{"id":1096,"date":"2023-07-27T16:14:56","date_gmt":"2023-07-27T16:14:56","guid":{"rendered":"https:\/\/statorials.org\/uk\/%d0%bb%d1%96%d0%bd%d1%96%d0%b8%d0%bd%d0%b0-%d1%80%d0%b5%d0%b3%d1%80%d0%b5%d1%81%d1%96%d1%8f-ggplot2\/"},"modified":"2023-07-27T16:14:56","modified_gmt":"2023-07-27T16:14:56","slug":"%d0%bb%d1%96%d0%bd%d1%96%d0%b8%d0%bd%d0%b0-%d1%80%d0%b5%d0%b3%d1%80%d0%b5%d1%81%d1%96%d1%8f-ggplot2","status":"publish","type":"post","link":"https:\/\/statorials.org\/uk\/%d0%bb%d1%96%d0%bd%d1%96%d0%b8%d0%bd%d0%b0-%d1%80%d0%b5%d0%b3%d1%80%d0%b5%d1%81%d1%96%d1%8f-ggplot2\/","title":{"rendered":"\u042f\u043a \u043f\u043e\u0431\u0443\u0434\u0443\u0432\u0430\u0442\u0438 \u043b\u0456\u043d\u0456\u044e \u043b\u0456\u043d\u0456\u0439\u043d\u043e\u0457 \u0440\u0435\u0433\u0440\u0435\u0441\u0456\u0457 \u0432 ggplot2 (\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 \u0431\u0456\u0431\u043b\u0456\u043e\u0442\u0435\u043a\u0443 \u0432\u0456\u0437\u0443\u0430\u043b\u0456\u0437\u0430\u0446\u0456\u0457 R <a href=\"https:\/\/ggplot2.tidyverse.org\/\" target=\"_blank\" rel=\"noopener noreferrer\">ggplot2<\/a> , \u0449\u043e\u0431 \u043f\u043e\u0431\u0443\u0434\u0443\u0432\u0430\u0442\u0438 \u043c\u043e\u0434\u0435\u043b\u044c \u043b\u0456\u043d\u0456\u0439\u043d\u043e\u0457 \u0440\u0435\u0433\u0440\u0435\u0441\u0456\u0457, \u0432\u0438\u043a\u043e\u0440\u0438\u0441\u0442\u043e\u0432\u0443\u044e\u0447\u0438 \u0442\u0430\u043a\u0438\u0439 \u0431\u0430\u0437\u043e\u0432\u0438\u0439 \u0441\u0438\u043d\u0442\u0430\u043a\u0441\u0438\u0441:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong>ggplot(data,aes(x, y)) +\n  geom_point() +\n  geom_smooth(method=' <span style=\"color: #008000;\">lm<\/span> ')\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">\u0423 \u043d\u0430\u0441\u0442\u0443\u043f\u043d\u043e\u043c\u0443 \u043f\u0440\u0438\u043a\u043b\u0430\u0434\u0456 \u043f\u043e\u043a\u0430\u0437\u0430\u043d\u043e, \u044f\u043a \u0432\u0438\u043a\u043e\u0440\u0438\u0441\u0442\u043e\u0432\u0443\u0432\u0430\u0442\u0438 \u0446\u0435\u0439 \u0441\u0438\u043d\u0442\u0430\u043a\u0441\u0438\u0441 \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: \u043f\u043e\u0431\u0443\u0434\u043e\u0432\u0430 \u043b\u0456\u043d\u0456\u0457 \u043b\u0456\u043d\u0456\u0439\u043d\u043e\u0457 \u0440\u0435\u0433\u0440\u0435\u0441\u0456\u0457 \u0432 ggplot2<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">\u041f\u0440\u0438\u043f\u0443\u0441\u0442\u0456\u043c\u043e, \u0449\u043e \u043c\u0438 \u0430\u0434\u0430\u043f\u0442\u0443\u0454\u043c\u043e <a href=\"https:\/\/statorials.org\/uk\/\u043b\u0456\u043d\u0456\u0438\u043d\u0430-\u0440\u0435\u0433\u0440\u0435\u0441\u0456\u044f-1\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u043f\u0440\u043e\u0441\u0442\u0443 \u043c\u043e\u0434\u0435\u043b\u044c \u043b\u0456\u043d\u0456\u0439\u043d\u043e\u0457 \u0440\u0435\u0433\u0440\u0435\u0441\u0456\u0457<\/a> \u0434\u043e \u043d\u0430\u0441\u0442\u0443\u043f\u043d\u043e\u0433\u043e \u043d\u0430\u0431\u043e\u0440\u0443 \u0434\u0430\u043d\u0438\u0445:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#create dataset\n<\/span>data &lt;- data.frame(y=c(6, 7, 7, 9, 12, 13, 13, 15, 16, 19, 22, 23, 23, 25, 26),\n                   x=c(1, 2, 2, 3, 4, 4, 5, 6, 6, 8, 9, 9, 11, 12, 12))\n\n<span style=\"color: #008080;\">#fit linear regression model to dataset and view model summary\n<\/span>model &lt;- lm(y~x, data=data)\nsummary(model)\n\nCall:\nlm(formula = y ~ x, data = data)\n\nResiduals:\n    Min 1Q Median 3Q Max \n-1.4444 -0.8013 -0.2426 0.5978 2.2363 \n\nCoefficients:\n            Estimate Std. Error t value Pr(&gt;|t|)    \n(Intercept) 4.20041 0.56730 7.404 5.16e-06 ***\nx 1.84036 0.07857 23.423 5.13e-12 ***\n---\nSignificant. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1\n\nResidual standard error: 1.091 on 13 degrees of freedom\nMultiple R-squared: 0.9769, Adjusted R-squared: 0.9751 \nF-statistic: 548.7 on 1 and 13 DF, p-value: 5.13e-12\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">\u0423 \u043d\u0430\u0432\u0435\u0434\u0435\u043d\u043e\u043c\u0443 \u043d\u0438\u0436\u0447\u0435 \u043a\u043e\u0434\u0456 \u043f\u043e\u043a\u0430\u0437\u0430\u043d\u043e, \u044f\u043a \u0432\u0456\u0437\u0443\u0430\u043b\u0456\u0437\u0443\u0432\u0430\u0442\u0438 \u043c\u043e\u0434\u0435\u043b\u044c \u043b\u0456\u043d\u0456\u0439\u043d\u043e\u0457 \u0440\u0435\u0433\u0440\u0435\u0441\u0456\u0457:<\/span> <\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #993300;\">library<\/span> (ggplot2)\n\n<span style=\"color: #008080;\">#create plot to visualize fitted linear regression model<\/span>\nggplot(data,aes(x, y)) +\n  geom_point() +\n  geom_smooth(method=' <span style=\"color: #008000;\">lm<\/span> ')<\/strong> <\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-11213 \" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/regressionggplot1.png\" alt=\"\u0414\u0456\u0430\u0433\u0440\u0430\u043c\u0430 \u043b\u0456\u043d\u0456\u0439\u043d\u043e\u0457 \u0440\u0435\u0433\u0440\u0435\u0441\u0456\u0457 \u0432 ggplot2\" width=\"477\" height=\"465\" srcset=\"\" sizes=\"\"><\/p>\n<p> <span style=\"color: #000000;\">\u0417\u0430 \u0437\u0430\u043c\u043e\u0432\u0447\u0443\u0432\u0430\u043d\u043d\u044f\u043c ggplot2 \u0434\u043e\u0434\u0430\u0454 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u0456 \u043b\u0456\u043d\u0456\u0457 \u043f\u043e\u043c\u0438\u043b\u043e\u043a \u0434\u043e \u0433\u0440\u0430\u0444\u0456\u043a\u0430. \u0412\u0438 \u043c\u043e\u0436\u0435\u0442\u0435 \u0432\u0438\u043c\u043a\u043d\u0443\u0442\u0438 \u0457\u0445 \u0437\u0430 \u0434\u043e\u043f\u043e\u043c\u043e\u0433\u043e\u044e \u0430\u0440\u0433\u0443\u043c\u0435\u043d\u0442\u0443 <strong>se=FALSE<\/strong> \u043d\u0430\u0441\u0442\u0443\u043f\u043d\u0438\u043c \u0447\u0438\u043d\u043e\u043c:<\/span> <\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #993300;\">library<\/span> (ggplot2)\n\n<span style=\"color: #008080;\">#create regression plot with no standard error lines<\/span>\nggplot(data,aes(x, y)) +\n  geom_point() +\n  geom_smooth(method=' <span style=\"color: #008000;\">lm<\/span> ', se= <span style=\"color: #993300;\">FALSE<\/span> )<\/strong> <\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-11214 \" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/regressionggplot2.png\" alt=\"\u043b\u0456\u043d\u0456\u044f \u0440\u0435\u0433\u0440\u0435\u0441\u0456\u0457 ggplot2\" width=\"497\" height=\"475\" srcset=\"\" sizes=\"\"><\/p>\n<p> <span style=\"color: #000000;\">\u041d\u0430\u0440\u0435\u0448\u0442\u0456, \u043c\u0438 \u043c\u043e\u0436\u0435\u043c\u043e \u043d\u0430\u043b\u0430\u0448\u0442\u0443\u0432\u0430\u0442\u0438 \u043f\u0435\u0432\u043d\u0456 \u0430\u0441\u043f\u0435\u043a\u0442\u0438 \u0434\u0456\u0430\u0433\u0440\u0430\u043c\u0438, \u0449\u043e\u0431 \u0437\u0440\u043e\u0431\u0438\u0442\u0438 \u0457\u0457 \u0432\u0456\u0437\u0443\u0430\u043b\u044c\u043d\u043e \u043f\u0440\u0438\u0432\u0430\u0431\u043b\u0438\u0432\u0456\u0448\u043e\u044e:<\/span> <\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #993300;\">library<\/span> (ggplot2)\n\n<span style=\"color: #008080;\">#create regression plot with customized style<\/span>\nggplot(data,aes(x, y)) +\n  geom_point() +\n  geom_smooth(method=' <span style=\"color: #008000;\">lm<\/span> ', se= <span style=\"color: #993300;\">FALSE<\/span> , color=' <span style=\"color: #008000;\">turquoise4<\/span> ') +\n  theme_minimal() +\n  labs(x=' <span style=\"color: #008000;\">X Values<\/span> ', y=' <span style=\"color: #008000;\">Y Values<\/span> ', title=' <span style=\"color: #008000;\">Linear Regression Plot<\/span> ') +\n  theme(plot.title = element_text(hjust=0.5, size=20, face=' <span style=\"color: #008000;\">bold<\/span> '))<\/strong> <\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-11215 \" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/regressionggplot3.png\" alt=\"\u0412\u043b\u0430\u0441\u043d\u0430 \u043b\u0456\u043d\u0456\u044f \u0440\u0435\u0433\u0440\u0435\u0441\u0456\u0457 \u0437 \u0432\u0438\u043a\u043e\u0440\u0438\u0441\u0442\u0430\u043d\u043d\u044f\u043c ggplot2 \u0443 R\" width=\"504\" height=\"490\" srcset=\"\" sizes=\"\"><\/p>\n<p> <span style=\"color: #000000;\"><em>\u0417\u0432\u0435\u0440\u043d\u0456\u0442\u044c\u0441\u044f \u0434\u043e <a href=\"https:\/\/statorials.org\/uk\/\u043d\u0430\u0438\u043a\u0440\u0430\u0449\u0456-\u0442\u0435\u043c\u0438-ggplot2\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u0446\u0456\u0454\u0457 \u0441\u0442\u0430\u0442\u0442\u0456<\/a> , \u0449\u043e\u0431 \u043e\u0442\u0440\u0438\u043c\u0430\u0442\u0438 \u043f\u043e\u0432\u043d\u0438\u0439 \u043f\u043e\u0441\u0456\u0431\u043d\u0438\u043a \u0449\u043e\u0434\u043e \u043d\u0430\u0439\u043a\u0440\u0430\u0449\u0438\u0445 \u0442\u0435\u043c ggplot2.<\/em><\/span><\/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> <a href=\"https:\/\/statorials.org\/uk\/\u043c\u043d\u043e\u0436\u0438\u043d\u043d\u0430-\u043b\u0456\u043d\u0456\u0438\u043d\u0430-\u0440\u0435\u0433\u0440\u0435\u0441\u0456\u044f-r\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u0412\u0441\u0442\u0443\u043f \u0434\u043e \u043c\u043d\u043e\u0436\u0438\u043d\u043d\u043e\u0457 \u043b\u0456\u043d\u0456\u0439\u043d\u043e\u0457 \u0440\u0435\u0433\u0440\u0435\u0441\u0456\u0457 \u0432 R<\/a><br \/> <a href=\"https:\/\/statorials.org\/uk\/\u043f\u043e\u0431\u0443\u0434\u0443\u0438\u0442\u0435-\u0433\u0440\u0430\u0444\u0456\u043a-\u0434\u043e\u0432\u0456\u0440\u0447\u043e\u0433\u043e-\u0456\u043d\u0442\u0435\u0440\u0432\u0430\u043b\u0443-r\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u042f\u043a \u043f\u043e\u0431\u0443\u0434\u0443\u0432\u0430\u0442\u0438 \u0434\u043e\u0432\u0456\u0440\u0447\u0438\u0439 \u0456\u043d\u0442\u0435\u0440\u0432\u0430\u043b \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 \u0431\u0456\u0431\u043b\u0456\u043e\u0442\u0435\u043a\u0443 \u0432\u0456\u0437\u0443\u0430\u043b\u0456\u0437\u0430\u0446\u0456\u0457 R ggplot2 , \u0449\u043e\u0431 \u043f\u043e\u0431\u0443\u0434\u0443\u0432\u0430\u0442\u0438 \u043c\u043e\u0434\u0435\u043b\u044c \u043b\u0456\u043d\u0456\u0439\u043d\u043e\u0457 \u0440\u0435\u0433\u0440\u0435\u0441\u0456\u0457, \u0432\u0438\u043a\u043e\u0440\u0438\u0441\u0442\u043e\u0432\u0443\u044e\u0447\u0438 \u0442\u0430\u043a\u0438\u0439 \u0431\u0430\u0437\u043e\u0432\u0438\u0439 \u0441\u0438\u043d\u0442\u0430\u043a\u0441\u0438\u0441: ggplot(data,aes(x, y)) + geom_point() + geom_smooth(method=&#8217; lm &#8216;) \u0423 \u043d\u0430\u0441\u0442\u0443\u043f\u043d\u043e\u043c\u0443 \u043f\u0440\u0438\u043a\u043b\u0430\u0434\u0456 \u043f\u043e\u043a\u0430\u0437\u0430\u043d\u043e, \u044f\u043a \u0432\u0438\u043a\u043e\u0440\u0438\u0441\u0442\u043e\u0432\u0443\u0432\u0430\u0442\u0438 \u0446\u0435\u0439 \u0441\u0438\u043d\u0442\u0430\u043a\u0441\u0438\u0441 \u043d\u0430 \u043f\u0440\u0430\u043a\u0442\u0438\u0446\u0456. \u041f\u0440\u0438\u043a\u043b\u0430\u0434: \u043f\u043e\u0431\u0443\u0434\u043e\u0432\u0430 \u043b\u0456\u043d\u0456\u0457 \u043b\u0456\u043d\u0456\u0439\u043d\u043e\u0457 \u0440\u0435\u0433\u0440\u0435\u0441\u0456\u0457 \u0432 ggplot2 \u041f\u0440\u0438\u043f\u0443\u0441\u0442\u0456\u043c\u043e, \u0449\u043e \u043c\u0438 \u0430\u0434\u0430\u043f\u0442\u0443\u0454\u043c\u043e \u043f\u0440\u043e\u0441\u0442\u0443 \u043c\u043e\u0434\u0435\u043b\u044c \u043b\u0456\u043d\u0456\u0439\u043d\u043e\u0457 \u0440\u0435\u0433\u0440\u0435\u0441\u0456\u0457 \u0434\u043e \u043d\u0430\u0441\u0442\u0443\u043f\u043d\u043e\u0433\u043e \u043d\u0430\u0431\u043e\u0440\u0443 \u0434\u0430\u043d\u0438\u0445: #create [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[3],"tags":[],"yoast_head":"<!-- This site is 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