{"id":4489,"date":"2023-07-10T17:15:06","date_gmt":"2023-07-10T17:15:06","guid":{"rendered":"https:\/\/statorials.org\/my\/r-%e1%80%91%e1%80%b1%e1%80%ac%e1%80%80%e1%80%ba%e1%80%95%e1%80%b6%e1%80%b7%e1%80%95%e1%80%ad%e1%80%af%e1%80%b7%e1%80%86%e1%80%b1%e1%80%ac%e1%80%84%e1%80%ba%e1%80%9b%e1%80%b1%e1%80%b8-%e1%80%86-2\/"},"modified":"2023-07-10T17:15:06","modified_gmt":"2023-07-10T17:15:06","slug":"r-%e1%80%91%e1%80%b1%e1%80%ac%e1%80%80%e1%80%ba%e1%80%95%e1%80%b6%e1%80%b7%e1%80%95%e1%80%ad%e1%80%af%e1%80%b7%e1%80%86%e1%80%b1%e1%80%ac%e1%80%84%e1%80%ba%e1%80%9b%e1%80%b1%e1%80%b8-%e1%80%86-2","status":"publish","type":"post","link":"https:\/\/statorials.org\/my\/r-%e1%80%91%e1%80%b1%e1%80%ac%e1%80%80%e1%80%ba%e1%80%95%e1%80%b6%e1%80%b7%e1%80%95%e1%80%ad%e1%80%af%e1%80%b7%e1%80%86%e1%80%b1%e1%80%ac%e1%80%84%e1%80%ba%e1%80%9b%e1%80%b1%e1%80%b8-%e1%80%86-2\/","title":{"rendered":"A- logistic regression model \u1010\u1005\u103a\u1001\u102f\u1010\u103d\u1004\u103a odds \u1021\u1001\u103b\u102d\u102f\u1038\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1010\u103d\u1000\u103a\u1001\u103b\u1000\u103a\u1014\u100a\u103a\u1038"},"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 \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\u101e\u102f\u1036\u1038\u1014\u102d\u102f\u1004\u103a\u101e\u1031\u102c method \u1010\u1005\u103a\u1001\u102f\u1016\u103c\u1005\u103a\u101e\u100a\u103a\u104b<\/span><\/p>\n<p> <span style=\"color: #000000;\">R \u1010\u103d\u1004\u103a logistic regression model \u1000\u102d\u102f \u1021\u1036\u1000\u102d\u102f\u1000\u103a\u101c\u102d\u102f\u1000\u103a\u101e\u1031\u102c\u1021\u1001\u102b\u104a \u1019\u1031\u102c\u103a\u1012\u101a\u103a\u1021\u1000\u103b\u1009\u103a\u1038\u1001\u103b\u102f\u1015\u103a\u101b\u103e\u102d \u1000\u102d\u1014\u103a\u1038\u1002\u100f\u1014\u103a\u1038\u1019\u103b\u102c\u1038\u101e\u100a\u103a \u1001\u1014\u1037\u103a\u1019\u103e\u1014\u103a\u1038\u101e\u1030\u1000\u102d\u1014\u103a\u1038\u101b\u103e\u1004\u103a\u1010\u1005\u103a\u1001\u102f\u1005\u102e\u1010\u103d\u1004\u103a \u1010\u1005\u103a\u101a\u1030\u1014\u1005\u103a\u1010\u102d\u102f\u1038\u101c\u102c\u1001\u103c\u1004\u103a\u1038\u1014\u103e\u1004\u1037\u103a \u1006\u1000\u103a\u1005\u1015\u103a\u1014\u1031\u101e\u1031\u102c \u1010\u102f\u1036\u1037\u1015\u103c\u1014\u103a\u1019\u103e\u102f\u1000\u102d\u1014\u103a\u1038\u101b\u103e\u1004\u103a\u104f <strong>\u1019\u103e\u1010\u103a\u1010\u1019\u103a\u1038\u104f<\/strong> \u1015\u103b\u1019\u103a\u1038\u1019\u103b\u103e\u1015\u103c\u1031\u102c\u1004\u103a\u1038\u101c\u1032\u1019\u103e\u102f\u1000\u102d\u102f \u1000\u102d\u102f\u101a\u103a\u1005\u102c\u1038\u1015\u103c\u102f\u101e\u100a\u103a\u104b<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u101e\u102d\u102f\u1037\u101e\u1031\u102c\u103a\u104a \u1000\u103b\u103d\u1014\u103a\u102f\u1015\u103a\u1010\u102d\u102f\u1037\u101e\u100a\u103a \u1019\u1031\u102c\u103a\u1012\u101a\u103a\u101b\u103e\u102d \u1001\u1014\u1037\u103a\u1019\u103e\u1014\u103a\u1038\u101e\u1030 \u1000\u102d\u1014\u103a\u1038\u101b\u103e\u1004\u103a\u1019\u103b\u102c\u1038\u1021\u1010\u103d\u1000\u103a <strong>\u1011\u1030\u1038\u1011\u1030\u1038\u1001\u103c\u102c\u1038\u1001\u103c\u102c\u1038 \u1021\u1001\u103b\u102d\u102f\u1038\u1021\u1005\u102c\u1038\u1000\u102d\u102f<\/strong> \u1019\u1000\u103c\u102c\u1001\u100f \u1010\u103d\u1000\u103a\u1001\u103b\u1000\u103a\u101c\u102d\u102f\u1015\u102b\u101e\u100a\u103a\u104b<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u1019\u1031\u102c\u103a\u1012\u101a\u103a\u101b\u103e\u102d \u1000\u103c\u102d\u102f\u1010\u1004\u103a\u1001\u1014\u1037\u103a\u1019\u103e\u1014\u103a\u1038\u101e\u1030 \u1000\u102d\u1014\u103a\u1038\u101b\u103e\u1004\u103a\u1010\u1005\u103a\u1001\u102f\u1005\u102e\u1021\u1010\u103d\u1000\u103a \u1011\u1030\u1038\u1011\u1030\u1038\u1001\u103c\u102c\u1038\u1001\u103c\u102c\u1038 \u1021\u1001\u103b\u102d\u102f\u1038\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1021\u1019\u103c\u1014\u103a\u1010\u103d\u1000\u103a\u1001\u103b\u1000\u103a\u101b\u1014\u103a\u104a \u1021\u1031\u102c\u1000\u103a\u1015\u102b syntax \u1000\u102d\u102f \u101e\u1004\u103a\u101e\u102f\u1036\u1038\u1014\u102d\u102f\u1004\u103a\u101e\u100a\u103a-<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong>exp(coef(model))\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">\u1021\u1031\u102c\u1000\u103a\u1016\u1031\u102c\u103a\u1015\u103c\u1015\u102b \u1021\u1011\u102c\u1038\u1021\u101e\u102d\u102f\u1000\u102d\u102f \u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u104d \u1015\u1031\u102b\u1000\u103a\u1000\u103c\u102c\u1038\u1019\u103e\u102f\u1021\u1001\u103b\u102d\u102f\u1038\u1010\u1005\u103a\u1001\u102f\u1005\u102e\u1021\u1010\u103d\u1000\u103a 95% \u101a\u102f\u1036\u1000\u103c\u100a\u103a\u1019\u103e\u102f\u1000\u103c\u102c\u1038\u1000\u102c\u101c\u1000\u102d\u102f\u101c\u100a\u103a\u1038 \u1010\u103d\u1000\u103a\u1001\u103b\u1000\u103a\u1014\u102d\u102f\u1004\u103a\u101e\u100a\u103a\u104b<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong>exp(cbind(Odds_Ratio = coef(model), confint(model)))<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">\u1021\u1031\u102c\u1000\u103a\u1016\u1031\u102c\u103a\u1015\u103c\u1015\u102b \u1025\u1015\u1019\u102c\u101e\u100a\u103a R \u1010\u103d\u1004\u103a logistic regression model \u1021\u1010\u103d\u1000\u103a odds \u1021\u1001\u103b\u102d\u102f\u1038\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1010\u103d\u1000\u103a\u1001\u103b\u1000\u103a\u1015\u103c\u102e\u1038 \u1021\u1013\u102d\u1015\u1039\u1015\u102b\u101a\u103a\u1015\u103c\u1014\u103a\u1006\u102d\u102f\u101b\u1014\u103a \u1024 syntax \u1000\u102d\u102f \u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u1015\u102f\u1036\u1000\u102d\u102f \u1015\u103c\u1011\u102c\u1038\u101e\u100a\u103a\u104b<\/span><\/p>\n<h2> <span style=\"color: #000000;\"><strong>\u1025\u1015\u1019\u102c- R \u1016\u103c\u1004\u1037\u103a Logistic Regression Model \u1010\u103d\u1004\u103a \u1019\u1010\u102d\u102f\u1038\u1014\u102d\u102f\u1004\u103a\u101e\u1031\u102c \u1021\u1001\u103b\u102d\u102f\u1038\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1010\u103d\u1000\u103a\u1001\u103b\u1000\u103a\u1001\u103c\u1004\u103a\u1038\u104b<\/strong><\/span><\/h2>\n<p> <span style=\"color: #000000;\">\u1024\u1025\u1015\u1019\u102c\u1021\u1010\u103d\u1000\u103a\u104a \u1000\u103b\u103d\u1014\u103a\u102f\u1015\u103a\u1010\u102d\u102f\u1037\u101e\u100a\u103a R \u101b\u103e\u102d <strong>ISLR<\/strong> \u1015\u1000\u103a\u1000\u1031\u1037\u1001\u103a\u103b\u1019\u103e <strong>\u1019\u1030\u101b\u1004\u103a\u1038<\/strong> \u1012\u1031\u1010\u102c\u1021\u1005\u102f\u1036\u1000\u102d\u102f \u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u1015\u102b\u1019\u100a\u103a\u104b<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u1012\u1031\u1010\u102c\u1021\u1010\u103d\u1032\u104f \u1021\u1000\u103b\u1009\u103a\u1038\u1001\u103b\u102f\u1015\u103a\u1000\u102d\u102f \u1010\u1004\u103a\u101b\u1014\u103a\u1014\u103e\u1004\u1037\u103a \u1015\u103c\u101e\u101b\u1014\u103a \u1021\u1031\u102c\u1000\u103a\u1015\u102b\u1000\u102f\u1012\u103a\u1000\u102d\u102f \u1000\u103b\u103d\u1014\u103a\u102f\u1015\u103a\u1010\u102d\u102f\u1037 \u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u1014\u102d\u102f\u1004\u103a\u1015\u102b\u101e\u100a\u103a\u104b<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008000;\">library<\/span> (ISLR)\n\n<span style=\"color: #008080;\">#view first five rows of Default dataset\n<\/span>head(Default)\n\n  default student balance income\n1 No No 729.5265 44361.625\n2 No Yes 817.1804 12106.135\n3 No No 1073.5492 31767.139\n4 No No 529.2506 35704.494\n5 No No 785.6559 38463.496\n6 No Yes 919.5885 7491.559<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">\u1024\u1012\u1031\u1010\u102c\u1021\u1010\u103d\u1032\u1010\u103d\u1004\u103a \u101c\u1030 10,000 \u1026\u1038\u1021\u1010\u103d\u1000\u103a \u1021\u1031\u102c\u1000\u103a\u1015\u102b\u1021\u1001\u103b\u1000\u103a\u1021\u101c\u1000\u103a\u1019\u103b\u102c\u1038\u1015\u102b\u101b\u103e\u102d\u101e\u100a\u103a\u104b<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><strong>\u1015\u102f\u1036\u101e\u1031-<\/strong> \u1010\u1005\u103a\u1026\u1038\u1010\u1005\u103a\u101a\u1031\u102c\u1000\u103a\u101e\u100a\u103a \u1015\u102f\u1036\u101e\u1031\u101e\u1010\u103a\u1019\u103e\u1010\u103a\u1011\u102c\u1038\u1001\u103c\u1004\u103a\u1038 \u101b\u103e\u102d\u104a \u1019\u101b\u103e\u102d\u1000\u102d\u102f \u1016\u1031\u102c\u103a\u1015\u103c\u101e\u100a\u103a\u104b<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>\u1000\u103b\u1031\u102c\u1004\u103a\u1038\u101e\u102c\u1038-<\/strong> \u1010\u1005\u103a\u1026\u1038\u1010\u1005\u103a\u101a\u1031\u102c\u1000\u103a\u101e\u100a\u103a \u1000\u103b\u1031\u102c\u1004\u103a\u1038\u101e\u102c\u1038\u101f\u102f\u1010\u103a\u1019\u101f\u102f\u1010\u103a \u100a\u103d\u103e\u1014\u103a\u1015\u103c\u101e\u100a\u103a\u104b<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>\u101c\u1000\u103a\u1000\u103b\u1014\u103a-<\/strong> \u1010\u1005\u103a\u1026\u1038\u1001\u103b\u1004\u103a\u1038\u1005\u102e\u1019\u103e \u1015\u103b\u1019\u103a\u1038\u1019\u103b\u103e\u101c\u1000\u103a\u1000\u103b\u1014\u103a\u1004\u103d\u1031\u104b<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>\u101d\u1004\u103a\u1004\u103d\u1031-<\/strong> \u1010\u1005\u103a\u1026\u1038\u1001\u103b\u1004\u103a\u1038\u104f \u1040\u1004\u103a\u1004\u103d\u1031\u104b<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">\u1000\u103b\u103d\u1014\u103a\u102f\u1015\u103a\u1010\u102d\u102f\u1037\u101e\u100a\u103a \u1000\u103b\u1031\u102c\u1004\u103a\u1038\u101e\u102c\u1038\u1021\u1001\u103c\u1031\u1021\u1014\u1031\u104a \u1018\u100f\u103a\u101c\u1000\u103a\u1000\u103b\u1014\u103a\u1014\u103e\u1004\u1037\u103a \u101d\u1004\u103a\u1004\u103d\u1031\u1010\u102d\u102f\u1037\u1000\u102d\u102f \u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u1015\u103c\u102e\u1038 \u1011\u1031\u102c\u1000\u103a\u1015\u1036\u1037\u1015\u102d\u102f\u1037\u1006\u1031\u102c\u1004\u103a\u1015\u1031\u1038\u101e\u1030\u1010\u1005\u103a\u1026\u1038\u101e\u100a\u103a \u1015\u102f\u1036\u101e\u1031\u1016\u103c\u1005\u103a\u1014\u102d\u102f\u1004\u103a\u1001\u103c\u1031\u1000\u102d\u102f \u1001\u1014\u1037\u103a\u1019\u103e\u1014\u103a\u1038\u1015\u1031\u1038\u101e\u100a\u1037\u103a \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\u1000\u102d\u102f \u1010\u100a\u103a\u1006\u1031\u102c\u1000\u103a\u1019\u100a\u103a\u1016\u103c\u1005\u103a\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 <strong>glm<\/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\u1015\u103c\u102e\u1038 family=&#8217;binomial&#8217; \u1000\u102d\u102f \u101e\u1010\u103a\u1019\u103e\u1010\u103a\u1014\u102d\u102f\u1004\u103a\u101e\u100a\u103a\u104a \u101e\u102d\u102f\u1037\u1019\u103e\u101e\u102c R \u101e\u100a\u103a \u1012\u1031\u1010\u102c\u1021\u1005\u102f\u1014\u103e\u1004\u1037\u103a \u1011\u1031\u102c\u1000\u103a\u1015\u1036\u1037\u1015\u102d\u102f\u1037\u1006\u1031\u102c\u1004\u103a\u101b\u1031\u1038\u1006\u102d\u102f\u1004\u103a\u101b\u102c \u1006\u102f\u1010\u103a\u101a\u102f\u1010\u103a\u1019\u103e\u102f\u1015\u102f\u1036\u1005\u1036\u1014\u103e\u1004\u1037\u103a \u1000\u102d\u102f\u1000\u103a\u100a\u102e\u1019\u103e\u102f\u101b\u103e\u102d\u101e\u100a\u103a-<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#fit logistic regression model<\/span>\nmodel &lt;- glm(default~student+balance+income, family=' <span style=\"color: #ff0000;\">binomial<\/span> ', data=Default)\n\n<span style=\"color: #008080;\">#disable scientific notation for model summary<\/span>\noptions(scipen=999)\n\n<span style=\"color: #008080;\">#view model summary<\/span>\nsummary(model)\n\nCall:\nglm(formula = default ~ student + balance + income, family = \"binomial\", \n    data = train)\n\nDeviance Residuals: \n    Min 1Q Median 3Q Max  \n-2.5586 -0.1353 -0.0519 -0.0177 3.7973  \n\nCoefficients:\n                 Estimate Std. Error z value Pr(&gt;|z|)    \n(Intercept) -11.478101194 0.623409555 -18.412 &lt;0.0000000000000002 ***\nstudentYes -0.493292438 0.285735949 -1.726 0.0843 .  \nbalance 0.005988059 0.000293765 20.384 &lt;0.0000000000000002 ***\nincome 0.000007857 0.000009965 0.788 0.4304    \n---\nSignificant. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1\n\n(Dispersion parameter for binomial family taken to be 1)\n\n    Null deviance: 2021.1 on 6963 degrees of freedom\nResidual deviance: 1065.4 on 6960 degrees of freedom\nAIC: 1073.4\n\nNumber of Fisher Scoring iterations: 8\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">\u101b\u101c\u1012\u103a\u101b\u103e\u102d \u1000\u102d\u1014\u103a\u1038\u1002\u100f\u1014\u103a\u1038\u1019\u103b\u102c\u1038\u101e\u100a\u103a \u1015\u102f\u1036\u101e\u1031\u1019\u103e\u1010\u103a\u1010\u1019\u103a\u1038\u104f \u1015\u103b\u1019\u103a\u1038\u1019\u103b\u103e\u1015\u103c\u1031\u102c\u1004\u103a\u1038\u101c\u1032\u1019\u103e\u102f\u1000\u102d\u102f \u100a\u103d\u103e\u1014\u103a\u1015\u103c\u101e\u100a\u103a\u104b<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u1025\u1015\u1019\u102c\u1021\u102c\u1038\u1016\u103c\u1004\u1037\u103a\u104a <strong>\u101c\u1000\u103a\u1000\u103b\u1014\u103a<\/strong> \u1010\u1005\u103a\u101a\u1030\u1014\u1005\u103a\u1010\u102d\u102f\u1038\u1001\u103c\u1004\u103a\u1038\u101e\u100a\u103a \u1015\u102f\u1036\u101e\u1031\u1019\u103e\u1010\u103a\u1010\u1019\u103a\u1038\u1016\u103c\u1005\u103a\u1014\u102d\u102f\u1004\u103a\u1001\u103c\u1031\u1010\u103d\u1004\u103a \u1015\u103b\u1019\u103a\u1038\u1019\u103b\u103e <strong>0.005988<\/strong> \u1010\u102d\u102f\u1038\u1001\u103c\u1004\u103a\u1038\u1014\u103e\u1004\u1037\u103a \u1006\u1000\u103a\u1005\u1015\u103a\u1014\u1031\u101e\u100a\u103a\u104b<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u1001\u1014\u1037\u103a\u1019\u103e\u1014\u103a\u1038\u101e\u1030 variable \u1010\u1005\u103a\u1001\u102f\u1005\u102e\u1021\u1010\u103d\u1000\u103a odds \u1021\u1001\u103b\u102d\u102f\u1038\u1021\u1005\u102c\u1038 \u1010\u103d\u1000\u103a\u1001\u103b\u1000\u103a\u101b\u1014\u103a\u104a \u1021\u1031\u102c\u1000\u103a\u1015\u102b syntax \u1000\u102d\u102f \u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u1014\u102d\u102f\u1004\u103a\u1015\u102b\u101e\u100a\u103a\u104b<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#calculate odds ratio for each predictor variable<\/span>\nexp(coef(model))\n\n  (Intercept) studentYes balance income \n0.00001903854 0.52373166965 1.00575299051 1.00000303345 \n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">\u1015\u1031\u102b\u1000\u103a\u1000\u103c\u102c\u1038\u1019\u103e\u102f\u1021\u1001\u103b\u102d\u102f\u1038\u1010\u1005\u103a\u1001\u102f\u1005\u102e\u1014\u103e\u1004\u1037\u103a \u101c\u1031\u1038\u1014\u1000\u103a\u1019\u103e\u102f\u1021\u1001\u103b\u102d\u102f\u1038\u1010\u1005\u103a\u1001\u102f\u1005\u102e\u1021\u1010\u103d\u1000\u103a 95% \u101a\u102f\u1036\u1000\u103c\u100a\u103a\u1019\u103e\u102f\u1000\u103c\u102c\u1038\u1000\u102c\u101c\u1000\u102d\u102f\u101c\u100a\u103a\u1038 \u1010\u103d\u1000\u103a\u1001\u103b\u1000\u103a\u1014\u102d\u102f\u1004\u103a\u101e\u100a\u103a-<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#calculate odds ratio and 95% confidence interval for each predictor variable<\/span> \nexp(cbind(Odds_Ratio = coef(model), confint(model)))\n\n               Odds_Ratio 2.5% 97.5%\n(Intercept) 0.00001903854 0.000007074481 0.0000487808\nstudentYes 0.52373166965 0.329882707270 0.8334223982\nbalance 1.00575299051 1.005308940686 1.0062238757\nincome 1.00000303345 0.999986952969 1.0000191246\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">\u1000\u102d\u1014\u103a\u1038\u1002\u100f\u1014\u103a\u1038\u1010\u1005\u103a\u1001\u102f\u1005\u102e\u1021\u1010\u103d\u1000\u103a \u1021\u1010\u102d\u102f\u1038\u1014\u103e\u102f\u1014\u103a\u1038\u1021\u1001\u103b\u102d\u102f\u1038\u101e\u100a\u103a \u1021\u1001\u103c\u102c\u1038\u1000\u103c\u102d\u102f\u1010\u1004\u103a\u1001\u1014\u1037\u103a\u1019\u103e\u1014\u103a\u1038\u101e\u1030\u1000\u102d\u1014\u103a\u1038\u101b\u103e\u1004\u103a\u1019\u103b\u102c\u1038\u1021\u102c\u1038\u101c\u102f\u1036\u1038\u1000\u102d\u102f \u1021\u1019\u103c\u1032\u1019\u1015\u103c\u1010\u103a\u101b\u103e\u102d\u1014\u1031\u101e\u100a\u103a\u101f\u102f \u101a\u1030\u1006\u1000\u102c \u1010\u1005\u103a\u1026\u1038\u1001\u103b\u1004\u103a\u1038\u1005\u102e\u104f \u1015\u102f\u1036\u101e\u1031\u1016\u103c\u1005\u103a\u1014\u102d\u102f\u1004\u103a\u1001\u103c\u1031\u1019\u103b\u102c\u1038 \u1015\u103b\u1019\u103a\u1038\u1019\u103b\u103e\u1010\u102d\u102f\u1038\u101c\u102c\u1019\u103e\u102f\u1000\u102d\u102f \u1000\u102d\u102f\u101a\u103a\u1005\u102c\u1038\u1015\u103c\u102f\u101e\u100a\u103a\u104b<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u1025\u1015\u1019\u102c\u1021\u102c\u1038\u1016\u103c\u1004\u1037\u103a\u104a \u1000\u103c\u102d\u102f\u1010\u1004\u103a\u1001\u1014\u1037\u103a\u1019\u103e\u1014\u103a\u1038\u1000\u102d\u1014\u103a\u1038\u101b\u103e\u1004\u103a\u104f <strong>\u1001\u103b\u102d\u1014\u103a\u1001\u103d\u1004\u103a\u101c\u103b\u103e\u102c\u101e\u100a\u103a<\/strong> <strong>1.0057<\/strong> \u1021\u1001\u103b\u102d\u102f\u1038\u1021\u1005\u102c\u1038\u101b\u103e\u102d\u101e\u100a\u103a\u104b<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u1006\u102d\u102f\u101c\u102d\u102f\u101e\u100a\u103a\u1019\u103e\u102c \u1010\u1005\u103a\u1026\u1038\u1001\u103b\u1004\u103a\u1038\u1005\u102e \u101e\u101a\u103a\u1006\u1031\u102c\u1004\u103a\u101e\u100a\u1037\u103a \u101c\u1000\u103a\u1000\u103b\u1014\u103a\u1004\u103d\u1031\u101c\u1000\u103a\u1000\u103b\u1014\u103a\u101b\u103e\u102d \u1014\u1031\u102c\u1000\u103a\u1011\u1015\u103a\u1012\u1031\u102b\u103a\u101c\u102c\u1010\u102d\u102f\u1004\u103a\u1038\u1021\u1010\u103d\u1000\u103a\u104a \u1010\u1005\u103a\u1026\u1038\u1001\u103b\u1004\u103a\u1038\u1005\u102e\u101e\u100a\u103a \u104e\u1004\u103a\u1038\u1010\u102d\u102f\u1037\u104f \u1001\u103b\u1031\u1038\u1004\u103d\u1031\u1021\u1015\u1031\u102b\u103a \u1015\u102f\u1036\u101e\u1031\u101b\u1019\u100a\u1037\u103a\u1021\u1001\u103b\u1000\u103a <strong>1.0057<\/strong> \u1016\u103c\u1004\u1037\u103a \u1010\u102d\u102f\u1038\u101c\u102c\u1019\u100a\u103a\u1016\u103c\u1005\u103a\u1015\u103c\u102e\u1038 <em>\u1000\u103b\u1031\u102c\u1004\u103a\u1038\u101e\u102c\u1038\u1021\u1001\u103c\u1031\u1021\u1014\u1031\u1014\u103e\u1004\u1037\u103a \u101d\u1004\u103a\u1004\u103d\u1031\u101e\u100a\u103a \u1000\u102d\u1014\u103a\u1038\u101e\u1031\u101b\u103e\u102d\u1014\u1031\u101e\u100a\u103a\u101f\u102f\u1006\u102d\u102f\u101c\u102d\u102f\u101e\u100a\u103a<\/em> \u104b<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u1000\u103b\u103d\u1014\u103a\u102f\u1015\u103a\u1010\u102d\u102f\u1037\u101e\u100a\u103a \u1021\u1001\u103c\u102c\u1038\u1000\u103c\u102d\u102f\u1010\u1004\u103a\u1001\u1014\u1037\u103a\u1019\u103e\u1014\u103a\u1038\u1000\u102d\u1014\u103a\u1038\u101b\u103e\u1004\u103a\u1019\u103b\u102c\u1038\u1021\u1010\u103d\u1000\u103a \u1011\u1030\u1038\u1011\u1030\u1038\u1001\u103c\u102c\u1038\u1001\u103c\u102c\u1038 \u1021\u1001\u103b\u102d\u102f\u1038\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1010\u1030\u100a\u102e\u101e\u1031\u102c\u1014\u100a\u103a\u1038\u1016\u103c\u1004\u1037\u103a \u1018\u102c\u101e\u102c\u1015\u103c\u1014\u103a\u1006\u102d\u102f\u1014\u102d\u102f\u1004\u103a\u1015\u102b\u101e\u100a\u103a\u104b<\/span><\/p>\n<h2> <span style=\"color: #000000;\"><strong>\u1011\u1015\u103a\u101c\u1031\u102c\u1004\u103a\u1038\u1021\u101b\u1004\u103a\u1038\u1021\u1019\u103c\u1005\u103a\u1019\u103b\u102c\u1038<\/strong><\/span><\/h2>\n<p> <span style=\"color: #000000;\">\u1021\u1031\u102c\u1000\u103a\u1016\u1031\u102c\u103a\u1015\u103c\u1015\u102b \u101e\u1004\u103a\u1001\u1014\u103a\u1038\u1005\u102c\u1019\u103b\u102c\u1038\u101e\u100a\u103a R \u1010\u103d\u1004\u103a \u1021\u1001\u103c\u102c\u1038\u1018\u102f\u1036\u1021\u101c\u102f\u1015\u103a\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1019\u100a\u103a\u101e\u102d\u102f\u1037\u101c\u102f\u1015\u103a\u1006\u1031\u102c\u1004\u103a\u101b\u1019\u100a\u103a\u1000\u102d\u102f \u101b\u103e\u1004\u103a\u1038\u1015\u103c\u101e\u100a\u103a-<\/span><\/p>\n<p> <span style=\"color: #000000;\"><a href=\"https:\/\/statorials.org\/my\/r-\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-\u1001\u1014\u1037\u103a\u1019\u103e\u1014\u103a\u1038\u1001\u103b\u1000\u103a\/\" target=\"_blank\" rel=\"noopener\">R \u1010\u103d\u1004\u103a logistic regression model \u1016\u103c\u1004\u1037\u103a Predict() \u1000\u102d\u102f\u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u1014\u100a\u103a\u1038<\/a><br \/> <a href=\"https:\/\/statorials.org\/my\/prz-\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-\u1021\u1011\u103d\u1000\u103a-r-\u1000\u102d\u102f-\u1018\u102c\u101e\u102c\u1015\u103c\u1014\u103a\u1015\u102b\u104b\/\">R \u1010\u103d\u1004\u103a logistic regression output \u1010\u103d\u1004\u103a Pr(&gt;|z|) \u1000\u102d\u102f \u1019\u100a\u103a\u101e\u102d\u102f\u1037\u1021\u1013\u102d\u1015\u1039\u1015\u102c\u101a\u103a\u1016\u103d\u1004\u1037\u103a\u1019\u100a\u103a\u1014\u100a\u103a\u1038\u104b<\/a><br \/> <a href=\"https:\/\/statorials.org\/my\/plot-logistic-regression-r-\u1010\u103d\u1004\u103a\/\" target=\"_blank\" rel=\"noopener\">R \u1010\u103d\u1004\u103a logistic regression curve \u1000\u102d\u102f \u1018\u101a\u103a\u101c\u102d\u102f\u1006\u103d\u1032\u1019\u101c\u1032\u104b<\/a><\/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 \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\u101e\u102f\u1036\u1038\u1014\u102d\u102f\u1004\u103a\u101e\u1031\u102c method \u1010\u1005\u103a\u1001\u102f\u1016\u103c\u1005\u103a\u101e\u100a\u103a\u104b R \u1010\u103d\u1004\u103a logistic regression model \u1000\u102d\u102f \u1021\u1036\u1000\u102d\u102f\u1000\u103a\u101c\u102d\u102f\u1000\u103a\u101e\u1031\u102c\u1021\u1001\u102b\u104a \u1019\u1031\u102c\u103a\u1012\u101a\u103a\u1021\u1000\u103b\u1009\u103a\u1038\u1001\u103b\u102f\u1015\u103a\u101b\u103e\u102d \u1000\u102d\u1014\u103a\u1038\u1002\u100f\u1014\u103a\u1038\u1019\u103b\u102c\u1038\u101e\u100a\u103a \u1001\u1014\u1037\u103a\u1019\u103e\u1014\u103a\u1038\u101e\u1030\u1000\u102d\u1014\u103a\u1038\u101b\u103e\u1004\u103a\u1010\u1005\u103a\u1001\u102f\u1005\u102e\u1010\u103d\u1004\u103a \u1010\u1005\u103a\u101a\u1030\u1014\u1005\u103a\u1010\u102d\u102f\u1038\u101c\u102c\u1001\u103c\u1004\u103a\u1038\u1014\u103e\u1004\u1037\u103a \u1006\u1000\u103a\u1005\u1015\u103a\u1014\u1031\u101e\u1031\u102c \u1010\u102f\u1036\u1037\u1015\u103c\u1014\u103a\u1019\u103e\u102f\u1000\u102d\u1014\u103a\u1038\u101b\u103e\u1004\u103a\u104f \u1019\u103e\u1010\u103a\u1010\u1019\u103a\u1038\u104f \u1015\u103b\u1019\u103a\u1038\u1019\u103b\u103e\u1015\u103c\u1031\u102c\u1004\u103a\u1038\u101c\u1032\u1019\u103e\u102f\u1000\u102d\u102f \u1000\u102d\u102f\u101a\u103a\u1005\u102c\u1038\u1015\u103c\u102f\u101e\u100a\u103a\u104b \u101e\u102d\u102f\u1037\u101e\u1031\u102c\u103a\u104a \u1000\u103b\u103d\u1014\u103a\u102f\u1015\u103a\u1010\u102d\u102f\u1037\u101e\u100a\u103a \u1019\u1031\u102c\u103a\u1012\u101a\u103a\u101b\u103e\u102d \u1001\u1014\u1037\u103a\u1019\u103e\u1014\u103a\u1038\u101e\u1030 \u1000\u102d\u1014\u103a\u1038\u101b\u103e\u1004\u103a\u1019\u103b\u102c\u1038\u1021\u1010\u103d\u1000\u103a \u1011\u1030\u1038\u1011\u1030\u1038\u1001\u103c\u102c\u1038\u1001\u103c\u102c\u1038 \u1021\u1001\u103b\u102d\u102f\u1038\u1021\u1005\u102c\u1038\u1000\u102d\u102f \u1019\u1000\u103c\u102c\u1001\u100f 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