{"id":684,"date":"2023-07-29T02:37:17","date_gmt":"2023-07-29T02:37:17","guid":{"rendered":"https:\/\/statorials.org\/my\/grubbs-%e1%80%85%e1%80%99%e1%80%ba%e1%80%b8%e1%80%9e%e1%80%95%e1%80%ba-r\/"},"modified":"2023-07-29T02:37:17","modified_gmt":"2023-07-29T02:37:17","slug":"grubbs-%e1%80%85%e1%80%99%e1%80%ba%e1%80%b8%e1%80%9e%e1%80%95%e1%80%ba-r","status":"publish","type":"post","link":"https:\/\/statorials.org\/my\/grubbs-%e1%80%85%e1%80%99%e1%80%ba%e1%80%b8%e1%80%9e%e1%80%95%e1%80%ba-r\/","title":{"rendered":"R \u1010\u103d\u1004\u103a grubbs &#39;tester \u1000\u102d\u102f\u1018\u101a\u103a\u101c\u102d\u102f\u1016\u103d\u1004\u1037\u103a\u101b\u1019\u101c\u1032"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\"><strong>Grubbs \u1005\u1019\u103a\u1038\u101e\u1015\u103a\u1019\u103e\u102f<\/strong> \u101e\u100a\u103a \u1012\u1031\u1010\u102c\u1021\u1010\u103d\u1032\u1010\u1005\u103a\u1001\u102f\u1010\u103d\u1004\u103a \u1015\u103c\u1004\u103a\u1015\u1021\u101b\u102c\u1019\u103b\u102c\u1038\u101b\u103e\u102d\u1014\u1031\u1001\u103c\u1004\u103a\u1038\u1000\u102d\u102f \u1001\u103d\u1032\u1001\u103c\u102c\u1038\u101e\u1010\u103a\u1019\u103e\u1010\u103a\u101b\u1014\u103a \u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u1014\u102d\u102f\u1004\u103a\u101e\u100a\u1037\u103a \u1000\u102d\u1014\u103a\u1038\u1002\u100f\u1014\u103a\u1038\u1005\u1019\u103a\u1038\u101e\u1015\u103a\u1019\u103e\u102f\u1010\u1005\u103a\u1001\u102f\u1016\u103c\u1005\u103a\u101e\u100a\u103a\u104b<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u1024\u1005\u1019\u103a\u1038\u101e\u1015\u103a\u1019\u103e\u102f\u1000\u102d\u102f \u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u101b\u1014\u103a\u104a \u1012\u1031\u1010\u102c\u1021\u1010\u103d\u1032\u1010\u1005\u103a\u1001\u102f\u1010\u103d\u1004\u103a <a href=\"https:\/\/statorials.org\/my\/\u1015\u102f\u1036\u1019\u103e\u1014\u103a\u1016\u103c\u1014\u1037\u103a\u1016\u103c\u1030\u1038\u1019\u103e\u102f\/\" target=\"_blank\" rel=\"noopener\">\u1001\u1014\u1037\u103a\u1019\u103e\u1014\u103a\u1038\u1001\u103c\u1031\u1021\u102c\u1038\u1016\u103c\u1004\u1037\u103a \u1015\u102f\u1036\u1019\u103e\u1014\u103a\u1016\u103c\u1014\u1037\u103a\u101d\u1031\u1019\u103e\u102f\u1010\u1005\u103a\u1001\u102f<\/a> \u101b\u103e\u102d\u101b\u1019\u100a\u103a\u1016\u103c\u1005\u103a\u1015\u103c\u102e\u1038 \u101c\u1031\u1037\u101c\u102c\u1000\u103c\u100a\u1037\u103a\u101b\u103e\u102f\u1019\u103e\u102f \u1021\u1014\u100a\u103a\u1038\u1006\u102f\u1036\u1038 7 \u1001\u102f\u1015\u102b\u101b\u103e\u102d\u101e\u100a\u103a\u104b<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u1024\u1000\u103b\u1030\u1010\u102d\u102f\u101b\u102e\u101b\u101a\u103a\u1010\u103d\u1004\u103a \u1012\u1031\u1010\u102c\u1021\u1010\u103d\u1032\u1010\u1005\u103a\u1001\u102f\u101b\u103e\u102d \u1021\u1005\u103d\u1014\u103a\u1038\u1011\u103d\u1000\u103a\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u101b\u103e\u102c\u1016\u103d\u1031\u101b\u1014\u103a R \u1010\u103d\u1004\u103a Grubbs \u1005\u1019\u103a\u1038\u101e\u1015\u103a\u1014\u100a\u103a\u1038\u1000\u102d\u102f \u101b\u103e\u1004\u103a\u1038\u1015\u103c\u1011\u102c\u1038\u101e\u100a\u103a\u104b<\/span><\/p>\n<h2> <span style=\"color: #000000;\"><strong>\u1025\u1015\u1019\u102c- R \u1010\u103d\u1004\u103a Grubbs \u1005\u1019\u103a\u1038\u101e\u1015\u103a\u1019\u103e\u102f<\/strong><\/span><\/h2>\n<p> <span style=\"color: #000000;\">R \u1010\u103d\u1004\u103a Grubbs \u1005\u1019\u103a\u1038\u101e\u1015\u103a\u1019\u103e\u102f\u1000\u102d\u102f \u101c\u102f\u1015\u103a\u1006\u1031\u102c\u1004\u103a\u101b\u1014\u103a\u104a \u1021\u1031\u102c\u1000\u103a\u1015\u102b syntax \u1000\u102d\u102f\u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u101e\u100a\u1037\u103a <strong>Outliers<\/strong> package \u1019\u103e <strong>grubbs.test()<\/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\u1014\u102d\u102f\u1004\u103a\u1015\u102b\u101e\u100a\u103a\u104b<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>grubbs.test(x\u104a \u1021\u1019\u103b\u102d\u102f\u1038\u1021\u1005\u102c\u1038 = 10\u104a \u1006\u1014\u1037\u103a\u1000\u103b\u1004\u103a\u1018\u1000\u103a = FALSE\u104a \u1014\u103e\u1005\u103a\u1001\u103b\u1000\u103a = FALSE)<\/strong><\/span><\/p>\n<p> <span style=\"color: #000000;\">\u101b\u103d\u103e\u1031-<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><strong>x-<\/strong> \u1012\u1031\u1010\u102c\u1010\u1014\u103a\u1016\u102d\u102f\u1038\u1019\u103b\u102c\u1038\u104f \u1000\u102d\u1014\u103a\u1038\u1002\u100f\u102c\u1014\u103a\u1038 vector \u1010\u1005\u103a\u1001\u102f<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>\u1021\u1019\u103b\u102d\u102f\u1038\u1021\u1005\u102c\u1038-<\/strong> 10 = \u1021\u1019\u103c\u1004\u1037\u103a\u1006\u102f\u1036\u1038\u1010\u1014\u103a\u1016\u102d\u102f\u1038\u101e\u100a\u103a \u1021\u1005\u103d\u1014\u103a\u1038\u1011\u103d\u1000\u103a\u101b\u103e\u102d\u1019\u101b\u103e\u102d \u1005\u1019\u103a\u1038\u101e\u1015\u103a\u1015\u102b\u104a 11 = min \u1014\u103e\u1004\u1037\u103a max \u1010\u1014\u103a\u1016\u102d\u102f\u1038\u1019\u103b\u102c\u1038\u101e\u100a\u103a \u1021\u1005\u103d\u1014\u103a\u1038\u1011\u103d\u1000\u103a\u101b\u103e\u102d\u1019\u101b\u103e\u102d \u1005\u1019\u103a\u1038\u101e\u1015\u103a\u1015\u102b\u104a 20 = \u1021\u1019\u103c\u102e\u1038\u1010\u103d\u1004\u103a \u1021\u1005\u103d\u1014\u103a\u1038\u1014\u103e\u1005\u103a\u1001\u102f\u101b\u103e\u102d\u101c\u103b\u103e\u1004\u103a \u1005\u1019\u103a\u1038\u101e\u1015\u103a\u1015\u102b<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>\u1006\u1014\u1037\u103a\u1000\u103b\u1004\u103a\u1018\u1000\u103a-<\/strong> \u1015\u103b\u1019\u103a\u1038\u1019\u103b\u103e\u1010\u1014\u103a\u1016\u102d\u102f\u1038\u1014\u103e\u1004\u1037\u103a \u1021\u1000\u103c\u102e\u1038\u1019\u102c\u1038\u1006\u102f\u1036\u1038\u1001\u103c\u102c\u1038\u1014\u102c\u1038\u1001\u103b\u1000\u103a\u1000\u102d\u102f \u101e\u1004\u103a\u1005\u1005\u103a\u1006\u1031\u1038\u101c\u102d\u102f\u1001\u103c\u1004\u103a\u1038\u101b\u103e\u102d\u1019\u101b\u103e\u102d \u100a\u103d\u103e\u1014\u103a\u1015\u103c\u101e\u1031\u102c \u101a\u102f\u1010\u1039\u1010\u102d\u1017\u1031\u1012\u104a \u1006\u1014\u1037\u103a\u1000\u103b\u1004\u103a\u1018\u1000\u103a (\u1021\u1014\u102d\u1019\u1037\u103a\u1006\u102f\u1036\u1038\u104a \u101e\u1036\u101e\u101a\u1016\u103c\u1005\u103a\u1005\u101b\u102c\u1021\u1000\u1031\u102c\u1004\u103a\u1038\u1006\u102f\u1036\u1038\u101e\u100a\u103a \u1021\u1019\u103c\u1004\u1037\u103a\u1006\u102f\u1036\u1038\u1016\u103c\u1005\u103a\u101e\u100a\u103a\u104a \u1005\u101e\u100a\u103a\u1016\u103c\u1004\u1037\u103a)<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>bilateral-<\/strong> \u1005\u1005\u103a\u1006\u1031\u1038\u1019\u103e\u102f\u1021\u102c\u1038 \u1021\u1015\u103c\u1014\u103a\u1021\u101c\u103e\u1014\u103a\u1021\u102c\u1038\u1016\u103c\u1004\u1037\u103a \u1006\u1000\u103a\u1006\u1036\u101e\u1004\u1037\u103a\u101e\u100a\u103a \u101b\u103e\u102d\u1019\u101b\u103e\u102d \u100a\u103d\u103e\u1014\u103a\u1015\u103c\u101e\u100a\u1037\u103a \u101a\u102f\u1010\u1039\u1010\u102d\u1010\u1014\u103a\u1016\u102d\u102f\u1038<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">\u1024\u1005\u1019\u103a\u1038\u101e\u1015\u103a\u1019\u103e\u102f\u101e\u100a\u103a \u1021\u1031\u102c\u1000\u103a\u1015\u102b\u101a\u1030\u1006\u1001\u103b\u1000\u103a\u1014\u103e\u1005\u103a\u1001\u102f\u1000\u102d\u102f \u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u101e\u100a\u103a-<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>H <sub>0<\/sub> (null hypothesis)-<\/strong> \u1012\u1031\u1010\u102c\u1010\u103d\u1004\u103a \u1021\u1005\u103d\u1014\u103a\u1038\u1011\u103d\u1000\u103a\u1019\u103b\u102c\u1038 \u1019\u101b\u103e\u102d\u1015\u102b\u104b<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>H <sub>A<\/sub> (\u1021\u1001\u103c\u102c\u1038\u101e\u1031\u102c\u101a\u1030\u1006\u1001\u103b\u1000\u103a)-<\/strong> \u1012\u1031\u1010\u102c\u1010\u103d\u1004\u103a \u1021\u1000\u103c\u1019\u103a\u1038\u1016\u103b\u1004\u103a\u1038\u1010\u1005\u103a\u1001\u102f\u101b\u103e\u102d\u101e\u100a\u103a\u104b<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u1012\u1031\u1010\u102c\u1021\u1005\u102f\u1036\u101b\u103e\u102d \u1021\u1019\u103b\u102c\u1038\u1006\u102f\u1036\u1038\u1010\u1014\u103a\u1016\u102d\u102f\u1038\u101e\u100a\u103a \u101e\u102c\u101c\u103d\u1014\u103a\u1001\u103c\u1004\u103a\u1038\u101b\u103e\u102d\u104a \u1019\u101b\u103e\u102d \u1006\u102f\u1036\u1038\u1016\u103c\u1010\u103a\u101b\u1014\u103a Grubbs \u1005\u1019\u103a\u1038\u101e\u1015\u103a\u1019\u103e\u102f\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 \u1021\u1031\u102c\u1000\u103a\u1015\u102b\u1025\u1015\u1019\u102c\u1010\u103d\u1004\u103a \u1016\u1031\u102c\u103a\u1015\u103c\u1011\u102c\u1038\u1015\u102b\u101e\u100a\u103a\u104b<\/span><\/p>\n<pre style=\"background-color: #e5e5e5; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#load Outliers package\n<\/span>library(Outliers)\n\n<span style=\"color: #008080;\">#createdata<\/span>\ndata &lt;- c(5, 14, 15, 15, 14, 13, 19, 17, 16, 20, 22, 8, 21, 28, 11, 9, 29, 40)\n\n<span style=\"color: #008080;\">#perform Grubbs' Test to see if '40' is an outlier\n<\/span>grubbs.test(data)\n\n# Grubbs test for one outlier\n#\n#data:data\n#G = 2.65990, U = 0.55935, p-value = 0.02398\n#alternative hypothesis: highest value 40 is an outlier\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">\u1005\u102c\u1019\u1031\u1038\u1015\u103d\u1032\u104f\u1005\u1019\u103a\u1038\u101e\u1015\u103a\u1005\u102c\u101b\u1004\u103a\u1038\u1021\u1004\u103a\u1038\u101e\u100a\u103a <strong>G = 2.65990<\/strong> \u1016\u103c\u1005\u103a\u1015\u103c\u102e\u1038 \u101e\u1000\u103a\u1006\u102d\u102f\u1004\u103a\u101b\u102c p-value \u1019\u103e\u102c <strong>p = 0.02398<\/strong> \u1016\u103c\u1005\u103a\u101e\u100a\u103a\u104b \u1024\u1010\u1014\u103a\u1016\u102d\u102f\u1038\u101e\u100a\u103a 0.05 \u1011\u1000\u103a\u1014\u100a\u103a\u1038\u101e\u1031\u102c\u1000\u103c\u1031\u102c\u1004\u1037\u103a\u104a \u1000\u103b\u103d\u1014\u103a\u102f\u1015\u103a\u1010\u102d\u102f\u1037\u101e\u100a\u103a null hypothesis \u1000\u102d\u102f \u1004\u103c\u1004\u103a\u1038\u1015\u101a\u103a\u1015\u103c\u102e\u1038 \u1021\u1019\u103c\u1004\u1037\u103a\u1006\u102f\u1036\u1038\u1010\u1014\u103a\u1016\u102d\u102f\u1038 40 \u101e\u100a\u103a \u101e\u102c\u101c\u103d\u1014\u103a\u101e\u100a\u103a\u101f\u102f \u1000\u1031\u102c\u1000\u103a\u1001\u103b\u1000\u103a\u1001\u103b\u1015\u102b\u1019\u100a\u103a\u104b<\/span><\/p>\n<p> <span style=\"color: #000000;\">&#8220; 5&#8221;  \u104f \u1021\u1014\u102d\u1019\u1037\u103a\u1006\u102f\u1036\u1038\u1010\u1014\u103a\u1016\u102d\u102f\u1038\u101e\u100a\u103a \u1021\u1005\u103d\u1014\u103a\u1038\u1011\u103d\u1000\u103a\u101b\u103e\u102d\u104a \u1019\u101b\u103e\u102d \u1005\u1019\u103a\u1038\u101e\u1015\u103a\u101c\u102d\u102f\u1015\u102b\u1000 <strong>\u1006\u1014\u1037\u103a\u1000\u103b\u1004\u103a\u1018\u1000\u103a=TRUE<\/strong> command \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: #e5e5e5; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#perform Grubbs' Test to see if '5' is an outlier\n<\/span>grubbs.test(data, opposite= <span style=\"color: #993366;\">TRUE<\/span> )\n\n# Grubbs test for one outlier\n#\n#data:data\n#G = 1.4879, U = 0.8621, p-value = 1\n#alternative hypothesis: lowest value 5 is an outlier\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">\u1005\u1019\u103a\u1038\u101e\u1015\u103a\u1005\u102c\u101b\u1004\u103a\u1038\u1021\u1004\u103a\u1038\u101e\u100a\u103a <strong>G = 1.4879<\/strong> \u1016\u103c\u1005\u103a\u1015\u103c\u102e\u1038 \u101e\u1000\u103a\u1006\u102d\u102f\u1004\u103a\u101b\u102c p-value \u1019\u103e\u102c <strong>p = 1<\/strong> \u1016\u103c\u1005\u103a\u101e\u100a\u103a\u104b \u1024\u1010\u1014\u103a\u1016\u102d\u102f\u1038\u101e\u100a\u103a 0.05 \u1011\u1000\u103a\u1019\u1014\u100a\u103a\u1038\u101e\u1031\u102c\u1000\u103c\u1031\u102c\u1004\u1037\u103a\u104a null hypothesis \u1000\u102d\u102f \u1004\u103c\u1004\u103a\u1038\u1015\u101a\u103a\u101b\u1014\u103a \u1015\u103b\u1000\u103a\u1000\u103d\u1000\u103a\u1015\u102b\u101e\u100a\u103a\u104b \u1021\u1014\u102d\u1019\u1037\u103a\u1006\u102f\u1036\u1038\u1010\u1014\u103a\u1016\u102d\u102f\u1038 &#8220; 5&#8221;  \u101e\u100a\u103a \u101e\u102c\u101c\u103d\u1014\u103a\u101e\u100a\u103a\u101f\u102f \u1006\u102d\u102f\u101b\u1014\u103a \u101c\u102f\u1036\u101c\u1031\u102c\u1000\u103a\u101e\u1031\u102c \u1021\u1011\u1031\u102c\u1000\u103a\u1021\u1011\u102c\u1038 \u1019\u101b\u103e\u102d\u1015\u102b\u104b<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u1014\u1031\u102c\u1000\u103a\u1006\u102f\u1036\u1038\u1010\u103d\u1004\u103a\u104a \u1000\u103b\u103d\u1014\u103a\u102f\u1015\u103a\u1010\u102d\u102f\u1037\u1010\u103d\u1004\u103a \u1012\u1031\u1010\u102c\u1021\u1005\u102f\u1036\u104f\u1010\u1005\u103a\u1016\u1000\u103a\u1005\u103d\u1014\u103a\u1038\u1010\u103d\u1004\u103a \u1000\u103c\u102e\u1038\u1019\u102c\u1038\u101e\u1031\u102c\u1010\u1014\u103a\u1016\u102d\u102f\u1038\u1014\u103e\u1005\u103a\u1001\u102f\u101b\u103e\u102d\u101e\u100a\u103a\u1006\u102d\u102f\u1015\u102b\u1005\u102d\u102f\u1037- 40 \u1014\u103e\u1004\u1037\u103a 42\u104b \u1024\u1010\u1014\u103a\u1016\u102d\u102f\u1038 <em>\u1014\u103e\u1005\u103a\u1001\u102f<\/em> \u101e\u100a\u103a \u1021\u1005\u103d\u1014\u103a\u1038\u1011\u103d\u1000\u103a\u101b\u103e\u102d\u1019\u101b\u103e\u102d \u1005\u1019\u103a\u1038\u101e\u1015\u103a\u101b\u1014\u103a\u1021\u1010\u103d\u1000\u103a Grubbs \u1005\u1019\u103a\u1038\u101e\u1015\u103a\u1019\u103e\u102f\u1000\u102d\u102f \u101c\u102f\u1015\u103a\u1006\u1031\u102c\u1004\u103a\u1015\u103c\u102e\u1038 <strong>type=20 \u1000\u102d\u102f<\/strong> \u101e\u1010\u103a\u1019\u103e\u1010\u103a\u1014\u102d\u102f\u1004\u103a\u101e\u100a\u103a-<\/span><\/p>\n<pre style=\"background-color: #e5e5e5; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#create dataset with two large values at one end: 40 and 42<\/span>\ndata &lt;- c(5, 14, 15, 15, 14, 13, 19, 17, 16, 20, 22, 8, 21, 28, 11, 9, 29, 40, 42) \n\n<span style=\"color: #008080;\">#perform Grubbs' Test to see if both 40 and 42 are outliers\n<\/span>grubbs.test(data, type=20)\n\n# Grubbs test for two outliers\n#\n#data: data\n#U = 0.38111, p-value = 0.01195\n#alternative hypothesis: highest values 40, 42 are outliers\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">\u1005\u102c\u1019\u1031\u1038\u1015\u103d\u1032\u104f p-\u1010\u1014\u103a\u1016\u102d\u102f\u1038\u101e\u100a\u103a <strong>0.01195<\/strong> \u1016\u103c\u1005\u103a\u101e\u100a\u103a\u104b \u1024\u1010\u1014\u103a\u1016\u102d\u102f\u1038\u101e\u100a\u103a 0.05 \u1011\u1000\u103a\u1014\u100a\u103a\u1038\u101e\u1031\u102c\u1000\u103c\u1031\u102c\u1004\u1037\u103a\u104a \u1000\u103b\u103d\u1014\u103a\u102f\u1015\u103a\u1010\u102d\u102f\u1037\u101e\u100a\u103a null hypothesis \u1000\u102d\u102f \u1004\u103c\u1004\u103a\u1038\u1015\u101a\u103a\u1014\u102d\u102f\u1004\u103a\u1015\u103c\u102e\u1038 \u1010\u1014\u103a\u1016\u102d\u102f\u1038 40 \u1014\u103e\u1004\u1037\u103a 42 \u1010\u102d\u102f\u1037\u101e\u100a\u103a \u1021\u1005\u103d\u1014\u103a\u1038\u1011\u103d\u1000\u103a\u101e\u100a\u103a\u101f\u102f\u1006\u102d\u102f\u101b\u1014\u103a \u101c\u102f\u1036\u101c\u1031\u102c\u1000\u103a\u101e\u1031\u102c \u1021\u1011\u1031\u102c\u1000\u103a\u1021\u1011\u102c\u1038\u1019\u103b\u102c\u1038\u101b\u103e\u102d\u101e\u100a\u103a\u101f\u102f \u1000\u103b\u103d\u1014\u103a\u102f\u1015\u103a\u1010\u102d\u102f\u1037 \u1000\u1031\u102c\u1000\u103a\u1001\u103b\u1000\u103a\u1001\u103b\u1014\u102d\u102f\u1004\u103a\u101e\u100a\u103a\u104b<\/span><\/p>\n<h2> <strong>\u1021\u1005\u103d\u1014\u103a\u1038\u1021\u1011\u1004\u103a\u1038\u1010\u103d\u1031\u1000\u102d\u102f \u1018\u101a\u103a\u101c\u102d\u102f\u1000\u102d\u102f\u1004\u103a\u1010\u103d\u101a\u103a\u1019\u101c\u1032\u104b<\/strong><\/h2>\n<p> <span style=\"color: #000000;\">Grubbs \u1005\u1019\u103a\u1038\u101e\u1015\u103a\u1019\u103e\u102f\u101e\u100a\u103a \u101e\u1004\u1037\u103a\u1012\u1031\u1010\u102c\u1021\u1010\u103d\u1032\u1010\u103d\u1004\u103a \u1021\u1005\u103d\u1014\u103a\u1038\u1011\u103d\u1000\u103a\u1010\u1005\u103a\u1001\u102f\u1000\u102d\u102f \u1016\u1031\u102c\u103a\u1011\u102f\u1010\u103a\u1015\u102b\u1000\u104a \u101e\u1004\u1037\u103a\u1010\u103d\u1004\u103a \u101b\u103d\u1031\u1038\u1001\u103b\u101a\u103a\u1005\u101b\u102c\u1019\u103b\u102c\u1038\u1005\u103d\u102c\u101b\u103e\u102d\u101e\u100a\u103a-<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>1. \u1010\u1014\u103a\u1016\u102d\u102f\u1038\u101e\u100a\u103a typo \u101e\u102d\u102f\u1037\u1019\u101f\u102f\u1010\u103a data entry error \u1019\u101f\u102f\u1010\u103a\u1000\u103c\u1031\u102c\u1004\u103a\u1038 \u1015\u103c\u1014\u103a\u1005\u1005\u103a\u1006\u1031\u1038\u1015\u102b\u104b<\/strong> \u1010\u1005\u103a\u1001\u102b\u1010\u1005\u103a\u101b\u1036\u1010\u103d\u1004\u103a \u1012\u1031\u1010\u102c\u1021\u1010\u103d\u1032\u1019\u103b\u102c\u1038\u1010\u103d\u1004\u103a \u1021\u1005\u103d\u1014\u103a\u1038\u1011\u103d\u1000\u103a\u1019\u103b\u102c\u1038\u1021\u1016\u103c\u1005\u103a \u1015\u1031\u102b\u103a\u101c\u102c\u101e\u1031\u102c \u1010\u1014\u103a\u1016\u102d\u102f\u1038\u1019\u103b\u102c\u1038\u101e\u100a\u103a \u1012\u1031\u1010\u102c\u1011\u100a\u1037\u103a\u101e\u103d\u1004\u103a\u1038\u1005\u1009\u103a\u1021\u1010\u103d\u1004\u103a\u1038 \u1010\u1005\u103a\u1026\u1038\u1001\u103b\u1004\u103a\u1038\u1019\u103e \u101b\u102d\u102f\u1038\u101b\u102d\u102f\u1038\u1021\u1019\u103e\u102c\u1038\u101c\u102f\u1015\u103a\u101e\u100a\u103a\u104b \u1014\u1031\u102c\u1000\u103a\u1011\u1015\u103a\u1006\u102f\u1036\u1038\u1016\u103c\u1010\u103a\u1001\u103b\u1000\u103a\u1019\u103b\u102c\u1038 \u1019\u1001\u103b\u1019\u102e \u1015\u103c\u1014\u103a\u101e\u103d\u102c\u1038\u1015\u103c\u102e\u1038 \u1010\u1014\u103a\u1016\u102d\u102f\u1038\u1000\u102d\u102f \u1019\u103e\u1014\u103a\u1000\u1014\u103a\u1005\u103d\u102c \u1011\u100a\u1037\u103a\u101e\u103d\u1004\u103a\u1038\u1011\u102c\u1038\u1000\u103c\u1031\u102c\u1004\u103a\u1038 \u1005\u1005\u103a\u1006\u1031\u1038\u1015\u102b\u104b<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>2. \u1021\u1000\u103d\u102c\u1021\u101d\u1031\u1038\u1000\u102d\u102f \u1010\u1014\u103a\u1016\u102d\u102f\u1038\u1021\u101e\u1005\u103a\u1010\u1005\u103a\u1001\u102f \u101e\u1010\u103a\u1019\u103e\u1010\u103a\u1015\u102b<\/strong> \u104b \u1021\u1000\u103c\u1019\u103a\u1038\u1016\u103b\u1004\u103a\u1038\u101e\u100a\u103a typo \u101e\u102d\u102f\u1037\u1019\u101f\u102f\u1010\u103a data entry error \u104f\u101b\u101c\u1012\u103a\u1016\u103c\u1005\u103a\u101c\u102c\u1015\u102b\u1000\u104a data set \u104f mean<\/span> <a href=\"https:\/\/statorials.org\/my\/\u1017\u101f\u102d\u102f\u101e\u1018\u1031\u102c\u1011\u102c\u1038\u1000\u102d\u102f-\u1010\u102d\u102f\u1004\u103a\u1038\u1010\u102c\u101e\u100a\u103a\u104b\/\" target=\"_blank\" rel=\"noopener\">\u101e\u102d\u102f\u1037\u1019\u101f\u102f\u1010\u103a median<\/a> \u1000\u1032\u1037\u101e\u102d\u102f\u1037 \u1010\u1014\u103a\u1016\u102d\u102f\u1038\u1021\u101e\u1005\u103a\u1010\u1005\u103a\u1001\u102f\u101e\u1010\u103a\u1019\u103e\u1010\u103a\u101b\u1014\u103a \u101e\u1004\u103a\u1006\u102f\u1036\u1038\u1016\u103c\u1010\u103a\u1014\u102d\u102f\u1004\u103a\u1015\u102b\u101e\u100a\u103a\u104b<\/p>\n<p> <span style=\"color: #000000;\"><strong>3. \u1021\u1000\u103d\u102c\u1021\u101d\u1031\u1038\u1000\u102d\u102f \u1016\u101a\u103a\u101b\u103e\u102c\u1038\u1015\u102b\u104b<\/strong> \u1010\u1014\u103a\u1016\u102d\u102f\u1038\u101e\u100a\u103a \u1021\u1019\u103e\u1014\u103a\u1010\u1000\u101a\u103a \u101e\u102c\u101c\u103d\u1014\u103a\u1014\u1031\u1015\u102b\u1000\u104a \u104e\u1004\u103a\u1038\u101e\u100a\u103a \u101e\u1004\u103a\u104f \u1021\u101c\u102f\u1036\u1038\u1005\u102f\u1036\u1001\u103d\u1032\u1001\u103c\u1019\u103a\u1038\u1005\u102d\u1010\u103a\u1016\u103c\u102c\u1019\u103e\u102f\u1021\u1015\u1031\u102b\u103a \u101e\u102d\u101e\u102c\u1011\u1004\u103a\u101b\u103e\u102c\u1038\u101e\u1031\u102c \u101e\u1000\u103a\u101b\u1031\u102c\u1000\u103a\u1019\u103e\u102f\u101b\u103e\u102d\u1019\u100a\u103a\u1006\u102d\u102f\u1015\u102b\u1000 \u104e\u1004\u103a\u1038\u1000\u102d\u102f \u1016\u101a\u103a\u101b\u103e\u102c\u1038\u101b\u1014\u103a \u101e\u1004\u103a\u101b\u103d\u1031\u1038\u1001\u103b\u101a\u103a\u1014\u102d\u102f\u1004\u103a\u1015\u102b\u101e\u100a\u103a\u104b<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Grubbs \u1005\u1019\u103a\u1038\u101e\u1015\u103a\u1019\u103e\u102f \u101e\u100a\u103a \u1012\u1031\u1010\u102c\u1021\u1010\u103d\u1032\u1010\u1005\u103a\u1001\u102f\u1010\u103d\u1004\u103a \u1015\u103c\u1004\u103a\u1015\u1021\u101b\u102c\u1019\u103b\u102c\u1038\u101b\u103e\u102d\u1014\u1031\u1001\u103c\u1004\u103a\u1038\u1000\u102d\u102f \u1001\u103d\u1032\u1001\u103c\u102c\u1038\u101e\u1010\u103a\u1019\u103e\u1010\u103a\u101b\u1014\u103a \u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u1014\u102d\u102f\u1004\u103a\u101e\u100a\u1037\u103a \u1000\u102d\u1014\u103a\u1038\u1002\u100f\u1014\u103a\u1038\u1005\u1019\u103a\u1038\u101e\u1015\u103a\u1019\u103e\u102f\u1010\u1005\u103a\u1001\u102f\u1016\u103c\u1005\u103a\u101e\u100a\u103a\u104b \u1024\u1005\u1019\u103a\u1038\u101e\u1015\u103a\u1019\u103e\u102f\u1000\u102d\u102f \u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u101b\u1014\u103a\u104a \u1012\u1031\u1010\u102c\u1021\u1010\u103d\u1032\u1010\u1005\u103a\u1001\u102f\u1010\u103d\u1004\u103a \u1001\u1014\u1037\u103a\u1019\u103e\u1014\u103a\u1038\u1001\u103c\u1031\u1021\u102c\u1038\u1016\u103c\u1004\u1037\u103a \u1015\u102f\u1036\u1019\u103e\u1014\u103a\u1016\u103c\u1014\u1037\u103a\u101d\u1031\u1019\u103e\u102f\u1010\u1005\u103a\u1001\u102f \u101b\u103e\u102d\u101b\u1019\u100a\u103a\u1016\u103c\u1005\u103a\u1015\u103c\u102e\u1038 \u101c\u1031\u1037\u101c\u102c\u1000\u103c\u100a\u1037\u103a\u101b\u103e\u102f\u1019\u103e\u102f \u1021\u1014\u100a\u103a\u1038\u1006\u102f\u1036\u1038 7 \u1001\u102f\u1015\u102b\u101b\u103e\u102d\u101e\u100a\u103a\u104b \u1024\u1000\u103b\u1030\u1010\u102d\u102f\u101b\u102e\u101b\u101a\u103a\u1010\u103d\u1004\u103a \u1012\u1031\u1010\u102c\u1021\u1010\u103d\u1032\u1010\u1005\u103a\u1001\u102f\u101b\u103e\u102d \u1021\u1005\u103d\u1014\u103a\u1038\u1011\u103d\u1000\u103a\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u101b\u103e\u102c\u1016\u103d\u1031\u101b\u1014\u103a R \u1010\u103d\u1004\u103a Grubbs \u1005\u1019\u103a\u1038\u101e\u1015\u103a\u1014\u100a\u103a\u1038\u1000\u102d\u102f \u101b\u103e\u1004\u103a\u1038\u1015\u103c\u1011\u102c\u1038\u101e\u100a\u103a\u104b \u1025\u1015\u1019\u102c- R \u1010\u103d\u1004\u103a Grubbs \u1005\u1019\u103a\u1038\u101e\u1015\u103a\u1019\u103e\u102f R \u1010\u103d\u1004\u103a Grubbs \u1005\u1019\u103a\u1038\u101e\u1015\u103a\u1019\u103e\u102f\u1000\u102d\u102f \u101c\u102f\u1015\u103a\u1006\u1031\u102c\u1004\u103a\u101b\u1014\u103a\u104a \u1021\u1031\u102c\u1000\u103a\u1015\u102b syntax \u1000\u102d\u102f\u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u101e\u100a\u1037\u103a Outliers package \u1019\u103e grubbs.test() \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\u101e\u100a\u103a\u104b grubbs.test(x\u104a \u1021\u1019\u103b\u102d\u102f\u1038\u1021\u1005\u102c\u1038 = 10\u104a \u1006\u1014\u1037\u103a\u1000\u103b\u1004\u103a\u1018\u1000\u103a = FALSE\u104a \u1014\u103e\u1005\u103a\u1001\u103b\u1000\u103a = [&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>R - Statorials \u1010\u103d\u1004\u103a Grubbs \u1005\u1019\u103a\u1038\u101e\u1015\u103a\u1014\u100a\u103a\u1038<\/title>\n<meta name=\"description\" content=\"R \u1010\u103d\u1004\u103a Grubbs 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