{"id":2089,"date":"2023-07-23T17:48:41","date_gmt":"2023-07-23T17:48:41","guid":{"rendered":"https:\/\/statorials.org\/uk\/%d1%81%d0%bc%d1%83%d0%b6%d0%ba%d0%b8-%d0%bf%d0%be%d0%bc%d0%b8%d0%bb%d0%be%d0%ba-%d1%83-r\/"},"modified":"2023-07-23T17:48:41","modified_gmt":"2023-07-23T17:48:41","slug":"%d1%81%d0%bc%d1%83%d0%b6%d0%ba%d0%b8-%d0%bf%d0%be%d0%bc%d0%b8%d0%bb%d0%be%d0%ba-%d1%83-r","status":"publish","type":"post","link":"https:\/\/statorials.org\/uk\/%d1%81%d0%bc%d1%83%d0%b6%d0%ba%d0%b8-%d0%bf%d0%be%d0%bc%d0%b8%d0%bb%d0%be%d0%ba-%d1%83-r\/","title":{"rendered":"\u042f\u043a \u0434\u043e\u0434\u0430\u0442\u0438 \u0441\u043c\u0443\u0433\u0438 \u043f\u043e\u043c\u0438\u043b\u043e\u043a \u0434\u043e \u0434\u0456\u0430\u0433\u0440\u0430\u043c \u0443 r (\u0437 \u043f\u0440\u0438\u043a\u043b\u0430\u0434\u0430\u043c\u0438)"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">\u0412\u0438 \u043c\u043e\u0436\u0435\u0442\u0435 \u0432\u0438\u043a\u043e\u0440\u0438\u0441\u0442\u043e\u0432\u0443\u0432\u0430\u0442\u0438 \u043d\u0430\u0441\u0442\u0443\u043f\u043d\u0438\u0439 \u0431\u0430\u0437\u043e\u0432\u0438\u0439 \u0441\u0438\u043d\u0442\u0430\u043a\u0441\u0438\u0441, \u0449\u043e\u0431 \u0434\u043e\u0434\u0430\u0442\u0438 \u0441\u043c\u0443\u0436\u043a\u0438 \u043f\u043e\u043c\u0438\u043b\u043e\u043a \u0434\u043e \u0433\u0456\u0441\u0442\u043e\u0433\u0440\u0430\u043c\u0438 \u0432 R:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong>ggplot(df) +\n    geom_bar( <span style=\"color: #3366ff;\">aes<\/span> (x=x, y=y), stat=' <span style=\"color: #ff0000;\">identity<\/span> ') +\n    geom_errorbar( <span style=\"color: #3366ff;\">aes<\/span> (x=x, ymin=y-sd, ymax=y+sd), width= <span style=\"color: #008000;\">0.4<\/span> )\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">\u041d\u0430\u0441\u0442\u0443\u043f\u043d\u0456 \u043f\u0440\u0438\u043a\u043b\u0430\u0434\u0438 \u043f\u043e\u043a\u0430\u0437\u0443\u044e\u0442\u044c, \u044f\u043a \u0432\u0438\u043a\u043e\u0440\u0438\u0441\u0442\u043e\u0432\u0443\u0432\u0430\u0442\u0438 \u0446\u044e \u0444\u0443\u043d\u043a\u0446\u0456\u044e \u043d\u0430 \u043f\u0440\u0430\u043a\u0442\u0438\u0446\u0456.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>\u041f\u0440\u0438\u043a\u043b\u0430\u0434 1: \u0434\u043e\u0434\u0430\u0439\u0442\u0435 \u0440\u044f\u0434\u043a\u0438 \u043f\u043e\u043c\u0438\u043b\u043e\u043a, \u0432\u0438\u043a\u043e\u0440\u0438\u0441\u0442\u043e\u0432\u0443\u044e\u0447\u0438 \u043f\u0456\u0434\u0441\u0443\u043c\u043a\u043e\u0432\u0456 \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 \u043c\u0438 \u043c\u0430\u0454\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 \u0432\u0456\u0434\u043e\u0431\u0440\u0430\u0436\u0430\u0454 \u043f\u0456\u0434\u0441\u0443\u043c\u043a\u043e\u0432\u0443 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0443 \u0434\u043b\u044f \u043f\u2019\u044f\u0442\u0438 \u043a\u0430\u0442\u0435\u0433\u043e\u0440\u0456\u0439:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#create data frame\n<\/span>df &lt;- data. <span style=\"color: #3366ff;\">frame<\/span> (category=c('A', 'B', 'C', 'D', 'E'),\n                 value=c(12, 17, 30, 22, 19),\n                 sd=c(4, 5, 7, 4, 2))\n\n<span style=\"color: #008080;\">#view data frame\n<\/span>df\n\n  category value sd\n1 to 12 4\n2 B 17 5\n3 C 30 7\n4 D 22 4\n5 E 19 2\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">\u041c\u0438 \u043c\u043e\u0436\u0435\u043c\u043e \u0432\u0438\u043a\u043e\u0440\u0438\u0441\u0442\u0430\u0442\u0438 \u0442\u0430\u043a\u0438\u0439 \u043a\u043e\u0434, \u0449\u043e\u0431 \u0441\u0442\u0432\u043e\u0440\u0438\u0442\u0438 \u0433\u0456\u0441\u0442\u043e\u0433\u0440\u0430\u043c\u0443 \u0437\u0456 \u0441\u043c\u0443\u0436\u043a\u0430\u043c\u0438 \u043f\u043e\u043c\u0438\u043b\u043e\u043a \u0434\u043b\u044f \u0432\u0456\u0437\u0443\u0430\u043b\u0456\u0437\u0430\u0446\u0456\u0457 \u0446\u0438\u0445 \u0434\u0430\u043d\u0438\u0445:<\/span> <\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\"><span style=\"color: #000000;\"><span style=\"color: #993300;\">library<\/span> (ggplot2)<\/span>\n\n#create bar plot with error bars\n<\/span>ggplot(df) +\n    geom_bar( <span style=\"color: #3366ff;\">aes<\/span> (x=category, y=value), stat=' <span style=\"color: #ff0000;\">identity<\/span> ', fill=' <span style=\"color: #ff0000;\">steelblue<\/span> ') +\n    geom_errorbar( <span style=\"color: #3366ff;\">aes<\/span> (x=category, ymin=value-sd, ymax=value+sd), width= <span style=\"color: #008000;\">0.4<\/span> )\n<\/strong><\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-19472\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/barre-derreurr1.png\" alt=\"\u0441\u0442\u043e\u0432\u043f\u0447\u0430\u0441\u0442\u0430 \u0434\u0456\u0430\u0433\u0440\u0430\u043c\u0430 \u0437\u0456 \u0441\u043c\u0443\u0436\u043a\u0430\u043c\u0438 \u043f\u043e\u0445\u0438\u0431\u043e\u043a \u0443 R\" width=\"465\" height=\"465\" srcset=\"\" sizes=\"\"><\/p>\n<p> <span style=\"color: #000000;\">\u041d\u0435 \u0441\u043e\u0440\u043e\u043c\u0442\u0435\u0441\u044f \u0432\u0438\u043a\u043e\u0440\u0438\u0441\u0442\u043e\u0432\u0443\u0432\u0430\u0442\u0438 \u043d\u0430\u0441\u0442\u0443\u043f\u043d\u0456 \u0430\u0440\u0433\u0443\u043c\u0435\u043d\u0442\u0438, \u0449\u043e\u0431 \u0437\u043c\u0456\u043d\u0438\u0442\u0438 \u0432\u0438\u0433\u043b\u044f\u0434 \u043f\u0430\u043d\u0435\u043b\u0435\u0439 \u043f\u043e\u043c\u0438\u043b\u043e\u043a:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><strong>\u0448\u0438\u0440\u0438\u043d\u0430<\/strong> : \u0448\u0438\u0440\u0438\u043d\u0430 \u0441\u043c\u0443\u0433 \u043f\u043e\u043c\u0438\u043b\u043e\u043a<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>size<\/strong> : \u0442\u043e\u0432\u0449\u0438\u043d\u0430 \u0441\u043c\u0443\u0436\u043e\u043a \u043f\u043e\u043c\u0438\u043b\u043e\u043a<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>\u043a\u043e\u043b\u0456\u0440<\/strong> : \u043a\u043e\u043b\u0456\u0440 \u0441\u043c\u0443\u0436\u043e\u043a \u043f\u043e\u043c\u0438\u043b\u043e\u043a<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">\u041d\u0430\u043f\u0440\u0438\u043a\u043b\u0430\u0434:<\/span> <\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\"><span style=\"color: #000000;\"><span style=\"color: #993300;\">library<\/span> (ggplot2)<\/span>\n<\/span>\n<span style=\"color: #008080;\">#create bar plot with custom error bars<\/span>\nggplot(df) +\n    geom_bar( <span style=\"color: #3366ff;\">aes<\/span> (x=category, y=value), stat=' <span style=\"color: #ff0000;\">identity<\/span> ', fill=' <span style=\"color: #ff0000;\">steelblue<\/span> ') +\n    geom_errorbar( <span style=\"color: #3366ff;\">aes<\/span> (x=category, ymin=value-sd, ymax=value+sd),\n                  width= <span style=\"color: #008000;\">0.3<\/span> , size= <span style=\"color: #008000;\">2.3<\/span> , color=' <span style=\"color: #ff0000;\">red<\/span> ')\n<\/strong><\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\" wp-image-19473 aligncenter\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/barre-derreurr2.png\" alt=\"\" width=\"445\" height=\"452\" srcset=\"\" sizes=\"\"><\/p>\n<h3> <span style=\"color: #000000;\"><strong>\u041f\u0440\u0438\u043a\u043b\u0430\u0434 2: \u0434\u043e\u0434\u0430\u0439\u0442\u0435 \u0440\u044f\u0434\u043a\u0438 \u043f\u043e\u043c\u0438\u043b\u043e\u043a \u0437\u0430 \u0434\u043e\u043f\u043e\u043c\u043e\u0433\u043e\u044e \u043d\u0435\u043e\u0431\u0440\u043e\u0431\u043b\u0435\u043d\u0438\u0445 \u0434\u0430\u043d\u0438\u0445<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">\u0421\u043a\u0430\u0436\u0456\u043c\u043e, \u0443 \u043d\u0430\u0441 \u0454 \u0442\u0430\u043a\u0438\u0439 \u0444\u0440\u0435\u0439\u043c \u0434\u0430\u043d\u0438\u0445, \u044f\u043a\u0438\u0439 \u043f\u043e\u043a\u0430\u0437\u0443\u0454 \u043d\u0435\u043e\u0431\u0440\u043e\u0431\u043b\u0435\u043d\u0456 \u0434\u0430\u043d\u0456 \u0434\u043b\u044f \u043f\u2019\u044f\u0442\u0438 \u0440\u0456\u0437\u043d\u0438\u0445 \u043a\u0430\u0442\u0435\u0433\u043e\u0440\u0456\u0439:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#make this example reproducible<\/span>\nset. <span style=\"color: #3366ff;\">seeds<\/span> (0)\n\n<span style=\"color: #008080;\">#create data frame\n<\/span>df &lt;- data. <span style=\"color: #3366ff;\">frame<\/span> (category=rep(c('A', 'B', 'C', 'D', 'E'), each= <span style=\"color: #008000;\">10<\/span> ),\n                 value=runif(50, 10, 20))\n\n<span style=\"color: #008080;\">#view first six rows of data frame\n<\/span>head(df)\n\n  category value\n1 A 18.96697\n2 A 12.65509\n3 A 13.72124\n4 A 15.72853\n5 A 19.08208\n6 A 12.01682\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">\u0423 \u043d\u0430\u0441\u0442\u0443\u043f\u043d\u043e\u043c\u0443 \u043a\u043e\u0434\u0456 \u043f\u043e\u043a\u0430\u0437\u0430\u043d\u043e, \u044f\u043a \u0443\u0437\u0430\u0433\u0430\u043b\u044c\u043d\u0438\u0442\u0438 \u0434\u0430\u043d\u0456, \u0430 \u043f\u043e\u0442\u0456\u043c \u0441\u0442\u0432\u043e\u0440\u0438\u0442\u0438 \u0433\u0456\u0441\u0442\u043e\u0433\u0440\u0430\u043c\u0443 \u0437\u0456 \u0441\u043c\u0443\u0436\u043a\u0430\u043c\u0438 \u043f\u043e\u043c\u0438\u043b\u043e\u043a:<\/span> <\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\"><span style=\"color: #000000;\"><span style=\"color: #993300;\">library <span style=\"color: #000000;\">(dplyr)<\/span>\nlibrary<\/span> (ggplot2)\n<\/span><\/span>\n<span style=\"color: #008080;\">#summarize mean and sd for each category\n<\/span>df_summary &lt;- df %&gt;%\n  group_by(category) %&gt;%\n  summarize(mean=mean(value),\n            sd=sd(value))\n\n<span style=\"color: #008080;\">#view summary data\n<\/span>df_summary\n\n# A tibble: 5 x 3\n  category mean sd\n       \n1 A 16.4 2.80\n2B 14.9 2.99\n3 C 14.6 3.25\n4 D 15.2 2.48\n5 E 15.8 2.41 \n\n<span style=\"color: #008080;\">#create bar plot with error bars\n<\/span>ggplot(df_summary) +\n    geom_bar( <span style=\"color: #3366ff;\">aes<\/span> (x=category, y=mean), stat=' <span style=\"color: #ff0000;\">identity<\/span> ', fill=' <span style=\"color: #ff0000;\">steelblue<\/span> ') +\n    geom_errorbar( <span style=\"color: #3366ff;\">aes<\/span> (x=category, ymin=mean-sd, ymax=mean+sd), width= <span style=\"color: #008000;\">0.3<\/span> , color=' <span style=\"color: #ff0000;\">red<\/span> ')<\/strong> <\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\" wp-image-19475 aligncenter\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/barre-derreurr3.png\" alt=\"\" width=\"468\" height=\"464\" srcset=\"\" sizes=\"\"><\/p>\n<h3> <span style=\"color: #000000;\"><strong>\u0414\u043e\u0434\u0430\u0442\u043a\u043e\u0432\u0456 \u0440\u0435\u0441\u0443\u0440\u0441\u0438<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">\u0423 \u043d\u0430\u0441\u0442\u0443\u043f\u043d\u0438\u0445 \u043f\u043e\u0441\u0456\u0431\u043d\u0438\u043a\u0430\u0445 \u043f\u043e\u044f\u0441\u043d\u044e\u0454\u0442\u044c\u0441\u044f, \u044f\u043a \u0441\u0442\u0432\u043e\u0440\u044e\u0432\u0430\u0442\u0438 \u0456\u043d\u0448\u0456 \u0442\u0438\u043f\u043e\u0432\u0456 \u0432\u0456\u0437\u0443\u0430\u043b\u0456\u0437\u0430\u0446\u0456\u0457 \u0434\u0430\u043d\u0438\u0445 \u0443 R:<\/span><\/p>\n<p> <a href=\"https:\/\/statorials.org\/uk\/\u043a\u0456\u043b\u044c\u043a\u0430-\u043a\u043e\u0440\u043e\u0431\u043a\u043e\u0432\u0438\u0445-\u0433\u0440\u0430\u0444\u0456\u043a\u0456\u0432-r\/\" target=\"_blank\" rel=\"noopener\">\u042f\u043a \u043f\u043e\u0431\u0443\u0434\u0443\u0432\u0430\u0442\u0438 \u043a\u0456\u043b\u044c\u043a\u0430 \u043a\u043e\u0440\u043e\u0431\u043a\u043e\u0432\u0438\u0445 \u0433\u0440\u0430\u0444\u0456\u043a\u0456\u0432 \u0443 R<\/a><br \/> <a href=\"https:\/\/statorials.org\/uk\/\u043c\u043d\u043e\u0436\u0438\u043d\u043d\u0456-\u0433\u0456\u0441\u0442\u043e\u0433\u0440\u0430\u043c\u0438-r\/\" target=\"_blank\" rel=\"noopener\">\u042f\u043a \u043f\u043e\u0431\u0443\u0434\u0443\u0432\u0430\u0442\u0438 \u043a\u0456\u043b\u044c\u043a\u0430 \u0433\u0456\u0441\u0442\u043e\u0433\u0440\u0430\u043c \u0443 R<\/a><br \/> <a href=\"https:\/\/statorials.org\/uk\/\u044f\u043a-\u043f\u043e\u0431\u0443\u0434\u0443\u0432\u0430\u0442\u0438-\u043a\u0456\u043b\u044c\u043a\u0430-\u043b\u0456\u043d\u0456\u0438-\u0440\u044f\u0434\u043a\u0456\u0432-\u0434\u0430\u043d\u0438\u0445-\u043d\u0430-\u0433\u0440\u0430\u0444\u0456\u043a\u0443-\u0432-r\/\" target=\"_blank\" rel=\"noopener\">\u042f\u043a \u043d\u0430\u043c\u0430\u043b\u044e\u0432\u0430\u0442\u0438 \u043a\u0456\u043b\u044c\u043a\u0430 \u043b\u0456\u043d\u0456\u0439 \u0443 R<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u0412\u0438 \u043c\u043e\u0436\u0435\u0442\u0435 \u0432\u0438\u043a\u043e\u0440\u0438\u0441\u0442\u043e\u0432\u0443\u0432\u0430\u0442\u0438 \u043d\u0430\u0441\u0442\u0443\u043f\u043d\u0438\u0439 \u0431\u0430\u0437\u043e\u0432\u0438\u0439 \u0441\u0438\u043d\u0442\u0430\u043a\u0441\u0438\u0441, \u0449\u043e\u0431 \u0434\u043e\u0434\u0430\u0442\u0438 \u0441\u043c\u0443\u0436\u043a\u0438 \u043f\u043e\u043c\u0438\u043b\u043e\u043a \u0434\u043e \u0433\u0456\u0441\u0442\u043e\u0433\u0440\u0430\u043c\u0438 \u0432 R: ggplot(df) + geom_bar( aes (x=x, y=y), stat=&#8217; identity &#8216;) + geom_errorbar( aes (x=x, ymin=y-sd, ymax=y+sd), width= 0.4 ) \u041d\u0430\u0441\u0442\u0443\u043f\u043d\u0456 \u043f\u0440\u0438\u043a\u043b\u0430\u0434\u0438 \u043f\u043e\u043a\u0430\u0437\u0443\u044e\u0442\u044c, \u044f\u043a \u0432\u0438\u043a\u043e\u0440\u0438\u0441\u0442\u043e\u0432\u0443\u0432\u0430\u0442\u0438 \u0446\u044e \u0444\u0443\u043d\u043a\u0446\u0456\u044e \u043d\u0430 \u043f\u0440\u0430\u043a\u0442\u0438\u0446\u0456. \u041f\u0440\u0438\u043a\u043b\u0430\u0434 1: \u0434\u043e\u0434\u0430\u0439\u0442\u0435 \u0440\u044f\u0434\u043a\u0438 \u043f\u043e\u043c\u0438\u043b\u043e\u043a, \u0432\u0438\u043a\u043e\u0440\u0438\u0441\u0442\u043e\u0432\u0443\u044e\u0447\u0438 \u043f\u0456\u0434\u0441\u0443\u043c\u043a\u043e\u0432\u0456 \u0434\u0430\u043d\u0456 \u041f\u0440\u0438\u043f\u0443\u0441\u0442\u0456\u043c\u043e, 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