{"id":1156,"date":"2023-07-27T11:17:42","date_gmt":"2023-07-27T11:17:42","guid":{"rendered":"https:\/\/statorials.org\/ru\/%d0%ba%d1%80%d0%b8%d0%b2%d0%b0%d1%8f-%d0%b3%d0%be%d1%80%d0%bd%d1%8b%d1%85-%d0%bf%d0%be%d1%80%d0%be%d0%b4-ggplot2\/"},"modified":"2023-07-27T11:17:42","modified_gmt":"2023-07-27T11:17:42","slug":"%d0%ba%d1%80%d0%b8%d0%b2%d0%b0%d1%8f-%d0%b3%d0%be%d1%80%d0%bd%d1%8b%d1%85-%d0%bf%d0%be%d1%80%d0%be%d0%b4-ggplot2","status":"publish","type":"post","link":"https:\/\/statorials.org\/ru\/%d0%ba%d1%80%d0%b8%d0%b2%d0%b0%d1%8f-%d0%b3%d0%be%d1%80%d0%bd%d1%8b%d1%85-%d0%bf%d0%be%d1%80%d0%be%d0%b4-ggplot2\/","title":{"rendered":"\u041a\u0430\u043a \u043f\u043e\u0441\u0442\u0440\u043e\u0438\u0442\u044c \u043a\u0440\u0438\u0432\u0443\u044e roc \u0441 \u043f\u043e\u043c\u043e\u0449\u044c\u044e ggplot2 (\u0441 \u043f\u0440\u0438\u043c\u0435\u0440\u0430\u043c\u0438)"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\"><a href=\"https:\/\/statorials.org\/ru\/\u043b\u043e\u0433\u0438\u0441\u0442\u0438\u0447\u0435\u0441\u043a\u0430\u044f-\u0440\u0435\u0433\u0440\u0435\u0441\u0441\u0438\u044f-1\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u041b\u043e\u0433\u0438\u0441\u0442\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u0440\u0435\u0433\u0440\u0435\u0441\u0441\u0438\u044f<\/a> \u2014 \u044d\u0442\u043e \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u043c\u0435\u0442\u043e\u0434, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u043c\u044b \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u043c \u0434\u043b\u044f \u043f\u043e\u0434\u0431\u043e\u0440\u0430 \u043c\u043e\u0434\u0435\u043b\u0438 \u0440\u0435\u0433\u0440\u0435\u0441\u0441\u0438\u0438, \u043a\u043e\u0433\u0434\u0430 \u043f\u0435\u0440\u0435\u043c\u0435\u043d\u043d\u0430\u044f \u043e\u0442\u0432\u0435\u0442\u0430 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0434\u0432\u043e\u0438\u0447\u043d\u043e\u0439. \u0427\u0442\u043e\u0431\u044b \u043e\u0446\u0435\u043d\u0438\u0442\u044c, \u043d\u0430\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u0445\u043e\u0440\u043e\u0448\u043e \u043c\u043e\u0434\u0435\u043b\u044c \u043b\u043e\u0433\u0438\u0441\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0439 \u0440\u0435\u0433\u0440\u0435\u0441\u0441\u0438\u0438 \u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0443\u0435\u0442 \u043d\u0430\u0431\u043e\u0440\u0443 \u0434\u0430\u043d\u043d\u044b\u0445, \u043c\u044b \u043c\u043e\u0436\u0435\u043c \u0432\u0437\u0433\u043b\u044f\u043d\u0443\u0442\u044c \u043d\u0430 \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0435 \u0434\u0432\u0430 \u043f\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044f:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><strong>\u0427\u0443\u0432\u0441\u0442\u0432\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u044c:<\/strong> \u0432\u0435\u0440\u043e\u044f\u0442\u043d\u043e\u0441\u0442\u044c \u0442\u043e\u0433\u043e, \u0447\u0442\u043e \u043c\u043e\u0434\u0435\u043b\u044c \u043f\u0440\u0435\u0434\u0441\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u043f\u043e\u043b\u043e\u0436\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0439 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u043d\u0430\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u044f, \u043a\u043e\u0433\u0434\u0430 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u043d\u0430 \u0441\u0430\u043c\u043e\u043c \u0434\u0435\u043b\u0435 \u043f\u043e\u043b\u043e\u0436\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0439.<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>\u0421\u043f\u0435\u0446\u0438\u0444\u0438\u0447\u043d\u043e\u0441\u0442\u044c:<\/strong> \u0432\u0435\u0440\u043e\u044f\u0442\u043d\u043e\u0441\u0442\u044c \u0442\u043e\u0433\u043e, \u0447\u0442\u043e \u043c\u043e\u0434\u0435\u043b\u044c \u043f\u0440\u0435\u0434\u0441\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u043e\u0442\u0440\u0438\u0446\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0439 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u043d\u0430\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u044f, \u0445\u043e\u0442\u044f \u043d\u0430 \u0441\u0430\u043c\u043e\u043c \u0434\u0435\u043b\u0435 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u043e\u0442\u0440\u0438\u0446\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0439.<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">\u041f\u0440\u043e\u0441\u0442\u043e\u0439 \u0441\u043f\u043e\u0441\u043e\u0431 \u0432\u0438\u0437\u0443\u0430\u043b\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u044d\u0442\u0438 \u0434\u0432\u0430 \u043f\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044f \u2014 \u0441\u043e\u0437\u0434\u0430\u0442\u044c <strong>\u043a\u0440\u0438\u0432\u0443\u044e ROC<\/strong> , \u043a\u043e\u0442\u043e\u0440\u0430\u044f \u043f\u0440\u0435\u0434\u0441\u0442\u0430\u0432\u043b\u044f\u0435\u0442 \u0441\u043e\u0431\u043e\u0439 \u0433\u0440\u0430\u0444\u0438\u043a, \u043e\u0442\u043e\u0431\u0440\u0430\u0436\u0430\u044e\u0449\u0438\u0439 \u0447\u0443\u0432\u0441\u0442\u0432\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u044c \u0438 \u0441\u043f\u0435\u0446\u0438\u0444\u0438\u0447\u043d\u043e\u0441\u0442\u044c \u043c\u043e\u0434\u0435\u043b\u0438 \u043b\u043e\u0433\u0438\u0441\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0439 \u0440\u0435\u0433\u0440\u0435\u0441\u0441\u0438\u0438.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\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 \u0441\u043e\u0437\u0434\u0430\u0442\u044c \u0438 \u0438\u043d\u0442\u0435\u0440\u043f\u0440\u0435\u0442\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043a\u0440\u0438\u0432\u0443\u044e ROC \u0432 R \u0441 \u043f\u043e\u043c\u043e\u0449\u044c\u044e \u043f\u0430\u043a\u0435\u0442\u0430 \u0432\u0438\u0437\u0443\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438 ggplot2.<\/span><\/p>\n<h3> <strong>\u041f\u0440\u0438\u043c\u0435\u0440: \u043a\u0440\u0438\u0432\u0430\u044f ROC \u0441 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0435\u043c ggplot2<\/strong><\/h3>\n<p> <span style=\"color: #000000;\">\u041f\u0440\u0435\u0434\u043f\u043e\u043b\u043e\u0436\u0438\u043c, \u043c\u044b \u043f\u043e\u0434\u0433\u043e\u043d\u044f\u0435\u043c \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0443\u044e \u043c\u043e\u0434\u0435\u043b\u044c \u043b\u043e\u0433\u0438\u0441\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0439 \u0440\u0435\u0433\u0440\u0435\u0441\u0441\u0438\u0438 \u0432 R:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#load <em>Default<\/em> dataset from ISLR book<\/span>\ndata &lt;- ISLR::Default\n\n<span style=\"color: #008080;\">#divide dataset into training and test set\n<\/span>set.seed(1)\nsample &lt;- sample(c( <span style=\"color: #008000;\">TRUE<\/span> , <span style=\"color: #008000;\">FALSE<\/span> ), <span style=\"color: #3366ff;\">nrow<\/span> (data), <span style=\"color: #3366ff;\">replace<\/span> = <span style=\"color: #008000;\">TRUE<\/span> , <span style=\"color: #3366ff;\">prob<\/span> =c(0.7,0.3))\ntrain &lt;- data[sample, ]\ntest &lt;- data[!sample, ]\n\n<span style=\"color: #008080;\">#fit logistic regression model to training set<\/span>\nmodel &lt;- glm(default~student+balance+income, family=\" <span style=\"color: #008000;\">binomial<\/span> \", data=train)\n\n<span style=\"color: #008080;\">#use model to make predictions on test set<\/span>\npredicted &lt;- predict(model, test, type=\" <span style=\"color: #008000;\">response<\/span> \")\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">\u0427\u0442\u043e\u0431\u044b \u0432\u0438\u0437\u0443\u0430\u043b\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u044c \u043c\u043e\u0434\u0435\u043b\u0438 \u043b\u043e\u0433\u0438\u0441\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0439 \u0440\u0435\u0433\u0440\u0435\u0441\u0441\u0438\u0438 \u043d\u0430 \u0442\u0435\u0441\u0442\u043e\u0432\u043e\u043c \u043d\u0430\u0431\u043e\u0440\u0435, \u043c\u044b \u043c\u043e\u0436\u0435\u043c \u0441\u043e\u0437\u0434\u0430\u0442\u044c \u0433\u0440\u0430\u0444\u0438\u043a ROC, \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044f \u0444\u0443\u043d\u043a\u0446\u0438\u044e <strong>ggroc()<\/strong> \u0438\u0437 <a href=\"https:\/\/www.rdocumentation.org\/packages\/pROC\/versions\/1.16.2\/topics\/ggroc.roc\" target=\"_blank\" rel=\"noopener noreferrer\">\u043f\u0430\u043a\u0435\u0442\u0430 pROC<\/a> :<\/span> <\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#load necessary packages<\/span>\n<span style=\"color: #993300;\">library<\/span> (ggplot2)\n<span style=\"color: #993300;\">library<\/span> (pROC)\n\n<span style=\"color: #008080;\">#define object to plot\n<span style=\"color: #000000;\">rocobj &lt;- roc(test$default, predicted)\n<\/span>\n#create ROC plot\n<span style=\"color: #000000;\">ggroc(rocobj)<\/span><\/span><\/strong> <\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-11613 \" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/rocggplot1.png\" alt=\"\u041a\u0440\u0438\u0432\u0430\u044f ROC \u0432 ggplot2\" width=\"445\" height=\"439\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\">\u041e\u0441\u044c Y \u043e\u0442\u043e\u0431\u0440\u0430\u0436\u0430\u0435\u0442 \u0447\u0443\u0432\u0441\u0442\u0432\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u044c (\u0438\u0441\u0442\u0438\u043d\u043d\u043e \u043f\u043e\u043b\u043e\u0436\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0439 \u0443\u0440\u043e\u0432\u0435\u043d\u044c) \u043c\u043e\u0434\u0435\u043b\u0438, \u0430 \u043e\u0441\u044c X \u043e\u0442\u043e\u0431\u0440\u0430\u0436\u0430\u0435\u0442 \u0441\u043f\u0435\u0446\u0438\u0444\u0438\u0447\u043d\u043e\u0441\u0442\u044c (\u0438\u0441\u0442\u0438\u043d\u043d\u043e \u043e\u0442\u0440\u0438\u0446\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0439 \u0443\u0440\u043e\u0432\u0435\u043d\u044c) \u043c\u043e\u0434\u0435\u043b\u0438.<\/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 \u043c\u043e\u0436\u0435\u043c \u0434\u043e\u0431\u0430\u0432\u0438\u0442\u044c \u0441\u0442\u0438\u043b\u044c \u043a \u0433\u0440\u0430\u0444\u0438\u043a\u0443, \u0430 \u0442\u0430\u043a\u0436\u0435 \u0443\u043a\u0430\u0437\u0430\u0442\u044c \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043e\u043a, \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0449\u0438\u0439 AUC (\u043f\u043b\u043e\u0449\u0430\u0434\u044c \u043f\u043e\u0434 \u043a\u0440\u0438\u0432\u043e\u0439) \u0433\u0440\u0430\u0444\u0438\u043a\u0430:<\/span> <\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#load necessary packages<\/span>\n<span style=\"color: #993300;\">library<\/span> (ggplot2)\n<span style=\"color: #993300;\">library<\/span> (pROC)\n\n<span style=\"color: #008080;\">#define object to plot and calculate AUC\n<\/span>rocobj &lt;- roc(test$default, predicted)\nauc &lt;- <span style=\"color: #3366ff;\">round<\/span> (auc(test$default, predicted), <span style=\"color: #3366ff;\">4<\/span> )\n\n<span style=\"color: #008080;\">#create ROC plot\n<\/span>ggroc(rocobj, color = ' <span style=\"color: #008000;\">steelblue<\/span> ', size = <span style=\"color: #008000;\">2<\/span> ) +\n  ggtitle( <span style=\"color: #3366ff;\">paste0<\/span> (' <span style=\"color: #008000;\">ROC Curve<\/span> ', ' <span style=\"color: #008000;\">(AUC =<\/span> ', auc, ' <span style=\"color: #008000;\">)<\/span> '))<\/strong> <\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-11614 \" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/rocggplot2.png\" alt=\"\u041a\u0440\u0438\u0432\u0430\u044f ROC \u0441 AUC \u0432 ggplot2\" width=\"452\" height=\"450\" 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 \u0432\u044b \u0442\u0430\u043a\u0436\u0435 \u043c\u043e\u0436\u0435\u0442\u0435 \u0438\u0437\u043c\u0435\u043d\u0438\u0442\u044c \u0442\u0435\u043c\u0443 \u0441\u044e\u0436\u0435\u0442\u0430:<\/span> <\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#create ROC plot with minimal theme\n<\/span>ggroc(rocobj, color = ' <span style=\"color: #008000;\">steelblue<\/span> ', size = <span style=\"color: #008000;\">2<\/span> ) +\n  ggtitle( <span style=\"color: #3366ff;\">paste0<\/span> (' <span style=\"color: #008000;\">ROC Curve<\/span> ', ' <span style=\"color: #008000;\">(AUC =<\/span> ', auc, ' <span style=\"color: #008000;\">)<\/span> ')) +\n  theme_minimal()<\/strong> <\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-11615 \" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/rocggplot3.png\" alt=\"\u041a\u0440\u0438\u0432\u0430\u044f ROC \u0432 R \u0441 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0435\u043c ggplot2\" width=\"466\" height=\"466\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\">\u0412 <a href=\"https:\/\/statorials.org\/ru\/\u043b\u0443\u0447\u0448\u0438\u0435-\u0442\u0435\u043c\u044b-ggplot2\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u044d\u0442\u043e\u0439 \u0441\u0442\u0430\u0442\u044c\u0435<\/a> \u0432\u044b \u043d\u0430\u0439\u0434\u0435\u0442\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.<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u041b\u043e\u0433\u0438\u0441\u0442\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u0440\u0435\u0433\u0440\u0435\u0441\u0441\u0438\u044f \u2014 \u044d\u0442\u043e \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u043c\u0435\u0442\u043e\u0434, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u043c\u044b \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u043c \u0434\u043b\u044f \u043f\u043e\u0434\u0431\u043e\u0440\u0430 \u043c\u043e\u0434\u0435\u043b\u0438 \u0440\u0435\u0433\u0440\u0435\u0441\u0441\u0438\u0438, \u043a\u043e\u0433\u0434\u0430 \u043f\u0435\u0440\u0435\u043c\u0435\u043d\u043d\u0430\u044f \u043e\u0442\u0432\u0435\u0442\u0430 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0434\u0432\u043e\u0438\u0447\u043d\u043e\u0439. \u0427\u0442\u043e\u0431\u044b \u043e\u0446\u0435\u043d\u0438\u0442\u044c, \u043d\u0430\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u0445\u043e\u0440\u043e\u0448\u043e \u043c\u043e\u0434\u0435\u043b\u044c \u043b\u043e\u0433\u0438\u0441\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0439 \u0440\u0435\u0433\u0440\u0435\u0441\u0441\u0438\u0438 \u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0443\u0435\u0442 \u043d\u0430\u0431\u043e\u0440\u0443 \u0434\u0430\u043d\u043d\u044b\u0445, \u043c\u044b \u043c\u043e\u0436\u0435\u043c \u0432\u0437\u0433\u043b\u044f\u043d\u0443\u0442\u044c \u043d\u0430 \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0435 \u0434\u0432\u0430 \u043f\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u044f: \u0427\u0443\u0432\u0441\u0442\u0432\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u044c: \u0432\u0435\u0440\u043e\u044f\u0442\u043d\u043e\u0441\u0442\u044c \u0442\u043e\u0433\u043e, \u0447\u0442\u043e \u043c\u043e\u0434\u0435\u043b\u044c \u043f\u0440\u0435\u0434\u0441\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u043f\u043e\u043b\u043e\u0436\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0439 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u043d\u0430\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u044f, \u043a\u043e\u0433\u0434\u0430 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u043d\u0430 \u0441\u0430\u043c\u043e\u043c \u0434\u0435\u043b\u0435 \u043f\u043e\u043b\u043e\u0436\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0439. \u0421\u043f\u0435\u0446\u0438\u0444\u0438\u0447\u043d\u043e\u0441\u0442\u044c: \u0432\u0435\u0440\u043e\u044f\u0442\u043d\u043e\u0441\u0442\u044c \u0442\u043e\u0433\u043e, \u0447\u0442\u043e \u043c\u043e\u0434\u0435\u043b\u044c [&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-1156","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 \u043f\u043e\u0441\u0442\u0440\u043e\u0438\u0442\u044c \u043a\u0440\u0438\u0432\u0443\u044e ROC \u0441 \u043f\u043e\u043c\u043e\u0449\u044c\u044e 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 \u043f\u043e\u0441\u0442\u0440\u043e\u0438\u0442\u044c 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class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/statorials.org\/ru\/%d0%ba%d1%80%d0%b8%d0%b2%d0%b0%d1%8f-%d0%b3%d0%be%d1%80%d0%bd%d1%8b%d1%85-%d0%bf%d0%be%d1%80%d0%be%d0%b4-ggplot2\/\",\"url\":\"https:\/\/statorials.org\/ru\/%d0%ba%d1%80%d0%b8%d0%b2%d0%b0%d1%8f-%d0%b3%d0%be%d1%80%d0%bd%d1%8b%d1%85-%d0%bf%d0%be%d1%80%d0%be%d0%b4-ggplot2\/\",\"name\":\"\u041a\u0430\u043a \u043f\u043e\u0441\u0442\u0440\u043e\u0438\u0442\u044c \u043a\u0440\u0438\u0432\u0443\u044e ROC \u0441 \u043f\u043e\u043c\u043e\u0449\u044c\u044e ggplot2 (\u0441 \u043f\u0440\u0438\u043c\u0435\u0440\u0430\u043c\u0438)\",\"isPartOf\":{\"@id\":\"https:\/\/statorials.org\/ru\/#website\"},\"datePublished\":\"2023-07-27T11:17:42+00:00\",\"dateModified\":\"2023-07-27T11:17:42+00:00\",\"author\":{\"@id\":\"https:\/\/statorials.org\/ru\/#\/schema\/person\/774949a85feafc6654ba9cefc39d3cae\"},\"description\":\"\u0412 \u044d\u0442\u043e\u043c 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\u0430\u043d\u0434\u0435\u0440\u0441\u043e\u043d\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"ru-RU\",\"@id\":\"https:\/\/statorials.org\/ru\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/statorials.org\/ru\/wp-content\/uploads\/2023\/10\/Dr.-Benjamin-Anderson-96x96.jpg\",\"contentUrl\":\"https:\/\/statorials.org\/ru\/wp-content\/uploads\/2023\/10\/Dr.-Benjamin-Anderson-96x96.jpg\",\"caption\":\"\u0431\u0435\u043d\u0434\u0436\u0430\u043c\u0438\u043d \u0430\u043d\u0434\u0435\u0440\u0441\u043e\u043d\"},\"description\":\"\u0417\u0434\u0440\u0430\u0432\u0441\u0442\u0432\u0443\u0439\u0442\u0435, \u044f \u0411\u0435\u043d\u0434\u0436\u0430\u043c\u0438\u043d, \u043f\u0440\u043e\u0444\u0435\u0441\u0441\u043e\u0440 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0438 \u043d\u0430 \u043f\u0435\u043d\u0441\u0438\u0438, \u0441\u0442\u0430\u0432\u0448\u0438\u0439 \u043f\u0440\u0435\u0434\u0430\u043d\u043d\u044b\u043c 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