{"id":1205,"date":"2023-07-27T07:11:46","date_gmt":"2023-07-27T07:11:46","guid":{"rendered":"https:\/\/statorials.org\/ru\/%d1%86%d0%b2%d0%b5%d1%82-%d0%bf%d0%be-%d0%ba%d0%be%d1%8d%d1%84%d1%84%d0%b8%d1%86%d0%b8%d0%b5%d0%bd%d1%82%d1%83-ggplot2\/"},"modified":"2023-07-27T07:11:46","modified_gmt":"2023-07-27T07:11:46","slug":"%d1%86%d0%b2%d0%b5%d1%82-%d0%bf%d0%be-%d0%ba%d0%be%d1%8d%d1%84%d1%84%d0%b8%d1%86%d0%b8%d0%b5%d0%bd%d1%82%d1%83-ggplot2","status":"publish","type":"post","link":"https:\/\/statorials.org\/ru\/%d1%86%d0%b2%d0%b5%d1%82-%d0%bf%d0%be-%d0%ba%d0%be%d1%8d%d1%84%d1%84%d0%b8%d1%86%d0%b8%d0%b5%d0%bd%d1%82%d1%83-ggplot2\/","title":{"rendered":"\u041a\u0430\u043a \u043d\u0430\u0437\u043d\u0430\u0447\u0438\u0442\u044c \u0446\u0432\u0435\u0442\u0430 \u043f\u043e \u043a\u043e\u044d\u0444\u0444\u0438\u0446\u0438\u0435\u043d\u0442\u0443 \u0432 ggplot2 (\u0441 \u043f\u0440\u0438\u043c\u0435\u0440\u0430\u043c\u0438)"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">\u0427\u0430\u0441\u0442\u043e \u0432\u0430\u043c \u043c\u043e\u0436\u0435\u0442 \u043f\u043e\u0442\u0440\u0435\u0431\u043e\u0432\u0430\u0442\u044c\u0441\u044f \u043d\u0430\u0437\u043d\u0430\u0447\u0438\u0442\u044c \u0446\u0432\u0435\u0442\u0430 \u0442\u043e\u0447\u043a\u0430\u043c \u043d\u0430 \u0433\u0440\u0430\u0444\u0438\u043a\u0435 ggplot2 \u043d\u0430 \u043e\u0441\u043d\u043e\u0432\u0435 \u043a\u0430\u0442\u0435\u0433\u043e\u0440\u0438\u0430\u043b\u044c\u043d\u043e\u0439 \u043f\u0435\u0440\u0435\u043c\u0435\u043d\u043d\u043e\u0439.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u041a \u0441\u0447\u0430\u0441\u0442\u044c\u044e, \u044d\u0442\u043e \u043b\u0435\u0433\u043a\u043e \u0441\u0434\u0435\u043b\u0430\u0442\u044c, \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044f \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0439 \u0441\u0438\u043d\u0442\u0430\u043a\u0441\u0438\u0441:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong>ggplot(df, <span style=\"color: #3366ff;\">aes<\/span> (x=x_variable, y=y_variable, color=color_variable)) +\n  geom_point()\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">\u0412 \u044d\u0442\u043e\u043c \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0441\u0442\u0432\u0435 \u043f\u0440\u0435\u0434\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u043e \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u043f\u0440\u0438\u043c\u0435\u0440\u043e\u0432 \u0442\u043e\u0433\u043e, \u043a\u0430\u043a \u043f\u0440\u0430\u043a\u0442\u0438\u0447\u0435\u0441\u043a\u0438 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u044d\u0442\u043e\u0442 \u0441\u0438\u043d\u0442\u0430\u043a\u0441\u0438\u0441 \u0441 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0435\u043c \u0432\u0441\u0442\u0440\u043e\u0435\u043d\u043d\u043e\u0433\u043e \u043d\u0430\u0431\u043e\u0440\u0430 \u0434\u0430\u043d\u043d\u044b\u0445 R \u043f\u043e\u0434 \u043d\u0430\u0437\u0432\u0430\u043d\u0438\u0435\u043c <strong>iris<\/strong> :<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#view first six rows of iris dataset<\/span>\nhead(iris)\n\n  Sepal.Length Sepal.Width Petal.Length Petal.Width Species\n1 5.1 3.5 1.4 0.2 setosa\n2 4.9 3.0 1.4 0.2 setosa\n3 4.7 3.2 1.3 0.2 setosa\n4 4.6 3.1 1.5 0.2 setosa\n5 5.0 3.6 1.4 0.2 setosa\n6 5.4 3.9 1.7 0.4 setosa\n<\/strong><\/pre>\n<h3> <span style=\"color: #000000;\"><strong>\u041f\u0440\u0438\u043c\u0435\u0440&nbsp;1. \u0418\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0439\u0442\u0435 \u0446\u0432\u0435\u0442\u0430 \u043f\u043e \u0443\u043c\u043e\u043b\u0447\u0430\u043d\u0438\u044e.<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">\u0421\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0439 \u043a\u043e\u0434 \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442, \u043a\u0430\u043a \u043d\u0430\u0437\u043d\u0430\u0447\u0438\u0442\u044c \u0446\u0432\u0435\u0442\u0430 \u043f\u043e \u0443\u043c\u043e\u043b\u0447\u0430\u043d\u0438\u044e \u0442\u043e\u0447\u043a\u0430\u043c \u043d\u0430 \u0433\u0440\u0430\u0444\u0438\u043a\u0435 ggplot2 \u043d\u0430 \u043e\u0441\u043d\u043e\u0432\u0435 \u0444\u0430\u043a\u0442\u043e\u0440\u0438\u0430\u043b\u044c\u043d\u043e\u0439 \u043f\u0435\u0440\u0435\u043c\u0435\u043d\u043d\u043e\u0439 <em>\u0432\u0438\u0434\u0430<\/em> :<\/span> <\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #993300;\">library<\/span> (ggplot2)\n\nggplot(iris, <span style=\"color: #3366ff;\">aes<\/span> (x=Sepal.Length, y=Sepal.Width, color=Species)) +\n  geom_point()<\/strong> <\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-11960 \" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/couleurgg1.png\" alt=\"\u0446\u0432\u0435\u0442 \u043f\u043e \u043a\u043e\u044d\u0444\u0444\u0438\u0446\u0438\u0435\u043d\u0442\u0443 \u0432 ggplot2\" width=\"618\" height=\"434\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\">\u041f\u043e\u0441\u043a\u043e\u043b\u044c\u043a\u0443 \u043c\u044b \u043d\u0435 \u0443\u043a\u0430\u0437\u0430\u043b\u0438 \u0446\u0432\u0435\u0442\u043e\u0432\u0443\u044e \u0448\u043a\u0430\u043b\u0443 \u0438\u043b\u0438 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u0441\u043f\u0438\u0441\u043e\u043a \u0446\u0432\u0435\u0442\u043e\u0432, ggplot2 \u043f\u0440\u043e\u0441\u0442\u043e \u043d\u0430\u0437\u043d\u0430\u0447\u0438\u043b \u0442\u043e\u0447\u043a\u0430\u043c \u0441\u043f\u0438\u0441\u043e\u043a \u0446\u0432\u0435\u0442\u043e\u0432 \u043f\u043e \u0443\u043c\u043e\u043b\u0447\u0430\u043d\u0438\u044e \u2014 \u043a\u0440\u0430\u0441\u043d\u044b\u0439, \u0437\u0435\u043b\u0435\u043d\u044b\u0439 \u0438 \u0441\u0438\u043d\u0438\u0439.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>\u041f\u0440\u0438\u043c\u0435\u0440 2. \u0418\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0435 \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0445 \u0446\u0432\u0435\u0442\u043e\u0432<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">\u0421\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0439 \u043a\u043e\u0434 \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442, \u043a\u0430\u043a \u043d\u0430\u0437\u043d\u0430\u0447\u0438\u0442\u044c \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u0438\u0435 \u0446\u0432\u0435\u0442\u0430 \u0442\u043e\u0447\u043a\u0430\u043c \u043d\u0430 \u0433\u0440\u0430\u0444\u0438\u043a\u0435 ggplot2 \u0441 \u043f\u043e\u043c\u043e\u0449\u044c\u044e <strong>Scale_color_manual()<\/strong> :<\/span> <\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #993300;\">library<\/span> (ggplot2)\n\nggplot(iris, <span style=\"color: #3366ff;\">aes<\/span> (x=Sepal.Length, y=Sepal.Width, color=Species)) +\n  geom_point() +\n  scale_color_manual( <span style=\"color: #3366ff;\">values<\/span> = c(\" <span style=\"color: #008000;\">setosa<\/span> \" = \" <span style=\"color: #008000;\">purple<\/span> \",\n                                \" <span style=\"color: #008000;\">versicolor<\/span> =\" <span style=\"color: #008000;\">orange<\/span> \",\n                                \" <span style=\"color: #008000;\">virginica<\/span> \"=\" <span style=\"color: #008000;\">steelblue<\/span> \"))<\/strong> <\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-11961 \" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/couleurgg2.png\" alt=\"ggplot2 \u0441 \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u0438\u043c\u0438 \u0446\u0432\u0435\u0442\u0430\u043c\u0438 \u0434\u043b\u044f \u043a\u0430\u0442\u0435\u0433\u043e\u0440\u0438\u0430\u043b\u044c\u043d\u043e\u0439 \u043f\u0435\u0440\u0435\u043c\u0435\u043d\u043d\u043e\u0439\" width=\"623\" height=\"431\" srcset=\"\" sizes=\"auto, \"><\/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\u0433\u043b\u0438 \u0431\u044b \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u0448\u0435\u0441\u0442\u043d\u0430\u0434\u0446\u0430\u0442\u0435\u0440\u0438\u0447\u043d\u044b\u0435 \u043a\u043e\u0434\u044b \u0446\u0432\u0435\u0442\u043e\u0432 \u0434\u043b\u044f \u0443\u043a\u0430\u0437\u0430\u043d\u0438\u044f \u0446\u0432\u0435\u0442\u043e\u0432.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>\u041f\u0440\u0438\u043c\u0435\u0440 3. \u0418\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0435 \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u043e\u0439 \u0446\u0432\u0435\u0442\u043e\u0432\u043e\u0439 \u0448\u043a\u0430\u043b\u044b<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">\u0421\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0439 \u043a\u043e\u0434 \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442, \u043a\u0430\u043a \u043d\u0430\u0437\u043d\u0430\u0447\u0438\u0442\u044c \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u0438\u0435 \u0446\u0432\u0435\u0442\u0430 \u0442\u043e\u0447\u043a\u0430\u043c \u043d\u0430 \u0433\u0440\u0430\u0444\u0438\u043a\u0435 ggplot2, \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044f \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u0443\u044e \u0446\u0432\u0435\u0442\u043e\u0432\u0443\u044e \u0448\u043a\u0430\u043b\u0443 \u0438\u0437 \u043f\u0430\u043a\u0435\u0442\u0430 <a href=\"https:\/\/cran.r-project.org\/web\/packages\/RColorBrewer\/RColorBrewer.pdf\" target=\"_blank\" rel=\"noopener noreferrer\">RColorBrewer<\/a> :<\/span> <\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #993300;\">library<\/span> (ggplot2)\n<span style=\"color: #993300;\">library<\/span> (RColorBrewer)\n\n<span style=\"color: #008080;\">#define custom color scale\n<\/span>myColors &lt;- brewer. <span style=\"color: #3366ff;\">pal<\/span> (3, \" <span style=\"color: #008000;\">Spectral<\/span> \")\nnames(myColors) &lt;- levels(iris$Species)\ncustom_colors &lt;- scale_color_manual(name = \" <span style=\"color: #339966;\">Species Names<\/span> \", values = myColors)\n\nggplot(iris, <span style=\"color: #3366ff;\">aes<\/span> (x=Sepal.Length, y=Sepal.Width, color=Species)) +\n  geom_point() +\n  custom_colors\n<\/strong><\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-11962 \" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/couleurgg3.png\" alt=\"\u041f\u0440\u0438\u043c\u0435\u0440 RColorBrewer \u0432 R\" width=\"628\" height=\"445\" 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\/\u043f\u0430\u0440\u0430\u043b\u043b\u0435\u043b\u044c\u043d\u044b\u0435-\u0433\u0440\u0430\u0444\u0438\u043a\u0438-ggplot2\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u041a\u0430\u043a \u0441\u043e\u0437\u0434\u0430\u0432\u0430\u0442\u044c \u043f\u0430\u0440\u0430\u043b\u043b\u0435\u043b\u044c\u043d\u044b\u0435 \u0433\u0440\u0430\u0444\u0438\u043a\u0438 \u0432 ggplot2<\/a><br \/> <a href=\"https:\/\/statorials.org\/ru\/\u0438\u0437\u043c\u0435\u043d\u0438\u0442\u044c-\u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043e\u043a-\u043b\u0435\u0433\u0435\u043d\u0434\u044b-ggplot2\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u041a\u0430\u043a \u0438\u0437\u043c\u0435\u043d\u0438\u0442\u044c \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043e\u043a \u043b\u0435\u0433\u0435\u043d\u0434\u044b \u0432 ggplot2<\/a><br \/> <a href=\"https:\/\/statorials.org\/ru\/\u043b\u0443\u0447\u0448\u0438\u0435-\u0442\u0435\u043c\u044b-ggplot2\/\" target=\"_blank\" rel=\"noopener noreferrer\">\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>\u0427\u0430\u0441\u0442\u043e \u0432\u0430\u043c \u043c\u043e\u0436\u0435\u0442 \u043f\u043e\u0442\u0440\u0435\u0431\u043e\u0432\u0430\u0442\u044c\u0441\u044f \u043d\u0430\u0437\u043d\u0430\u0447\u0438\u0442\u044c \u0446\u0432\u0435\u0442\u0430 \u0442\u043e\u0447\u043a\u0430\u043c \u043d\u0430 \u0433\u0440\u0430\u0444\u0438\u043a\u0435 ggplot2 \u043d\u0430 \u043e\u0441\u043d\u043e\u0432\u0435 \u043a\u0430\u0442\u0435\u0433\u043e\u0440\u0438\u0430\u043b\u044c\u043d\u043e\u0439 \u043f\u0435\u0440\u0435\u043c\u0435\u043d\u043d\u043e\u0439. \u041a \u0441\u0447\u0430\u0441\u0442\u044c\u044e, \u044d\u0442\u043e \u043b\u0435\u0433\u043a\u043e \u0441\u0434\u0435\u043b\u0430\u0442\u044c, \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044f \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0439 \u0441\u0438\u043d\u0442\u0430\u043a\u0441\u0438\u0441: ggplot(df, aes (x=x_variable, y=y_variable, color=color_variable)) + geom_point() \u0412 \u044d\u0442\u043e\u043c \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0441\u0442\u0432\u0435 \u043f\u0440\u0435\u0434\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u043e \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u043f\u0440\u0438\u043c\u0435\u0440\u043e\u0432 \u0442\u043e\u0433\u043e, \u043a\u0430\u043a \u043f\u0440\u0430\u043a\u0442\u0438\u0447\u0435\u0441\u043a\u0438 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u044d\u0442\u043e\u0442 \u0441\u0438\u043d\u0442\u0430\u043a\u0441\u0438\u0441 \u0441 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0435\u043c \u0432\u0441\u0442\u0440\u043e\u0435\u043d\u043d\u043e\u0433\u043e \u043d\u0430\u0431\u043e\u0440\u0430 \u0434\u0430\u043d\u043d\u044b\u0445 R \u043f\u043e\u0434 \u043d\u0430\u0437\u0432\u0430\u043d\u0438\u0435\u043c iris : #view first six rows [&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-1205","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>\u041a\u0430\u043a \u043d\u0430\u0437\u043d\u0430\u0447\u0438\u0442\u044c \u0446\u0432\u0435\u0442\u0430 \u043f\u043e \u043a\u043e\u044d\u0444\u0444\u0438\u0446\u0438\u0435\u043d\u0442\u0443 \u0432 ggplot2 (\u0441 \u043f\u0440\u0438\u043c\u0435\u0440\u0430\u043c\u0438)<\/title>\n<meta name=\"description\" content=\"\u0412 \u044d\u0442\u043e\u043c \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0441\u0442\u0432\u0435 \u043e\u0431\u044a\u044f\u0441\u043d\u044f\u0435\u0442\u0441\u044f, \u043a\u0430\u043a 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