{"id":1762,"date":"2023-07-25T02:23:44","date_gmt":"2023-07-25T02:23:44","guid":{"rendered":"https:\/\/statorials.org\/my\/%e1%80%a1%e1%80%86%e1%80%84%e1%80%b7%e1%80%ba-2-%e1%80%9e%e1%80%ad%e1%80%af%e1%80%b7%e1%80%99%e1%80%9f%e1%80%af%e1%80%90%e1%80%ba-%e1%80%91%e1%80%ad%e1%80%af%e1%80%b7%e1%80%91%e1%80%80%e1%80%ba\/"},"modified":"2023-07-25T02:23:44","modified_gmt":"2023-07-25T02:23:44","slug":"%e1%80%a1%e1%80%86%e1%80%84%e1%80%b7%e1%80%ba-2-%e1%80%9e%e1%80%ad%e1%80%af%e1%80%b7%e1%80%99%e1%80%9f%e1%80%af%e1%80%90%e1%80%ba-%e1%80%91%e1%80%ad%e1%80%af%e1%80%b7%e1%80%91%e1%80%80%e1%80%ba","status":"publish","type":"post","link":"https:\/\/statorials.org\/my\/%e1%80%a1%e1%80%86%e1%80%84%e1%80%b7%e1%80%ba-2-%e1%80%9e%e1%80%ad%e1%80%af%e1%80%b7%e1%80%99%e1%80%9f%e1%80%af%e1%80%90%e1%80%ba-%e1%80%91%e1%80%ad%e1%80%af%e1%80%b7%e1%80%91%e1%80%80%e1%80%ba\/","title":{"rendered":"\u1015\u103c\u102f\u1015\u103c\u1004\u103a\u1014\u100a\u103a\u1038- \u1021\u1006\u1004\u1037\u103a 2 \u101e\u102d\u102f\u1037\u1019\u101f\u102f\u1010\u103a \u1011\u102d\u102f\u1037\u1011\u1000\u103a\u1015\u102d\u102f\u101e\u1031\u102c\u1021\u1001\u103b\u1000\u103a\u1019\u103b\u102c\u1038\u1010\u103d\u1004\u103a \u1006\u1014\u1037\u103a\u1000\u103b\u1004\u103a\u1018\u1000\u103a\u1019\u103b\u102c\u1038\u1000\u102d\u102f\u101e\u102c \u1021\u101e\u102f\u1036\u1038\u1001\u103b\u1014\u102d\u102f\u1004\u103a\u101e\u100a\u103a\u104b"},"content":{"rendered":"

<\/p>\n

\n

R \u1010\u103d\u1004\u103a \u101e\u1004\u103a\u1000\u103c\u102f\u1036\u1010\u103d\u1031\u1037\u101b\u101c\u1031\u1037\u101b\u103e\u102d\u101e\u1031\u102c \u1021\u1019\u103e\u102c\u1038\u1010\u1005\u103a\u1001\u102f\u1019\u103e\u102c-<\/span><\/p>\n

 Error in `contrasts<-`(`*tmp*`, value = contr.funs[1 + isOF[nn]]): \n  contrasts can be applied only to factors with 2 or more levels<\/strong><\/pre>\n
 \u1000\u102d\u1014\u103a\u1038\u1002\u100f\u1014\u103a\u1038\u1010\u1005\u103a\u1001\u102f \u101e\u102d\u102f\u1037\u1019\u101f\u102f\u1010\u103a \u1005\u101b\u102d\u102f\u1000\u103a\u101c\u1000\u1039\u1001\u100f\u102c\u1010\u1005\u103a\u1001\u102f\u1016\u103c\u1005\u103a\u1015\u103c\u102e\u1038 \u1011\u1030\u1038\u1001\u103c\u102c\u1038\u101e\u1031\u102c\u1010\u1014\u103a\u1016\u102d\u102f\u1038\u1010\u1005\u103a\u1001\u102f\u101e\u102c\u101b\u103e\u102d\u101e\u100a\u1037\u103a \u1001\u1014\u1037\u103a\u1019\u103e\u1014\u103a\u1038\u1000\u102d\u1014\u103a\u1038\u101b\u103e\u1004\u103a\u1000\u102d\u1014\u103a\u1038\u101b\u103e\u1004\u103a\u1000\u102d\u102f \u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u104d \u1006\u102f\u1010\u103a\u101a\u102f\u1010\u103a\u1019\u103e\u102f\u1015\u102f\u1036\u1005\u1036\u1010\u1005\u103a\u1001\u102f\u1000\u102d\u102f \u1021\u1036\u1000\u102d\u102f\u1000\u103a\u1015\u103c\u102f\u101c\u102f\u1015\u103a\u101b\u1014\u103a \u1000\u103c\u102d\u102f\u1038\u1015\u1019\u103a\u1038\u101e\u100a\u1037\u103a\u1021\u1001\u102b \u1024\u1021\u1019\u103e\u102c\u1038\u101e\u100a\u103a \u1016\u103c\u1005\u103a\u1015\u1031\u102b\u103a\u101c\u102c\u101e\u100a\u103a\u104b<\/span><\/p>\n
 \u1024\u101e\u1004\u103a\u1001\u1014\u103a\u1038\u1005\u102c\u101e\u100a\u103a \u1024\u1021\u1019\u103e\u102c\u1038\u1021\u101a\u103d\u1004\u103a\u1038\u1000\u102d\u102f \u1016\u103c\u1031\u101b\u103e\u1004\u103a\u1038\u101b\u1014\u103a \u101e\u1004\u103a\u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u1014\u102d\u102f\u1004\u103a\u101e\u100a\u1037\u103a \u1010\u102d\u1000\u103b\u101e\u1031\u102c\u1021\u1006\u1004\u1037\u103a\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1019\u103b\u103e\u101d\u1031\u1015\u102b\u101e\u100a\u103a\u104b<\/span><\/p>\n
 \u1025\u1015\u1019\u102c- “ \u1006\u1014\u1037\u103a\u1000\u103b\u1004\u103a\u1018\u1000\u103a\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1021\u1006\u1004\u1037\u103a 2 \u101e\u102d\u102f\u1037\u1019\u101f\u102f\u1010\u103a \u1011\u102d\u102f\u1037\u1011\u1000\u103a\u1015\u102d\u102f\u101e\u1031\u102c \u1021\u1006\u1004\u1037\u103a\u1019\u103b\u102c\u1038\u101b\u103e\u102d\u101e\u100a\u1037\u103a \u1021\u1000\u103c\u1031\u102c\u1004\u103a\u1038\u101b\u1004\u103a\u1038\u1019\u103b\u102c\u1038\u1010\u103d\u1004\u103a\u101e\u102c \u101a\u103e\u1009\u103a\u1010\u103d\u1032\u1014\u102d\u102f\u1004\u103a\u101e\u100a\u103a”  \u1000\u102d\u102f \u1015\u103c\u1004\u103a\u1006\u1004\u103a\u1014\u100a\u103a\u1038<\/strong><\/h3>\n
 R \u1010\u103d\u1004\u103a \u1021\u1031\u102c\u1000\u103a\u1015\u102b data frame \u101b\u103e\u102d\u101e\u100a\u103a\u1006\u102d\u102f\u1015\u102b\u1005\u102d\u102f\u1037\u104b<\/span><\/p>\n
 #create data frame\n<\/span>df <- data. frame<\/span> (var1=c(1, 3, 3, 4, 5),\n                 var2=as. factor<\/span> (4),\n                 var3=c(7, 7, 8, 3, 2),\n                 var4=c(1, 1, 2, 8, 9))\n\n#view data frame\n<\/span>df\n\n  var1 var2 var3 var4\n1 1 4 7 1\n2 3 4 7 1\n3 3 4 8 2\n4 4 4 3 8\n5 5 4 2 9\n<\/strong><\/pre>\n
 \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 var2<\/strong> \u101e\u100a\u103a \u1000\u102d\u1014\u103a\u1038\u1002\u100f\u1014\u103a\u1038\u1010\u1005\u103a\u1001\u102f\u1016\u103c\u1005\u103a\u1015\u103c\u102e\u1038 \u1011\u1030\u1038\u1001\u103c\u102c\u1038\u101e\u1031\u102c\u1010\u1014\u103a\u1016\u102d\u102f\u1038\u1010\u1005\u103a\u1001\u102f\u101e\u102c\u101b\u103e\u102d\u1000\u103c\u1031\u102c\u1004\u103a\u1038 \u101e\u1010\u102d\u1015\u103c\u102f\u1015\u102b\u104b<\/span><\/p>\n
 \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\u1021\u1016\u103c\u1005\u103a var2<\/strong> \u1000\u102d\u102f\u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u104d \u1019\u103b\u102c\u1038\u1005\u103d\u102c\u101e\u1031\u102c\u1019\u103b\u1009\u103a\u1038\u1000\u103c\u1031\u102c\u1004\u103a\u1038\u1006\u102f\u1010\u103a\u101a\u102f\u1010\u103a\u1019\u103e\u102f\u1015\u102f\u1036\u1005\u1036\u1000\u102d\u102f \u1021\u1036\u101d\u1004\u103a\u1001\u103d\u1004\u103a\u1000\u103b\u1016\u103c\u1005\u103a\u1021\u1031\u102c\u1004\u103a \u1000\u103b\u103d\u1014\u103a\u102f\u1015\u103a\u1010\u102d\u102f\u1037\u1000\u103c\u102d\u102f\u1038\u1005\u102c\u1038\u1015\u102b\u1000\u104a \u1000\u103b\u103d\u1014\u103a\u102f\u1015\u103a\u1010\u102d\u102f\u1037\u101e\u100a\u103a \u1021\u1031\u102c\u1000\u103a\u1015\u102b\u1021\u1019\u103e\u102c\u1038\u1000\u102d\u102f \u101b\u101b\u103e\u102d\u101c\u102d\u1019\u1037\u103a\u1019\u100a\u103a-<\/span><\/p>\n
 #attempt to fit regression model<\/span>\nmodel <- lm(var4 ~ var1 + var2 + var3, data=df)\n\nError in `contrasts<-`(`*tmp*`, value = contr.funs[1 + isOF[nn]]): \n  contrasts can be applied only to factors with 2 or more levels\n<\/strong><\/pre>\n
 var2<\/strong> \u1010\u103d\u1004\u103a \u1011\u1030\u1038\u1001\u103c\u102c\u1038\u101e\u1031\u102c\u1010\u1014\u103a\u1016\u102d\u102f\u1038\u1010\u1005\u103a\u1001\u102f\u101e\u102c\u101b\u103e\u102d\u101e\u100a\u103a- 4. \u1024\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\u1010\u103d\u1004\u103a \u1000\u103d\u1032\u101c\u103d\u1032\u1019\u103e\u102f\u1019\u101b\u103e\u102d\u101e\u1031\u102c\u1000\u103c\u1031\u102c\u1004\u1037\u103a R \u101e\u100a\u103a \u1006\u102f\u1010\u103a\u101a\u102f\u1010\u103a\u1019\u103e\u102f\u1015\u102f\u1036\u1005\u1036\u1000\u102d\u102f \u1011\u102d\u1011\u102d\u101b\u1031\u102c\u1000\u103a\u101b\u1031\u102c\u1000\u103a \u1021\u1036\u1019\u101d\u1004\u103a\u1014\u102d\u102f\u1004\u103a\u1015\u102b\u104b<\/span><\/p>\n
 \u1000\u103b\u103d\u1014\u103a\u102f\u1015\u103a\u1010\u102d\u102f\u1037\u101e\u100a\u103a \u1000\u103b\u103d\u1014\u103a\u102f\u1015\u103a\u1010\u102d\u102f\u1037\u104f\u1012\u1031\u1010\u102c\u1018\u1031\u102c\u1004\u103a\u101b\u103e\u102d \u1000\u102d\u1014\u103a\u1038\u101b\u103e\u1004\u103a\u1010\u1005\u103a\u1001\u102f\u1005\u102e\u1021\u1010\u103d\u1000\u103a \u1011\u1030\u1038\u1001\u103c\u102c\u1038\u101e\u1031\u102c\u1010\u1014\u103a\u1016\u102d\u102f\u1038\u1019\u103b\u102c\u1038\u1021\u101b\u1031\u1021\u1010\u103d\u1000\u103a\u1000\u102d\u102f\u101b\u1031\u1010\u103d\u1000\u103a\u101b\u1014\u103a \u1021\u1031\u102c\u1000\u103a\u1015\u102b syntax \u1000\u102d\u102f \u1021\u1019\u103e\u1014\u103a\u1010\u1000\u101a\u103a\u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u1014\u102d\u102f\u1004\u103a\u101e\u100a\u103a-<\/span><\/p>\n
 #count unique values for each variable<\/span>\nsapply( lapply<\/span> (df, unique), length)\n\nvar1 var2 var3 var4 \n   4 1 4 4 \n<\/strong><\/pre>\n
 \u1015\u103c\u102e\u1038\u1010\u1031\u102c\u1037 variable \u1010\u1005\u103a\u1001\u102f\u1005\u102e\u101b\u1032\u1037 \u1011\u1030\u1038\u1001\u103c\u102c\u1038\u1010\u1032\u1037\u1010\u1014\u103a\u1016\u102d\u102f\u1038\u1010\u103d\u1031\u1000\u102d\u102f \u1015\u103c\u101e\u1016\u102d\u102f\u1037\u1021\u1010\u103d\u1000\u103a lapply()<\/a> \u101c\u102f\u1015\u103a\u1006\u1031\u102c\u1004\u103a\u1001\u103b\u1000\u103a\u1000\u102d\u102f \u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u1014\u102d\u102f\u1004\u103a\u1015\u102b\u1010\u101a\u103a\u104b<\/span><\/p>\n
 #display unique values for each variable\nlapply(df[c('var1', 'var2', 'var3')], unique)\n<\/span><\/span>\n$var1\n[1] 1 3 4 5\n\n$var2\n[1] 4\nLevels: 4\n\n$var3\n[1] 7 8 3 2<\/strong><\/pre>\n
 var2<\/strong> \u101e\u100a\u103a \u1011\u1030\u1038\u1001\u103c\u102c\u1038\u101e\u1031\u102c\u1010\u1014\u103a\u1016\u102d\u102f\u1038\u101b\u103e\u102d\u101e\u1031\u102c \u1010\u1005\u103a\u1001\u102f\u1010\u100a\u103a\u1038\u101e\u1031\u102c\u1000\u102d\u1014\u103a\u1038\u101b\u103e\u1004\u103a\u1016\u103c\u1005\u103a\u1000\u103c\u1031\u102c\u1004\u103a\u1038 \u1000\u103b\u103d\u1014\u103a\u102f\u1015\u103a\u1010\u102d\u102f\u1037\u1010\u103d\u1031\u1037\u1019\u103c\u1004\u103a\u1014\u102d\u102f\u1004\u103a\u1015\u102b\u101e\u100a\u103a\u104b \u1011\u102d\u102f\u1037\u1000\u103c\u1031\u102c\u1004\u1037\u103a\u104a \u1000\u103b\u103d\u1014\u103a\u102f\u1015\u103a\u1010\u102d\u102f\u1037\u101e\u100a\u103a var2 \u1000\u102d\u102f regression model \u1019\u103e\u1016\u101a\u103a\u101b\u103e\u102c\u1038\u101b\u102f\u1036\u1016\u103c\u1004\u1037\u103a \u1024\u1021\u1019\u103e\u102c\u1038\u1000\u102d\u102f\u1015\u103c\u1004\u103a\u1014\u102d\u102f\u1004\u103a\u101e\u100a\u103a-<\/span><\/p>\n
 #fit regression model without using var2<\/em> as a predictor variable<\/span>\nmodel <- lm(var4 ~ var1 + var3, data=df)\n\n#view model summary\n<\/span>summary(model)\n\nCall:\nlm(formula = var4 ~ var1 + var3, data = df)\n\nResiduals:\n       1 2 3 4 5 \n 0.02326 -1.23256 0.91860 0.53488 -0.24419 \n\nCoefficients:\n            Estimate Std. Error t value Pr(>|t|)  \n(Intercept) 8.4070 3.6317 2.315 0.1466  \nvar1 0.6279 0.6191 1.014 0.4172  \nvar3 -1.1512 0.3399 -3.387 0.0772 .\n---\nSignificant. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1\n\nResidual standard error: 1.164 on 2 degrees of freedom\nMultiple R-squared: 0.9569, Adjusted R-squared: 0.9137 \nF-statistic: 22.18 on 2 and 2 DF, p-value: 0.04314<\/strong><\/pre>\n
 regression model \u1019\u103e var2 \u1000\u102d\u102f<\/strong> \u1016\u101a\u103a\u101b\u103e\u102c\u1038\u1001\u103c\u1004\u103a\u1038\u1016\u103c\u1004\u1037\u103a\u104a \u101a\u1001\u1004\u103a error \u1000\u102d\u102f \u1000\u103b\u103d\u1014\u103a\u102f\u1015\u103a\u1010\u102d\u102f\u1037 \u1019\u1000\u103c\u102f\u1036\u1010\u103d\u1031\u1037\u101b\u1010\u1031\u102c\u1037\u1015\u102b\u104b<\/span><\/p>\n
 \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><\/h3>\n
 R \u1010\u103d\u1004\u103a \u101b\u102d\u102f\u1038\u101b\u103e\u1004\u103a\u1038\u101e\u1031\u102c linear regression \u101c\u102f\u1015\u103a\u1014\u100a\u103a\u1038<\/a>
 R \u1010\u103d\u1004\u103a linear regression \u1021\u1019\u103b\u102c\u1038\u1021\u1015\u103c\u102c\u1038\u101c\u102f\u1015\u103a\u1006\u1031\u102c\u1004\u103a\u1014\u100a\u103a\u1038<\/a>
 R \u1010\u103d\u1004\u103a logistic regression \u1000\u102d\u102f \u1019\u100a\u103a\u101e\u102d\u102f\u1037\u101c\u102f\u1015\u103a\u1006\u1031\u102c\u1004\u103a\u101b\u1019\u100a\u103a\u1014\u100a\u103a\u1038<\/p>\n","protected":false},"excerpt":{"rendered":"
R \u1010\u103d\u1004\u103a \u101e\u1004\u103a\u1000\u103c\u102f\u1036\u1010\u103d\u1031\u1037\u101b\u101c\u1031\u1037\u101b\u103e\u102d\u101e\u1031\u102c \u1021\u1019\u103e\u102c\u1038\u1010\u1005\u103a\u1001\u102f\u1019\u103e\u102c- Error in `contrasts<-`(`*tmp*`, value = contr.funs[1 + isOF[nn]]): contrasts can be applied only to factors with 2 or more levels \u1000\u102d\u1014\u103a\u1038\u1002\u100f\u1014\u103a\u1038\u1010\u1005\u103a\u1001\u102f \u101e\u102d\u102f\u1037\u1019\u101f\u102f\u1010\u103a \u1005\u101b\u102d\u102f\u1000\u103a\u101c\u1000\u1039\u1001\u100f\u102c\u1010\u1005\u103a\u1001\u102f\u1016\u103c\u1005\u103a\u1015\u103c\u102e\u1038 \u1011\u1030\u1038\u1001\u103c\u102c\u1038\u101e\u1031\u102c\u1010\u1014\u103a\u1016\u102d\u102f\u1038\u1010\u1005\u103a\u1001\u102f\u101e\u102c\u101b\u103e\u102d\u101e\u100a\u1037\u103a \u1001\u1014\u1037\u103a\u1019\u103e\u1014\u103a\u1038\u1000\u102d\u1014\u103a\u1038\u101b\u103e\u1004\u103a\u1000\u102d\u1014\u103a\u1038\u101b\u103e\u1004\u103a\u1000\u102d\u102f \u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u104d \u1006\u102f\u1010\u103a\u101a\u102f\u1010\u103a\u1019\u103e\u102f\u1015\u102f\u1036\u1005\u1036\u1010\u1005\u103a\u1001\u102f\u1000\u102d\u102f \u1021\u1036\u1000\u102d\u102f\u1000\u103a\u1015\u103c\u102f\u101c\u102f\u1015\u103a\u101b\u1014\u103a \u1000\u103c\u102d\u102f\u1038\u1015\u1019\u103a\u1038\u101e\u100a\u1037\u103a\u1021\u1001\u102b \u1024\u1021\u1019\u103e\u102c\u1038\u101e\u100a\u103a \u1016\u103c\u1005\u103a\u1015\u1031\u102b\u103a\u101c\u102c\u101e\u100a\u103a\u104b \u1024\u101e\u1004\u103a\u1001\u1014\u103a\u1038\u1005\u102c\u101e\u100a\u103a \u1024\u1021\u1019\u103e\u102c\u1038\u1021\u101a\u103d\u1004\u103a\u1038\u1000\u102d\u102f \u1016\u103c\u1031\u101b\u103e\u1004\u103a\u1038\u101b\u1014\u103a \u101e\u1004\u103a\u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u1014\u102d\u102f\u1004\u103a\u101e\u100a\u1037\u103a \u1010\u102d\u1000\u103b\u101e\u1031\u102c\u1021\u1006\u1004\u1037\u103a\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1019\u103b\u103e\u101d\u1031\u1015\u102b\u101e\u100a\u103a\u104b \u1025\u1015\u1019\u102c- “ \u1006\u1014\u1037\u103a\u1000\u103b\u1004\u103a\u1018\u1000\u103a\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1021\u1006\u1004\u1037\u103a 2 \u101e\u102d\u102f\u1037\u1019\u101f\u102f\u1010\u103a \u1011\u102d\u102f\u1037\u1011\u1000\u103a\u1015\u102d\u102f\u101e\u1031\u102c \u1021\u1006\u1004\u1037\u103a\u1019\u103b\u102c\u1038\u101b\u103e\u102d\u101e\u100a\u1037\u103a \u1021\u1000\u103c\u1031\u102c\u1004\u103a\u1038\u101b\u1004\u103a\u1038\u1019\u103b\u102c\u1038\u1010\u103d\u1004\u103a\u101e\u102c \u101a\u103e\u1009\u103a\u1010\u103d\u1032\u1014\u102d\u102f\u1004\u103a\u101e\u100a\u103a” \u1000\u102d\u102f 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