{"id":1637,"date":"2023-07-25T13:39:35","date_gmt":"2023-07-25T13:39:35","guid":{"rendered":"https:\/\/statorials.org\/ru\/%d0%bb%d0%b5%d1%81%d0%bd%d0%be%d0%b8-%d1%83%d1%87%d0%b0%d1%81%d1%82%d0%be%d0%ba-%d0%b2-%d1%80\/"},"modified":"2023-07-25T13:39:35","modified_gmt":"2023-07-25T13:39:35","slug":"%d0%bb%d0%b5%d1%81%d0%bd%d0%be%d0%b8-%d1%83%d1%87%d0%b0%d1%81%d1%82%d0%be%d0%ba-%d0%b2-%d1%80","status":"publish","type":"post","link":"https:\/\/statorials.org\/ru\/%d0%bb%d0%b5%d1%81%d0%bd%d0%be%d0%b8-%d1%83%d1%87%d0%b0%d1%81%d1%82%d0%be%d0%ba-%d0%b2-%d1%80\/","title":{"rendered":"\u041a\u0430\u043a \u0441\u043e\u0437\u0434\u0430\u0442\u044c \u043b\u0435\u0441\u043d\u043e\u0439 \u0443\u0447\u0430\u0441\u0442\u043e\u043a \u0432 r"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\"><strong>\u041b\u0435\u0441\u043d\u043e\u0439 \u0433\u0440\u0430\u0444\u0438\u043a<\/strong> (\u0438\u043d\u043e\u0433\u0434\u0430 \u043d\u0430\u0437\u044b\u0432\u0430\u0435\u043c\u044b\u0439 \u00ab\u0431\u043b\u043e\u0431\u0431\u043e\u0433\u0440\u0430\u043c\u043c\u043e\u0439\u00bb) \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f \u0432 \u043c\u0435\u0442\u0430\u0430\u043d\u0430\u043b\u0438\u0437\u0435 \u0434\u043b\u044f \u0432\u0438\u0437\u0443\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u043e\u0432 \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u0438\u0445 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u0439 \u043d\u0430 \u043e\u0434\u043d\u043e\u043c \u0433\u0440\u0430\u0444\u0438\u043a\u0435.<\/span> <\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\" wp-image-16179 aligncenter\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/foretplotr3.png\" alt=\"\" width=\"454\" height=\"452\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\">\u0427\u0430\u0439<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u042d\u0442\u043e\u0442 \u0442\u0438\u043f \u0433\u0440\u0430\u0444\u0438\u043a\u0430 \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0438\u0432\u0430\u0435\u0442 \u0443\u0434\u043e\u0431\u043d\u044b\u0439 \u0441\u043f\u043e\u0441\u043e\u0431 \u043e\u0434\u043d\u043e\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u0441\u043c\u043e\u0442\u0440\u0430 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u043e\u0432 \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u0438\u0445 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u0439.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u0412 \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0435\u043c \u043f\u0440\u0438\u043c\u0435\u0440\u0435 \u043f\u043e\u043a\u0430\u0437\u0430\u043d\u043e, \u043a\u0430\u043a \u0441\u043e\u0437\u0434\u0430\u0442\u044c \u043b\u0435\u0441\u043d\u043e\u0439 \u0443\u0447\u0430\u0441\u0442\u043e\u043a \u0432 R.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>\u041f\u0440\u0438\u043c\u0435\u0440: \u043b\u0435\u0441\u043d\u043e\u0439 \u0443\u0447\u0430\u0441\u0442\u043e\u043a \u0432 R<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">\u0427\u0442\u043e\u0431\u044b \u0441\u043e\u0437\u0434\u0430\u0442\u044c \u043b\u0435\u0441\u043d\u043e\u0439 \u0433\u0440\u0430\u0444\u0438\u043a \u0432 R, \u043d\u0430\u043c \u0441\u043d\u0430\u0447\u0430\u043b\u0430 \u043d\u0443\u0436\u043d\u043e \u0441\u043e\u0437\u0434\u0430\u0442\u044c \u0444\u0440\u0435\u0439\u043c \u0434\u0430\u043d\u043d\u044b\u0445, \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0449\u0438\u0439 \u0440\u0430\u0437\u043c\u0435\u0440 \u044d\u0444\u0444\u0435\u043a\u0442\u0430 (\u0438\u043b\u0438 \u0434\u0440\u0443\u0433\u043e\u0435 \u0438\u043d\u0442\u0435\u0440\u0435\u0441\u0443\u044e\u0449\u0435\u0435 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435), \u0430 \u0442\u0430\u043a\u0436\u0435 \u0432\u0435\u0440\u0445\u043d\u0438\u0439 \u0438 \u043d\u0438\u0436\u043d\u0438\u0439 \u0434\u043e\u0432\u0435\u0440\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u0438\u043d\u0442\u0435\u0440\u0432\u0430\u043b\u044b \u0434\u043b\u044f \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f:<\/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> (study=c('S1', 'S2', 'S3', 'S4', 'S5', 'S6', 'S7'),\n                 index=1:7,\n                 effect=c(-.4, -.25, -.1, .1, .15, .2, .3),\n                 lower=c(-.43, -.29, -.17, -.02, .04, .17, .27),\n                 upper=c(-.37, -.21, -.03, .22, .24, .23, .33))\n\n<span style=\"color: #008080;\">#view data<\/span>\nhead(df)\n\n  study index effect lower upper\n1 S1 1 -0.40 -0.43 -0.37\n2 S2 2 -0.25 -0.29 -0.21\n3 S3 3 -0.10 -0.17 -0.03\n4 S4 4 0.10 -0.02 0.22\n5 S5 5 0.15 0.04 0.24\n6 S6 6 0.20 0.17 0.23\n7 S7 7 0.30 0.27 0.33<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">\u0414\u0430\u043b\u0435\u0435 \u043c\u044b \u043c\u043e\u0436\u0435\u043c \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u0444\u0443\u043d\u043a\u0446\u0438\u0438 \u043f\u0430\u043a\u0435\u0442\u0430 \u0432\u0438\u0437\u0443\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438 \u0434\u0430\u043d\u043d\u044b\u0445 ggplot2 \u0434\u043b\u044f \u0441\u043e\u0437\u0434\u0430\u043d\u0438\u044f \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0435\u0433\u043e \u043b\u0435\u0441\u043d\u043e\u0433\u043e \u0433\u0440\u0430\u0444\u0438\u043a\u0430:<\/span> <\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#load ggplot2\n<\/span><span style=\"color: #993300;\">library<\/span> (ggplot2)\n\n<span style=\"color: #008080;\">#create forest plot<\/span>\nggplot(data=df, <span style=\"color: #3366ff;\">aes<\/span> (y=index, x=effect, xmin=lower, xmax=upper)) +\n  geom_point() + \n  geom_errorbarh(height= <span style=\"color: #008000;\">.1<\/span> ) +\n  scale_y_continuous(name = \"\", breaks=1: <span style=\"color: #3366ff;\">nrow<\/span> (df), labels=df$study)<\/strong> <\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\" wp-image-16177 aligncenter\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/foretplotr1.png\" alt=\"\" width=\"461\" height=\"469\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\">\u041f\u043e \u043e\u0441\u0438 X \u043e\u0442\u043e\u0431\u0440\u0430\u0436\u0430\u0435\u0442\u0441\u044f \u0440\u0430\u0437\u043c\u0435\u0440 \u044d\u0444\u0444\u0435\u043a\u0442\u0430 \u0434\u043b\u044f \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f, \u0430 \u043f\u043e \u043e\u0441\u0438 Y \u2014 \u043d\u0430\u0437\u0432\u0430\u043d\u0438\u0435 \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u0422\u043e\u0447\u043a\u0438 \u043d\u0430 \u0433\u0440\u0430\u0444\u0438\u043a\u0435 \u043e\u0442\u043e\u0431\u0440\u0430\u0436\u0430\u044e\u0442 \u0432\u0435\u043b\u0438\u0447\u0438\u043d\u0443 \u044d\u0444\u0444\u0435\u043a\u0442\u0430 \u0434\u043b\u044f \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f, \u0430 \u0441\u0442\u043e\u043b\u0431\u0446\u044b \u043e\u0448\u0438\u0431\u043e\u043a \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u044e\u0442 \u043f\u0440\u0435\u0434\u0435\u043b\u044b \u0434\u043e\u0432\u0435\u0440\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0433\u043e \u0438\u043d\u0442\u0435\u0440\u0432\u0430\u043b\u0430.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u041e\u0431\u0440\u0430\u0442\u0438\u0442\u0435 \u0432\u043d\u0438\u043c\u0430\u043d\u0438\u0435, \u0447\u0442\u043e \u043c\u044b \u0442\u0430\u043a\u0436\u0435 \u043c\u043e\u0436\u0435\u043c \u0434\u043e\u0431\u0430\u0432\u0438\u0442\u044c \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043e\u043a, \u0438\u0437\u043c\u0435\u043d\u0438\u0442\u044c \u043c\u0435\u0442\u043a\u0438 \u043e\u0441\u0435\u0439 \u0438 \u0434\u043e\u0431\u0430\u0432\u0438\u0442\u044c \u0432\u0435\u0440\u0442\u0438\u043a\u0430\u043b\u044c\u043d\u0443\u044e \u043b\u0438\u043d\u0438\u044e \u0441 \u043d\u0443\u043b\u0435\u0432\u044b\u043c \u0440\u0430\u0437\u043c\u0435\u0440\u043e\u043c \u044d\u0444\u0444\u0435\u043a\u0442\u0430, \u0447\u0442\u043e\u0431\u044b \u0434\u0438\u0430\u0433\u0440\u0430\u043c\u043c\u0430 \u0432\u044b\u0433\u043b\u044f\u0434\u0435\u043b\u0430 \u043b\u0443\u0447\u0448\u0435:<\/span> <\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#load ggplot2\n<\/span><span style=\"color: #993300;\">library<\/span> (ggplot2)\n\n<span style=\"color: #008080;\">#create forest plot<\/span>\nggplot(data=df, <span style=\"color: #3366ff;\">aes<\/span> (y=index, x=effect, xmin=lower, xmax=upper)) +\n  geom_point() + \n  geom_errorbarh(height= <span style=\"color: #008000;\">.1<\/span> ) +\n  scale_y_continuous(breaks=1: <span style=\"color: #3366ff;\">nrow<\/span> (df), labels=df$study) +\n  labs(title=' <span style=\"color: #ff0000;\">Effect Size by Study<\/span> ', x=' <span style=\"color: #ff0000;\">Effect Size<\/span> ', y = ' <span style=\"color: #ff0000;\">Study<\/span> ') +\n  geom_vline(xintercept=0, color=' <span style=\"color: #ff0000;\">black<\/span> ', linetype=' <span style=\"color: #ff0000;\">dashed<\/span> ', alpha= <span style=\"color: #008000;\">.5<\/span> ) +\n  theme_minimal()<\/strong> <\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-16178\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/foretplotr2.png\" alt=\"\u041b\u0435\u0441\u043d\u043e\u0439 \u0443\u0447\u0430\u0441\u0442\u043e\u043a \u0432 R\" width=\"463\" height=\"458\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\">\u041d\u0435 \u0441\u0442\u0435\u0441\u043d\u044f\u0439\u0442\u0435\u0441\u044c \u043c\u0435\u043d\u044f\u0442\u044c \u0442\u0435\u043c\u0443 \u0441\u044e\u0436\u0435\u0442\u0430, \u0447\u0442\u043e\u0431\u044b \u043e\u043d \u0432\u044b\u0433\u043b\u044f\u0434\u0435\u043b \u0442\u0430\u043a, \u043a\u0430\u043a \u0432\u044b \u0445\u043e\u0442\u0438\u0442\u0435. \u041d\u0430\u043f\u0440\u0438\u043c\u0435\u0440, \u043c\u044b \u043c\u043e\u0433\u043b\u0438 \u0431\u044b \u0442\u0430\u043a\u0436\u0435 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c <strong>theme_classic()<\/strong> \u0434\u043b\u044f \u0435\u0449\u0435 \u0431\u043e\u043b\u0435\u0435 \u043a\u043b\u0430\u0441\u0441\u0438\u0447\u0435\u0441\u043a\u043e\u0433\u043e \u0432\u0438\u0434\u0430:<\/span> <\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#load ggplot2\n<\/span><span style=\"color: #993300;\">library<\/span> (ggplot2)\n\n<span style=\"color: #008080;\">#create forest plot<\/span>\nggplot(data=df, <span style=\"color: #3366ff;\">aes<\/span> (y=index, x=effect, xmin=lower, xmax=upper)) +\n  geom_point() + \n  geom_errorbarh(height= <span style=\"color: #008000;\">.1<\/span> ) +\n  scale_y_continuous(breaks=1: <span style=\"color: #3366ff;\">nrow<\/span> (df), labels=df$study) +\n  labs(title=' <span style=\"color: #ff0000;\">Effect Size by Study<\/span> ', x=' <span style=\"color: #ff0000;\">Effect Size<\/span> ', y = ' <span style=\"color: #ff0000;\">Study<\/span> ') +\n  geom_vline(xintercept=0, color=' <span style=\"color: #ff0000;\">black<\/span> ', linetype=' <span style=\"color: #ff0000;\">dashed<\/span> ', alpha= <span style=\"color: #008000;\">.5<\/span> ) +\n  theme_classic()<\/strong> <\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\" wp-image-16179 aligncenter\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/foretplotr3.png\" alt=\"\" width=\"454\" height=\"452\" srcset=\"\" sizes=\"auto, \"><\/p>\n<h3> <span style=\"color: #000000;\"><strong>\u0414\u043e\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u0440\u0435\u0441\u0443\u0440\u0441\u044b<\/strong><\/span><\/h3>\n<p> <a href=\"https:\/\/statorials.org\/ru\/\u043b\u0435\u0441\u043d\u043e\u0438-\u0443\u0447\u0430\u0441\u0442\u043e\u043a-\u0432-excel\/\" target=\"_blank\" rel=\"noopener\">\u041a\u0430\u043a \u0441\u043e\u0437\u0434\u0430\u0442\u044c \u043b\u0435\u0441\u043d\u043e\u0439 \u0443\u0447\u0430\u0441\u0442\u043e\u043a \u0432 Excel<\/a><br \/> <a href=\"https:\/\/statorials.org\/ru\/\u043b\u0443\u0447\u0448\u0438\u0435-\u0442\u0435\u043c\u044b-ggplot2\/\" target=\"_blank\" rel=\"noopener\">\u041f\u043e\u043b\u043d\u043e\u0435 \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0441\u0442\u0432\u043e \u043f\u043e \u043b\u0443\u0447\u0448\u0438\u043c \u0442\u0435\u043c\u0430\u043c ggplot2<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u041b\u0435\u0441\u043d\u043e\u0439 \u0433\u0440\u0430\u0444\u0438\u043a (\u0438\u043d\u043e\u0433\u0434\u0430 \u043d\u0430\u0437\u044b\u0432\u0430\u0435\u043c\u044b\u0439 \u00ab\u0431\u043b\u043e\u0431\u0431\u043e\u0433\u0440\u0430\u043c\u043c\u043e\u0439\u00bb) \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f \u0432 \u043c\u0435\u0442\u0430\u0430\u043d\u0430\u043b\u0438\u0437\u0435 \u0434\u043b\u044f \u0432\u0438\u0437\u0443\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u043e\u0432 \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u0438\u0445 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u0439 \u043d\u0430 \u043e\u0434\u043d\u043e\u043c \u0433\u0440\u0430\u0444\u0438\u043a\u0435. \u0427\u0430\u0439 \u042d\u0442\u043e\u0442 \u0442\u0438\u043f 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