{"id":1371,"date":"2023-07-26T15:50:37","date_gmt":"2023-07-26T15:50:37","guid":{"rendered":"https:\/\/statorials.org\/uk\/%d0%bb%d1%96%d0%bd%d1%96%d1%8f-%d1%80%d0%b5%d0%b3%d1%80%d0%b5%d1%81%d1%96%d1%96-ggplot-%d0%b7%d0%b0-%d0%b3%d1%80%d1%83%d0%bf%d0%be%d1%8e\/"},"modified":"2023-07-26T15:50:37","modified_gmt":"2023-07-26T15:50:37","slug":"%d0%bb%d1%96%d0%bd%d1%96%d1%8f-%d1%80%d0%b5%d0%b3%d1%80%d0%b5%d1%81%d1%96%d1%96-ggplot-%d0%b7%d0%b0-%d0%b3%d1%80%d1%83%d0%bf%d0%be%d1%8e","status":"publish","type":"post","link":"https:\/\/statorials.org\/uk\/%d0%bb%d1%96%d0%bd%d1%96%d1%8f-%d1%80%d0%b5%d0%b3%d1%80%d0%b5%d1%81%d1%96%d1%96-ggplot-%d0%b7%d0%b0-%d0%b3%d1%80%d1%83%d0%bf%d0%be%d1%8e\/","title":{"rendered":"\u042f\u043a \u043f\u043e\u0431\u0443\u0434\u0443\u0432\u0430\u0442\u0438 \u043b\u0456\u043d\u0456\u044e \u0440\u0435\u0433\u0440\u0435\u0441\u0456\u0457 \u0437\u0430 \u0433\u0440\u0443\u043f\u043e\u044e \u0437\u0430 \u0434\u043e\u043f\u043e\u043c\u043e\u0433\u043e\u044e ggplot2"},"content":{"rendered":"<p><\/p>\n<hr>\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 \u0441\u0438\u043d\u0442\u0430\u043a\u0441\u0438\u0441, \u0449\u043e\u0431 \u043f\u043e\u0431\u0443\u0434\u0443\u0432\u0430\u0442\u0438 \u043b\u0456\u043d\u0456\u044e \u0433\u0440\u0443\u043f\u043e\u0432\u043e\u0457 \u0440\u0435\u0433\u0440\u0435\u0441\u0456\u0457 \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 R <a href=\"https:\/\/ggplot2.tidyverse.org\/\" target=\"_blank\" rel=\"noopener\">ggplot2<\/a> :<\/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 = group_variable)) +\n  geom_point() +\n  geom_smooth(method = \" <span style=\"color: #008000;\">lm<\/span> \", fill = <span style=\"color: #008000;\">NA<\/span> )\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">\u0426\u0435\u0439 \u043f\u0456\u0434\u0440\u0443\u0447\u043d\u0438\u043a \u043c\u0456\u0441\u0442\u0438\u0442\u044c \u043a\u043e\u0440\u043e\u0442\u043a\u0438\u0439 \u043f\u0440\u0438\u043a\u043b\u0430\u0434 \u0432\u0438\u043a\u043e\u0440\u0438\u0441\u0442\u0430\u043d\u043d\u044f \u0446\u0456\u0454\u0457 \u0444\u0443\u043d\u043a\u0446\u0456\u0457 \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\u0439 \u0440\u0435\u0433\u0440\u0435\u0441\u0456\u0457 \u0437\u0430 \u0433\u0440\u0443\u043f\u043e\u044e \u0437\u0430 \u0434\u043e\u043f\u043e\u043c\u043e\u0433\u043e\u044e ggplot2<\/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 \u043d\u0430\u0431\u0456\u0440 \u0434\u0430\u043d\u0438\u0445, \u044f\u043a\u0438\u0439 \u043f\u043e\u043a\u0430\u0437\u0443\u0454 \u0442\u0430\u043a\u0456 \u0442\u0440\u0438 \u0437\u043c\u0456\u043d\u043d\u0456 \u0434\u043b\u044f 15 \u0440\u0456\u0437\u043d\u0438\u0445 \u0441\u0442\u0443\u0434\u0435\u043d\u0442\u0456\u0432:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">\u041a\u0456\u043b\u044c\u043a\u0456\u0441\u0442\u044c \u0432\u0438\u0432\u0447\u0435\u043d\u0438\u0445 \u0433\u043e\u0434\u0438\u043d<\/span><\/li>\n<li> <span style=\"color: #000000;\">\u041e\u0442\u0440\u0438\u043c\u0430\u043d\u043e \u043e\u0446\u0456\u043d\u043a\u0443 \u0437\u0430 \u0456\u0441\u043f\u0438\u0442<\/span><\/li>\n<li> <span style=\"color: #000000;\">\u0412\u0438\u043a\u043e\u0440\u0438\u0441\u0442\u0430\u043d\u0430 \u043c\u0435\u0442\u043e\u0434\u0438\u043a\u0430 \u0434\u043e\u0441\u043b\u0456\u0434\u0436\u0435\u043d\u043d\u044f (\u0410, \u0412 \u0430\u0431\u043e \u0421)<\/span><\/li>\n<\/ul>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#create dataset\n<span style=\"color: #000000;\">df &lt;- data.frame(hours=c(1, 2, 3, 3, 4, 1, 2, 2, 3, 4, 1, 2, 3, 4, 4),\n                 score=c(84, 86, 85, 87, 94, 74, 76, 75, 77, 79, 65, 67, 69, 72, 80),\n                 technique= <span style=\"color: #3366ff;\">rep<\/span> (c(' <span style=\"color: #008000;\">A<\/span> ', ' <span style=\"color: #008000;\">B<\/span> ', ' <span style=\"color: #008000;\">C<\/span> '), <span style=\"color: #3366ff;\">each<\/span> = <span style=\"color: #008000;\">5<\/span> ))<\/span><\/span>\n\n<span style=\"color: #008080;\">#view dataset<\/span>\ndf\n\n   hours technical score\n1 1 84 A\n2 2 86 A\n3 3 85 A\n4 3 87 A\n5 4 94 A\n6 1 74 B\n7 2 76 B\n8 2 75 B\n9 3 77 B\n10 4 79 B\n11 1 65 C\n12 2 67 C\n13 3 69 C\n14 4 72 C\n15 4 80 C\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 \u043f\u043e\u0431\u0443\u0434\u0443\u0432\u0430\u0442\u0438 \u043b\u0456\u043d\u0456\u044e \u0440\u0435\u0433\u0440\u0435\u0441\u0456\u0457, \u044f\u043a\u0430 \u0432\u0456\u0434\u043e\u0431\u0440\u0430\u0436\u0430\u0454 \u0437\u0432\u2019\u044f\u0437\u043e\u043a \u043c\u0456\u0436 \u0432\u0438\u0442\u0440\u0430\u0447\u0435\u043d\u0438\u043c\u0438 \u0433\u043e\u0434\u0438\u043d\u0430\u043c\u0438 \u0442\u0430 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u043e\u043c \u0456\u0441\u043f\u0438\u0442\u0443 \u0434\u043b\u044f \u043a\u043e\u0436\u043d\u043e\u0433\u043e \u0437 \u0442\u0440\u044c\u043e\u0445 \u043c\u0435\u0442\u043e\u0434\u0456\u0432 \u043d\u0430\u0432\u0447\u0430\u043d\u043d\u044f:<\/span> <\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#load ggplot2\n<span style=\"color: #000000;\"><span style=\"color: #993300;\">library<\/span> (ggplot2)\n<\/span><\/span>\n<span style=\"color: #008080;\">#create regression lines for all three groups\n<span style=\"color: #000000;\">ggplot(df, <span style=\"color: #3366ff;\">aes<\/span> (x = hours, y = score, color = technique)) +\n  geom_point() +\n  geom_smooth(method = \" <span style=\"color: #008000;\">lm<\/span> \", fill = <span style=\"color: #008000;\">NA<\/span> )\n<\/span><\/span><\/strong><\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-13633 \" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/regressionlinegroupr1.png\" alt=\"\u041b\u0456\u043d\u0456\u044f \u0440\u0435\u0433\u0440\u0435\u0441\u0456\u0457 \u0437\u0430 \u0433\u0440\u0443\u043f\u043e\u044e \u0432 ggplot2\" width=\"451\" height=\"452\" srcset=\"\" sizes=\"\"><\/p>\n<p> <span style=\"color: #000000;\">\u0417\u0432\u0435\u0440\u043d\u0456\u0442\u044c \u0443\u0432\u0430\u0433\u0443, \u0449\u043e \u0432 <strong>geom_smooth()<\/strong> \u043c\u0438 \u0432\u0438\u043a\u043e\u0440\u0438\u0441\u0442\u043e\u0432\u0443\u0432\u0430\u043b\u0438 method = &#8216;lm\u201d \u0434\u043b\u044f \u0432\u0438\u0437\u043d\u0430\u0447\u0435\u043d\u043d\u044f \u043b\u0456\u043d\u0456\u0439\u043d\u043e\u0433\u043e \u0442\u0440\u0435\u043d\u0434\u0443.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u041c\u0438 \u0442\u0430\u043a\u043e\u0436 \u043c\u043e\u0436\u0435\u043c\u043e \u0432\u0438\u043a\u043e\u0440\u0438\u0441\u0442\u043e\u0432\u0443\u0432\u0430\u0442\u0438 \u0456\u043d\u0448\u0456 \u043c\u0435\u0442\u043e\u0434\u0438 \u0437\u0433\u043b\u0430\u0434\u0436\u0443\u0432\u0430\u043d\u043d\u044f, \u0442\u0430\u043a\u0456 \u044f\u043a &#8220;glm&#8221;, &#8220;loess&#8221; \u0430\u0431\u043e &#8220;gam&#8221;, \u0449\u043e\u0431 \u0437\u0430\u0444\u0456\u043a\u0441\u0443\u0432\u0430\u0442\u0438 \u043d\u0435\u043b\u0456\u043d\u0456\u0439\u043d\u0456 \u0442\u0435\u043d\u0434\u0435\u043d\u0446\u0456\u0457 \u0432 \u0434\u0430\u043d\u0438\u0445. \u0412\u0438 \u043c\u043e\u0436\u0435\u0442\u0435 \u0437\u043d\u0430\u0439\u0442\u0438 \u043f\u043e\u0432\u043d\u0443 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0456\u044e \u0434\u043b\u044f geom_smooth() <a href=\"https:\/\/ggplot2.tidyverse.org\/reference\/geom_smooth.html\" target=\"_blank\" rel=\"noopener\">\u0442\u0443\u0442<\/a> .<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u0417\u0430\u0443\u0432\u0430\u0436\u0442\u0435, \u0449\u043e \u043c\u0438 \u0442\u0430\u043a\u043e\u0436 \u043c\u043e\u0436\u0435\u043c\u043e \u0432\u0438\u043a\u043e\u0440\u0438\u0441\u0442\u043e\u0432\u0443\u0432\u0430\u0442\u0438 \u0440\u0456\u0437\u043d\u0456 \u0444\u043e\u0440\u043c\u0438 \u0434\u043b\u044f \u0432\u0456\u0434\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u043d\u044f \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0456\u0432 \u0456\u0441\u043f\u0438\u0442\u0456\u0432 \u0434\u043b\u044f \u043a\u043e\u0436\u043d\u043e\u0457 \u0437 \u0442\u0440\u044c\u043e\u0445 \u0433\u0440\u0443\u043f:<\/span> <\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\"><span style=\"color: #000000;\">ggplot(df, <span style=\"color: #3366ff;\">aes<\/span> (x = hours, y = score, color = technique, shape = technique)) +\n  geom_point() +\n  geom_smooth(method = \" <span style=\"color: #008000;\">lm<\/span> \", fill = <span style=\"color: #008000;\">NA<\/span> )\n<\/span><\/span><\/strong><\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-13634 \" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/regressionlinegroupr2.png\" alt=\"\u041a\u0456\u043b\u044c\u043a\u0430 \u043b\u0456\u043d\u0456\u0439 \u0440\u0435\u0433\u0440\u0435\u0441\u0456\u0457 \u043d\u0430 \u043e\u0434\u043d\u043e\u043c\u0443 \u0433\u0440\u0430\u0444\u0456\u043a\u0443 \u0432 ggplot2\" width=\"453\" height=\"461\" srcset=\"\" sizes=\"\"><\/p>\n<p> <span style=\"color: #000000;\">\u0412\u0438 \u043c\u043e\u0436\u0435\u0442\u0435 \u0437\u043d\u0430\u0439\u0442\u0438 \u0431\u0456\u043b\u044c\u0448\u0435 \u043f\u043e\u0441\u0456\u0431\u043d\u0438\u043a\u0456\u0432 \u0437 ggplot2 <a href=\"https:\/\/statorials.org\" target=\"_blank\" rel=\"noopener\">\u0442\u0443\u0442<\/a> .<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u041c\u0438 \u043c\u043e\u0436\u0435\u043c\u043e \u0432\u0438\u043a\u043e\u0440\u0438\u0441\u0442\u0430\u0442\u0438 \u0442\u0430\u043a\u0438\u0439 \u0441\u0438\u043d\u0442\u0430\u043a\u0441\u0438\u0441, \u0449\u043e\u0431 \u043f\u043e\u0431\u0443\u0434\u0443\u0432\u0430\u0442\u0438 \u043b\u0456\u043d\u0456\u044e \u0433\u0440\u0443\u043f\u043e\u0432\u043e\u0457 \u0440\u0435\u0433\u0440\u0435\u0441\u0456\u0457 \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 R ggplot2 : ggplot(df, aes (x = x_variable, y = y_variable, color = group_variable)) + geom_point() + geom_smooth(method = &#8221; lm &#8220;, fill = NA ) \u0426\u0435\u0439 \u043f\u0456\u0434\u0440\u0443\u0447\u043d\u0438\u043a \u043c\u0456\u0441\u0442\u0438\u0442\u044c \u043a\u043e\u0440\u043e\u0442\u043a\u0438\u0439 \u043f\u0440\u0438\u043a\u043b\u0430\u0434 \u0432\u0438\u043a\u043e\u0440\u0438\u0441\u0442\u0430\u043d\u043d\u044f \u0446\u0456\u0454\u0457 \u0444\u0443\u043d\u043a\u0446\u0456\u0457 \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\u0439 \u0440\u0435\u0433\u0440\u0435\u0441\u0456\u0457 \u0437\u0430 [&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 optimized with the Yoast SEO plugin v21.5 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u042f\u043a \u043f\u043e\u0431\u0443\u0434\u0443\u0432\u0430\u0442\u0438 \u043b\u0456\u043d\u0456\u044e \u0440\u0435\u0433\u0440\u0435\u0441\u0456\u0457 \u0437\u0430 \u0433\u0440\u0443\u043f\u0430\u043c\u0438 \u0437\u0430 \u0434\u043e\u043f\u043e\u043c\u043e\u0433\u043e\u044e ggplot2<\/title>\n<meta name=\"description\" content=\"\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 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