440\u044e\u0432\u0430\u043d\u044c \u043c\u0456\u0436 \u0434\u0432\u043e\u043c\u0430 \u0440\u0456\u0437\u043d\u0438\u043c\u0438 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