{"id":1158,"date":"2023-07-27T11:17:42","date_gmt":"2023-07-27T11:17:42","guid":{"rendered":"https:\/\/statorials.org\/my\/%e1%80%9b%e1%80%b1%e1%80%ac%e1%80%b7%e1%80%81%e1%80%ba%e1%80%99%e1%80%bb%e1%80%89%e1%80%ba%e1%80%b8%e1%80%80%e1%80%bd%e1%80%b1%e1%80%b8-ggplot2\/"},"modified":"2023-07-27T11:17:42","modified_gmt":"2023-07-27T11:17:42","slug":"%e1%80%9b%e1%80%b1%e1%80%ac%e1%80%b7%e1%80%81%e1%80%ba%e1%80%99%e1%80%bb%e1%80%89%e1%80%ba%e1%80%b8%e1%80%80%e1%80%bd%e1%80%b1%e1%80%b8-ggplot2","status":"publish","type":"post","link":"https:\/\/statorials.org\/my\/%e1%80%9b%e1%80%b1%e1%80%ac%e1%80%b7%e1%80%81%e1%80%ba%e1%80%99%e1%80%bb%e1%80%89%e1%80%ba%e1%80%b8%e1%80%80%e1%80%bd%e1%80%b1%e1%80%b8-ggplot2\/","title":{"rendered":"Ggplot2 \u1000\u102d\u102f\u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u104d roc curve \u1000\u102d\u102f\u1019\u100a\u103a\u101e\u102d\u102f\u1037\u1006\u103d\u1032\u1019\u100a\u103a\u1014\u100a\u103a\u1038 (\u1025\u1015\u1019\u102c\u1019\u103b\u102c\u1038\u1016\u103c\u1004\u1037\u103a)"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\"><a href=\"https:\/\/statorials.org\/my\/\u1011\u1031\u102c\u1000\u103a\u1015\u1036\u1037\u1015\u102d\u102f\u1037\u1006\u1031\u102c\u1004\u103a\u101b\u1031\u1038-\u1006\u102f\u1010\u103a\u101a\u102f\u1010\u103a\u1019\u103e\u102f-\u1041\/\" target=\"_blank\" rel=\"noopener noreferrer\">Logistic regression<\/a> \u101e\u100a\u103a response variable binary \u1016\u103c\u1005\u103a\u101e\u1031\u102c\u1021\u1001\u102b regression model \u1010\u1005\u103a\u1001\u102f\u1014\u103e\u1004\u1037\u103a \u1000\u102d\u102f\u1000\u103a\u100a\u102e\u101b\u1014\u103a \u1000\u103b\u103d\u1014\u103a\u102f\u1015\u103a\u1010\u102d\u102f\u1037\u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u101e\u100a\u1037\u103a \u1000\u102d\u1014\u103a\u1038\u1002\u100f\u1014\u103a\u1038\u1006\u102d\u102f\u1004\u103a\u101b\u102c \u1014\u100a\u103a\u1038\u101c\u1019\u103a\u1038\u1010\u1005\u103a\u1001\u102f\u1016\u103c\u1005\u103a\u101e\u100a\u103a\u104b \u1011\u1031\u102c\u1000\u103a\u1015\u1036\u1037\u1015\u102d\u102f\u1037\u1006\u1031\u102c\u1004\u103a\u101b\u1031\u1038 \u1006\u102f\u1010\u103a\u101a\u102f\u1010\u103a\u1019\u103e\u102f\u1015\u102f\u1036\u1005\u1036\u101e\u100a\u103a \u1012\u1031\u1010\u102c\u1021\u1005\u102f\u1036\u1014\u103e\u1004\u1037\u103a \u1019\u100a\u103a\u1019\u103b\u103e\u1000\u102d\u102f\u1000\u103a\u100a\u102e\u1000\u103c\u1031\u102c\u1004\u103a\u1038 \u1021\u1000\u1032\u1016\u103c\u1010\u103a\u101b\u1014\u103a\u104a \u1021\u1031\u102c\u1000\u103a\u1015\u102b \u1019\u1000\u103a\u1011\u101b\u1005\u103a\u1014\u103e\u1005\u103a\u1001\u102f\u1000\u102d\u102f \u1000\u103c\u100a\u1037\u103a\u1014\u102d\u102f\u1004\u103a\u101e\u100a\u103a-<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><strong>\u1021\u102c\u101b\u102f\u1036\u1001\u1036\u1005\u102c\u1038\u1014\u102d\u102f\u1004\u103a\u1019\u103e\u102f-<\/strong> \u101b\u101c\u1012\u103a\u1021\u1019\u103e\u1014\u103a\u1010\u1000\u101a\u103a\u1021\u1015\u103c\u102f\u101e\u1018\u1031\u102c\u1006\u1031\u102c\u1004\u103a\u101e\u1031\u102c\u1021\u1001\u102b\u1010\u103d\u1004\u103a \u101c\u1031\u1037\u101c\u102c\u1019\u103e\u102f\u1010\u1005\u103a\u1001\u102f\u1021\u1010\u103d\u1000\u103a \u1021\u1015\u103c\u102f\u101e\u1018\u1031\u102c\u1006\u1031\u102c\u1004\u103a\u101e\u1031\u102c\u101b\u101c\u1012\u103a\u1000\u102d\u102f \u1019\u1031\u102c\u103a\u1012\u101a\u103a\u1000 \u1001\u1014\u1037\u103a\u1019\u103e\u1014\u103a\u1038\u1015\u1031\u1038\u101e\u100a\u1037\u103a\u1016\u103c\u1005\u103a\u1014\u102d\u102f\u1004\u103a\u1001\u103c\u1031\u104b<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>\u1010\u102d\u1000\u103b\u1019\u103e\u102f-<\/strong> \u101b\u101c\u1012\u103a\u1021\u1019\u103e\u1014\u103a\u1010\u1000\u101a\u103a \u1021\u1014\u102f\u1010\u103a\u101c\u1000\u1039\u1001\u100f\u102c\u1016\u103c\u1005\u103a\u101e\u1031\u102c\u1021\u1001\u102b \u1005\u1031\u102c\u1004\u1037\u103a\u1000\u103c\u100a\u1037\u103a\u1019\u103e\u102f\u1010\u1005\u103a\u1001\u102f\u1021\u1010\u103d\u1000\u103a \u1021\u1014\u102f\u1010\u103a\u101b\u101c\u1012\u103a\u1000\u102d\u102f \u1019\u1031\u102c\u103a\u1012\u101a\u103a\u1000 \u1001\u1014\u1037\u103a\u1019\u103e\u1014\u103a\u1038\u101e\u100a\u1037\u103a \u1016\u103c\u1005\u103a\u1014\u102d\u102f\u1004\u103a\u1001\u103c\u1031\u104b<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">\u1024\u1019\u1000\u103a\u1011\u101b\u1005\u103a\u1014\u103e\u1005\u103a\u1001\u102f\u1000\u102d\u102f \u1019\u103c\u1004\u103a\u101e\u102c\u1005\u1031\u101b\u1014\u103a \u101b\u102d\u102f\u1038\u101b\u103e\u1004\u103a\u1038\u101e\u1031\u102c\u1014\u100a\u103a\u1038\u101c\u1019\u103a\u1038\u1019\u103e\u102c \u1011\u1031\u102c\u1000\u103a\u1015\u1036\u1037\u1015\u102d\u102f\u1037\u1006\u1031\u102c\u1004\u103a\u101b\u1031\u1038 \u1006\u102f\u1010\u103a\u101a\u102f\u1010\u103a\u1019\u103e\u102f\u1015\u102f\u1036\u1005\u1036\u104f \u1021\u102c\u101b\u102f\u1036\u1001\u1036\u1014\u102d\u102f\u1004\u103a\u1005\u103d\u1019\u103a\u1038\u1014\u103e\u1004\u1037\u103a \u1010\u102d\u1000\u103b\u1019\u103e\u102f\u1000\u102d\u102f\u1015\u103c\u101e\u101e\u100a\u1037\u103a \u1002\u101b\u1015\u103a\u1010\u1005\u103a\u1001\u102f\u1016\u103c\u1005\u103a\u101e\u100a\u1037\u103a <strong>ROC \u1019\u103b\u1009\u103a\u1038\u1000\u103d\u1031\u1038\u1000\u102d\u102f<\/strong> \u1016\u1014\u103a\u1010\u102e\u1038\u101b\u1014\u103a\u1016\u103c\u1005\u103a\u101e\u100a\u103a\u104b<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u1024\u101e\u1004\u103a\u1001\u1014\u103a\u1038\u1005\u102c\u101e\u100a\u103a ggplot2 \u1021\u1019\u103c\u1004\u103a\u1021\u102c\u101b\u102f\u1036\u1015\u102f\u1036\u1016\u1031\u102c\u103a\u1001\u103c\u1004\u103a\u1038\u1015\u1000\u103a\u1000\u1031\u1037\u1002\u103b\u103a\u1000\u102d\u102f \u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u104d R \u1010\u103d\u1004\u103a ROC \u1019\u103b\u1009\u103a\u1038\u1000\u103d\u1031\u1038\u1010\u1005\u103a\u1001\u102f\u1000\u102d\u102f \u1016\u1014\u103a\u1010\u102e\u1038\u1015\u103c\u102e\u1038 \u1021\u1013\u102d\u1015\u1039\u1015\u102c\u101a\u103a\u1015\u103c\u1014\u103a\u1006\u102d\u102f\u1014\u100a\u103a\u1038\u1000\u102d\u102f \u101b\u103e\u1004\u103a\u1038\u1015\u103c\u1011\u102c\u1038\u101e\u100a\u103a\u104b<\/span><\/p>\n<h3> <strong>\u1025\u1015\u1019\u102c- ggplot2 \u1000\u102d\u102f \u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u104d ROC \u1019\u103b\u1009\u103a\u1038\u1000\u103d\u1031\u1038<\/strong><\/h3>\n<p> <span style=\"color: #000000;\">\u1000\u103b\u103d\u1014\u103a\u102f\u1015\u103a\u1010\u102d\u102f\u1037\u101e\u100a\u103a R \u1010\u103d\u1004\u103a \u1021\u1031\u102c\u1000\u103a\u1015\u102b logistic regression model \u1014\u103e\u1004\u1037\u103a \u1000\u102d\u102f\u1000\u103a\u100a\u102e\u101e\u100a\u103a\u1006\u102d\u102f\u1015\u102b\u1005\u102d\u102f\u1037\u104b<\/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;\">\u1005\u1019\u103a\u1038\u101e\u1015\u103a\u1019\u103e\u102f\u1021\u1005\u102f\u1036\u101b\u103e\u102d logistic regression model \u104f\u1005\u103d\u1019\u103a\u1038\u1006\u1031\u102c\u1004\u103a\u101b\u100a\u103a\u1000\u102d\u102f\u1019\u103c\u1004\u103a\u101a\u1031\u102c\u1004\u103a\u101b\u1014\u103a\u104a <a href=\"https:\/\/www.rdocumentation.org\/packages\/pROC\/versions\/1.16.2\/topics\/ggroc.roc\" target=\"_blank\" rel=\"noopener noreferrer\">pPROC \u1015\u1000\u103a\u1000\u1031\u1037\u1002\u103b\u103a<\/a> \u1019\u103e <strong>ggroc()<\/strong> \u101c\u102f\u1015\u103a\u1006\u1031\u102c\u1004\u103a\u1001\u103b\u1000\u103a\u1000\u102d\u102f \u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u104d ROC \u1000\u103d\u1000\u103a\u1000\u103d\u1000\u103a\u1010\u1005\u103a\u1001\u102f\u1000\u102d\u102f \u1016\u1014\u103a\u1010\u102e\u1038\u1014\u102d\u102f\u1004\u103a\u101e\u100a\u103a-<\/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=\"ggplot2 \u1010\u103d\u1004\u103a ROC \u1019\u103b\u1009\u103a\u1038\u1000\u103d\u1031\u1038\" width=\"445\" height=\"439\" srcset=\"\" sizes=\"\"><\/p>\n<p> <span style=\"color: #000000;\">y-axis \u101e\u100a\u103a model \u104f sensitivity (\u1005\u1005\u103a\u1019\u103e\u1014\u103a\u101e\u1031\u102c positive rate) \u1000\u102d\u102f\u1015\u103c\u101e\u1015\u103c\u102e\u1038 x-axis \u101e\u100a\u103a model \u104f specificity (the true negative rate) \u1000\u102d\u102f\u1015\u103c\u101e\u101e\u100a\u103a\u104b<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u1000\u103b\u103d\u1014\u103a\u102f\u1015\u103a\u1010\u102d\u102f\u1037\u101e\u100a\u103a \u1007\u102c\u1010\u103a\u1000\u103d\u1000\u103a\u1010\u103d\u1004\u103a \u1005\u1010\u102d\u102f\u1004\u103a\u101c\u103a\u1011\u100a\u1037\u103a\u101e\u103d\u1004\u103a\u1038\u1014\u102d\u102f\u1004\u103a\u1015\u103c\u102e\u1038 \u1000\u103d\u1000\u103a\u1000\u103d\u1000\u103a\u104f AUC (\u1019\u103b\u1009\u103a\u1038\u1000\u103d\u1031\u1038\u1021\u1031\u102c\u1000\u103a\u101b\u103e\u102d \u1027\u101b\u102d\u101a\u102c) \u1015\u102b\u101b\u103e\u102d\u101e\u1031\u102c \u1001\u1031\u102b\u1004\u103a\u1038\u1005\u1009\u103a\u1000\u102d\u102f\u101c\u100a\u103a\u1038 \u1015\u1031\u1038\u1006\u1031\u102c\u1004\u103a\u1014\u102d\u102f\u1004\u103a\u101e\u100a\u103a\u1000\u102d\u102f \u101e\u1010\u102d\u1015\u103c\u102f\u1015\u102b-<\/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=\"ggplot2 \u1010\u103d\u1004\u103a AUC \u1016\u103c\u1004\u1037\u103a ROC \u1019\u103b\u1009\u103a\u1038\u1000\u103d\u1031\u1038\" width=\"452\" height=\"450\" srcset=\"\" sizes=\"\"><\/p>\n<p> <span style=\"color: #000000;\">\u1007\u102c\u1010\u103a\u101c\u1019\u103a\u1038\u104f \u1021\u1015\u103c\u1004\u103a\u1021\u1006\u1004\u103a\u1000\u102d\u102f\u101c\u100a\u103a\u1038 \u101e\u1004\u103a\u1019\u103d\u1019\u103a\u1038\u1019\u1036\u1014\u102d\u102f\u1004\u103a\u101e\u100a\u103a\u1000\u102d\u102f \u101e\u1010\u102d\u1015\u103c\u102f\u1015\u102b-<\/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=\"ggplot2 \u1000\u102d\u102f \u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u104d R \u1010\u103d\u1004\u103a ROC \u1019\u103b\u1009\u103a\u1038\u1000\u103d\u1031\u1038\" width=\"466\" height=\"466\" srcset=\"\" sizes=\"\"><\/p>\n<p> <span style=\"color: #000000;\">\u1021\u1000\u1031\u102c\u1004\u103a\u1038\u1006\u102f\u1036\u1038 ggplot2 \u1001\u1031\u102b\u1004\u103a\u1038\u1005\u1009\u103a\u1019\u103b\u102c\u1038\u1021\u1010\u103d\u1000\u103a \u101c\u1019\u103a\u1038\u100a\u103d\u103e\u1014\u103a\u1001\u103b\u1000\u103a\u1021\u1010\u103d\u1000\u103a <a href=\"https:\/\/statorials.org\/my\/\u1021\u1000\u1031\u102c\u1004\u103a\u1038\u1006\u102f\u1036\u1038-ggplot2-\u1021\u1015\u103c\u1004\u103a\u1021\u1006\u1004\u103a\u1019\u103b\u102c\u1038\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u1024\u1006\u1031\u102c\u1004\u103a\u1038\u1015\u102b\u1038\u1000\u102d\u102f<\/a> \u1000\u102d\u102f\u1038\u1000\u102c\u1038\u1015\u102b\u104b<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Logistic regression \u101e\u100a\u103a response variable binary \u1016\u103c\u1005\u103a\u101e\u1031\u102c\u1021\u1001\u102b regression model \u1010\u1005\u103a\u1001\u102f\u1014\u103e\u1004\u1037\u103a \u1000\u102d\u102f\u1000\u103a\u100a\u102e\u101b\u1014\u103a \u1000\u103b\u103d\u1014\u103a\u102f\u1015\u103a\u1010\u102d\u102f\u1037\u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u101e\u100a\u1037\u103a \u1000\u102d\u1014\u103a\u1038\u1002\u100f\u1014\u103a\u1038\u1006\u102d\u102f\u1004\u103a\u101b\u102c \u1014\u100a\u103a\u1038\u101c\u1019\u103a\u1038\u1010\u1005\u103a\u1001\u102f\u1016\u103c\u1005\u103a\u101e\u100a\u103a\u104b \u1011\u1031\u102c\u1000\u103a\u1015\u1036\u1037\u1015\u102d\u102f\u1037\u1006\u1031\u102c\u1004\u103a\u101b\u1031\u1038 \u1006\u102f\u1010\u103a\u101a\u102f\u1010\u103a\u1019\u103e\u102f\u1015\u102f\u1036\u1005\u1036\u101e\u100a\u103a \u1012\u1031\u1010\u102c\u1021\u1005\u102f\u1036\u1014\u103e\u1004\u1037\u103a \u1019\u100a\u103a\u1019\u103b\u103e\u1000\u102d\u102f\u1000\u103a\u100a\u102e\u1000\u103c\u1031\u102c\u1004\u103a\u1038 \u1021\u1000\u1032\u1016\u103c\u1010\u103a\u101b\u1014\u103a\u104a \u1021\u1031\u102c\u1000\u103a\u1015\u102b \u1019\u1000\u103a\u1011\u101b\u1005\u103a\u1014\u103e\u1005\u103a\u1001\u102f\u1000\u102d\u102f \u1000\u103c\u100a\u1037\u103a\u1014\u102d\u102f\u1004\u103a\u101e\u100a\u103a- \u1021\u102c\u101b\u102f\u1036\u1001\u1036\u1005\u102c\u1038\u1014\u102d\u102f\u1004\u103a\u1019\u103e\u102f- \u101b\u101c\u1012\u103a\u1021\u1019\u103e\u1014\u103a\u1010\u1000\u101a\u103a\u1021\u1015\u103c\u102f\u101e\u1018\u1031\u102c\u1006\u1031\u102c\u1004\u103a\u101e\u1031\u102c\u1021\u1001\u102b\u1010\u103d\u1004\u103a \u101c\u1031\u1037\u101c\u102c\u1019\u103e\u102f\u1010\u1005\u103a\u1001\u102f\u1021\u1010\u103d\u1000\u103a \u1021\u1015\u103c\u102f\u101e\u1018\u1031\u102c\u1006\u1031\u102c\u1004\u103a\u101e\u1031\u102c\u101b\u101c\u1012\u103a\u1000\u102d\u102f \u1019\u1031\u102c\u103a\u1012\u101a\u103a\u1000 \u1001\u1014\u1037\u103a\u1019\u103e\u1014\u103a\u1038\u1015\u1031\u1038\u101e\u100a\u1037\u103a\u1016\u103c\u1005\u103a\u1014\u102d\u102f\u1004\u103a\u1001\u103c\u1031\u104b \u1010\u102d\u1000\u103b\u1019\u103e\u102f- \u101b\u101c\u1012\u103a\u1021\u1019\u103e\u1014\u103a\u1010\u1000\u101a\u103a \u1021\u1014\u102f\u1010\u103a\u101c\u1000\u1039\u1001\u100f\u102c\u1016\u103c\u1005\u103a\u101e\u1031\u102c\u1021\u1001\u102b \u1005\u1031\u102c\u1004\u1037\u103a\u1000\u103c\u100a\u1037\u103a\u1019\u103e\u102f\u1010\u1005\u103a\u1001\u102f\u1021\u1010\u103d\u1000\u103a \u1021\u1014\u102f\u1010\u103a\u101b\u101c\u1012\u103a\u1000\u102d\u102f \u1019\u1031\u102c\u103a\u1012\u101a\u103a\u1000 \u1001\u1014\u1037\u103a\u1019\u103e\u1014\u103a\u1038\u101e\u100a\u1037\u103a \u1016\u103c\u1005\u103a\u1014\u102d\u102f\u1004\u103a\u1001\u103c\u1031\u104b \u1024\u1019\u1000\u103a\u1011\u101b\u1005\u103a\u1014\u103e\u1005\u103a\u1001\u102f\u1000\u102d\u102f \u1019\u103c\u1004\u103a\u101e\u102c\u1005\u1031\u101b\u1014\u103a \u101b\u102d\u102f\u1038\u101b\u103e\u1004\u103a\u1038\u101e\u1031\u102c\u1014\u100a\u103a\u1038\u101c\u1019\u103a\u1038\u1019\u103e\u102c \u1011\u1031\u102c\u1000\u103a\u1015\u1036\u1037\u1015\u102d\u102f\u1037\u1006\u1031\u102c\u1004\u103a\u101b\u1031\u1038 \u1006\u102f\u1010\u103a\u101a\u102f\u1010\u103a\u1019\u103e\u102f\u1015\u102f\u1036\u1005\u1036\u104f \u1021\u102c\u101b\u102f\u1036\u1001\u1036\u1014\u102d\u102f\u1004\u103a\u1005\u103d\u1019\u103a\u1038\u1014\u103e\u1004\u1037\u103a \u1010\u102d\u1000\u103b\u1019\u103e\u102f\u1000\u102d\u102f\u1015\u103c\u101e\u101e\u100a\u1037\u103a \u1002\u101b\u1015\u103a\u1010\u1005\u103a\u1001\u102f\u1016\u103c\u1005\u103a\u101e\u100a\u1037\u103a ROC \u1019\u103b\u1009\u103a\u1038\u1000\u103d\u1031\u1038\u1000\u102d\u102f \u1016\u1014\u103a\u1010\u102e\u1038\u101b\u1014\u103a\u1016\u103c\u1005\u103a\u101e\u100a\u103a\u104b \u1024\u101e\u1004\u103a\u1001\u1014\u103a\u1038\u1005\u102c\u101e\u100a\u103a ggplot2 \u1021\u1019\u103c\u1004\u103a\u1021\u102c\u101b\u102f\u1036\u1015\u102f\u1036\u1016\u1031\u102c\u103a\u1001\u103c\u1004\u103a\u1038\u1015\u1000\u103a\u1000\u1031\u1037\u1002\u103b\u103a\u1000\u102d\u102f \u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u104d R \u1010\u103d\u1004\u103a ROC \u1019\u103b\u1009\u103a\u1038\u1000\u103d\u1031\u1038\u1010\u1005\u103a\u1001\u102f\u1000\u102d\u102f [&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\/ 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