{"id":485,"date":"2023-07-29T18:10:23","date_gmt":"2023-07-29T18:10:23","guid":{"rendered":"https:\/\/statorials.org\/my\/r-%e1%80%90%e1%80%bd%e1%80%84%e1%80%ba%e1%80%92%e1%80%b1%e1%80%90%e1%80%ac%e1%80%80%e1%80%ad%e1%80%af%e1%80%95%e1%80%af%e1%80%b6%e1%80%99%e1%80%be%e1%80%94%e1%80%ba%e1%80%96%e1%80%bc%e1%80%85%e1%80%ba\/"},"modified":"2023-07-29T18:10:23","modified_gmt":"2023-07-29T18:10:23","slug":"r-%e1%80%90%e1%80%bd%e1%80%84%e1%80%ba%e1%80%92%e1%80%b1%e1%80%90%e1%80%ac%e1%80%80%e1%80%ad%e1%80%af%e1%80%95%e1%80%af%e1%80%b6%e1%80%99%e1%80%be%e1%80%94%e1%80%ba%e1%80%96%e1%80%bc%e1%80%85%e1%80%ba","status":"publish","type":"post","link":"https:\/\/statorials.org\/my\/r-%e1%80%90%e1%80%bd%e1%80%84%e1%80%ba%e1%80%92%e1%80%b1%e1%80%90%e1%80%ac%e1%80%80%e1%80%ad%e1%80%af%e1%80%95%e1%80%af%e1%80%b6%e1%80%99%e1%80%be%e1%80%94%e1%80%ba%e1%80%96%e1%80%bc%e1%80%85%e1%80%ba\/","title":{"rendered":"R \u1010\u103d\u1004\u103a\u1012\u1031\u1010\u102c\u1000\u102d\u102f\u1015\u102f\u1036\u1019\u103e\u1014\u103a\u1016\u103c\u1005\u103a\u1021\u1031\u102c\u1004\u103a\u101c\u102f\u1015\u103a\u1014\u100a\u103a\u1038"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">\u1000\u102d\u1005\u1039\u1005\u1021\u1019\u103b\u102c\u1038\u1005\u102f\u1010\u103d\u1004\u103a\u104a \u101c\u1030\u1019\u103b\u102c\u1038\u101e\u100a\u103a data set \u1010\u1005\u103a\u1001\u102f\u101b\u103e\u102d variable \u1019\u103b\u102c\u1038\u1000\u102d\u102f &#8220; normalizing&#8221;  \u1021\u1000\u103c\u1031\u102c\u1004\u103a\u1038\u1015\u103c\u1031\u102c\u101e\u1031\u102c\u1021\u1001\u102b\u104a \u104e\u1004\u103a\u1038\u1010\u102d\u102f\u1037\u101e\u100a\u103a variable \u1010\u103d\u1004\u103a mean \u104f 0 \u101b\u103e\u102d\u1015\u103c\u102e\u1038 standard deviation \u1016\u103c\u1005\u103a\u101e\u100a\u1037\u103a \u1010\u1014\u103a\u1016\u102d\u102f\u1038\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1005\u1000\u1031\u1038\u1001\u103b\u101c\u102d\u102f\u101e\u100a\u103a\u101f\u102f \u1006\u102d\u102f\u101c\u102d\u102f\u101e\u100a\u103a\u104b<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u1000\u102d\u1014\u103a\u1038\u101b\u103e\u1004\u103a\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1005\u1036\u101e\u1010\u103a\u1019\u103e\u1010\u103a\u101b\u1014\u103a \u1021\u1010\u103d\u1031\u1037\u101b\u1021\u1019\u103b\u102c\u1038\u1006\u102f\u1036\u1038 \u1021\u1000\u103c\u1031\u102c\u1004\u103a\u1038\u101b\u1004\u103a\u1038\u1019\u103e\u102c \u101e\u1004\u103a\u101e\u100a\u103a \u1021\u1019\u103b\u102d\u102f\u1038\u1019\u103b\u102d\u102f\u1038\u1000\u103d\u1032\u1015\u103c\u102c\u1038\u101e\u1031\u102c \u1001\u103d\u1032\u1001\u103c\u1019\u103a\u1038\u1005\u102d\u1010\u103a\u1016\u103c\u102c\u1019\u103e\u102f \u1021\u1019\u103b\u102d\u102f\u1038\u1021\u1005\u102c\u1038\u1021\u1001\u103b\u102d\u102f\u1037\u1000\u102d\u102f \u101c\u102f\u1015\u103a\u1006\u1031\u102c\u1004\u103a\u1014\u1031\u1001\u103b\u102d\u1014\u103a (\u1006\u102d\u102f\u101c\u102d\u102f\u101e\u100a\u103a\u1019\u103e\u102c\u104a \u1001\u1014\u1037\u103a\u1019\u103e\u1014\u103a\u1038\u101e\u1030\u1000\u102d\u1014\u103a\u1038\u101b\u103e\u1004\u103a\u1019\u103b\u102c\u1038\u1005\u103d\u102c\u1014\u103e\u1004\u1037\u103a \u1010\u102f\u1036\u1037\u1015\u103c\u1014\u103a\u1019\u103e\u102f\u1000\u102d\u1014\u103a\u1038\u101b\u103e\u1004\u103a\u1010\u1005\u103a\u1001\u102f\u1000\u103c\u102c\u1038 \u1006\u1000\u103a\u1005\u1015\u103a\u1019\u103e\u102f\u1000\u102d\u102f \u1014\u102c\u1038\u101c\u100a\u103a\u101c\u102d\u102f\u101e\u100a\u103a) \u1014\u103e\u1004\u1037\u103a \u1000\u102d\u1014\u103a\u1038\u101b\u103e\u1004\u103a\u1010\u1005\u103a\u1001\u102f\u1005\u102e\u101e\u100a\u103a \u1001\u103d\u1032\u1001\u103c\u1019\u103a\u1038\u1005\u102d\u1010\u103a\u1016\u103c\u102c\u1019\u103e\u102f\u1010\u103d\u1004\u103a \u100a\u102e\u1010\u1030\u100a\u102e\u1019\u103b\u103e \u1015\u1036\u1037\u1015\u102d\u102f\u1038\u1015\u1031\u1038\u1005\u1031\u101c\u102d\u102f\u1015\u102b\u101e\u100a\u103a\u104b<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u1000\u103d\u1032\u1015\u103c\u102c\u1038\u1019\u103e\u102f\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1019\u1010\u1030\u100a\u102e\u101e\u1031\u102c\u1005\u1000\u1031\u1038\u1019\u103b\u102c\u1038\u1016\u103c\u1004\u1037\u103a \u1010\u102d\u102f\u1004\u103a\u1038\u1010\u102c\u101e\u1031\u102c\u1021\u1001\u102b\u104a \u104e\u1004\u103a\u1038\u1010\u102d\u102f\u1037\u101e\u100a\u103a \u1001\u103d\u1032\u1001\u103c\u1019\u103a\u1038\u1005\u102d\u1010\u103a\u1016\u103c\u102c\u1019\u103e\u102f\u1010\u103d\u1004\u103a \u1010\u1030\u100a\u102e\u1005\u103d\u102c \u1019\u1015\u102b\u101d\u1004\u103a\u1014\u102d\u102f\u1004\u103a\u1015\u1031\u104b \u1025\u1015\u1019\u102c\u1021\u102c\u1038\u1016\u103c\u1004\u1037\u103a\u104a variable range \u1010\u1005\u103a\u1001\u102f\u104f\u1010\u1014\u103a\u1016\u102d\u102f\u1038\u1019\u103b\u102c\u1038\u101e\u100a\u103a 0 \u1019\u103e 100,000 \u1014\u103e\u1004\u1037\u103a \u1021\u1001\u103c\u102c\u1038\u101e\u1031\u102c variable range \u104f values \u1019\u103b\u102c\u1038\u1000\u102d\u102f 0 \u1019\u103e 100 \u1011\u102d\u101b\u103e\u102d\u1015\u102b\u1000\u104a \u1000\u103c\u102e\u1038\u1019\u103c\u1010\u103a\u101e\u1031\u102c range \u101b\u103e\u102d\u101e\u1031\u102c variable \u101e\u100a\u103a \u1001\u103d\u1032\u1001\u103c\u1019\u103a\u1038\u1005\u102d\u1010\u103a\u1016\u103c\u102c\u1019\u103e\u102f\u1010\u103d\u1004\u103a \u1015\u102d\u102f\u1000\u103c\u102e\u1038\u101e\u1031\u102c weight \u1000\u102d\u102f \u101e\u1010\u103a\u1019\u103e\u1010\u103a\u1015\u1031\u1038\u1019\u100a\u103a\u1016\u103c\u1005\u103a\u1015\u102b\u101e\u100a\u103a\u104b<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u1000\u102d\u1014\u103a\u1038\u101b\u103e\u1004\u103a\u1010\u1005\u103a\u1001\u102f\u101e\u100a\u103a \u101c\u1005\u102c (\u1012\u1031\u102b\u103a\u101c\u102c 0 \u1019\u103e $100,000) \u1014\u103e\u1004\u1037\u103a \u1021\u101e\u1000\u103a (0 \u1019\u103e 100 \u1014\u103e\u1005\u103a\u1021\u1011\u102d) \u1000\u1032\u1037\u101e\u102d\u102f\u1037\u101e\u1031\u102c \u1021\u1001\u103c\u102c\u1038\u1000\u102d\u1014\u103a\u1038\u101b\u103e\u1004\u103a\u1010\u1005\u103a\u1001\u102f\u1000\u102d\u102f \u1010\u102d\u102f\u1004\u103a\u1038\u1010\u102c\u101e\u1031\u102c\u1021\u1001\u102b\u1010\u103d\u1004\u103a \u104e\u1004\u103a\u1038\u101e\u100a\u103a \u101e\u102c\u1019\u1014\u103a\u1016\u103c\u1005\u103a\u101e\u100a\u103a\u104b<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u1000\u102d\u1014\u103a\u1038\u101b\u103e\u1004\u103a\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1005\u1036\u101e\u1010\u103a\u1019\u103e\u1010\u103a\u1001\u103c\u1004\u103a\u1038\u1016\u103c\u1004\u1037\u103a\u104a \u1000\u102d\u1014\u103a\u1038\u101b\u103e\u1004\u103a\u1010\u1005\u103a\u1001\u102f\u1005\u102e\u101e\u100a\u103a \u1001\u103d\u1032\u1001\u103c\u1019\u103a\u1038\u1005\u102d\u1010\u103a\u1016\u103c\u102c\u1019\u103e\u102f\u1010\u103d\u1004\u103a \u100a\u102e\u1010\u1030\u100a\u102e\u1019\u103b\u103e\u1015\u102b\u101d\u1004\u103a\u1000\u103c\u1031\u102c\u1004\u103a\u1038 \u1000\u103b\u103d\u1014\u103a\u102f\u1015\u103a\u1010\u102d\u102f\u1037\u101e\u1031\u1001\u103b\u102c\u1014\u102d\u102f\u1004\u103a\u1015\u102b\u101e\u100a\u103a\u104b (\u101e\u102d\u102f\u1037\u1019\u101f\u102f\u1010\u103a &#8220; \u1005\u1000\u1031\u1038&#8221; ) variable \u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1015\u102f\u1036\u1019\u103e\u1014\u103a\u1016\u103c\u1005\u103a\u1005\u1031\u101b\u1014\u103a \u1018\u102f\u1036\u1014\u100a\u103a\u1038\u101c\u1019\u103a\u1038 \u1014\u103e\u1005\u103a\u1001\u102f\u101b\u103e\u102d\u101e\u100a\u103a\u104b<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><strong>\u1021\u1014\u102d\u1019\u1037\u103a\u1006\u102f\u1036\u1038 \u1015\u102f\u1036\u1019\u103e\u1014\u103a\u101e\u1010\u103a\u1019\u103e\u1010\u103a\u1001\u103c\u1004\u103a\u1038-<\/strong> (X \u2013 min(X)) \/ (max(X) \u2013 min(X))<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong><span style=\"color: #000000;\">Z \u101b\u1019\u103e\u1010\u103a\u104f \u1005\u1036\u101e\u1010\u103a\u1019\u103e\u1010\u103a\u1001\u103c\u1004\u103a\u1038-<\/span><\/strong> (X \u2013 \u03bc) \/ \u03c3<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">\u1011\u102d\u102f\u1037\u1014\u1031\u102c\u1000\u103a R \u1010\u103d\u1004\u103a \u1024\u1014\u100a\u103a\u1038\u1015\u100a\u102c\u1014\u103e\u1005\u103a\u1001\u102f\u1000\u102d\u102f \u1019\u100a\u103a\u101e\u102d\u102f\u1037\u1021\u1000\u1031\u102c\u1004\u103a\u1021\u1011\u100a\u103a\u1016\u1031\u102c\u103a\u101b\u1019\u100a\u103a\u1000\u102d\u102f \u1015\u103c\u101e\u1015\u102b\u1019\u100a\u103a\u104b<\/span><\/p>\n<h2> <strong><span style=\"color: #000000;\">R \u1010\u103d\u1004\u103a \u1000\u102d\u1014\u103a\u1038\u101b\u103e\u1004\u103a\u1019\u103b\u102c\u1038 (\u101e\u102d\u102f\u1037\u1019\u101f\u102f\u1010\u103a &#8220; \u1005\u1000\u1031\u1038&#8221; ) \u1000\u102d\u102f \u1015\u102f\u1036\u1019\u103e\u1014\u103a\u1016\u103c\u1005\u103a\u1021\u1031\u102c\u1004\u103a \u101c\u102f\u1015\u103a\u1014\u100a\u103a\u1038<\/span><\/strong><\/h2>\n<p> <span style=\"color: #000000;\">\u1021\u1031\u102c\u1000\u103a\u1016\u1031\u102c\u103a\u1015\u103c\u1015\u102b \u1025\u1015\u1019\u102c\u1010\u1005\u103a\u1001\u102f\u1005\u102e\u1021\u1010\u103d\u1000\u103a\u104a R \u1010\u103d\u1004\u103a \u1000\u102d\u1014\u103a\u1038\u101b\u103e\u1004\u103a\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1015\u102f\u1036\u1019\u103e\u1014\u103a\u1016\u103c\u1005\u103a\u1005\u1031\u101b\u1014\u103a \u101e\u102d\u102f\u1037\u1019\u101f\u102f\u1010\u103a \u1021\u1010\u102d\u102f\u1004\u103a\u1038\u1021\u1010\u102c\u1000\u102d\u102f \u1019\u100a\u103a\u101e\u102d\u102f\u1037\u1016\u1031\u102c\u103a\u1015\u103c\u101b\u1014\u103a \u1000\u103b\u103d\u1014\u103a\u102f\u1015\u103a\u1010\u102d\u102f\u1037\u101e\u100a\u103a built-in R dataset <strong>iris \u1000\u102d\u102f<\/strong> \u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u1015\u102b\u1019\u100a\u103a\u104b<\/span><\/p>\n<pre style=\"background-color: #e5e5e5; font-size: 15px;\"> <span style=\"color: #008080;\"><strong>#view first six rows of <em>iris<\/em> dataset\n<span style=\"color: #000000;\">head(iris)\n\n# Sepal.Length Sepal.Width Petal.Length Petal.Width Species\n#1 5.1 3.5 1.4 0.2 setosa\n#2 4.9 3.0 1.4 0.2 setosa\n#3 4.7 3.2 1.3 0.2 setosa\n#4 4.6 3.1 1.5 0.2 setosa\n#5 5.0 3.6 1.4 0.2 setosa\n#6 5.4 3.9 1.7 0.4 setosa\n<\/span><\/strong><\/span><\/pre>\n<h3> <span style=\"color: #000000;\"><strong>Min-Max Normalization<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">min-max normalization \u1021\u1010\u103d\u1000\u103a \u1016\u1031\u102c\u103a\u1019\u103c\u1030\u101c\u102c\u1019\u103e\u102c-<\/span><\/p>\n<p style=\"text-align: center;\"> <span style=\"color: #000000;\">(X \u2013 min(X))\/(max(X) \u2013 min(X))<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u1000\u102d\u1014\u103a\u1038\u101b\u103e\u1004\u103a\u1010\u1005\u103a\u1001\u102f\u104f\u1010\u1014\u103a\u1016\u102d\u102f\u1038\u1010\u1005\u103a\u1001\u102f\u1005\u102e\u1021\u1010\u103d\u1000\u103a\u104a \u1000\u103b\u103d\u1014\u103a\u102f\u1015\u103a\u1010\u102d\u102f\u1037\u101e\u100a\u103a \u104e\u1004\u103a\u1038\u1010\u1014\u103a\u1016\u102d\u102f\u1038\u1014\u103e\u1004\u1037\u103a \u1021\u1014\u102d\u1019\u1037\u103a\u1006\u102f\u1036\u1038\u1010\u1014\u103a\u1016\u102d\u102f\u1038\u1000\u103c\u102c\u1038\u1021\u1000\u103d\u102c\u1021\u101d\u1031\u1038\u1000\u102d\u102f \u101b\u103e\u102c\u1015\u103c\u102e\u1038\u1014\u1031\u102c\u1000\u103a \u1021\u1015\u102d\u102f\u1004\u103a\u1038\u1021\u1001\u103c\u102c\u1038\u1016\u103c\u1004\u1037\u103a \u1015\u102d\u102f\u1004\u103a\u1038\u1001\u103c\u102c\u1038\u1015\u102b\u104b<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u104e\u1004\u103a\u1038\u1000\u102d\u102f R \u1010\u103d\u1004\u103a \u1021\u1000\u1031\u102c\u1004\u103a\u1021\u1011\u100a\u103a\u1016\u1031\u102c\u103a\u101b\u1014\u103a\u104a \u1000\u103b\u103d\u1014\u103a\u102f\u1015\u103a\u1010\u102d\u102f\u1037\u101e\u100a\u103a \u101b\u102d\u102f\u1038\u101b\u103e\u1004\u103a\u1038\u101e\u1031\u102c\u101c\u102f\u1015\u103a\u1006\u1031\u102c\u1004\u103a\u1001\u103b\u1000\u103a\u1000\u102d\u102f \u101e\u1010\u103a\u1019\u103e\u1010\u103a\u1015\u103c\u102e\u1038\u1014\u1031\u102c\u1000\u103a \u1000\u103b\u103d\u1014\u103a\u102f\u1015\u103a\u1010\u102d\u102f\u1037\u101c\u102d\u102f\u1001\u103b\u1004\u103a\u101e\u1031\u102c <strong>iris<\/strong> dataset \u101b\u103e\u102d \u1000\u1031\u102c\u103a\u101c\u1036\u1019\u103b\u102c\u1038\u1010\u103d\u1004\u103a \u1011\u102d\u102f\u101c\u102f\u1015\u103a\u1006\u1031\u102c\u1004\u103a\u1001\u103b\u1000\u103a\u1000\u102d\u102f \u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u101b\u1014\u103a <a href=\"https:\/\/statorials.org\/my\/lapply-sapply-\u1014\u103e\u1004\u1037\u103a-tapply-r-\u1016\u103c\u1004\u1037\u103a-\u1021\u101e\u102f\u1036\u1038\u1001\u103b\u101b\u1014\u103a-\u101c\u1019\u103a\u1038\u100a\u103d\u103e\u1014\u103a\/\" target=\"_blank\" rel=\"noopener\">laply \u1000\u102d\u102f<\/a> \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;\">#define Min-Max normalization function<\/span>\nmin_max_norm &lt;- <span style=\"color: #800080;\">function<\/span> (x) {\n    (x - min(x)) \/ (max(x) - min(x))\n  }\n\n<span style=\"color: #008080;\">#apply Min-Max normalization to first four columns in <em>iris<\/em> dataset\n<span style=\"color: #000000;\">iris_norm &lt;- as.data.frame(lapply(iris[1:4], min_max_norm))\n\n<span style=\"color: #008080;\">#view first six rows of normalized <em>iris<\/em> dataset<\/span>\nhead(iris_norm)\n\n# Sepal.Length Sepal.Width Petal.Length Petal.Width\n#1 0.22222222 0.6250000 0.06779661 0.04166667\n#2 0.16666667 0.4166667 0.06779661 0.04166667\n#3 0.11111111 0.5000000 0.05084746 0.04166667\n#4 0.08333333 0.4583333 0.08474576 0.04166667\n#5 0.19444444 0.6666667 0.06779661 0.04166667\n#6 0.30555556 0.7916667 0.11864407 0.12500000\n<\/span><\/span><\/strong><\/pre>\n<p> <span style=\"color: #000000;\">\u101a\u1001\u102f \u1000\u1031\u102c\u103a\u101c\u1036\u1010\u1005\u103a\u1001\u102f\u1005\u102e\u1010\u103d\u1004\u103a 0 \u1014\u103e\u1004\u1037\u103a 1 \u1021\u1000\u103c\u102c\u1038 \u1010\u1014\u103a\u1016\u102d\u102f\u1038\u1019\u103b\u102c\u1038 \u101b\u103e\u102d\u1014\u1031\u1000\u103c\u1031\u102c\u1004\u103a\u1038 \u101e\u1010\u102d\u1015\u103c\u102f\u1015\u102b\u104b \u1015\u1009\u1039\u1005\u1019\u1000\u1031\u102c\u103a\u101c\u1036 &#8220; \u1019\u103b\u102d\u102f\u1038\u1005\u102d\u1010\u103a&#8221;  \u1000\u102d\u102f \u1024\u1012\u1031\u1010\u102c\u1018\u1031\u102c\u1004\u103a\u1019\u103e \u1016\u101a\u103a\u101b\u103e\u102c\u1038\u101c\u102d\u102f\u1000\u103a\u1000\u103c\u1031\u102c\u1004\u103a\u1038 \u101e\u1010\u102d\u1015\u103c\u102f\u1015\u102b\u104b \u1021\u1031\u102c\u1000\u103a\u1015\u102b\u1000\u102f\u1012\u103a\u1000\u102d\u102f \u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u104d \u104e\u1004\u103a\u1038\u1000\u102d\u102f \u1021\u101c\u103d\u101a\u103a\u1010\u1000\u1030 \u1011\u100a\u1037\u103a\u1014\u102d\u102f\u1004\u103a\u101e\u100a\u103a\u104b<\/span><\/p>\n<pre style=\"background-color: #e5e5e5; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#add back <em>Species<\/em> column<\/span>\niris_norm$Species &lt;- iris$Species\n\n<span style=\"color: #008080;\">#view first six rows of <em>iris_norm\n<\/em><\/span>head(iris_norm)\n\n# Sepal.Length Sepal.Width Petal.Length Petal.Width Species\n#1 0.22222222 0.6250000 0.06779661 0.04166667 setosa\n#2 0.16666667 0.4166667 0.06779661 0.04166667 setosa\n#3 0.11111111 0.5000000 0.05084746 0.04166667 setosa\n#4 0.08333333 0.4583333 0.08474576 0.04166667 setosa\n#5 0.19444444 0.6666667 0.06779661 0.04166667 setosa\n#6 0.30555556 0.7916667 0.11864407 0.12500000 setosa\n<\/strong><\/pre>\n<h3> <span style=\"color: #000000;\"><strong>Z \u101b\u1019\u103e\u1010\u103a \u1005\u1036\u101e\u1010\u103a\u1019\u103e\u1010\u103a\u1001\u103c\u1004\u103a\u1038\u104b<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">min-max normalization technique \u104f \u1021\u102c\u1038\u1014\u100a\u103a\u1038\u1001\u103b\u1000\u103a\u1019\u103e\u102c \u1012\u1031\u1010\u102c\u1010\u1014\u103a\u1016\u102d\u102f\u1038\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1006\u102d\u102f\u101c\u102d\u102f\u101b\u1004\u103a\u1038\u1014\u103e\u1004\u1037\u103a \u1015\u102d\u102f\u1019\u102d\u102f\u1014\u102e\u1038\u1005\u1015\u103a\u1021\u1031\u102c\u1004\u103a \u101b\u103d\u1031\u1037\u101c\u103b\u102c\u1038\u1005\u1031\u1001\u103c\u1004\u103a\u1038 \u1016\u103c\u1005\u103a\u101e\u100a\u103a\u104b \u1021\u1005\u103d\u1014\u103a\u1038\u1021\u1011\u1004\u103a\u1038\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1021\u1001\u103c\u102c\u1038\u1010\u1014\u103a\u1016\u102d\u102f\u1038\u1019\u103b\u102c\u1038\u1011\u1000\u103a \u1015\u102d\u102f\u104d \u1001\u103b\u102d\u1014\u103a\u1006\u1011\u102c\u1038\u1000\u103c\u1031\u102c\u1004\u103a\u1038 \u101e\u1031\u1001\u103b\u102c\u101c\u102d\u102f\u1015\u102b\u1000 z-score standardization \u101e\u100a\u103a \u1021\u1000\u1031\u102c\u1004\u103a\u1021\u1011\u100a\u103a\u1016\u1031\u102c\u103a\u101b\u1014\u103a \u1015\u102d\u102f\u1019\u102d\u102f\u1000\u1031\u102c\u1004\u103a\u1038\u1019\u103d\u1014\u103a\u101e\u1031\u102c \u1014\u100a\u103a\u1038\u101c\u1019\u103a\u1038\u1010\u1005\u103a\u1001\u102f\u1016\u103c\u1005\u103a\u101e\u100a\u103a\u104b<\/span><\/p>\n<p> <span style=\"color: #000000;\">z-score \u1000\u102d\u102f \u1005\u1036\u101e\u1010\u103a\u1019\u103e\u1010\u103a\u1001\u103c\u1004\u103a\u1038\u1021\u1010\u103d\u1000\u103a \u1016\u1031\u102c\u103a\u1019\u103c\u1030\u101c\u102c\u1019\u103e\u102c \u1021\u1031\u102c\u1000\u103a\u1015\u102b\u1021\u1010\u102d\u102f\u1004\u103a\u1038\u1016\u103c\u1005\u103a\u101e\u100a\u103a\u104b<\/span><\/p>\n<p style=\"text-align: center;\"> <span style=\"color: #000000;\">(X \u2013 \u03bc) \/ \u03c3<\/span><\/p>\n<p> <span style=\"color: #000000;\">variable \u1010\u1005\u103a\u1001\u102f\u104f\u1010\u1014\u103a\u1016\u102d\u102f\u1038\u1010\u1005\u103a\u1001\u102f\u1005\u102e\u1021\u1010\u103d\u1000\u103a\u104a \u1000\u103b\u103d\u1014\u103a\u102f\u1015\u103a\u1010\u102d\u102f\u1037\u101e\u100a\u103a variable \u104f\u1015\u103b\u1019\u103a\u1038\u1019\u103b\u103e\u1010\u1014\u103a\u1016\u102d\u102f\u1038\u1000\u102d\u102f \u1014\u102f\u1010\u103a\u1015\u103c\u102e\u1038 variable \u104f\u1005\u1036\u101e\u103d\u1031\u1016\u100a\u103a\u1019\u103e\u102f\u1016\u103c\u1004\u1037\u103a \u1015\u102d\u102f\u1004\u103a\u1038\u1001\u103c\u102c\u1038\u1015\u102b\u101e\u100a\u103a\u104b<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u104e\u1004\u103a\u1038\u1000\u102d\u102f R \u1010\u103d\u1004\u103a\u1021\u1000\u1031\u102c\u1004\u103a\u1021\u1011\u100a\u103a\u1016\u1031\u102c\u103a\u101b\u1014\u103a\u104a \u1000\u103b\u103d\u1014\u103a\u102f\u1015\u103a\u1010\u102d\u102f\u1037\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\u104b<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>1. \u1000\u102d\u1014\u103a\u1038\u101b\u103e\u1004\u103a\u1010\u1005\u103a\u1001\u102f\u1000\u102d\u102f \u1005\u1036\u101e\u1010\u103a\u1019\u103e\u1010\u103a\u1015\u102b\u104b<\/strong><\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>iris<\/strong> dataset \u101b\u103e\u102d Sepal.Width \u1000\u1032\u1037\u101e\u102d\u102f\u1037 \u1012\u1031\u1010\u102c\u1021\u1010\u103d\u1032\u1010\u1005\u103a\u1001\u102f\u101b\u103e\u102d \u1000\u102d\u1014\u103a\u1038\u101b\u103e\u1004\u103a\u1010\u1005\u103a\u1001\u102f\u1000\u102d\u102f \u1005\u1036\u101e\u1010\u103a\u1019\u103e\u1010\u103a\u101c\u102d\u102f\u1015\u102b\u1000\u104a \u1021\u1031\u102c\u1000\u103a\u1015\u102b\u1000\u102f\u1012\u103a\u1000\u102d\u102f \u101e\u102f\u1036\u1038\u1014\u102d\u102f\u1004\u103a\u101e\u100a\u103a-<\/span><\/p>\n<pre style=\"background-color: #e5e5e5; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#standardize<\/span> <span style=\"color: #008080;\"><em>Sepal.Width\n<\/em><\/span>iris$Sepal.Width &lt;- (iris$Sepal.Width - mean(iris$Sepal.Width)) \/ sd(iris$Sepal.Width)\n\nhead(iris)\n\n# Sepal.Length Sepal.Width Petal.Length Petal.Width Species\n#1 5.1 1.01560199 1.4 0.2 setosa\n#2 4.9 -0.13153881 1.4 0.2 setosa\n#3 4.7 0.32731751 1.3 0.2 setosa\n#4 4.6 0.09788935 1.5 0.2 setosa\n#5 5.0 1.24503015 1.4 0.2 setosa\n#6 5.4 1.93331463 1.7 0.4 setosa\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\"><em>Sepal.Width<\/em> \u1010\u1014\u103a\u1016\u102d\u102f\u1038\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1015\u103b\u1019\u103a\u1038\u1019\u103b\u103e\u101e\u100a\u103a 0 \u1016\u103c\u1005\u103a\u1015\u103c\u102e\u1038 \u1005\u1036\u101e\u103d\u1031\u1016\u100a\u103a\u1019\u103e\u102f\u1019\u103e\u102c 1 \u1016\u103c\u1005\u103a\u101e\u100a\u1037\u103a\u1021\u1010\u103d\u1000\u103a \u101a\u1001\u102f\u1021\u1001\u102b \u1021\u1010\u102d\u102f\u1004\u103a\u1038\u1021\u1010\u102c\u1016\u103c\u1004\u1037\u103a \u1010\u102d\u102f\u1004\u103a\u1038\u1010\u102c\u1011\u102c\u1038\u1015\u102b\u101e\u100a\u103a\u104b \u1000\u103b\u103d\u1014\u103a\u102f\u1015\u103a\u1010\u102d\u102f\u1037 \u1021\u101c\u102d\u102f\u101b\u103e\u102d\u1015\u102b\u1000 \u1024\u1021\u101b\u102c\u1000\u102d\u102f\u1015\u1004\u103a \u1005\u1005\u103a\u1006\u1031\u1038\u1014\u102d\u102f\u1004\u103a\u1015\u102b\u101e\u100a\u103a\u104b<\/span><\/p>\n<pre style=\"background-color: #e5e5e5; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#find mean of <em>Sepal.Width\n<\/em><\/span>mean(iris$Sepal.Width)\n\n#[1] 2.034094e-16 <span style=\"color: #008080;\">#basically zero<\/span>\n\n<span style=\"color: #008080;\">#find standard deviation of <em>Sepal.Width\n<\/em><\/span>sd(iris$Sepal.Width)\n\n#[1] 1<\/strong><\/pre>\n<p> <span style=\"color: #000000;\"><strong>2. \u1005\u1000\u1031\u1038\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 \u1000\u102d\u1014\u103a\u1038\u101b\u103e\u1004\u103a\u1019\u103b\u102c\u1038\u1005\u103d\u102c\u1000\u102d\u102f \u1005\u1036\u101e\u1010\u103a\u1019\u103e\u1010\u103a\u1015\u102b\u104b<\/strong><\/span><\/p>\n<p> <span style=\"color: #000000;\">\u1019\u103b\u102c\u1038\u1005\u103d\u102c\u101e\u1031\u102c variable \u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1015\u102f\u1036\u1019\u103e\u1014\u103a\u1016\u103c\u1005\u103a\u1021\u1031\u102c\u1004\u103a\u104a <em>\u1021\u1010\u102d\u102f\u1004\u103a\u1038\u1021\u1010\u102c<\/em> \u101c\u102f\u1015\u103a\u1006\u1031\u102c\u1004\u103a\u1001\u103b\u1000\u103a\u1000\u102d\u102f \u101b\u102d\u102f\u1038\u101b\u103e\u1004\u103a\u1038\u1005\u103d\u102c \u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u1014\u102d\u102f\u1004\u103a\u101e\u100a\u103a\u104b \u1025\u1015\u1019\u102c\u1021\u102c\u1038\u1016\u103c\u1004\u1037\u103a\u104a \u1021\u1031\u102c\u1000\u103a\u1015\u102b\u1000\u102f\u1012\u103a\u101e\u100a\u103a <strong>iris<\/strong> dataset \u104f \u1015\u1011\u1019\u1000\u1031\u102c\u103a\u101c\u1036\u101c\u1031\u1038\u1001\u102f\u1000\u102d\u102f \u1021\u1010\u102d\u102f\u1004\u103a\u1038\u1021\u1010\u102c\u1019\u100a\u103a\u1000\u1032\u1037\u101e\u102d\u102f\u1037 \u1021\u1010\u102d\u102f\u1004\u103a\u1038\u1021\u1010\u102c\u1000\u102d\u102f\u1015\u103c\u101e\u101e\u100a\u103a-<\/span><\/p>\n<pre style=\"background-color: #e5e5e5; font-size: 15px;\"> <span style=\"color: #000000;\"><strong><span style=\"color: #008080;\">#standardize first four columns of <em>iris<\/em> dataset<\/span>\niris_standardize &lt;- as.data.frame(scale(iris[1:4]))\n\n<span style=\"color: #008080;\">#view first six rows of standardized dataset<\/span>\n<\/strong><\/span><strong>head(iris_standardize)\n\n# Sepal.Length Sepal.Width Petal.Length Petal.Width\n#1 -0.8976739 1.01560199 -1.335752 -1.311052\n#2 -1.1392005 -0.13153881 -1.335752 -1.311052\n#3 -1.3807271 0.32731751 -1.392399 -1.311052\n#4 -1.5014904 0.09788935 -1.279104 -1.311052\n#5 -1.0184372 1.24503015 -1.335752 -1.311052\n#6 -0.5353840 1.93331463 -1.165809 -1.048667\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">\u1015\u102f\u1036\u1019\u103e\u1014\u103a\u1021\u102c\u1038\u1016\u103c\u1004\u1037\u103a <em>\u1005\u1000\u1031\u1038<\/em> \u101c\u102f\u1015\u103a\u1006\u1031\u102c\u1004\u103a\u1001\u103b\u1000\u103a\u101e\u100a\u103a \u1012\u1031\u1010\u102c\u1018\u1031\u102c\u1004\u103a\u1010\u1005\u103a\u1001\u102f\u1005\u102e\u1010\u103d\u1004\u103a \u1000\u1031\u102c\u103a\u101c\u1036\u1010\u1005\u103a\u1001\u102f\u1005\u102e\u1000\u102d\u102f \u1015\u102f\u1036\u1019\u103e\u1014\u103a\u1016\u103c\u1005\u103a\u1005\u1031\u101b\u1014\u103a \u1000\u103c\u102d\u102f\u1038\u1005\u102c\u1038\u101e\u100a\u103a\u1000\u102d\u102f \u101e\u1010\u102d\u1015\u103c\u102f\u1015\u102b\u104b \u1011\u102d\u102f\u1037\u1000\u103c\u1031\u102c\u1004\u1037\u103a\u104a <em>\u1019\u103b\u102d\u102f\u1038\u1005\u102d\u1010\u103a<\/em> \u1000\u1031\u102c\u103a\u101c\u1036\u101e\u100a\u103a \u1000\u102d\u1014\u103a\u1038\u1002\u100f\u102c\u1014\u103a\u1038\u1019\u101f\u102f\u1010\u103a\u104d \u1005\u1036\u1001\u103b\u102d\u1014\u103a\u1005\u1036\u100a\u103d\u103e\u1014\u103a\u1038\u1019\u1019\u102e\u1014\u102d\u102f\u1004\u103a\u101e\u1031\u102c\u1000\u103c\u1031\u102c\u1004\u1037\u103a <strong>\u1005\u1000\u1031\u1038(iris) \u1000\u102d\u102f<\/strong> \u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u101b\u1014\u103a \u1000\u103c\u102d\u102f\u1038\u1015\u1019\u103a\u1038\u1015\u102b\u1000 \u1000\u103b\u103d\u1014\u103a\u102f\u1015\u103a\u1010\u102d\u102f\u1037 \u1021\u1019\u103e\u102c\u1038\u1021\u101a\u103d\u1004\u103a\u1038\u101b\u103e\u102d\u1015\u102b\u1019\u100a\u103a\u104b<\/span><\/p>\n<pre style=\"background-color: #e5e5e5; font-size: 15px;\"> <strong>scale(iris)\n\n#Error in colMeans(x, na.rm = TRUE): 'x' must be numeric\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">\u101e\u102d\u102f\u1037\u101e\u1031\u102c\u103a\u104a <strong>dplyr<\/strong> \u1015\u1000\u103a\u1000\u1031\u1037\u1001\u103b\u103a\u1000\u102d\u102f \u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u104d \u1021\u1001\u103c\u102c\u1038\u101e\u1031\u102c variable \u1021\u102c\u1038\u101c\u102f\u1036\u1038\u1000\u102d\u102f \u1010\u1030\u100a\u102e\u1005\u103d\u102c \u1011\u102d\u1014\u103a\u1038\u101e\u102d\u1019\u103a\u1038\u1011\u102c\u1038\u1005\u1009\u103a\u1010\u103d\u1004\u103a \u1021\u1001\u103b\u102d\u102f\u1037\u101e\u1031\u102c \u1000\u102d\u1014\u103a\u1038\u101b\u103e\u1004\u103a\u1019\u103b\u102c\u1038\u1000\u102d\u102f\u101e\u102c \u1005\u1036\u101e\u1010\u103a\u1019\u103e\u1010\u103a\u101b\u1014\u103a \u1016\u103c\u1005\u103a\u1014\u102d\u102f\u1004\u103a\u101e\u100a\u103a\u104b \u1025\u1015\u1019\u102c\u1021\u102c\u1038\u1016\u103c\u1004\u1037\u103a\u104a \u1021\u1031\u102c\u1000\u103a\u1016\u1031\u102c\u103a\u1015\u103c\u1015\u102b \u1000\u102f\u1012\u103a\u101e\u100a\u103a \u1021\u1001\u103c\u102c\u1038\u101e\u1031\u102c \u1000\u102d\u1014\u103a\u1038\u101b\u103e\u1004\u103a\u1021\u102c\u1038\u101c\u102f\u1036\u1038\u1000\u102d\u102f \u1010\u1030\u100a\u102e\u1014\u1031\u1001\u103b\u102d\u1014\u103a\u1010\u103d\u1004\u103a <em>Sepal.Width<\/em> \u1014\u103e\u1004\u1037\u103a <em>Sepal.Length<\/em> \u1000\u102d\u1014\u103a\u1038\u101b\u103e\u1004\u103a\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1005\u1036\u101e\u1010\u103a\u1019\u103e\u1010\u103a\u1015\u1031\u1038\u101e\u100a\u103a-<\/span><\/p>\n<pre style=\"background-color: #e5e5e5; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#load <em>dplyr<\/em> package<\/span>\nlibrary(dplyr)\n\n<span style=\"color: #008080;\">#standardize <em>Sepal.Width<\/em> and <em>Sepal.Length<\/em>\n<\/span>iris_new &lt;- iris %&gt;% mutate_each_(list(~scale(.) %&gt;% as.vector),\n                                  vars = c(\"Sepal.Width\",\"Sepal.Length\"))\n\n<span style=\"color: #008080;\">#view first six rows of new data frame\n<\/span>head(iris_new)\n\n# Sepal.Length Sepal.Width Petal.Length Petal.Width Species\n#1 -0.8976739 1.01560199 1.4 0.2 setosa\n#2 -1.1392005 -0.13153881 1.4 0.2 setosa\n#3 -1.3807271 0.32731751 1.3 0.2 setosa\n#4 -1.5014904 0.09788935 1.5 0.2 setosa\n#5 -1.0184372 1.24503015 1.4 0.2 setosa\n#6 -0.5353840 1.93331463 1.7 0.4 setosa\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\"><em>Sepal.Length<\/em> \u1014\u103e\u1004\u1037\u103a <em>Sepal.Width \u1010\u102d\u102f\u1037\u101e\u100a\u103a<\/em> variable \u1014\u103e\u1005\u103a\u1001\u102f\u101c\u102f\u1036\u1038\u1010\u103d\u1004\u103a \u1015\u103b\u1019\u103a\u1038\u1019\u103b\u103e 0 \u1014\u103e\u1004\u1037\u103a 1 \u104f standard deviation \u101b\u103e\u102d\u101e\u100a\u103a\u101f\u1030\u101e\u1031\u102c \u1005\u1036\u1014\u103e\u102f\u1014\u103a\u1038\u1016\u103c\u1004\u1037\u103a \u1019\u103e\u1010\u103a\u101e\u102c\u1038\u1011\u102c\u1038\u101b\u1015\u103c\u102e\u1038 data frame \u101b\u103e\u102d \u1021\u1001\u103c\u102c\u1038\u101e\u1031\u102c variable \u101e\u102f\u1036\u1038\u1001\u102f\u101e\u100a\u103a \u1019\u1015\u103c\u1031\u102c\u1004\u103a\u1038\u101c\u1032\u101e\u1031\u1038\u1015\u102b\u104b<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u1000\u102d\u1005\u1039\u1005\u1021\u1019\u103b\u102c\u1038\u1005\u102f\u1010\u103d\u1004\u103a\u104a \u101c\u1030\u1019\u103b\u102c\u1038\u101e\u100a\u103a data set \u1010\u1005\u103a\u1001\u102f\u101b\u103e\u102d variable \u1019\u103b\u102c\u1038\u1000\u102d\u102f &#8220; normalizing&#8221; \u1021\u1000\u103c\u1031\u102c\u1004\u103a\u1038\u1015\u103c\u1031\u102c\u101e\u1031\u102c\u1021\u1001\u102b\u104a \u104e\u1004\u103a\u1038\u1010\u102d\u102f\u1037\u101e\u100a\u103a variable \u1010\u103d\u1004\u103a mean \u104f 0 \u101b\u103e\u102d\u1015\u103c\u102e\u1038 standard deviation \u1016\u103c\u1005\u103a\u101e\u100a\u1037\u103a \u1010\u1014\u103a\u1016\u102d\u102f\u1038\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1005\u1000\u1031\u1038\u1001\u103b\u101c\u102d\u102f\u101e\u100a\u103a\u101f\u102f \u1006\u102d\u102f\u101c\u102d\u102f\u101e\u100a\u103a\u104b \u1000\u102d\u1014\u103a\u1038\u101b\u103e\u1004\u103a\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1005\u1036\u101e\u1010\u103a\u1019\u103e\u1010\u103a\u101b\u1014\u103a \u1021\u1010\u103d\u1031\u1037\u101b\u1021\u1019\u103b\u102c\u1038\u1006\u102f\u1036\u1038 \u1021\u1000\u103c\u1031\u102c\u1004\u103a\u1038\u101b\u1004\u103a\u1038\u1019\u103e\u102c \u101e\u1004\u103a\u101e\u100a\u103a \u1021\u1019\u103b\u102d\u102f\u1038\u1019\u103b\u102d\u102f\u1038\u1000\u103d\u1032\u1015\u103c\u102c\u1038\u101e\u1031\u102c \u1001\u103d\u1032\u1001\u103c\u1019\u103a\u1038\u1005\u102d\u1010\u103a\u1016\u103c\u102c\u1019\u103e\u102f \u1021\u1019\u103b\u102d\u102f\u1038\u1021\u1005\u102c\u1038\u1021\u1001\u103b\u102d\u102f\u1037\u1000\u102d\u102f \u101c\u102f\u1015\u103a\u1006\u1031\u102c\u1004\u103a\u1014\u1031\u1001\u103b\u102d\u1014\u103a (\u1006\u102d\u102f\u101c\u102d\u102f\u101e\u100a\u103a\u1019\u103e\u102c\u104a \u1001\u1014\u1037\u103a\u1019\u103e\u1014\u103a\u1038\u101e\u1030\u1000\u102d\u1014\u103a\u1038\u101b\u103e\u1004\u103a\u1019\u103b\u102c\u1038\u1005\u103d\u102c\u1014\u103e\u1004\u1037\u103a \u1010\u102f\u1036\u1037\u1015\u103c\u1014\u103a\u1019\u103e\u102f\u1000\u102d\u1014\u103a\u1038\u101b\u103e\u1004\u103a\u1010\u1005\u103a\u1001\u102f\u1000\u103c\u102c\u1038 \u1006\u1000\u103a\u1005\u1015\u103a\u1019\u103e\u102f\u1000\u102d\u102f \u1014\u102c\u1038\u101c\u100a\u103a\u101c\u102d\u102f\u101e\u100a\u103a) \u1014\u103e\u1004\u1037\u103a \u1000\u102d\u1014\u103a\u1038\u101b\u103e\u1004\u103a\u1010\u1005\u103a\u1001\u102f\u1005\u102e\u101e\u100a\u103a \u1001\u103d\u1032\u1001\u103c\u1019\u103a\u1038\u1005\u102d\u1010\u103a\u1016\u103c\u102c\u1019\u103e\u102f\u1010\u103d\u1004\u103a \u100a\u102e\u1010\u1030\u100a\u102e\u1019\u103b\u103e \u1015\u1036\u1037\u1015\u102d\u102f\u1038\u1015\u1031\u1038\u1005\u1031\u101c\u102d\u102f\u1015\u102b\u101e\u100a\u103a\u104b \u1000\u103d\u1032\u1015\u103c\u102c\u1038\u1019\u103e\u102f\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1019\u1010\u1030\u100a\u102e\u101e\u1031\u102c\u1005\u1000\u1031\u1038\u1019\u103b\u102c\u1038\u1016\u103c\u1004\u1037\u103a \u1010\u102d\u102f\u1004\u103a\u1038\u1010\u102c\u101e\u1031\u102c\u1021\u1001\u102b\u104a \u104e\u1004\u103a\u1038\u1010\u102d\u102f\u1037\u101e\u100a\u103a \u1001\u103d\u1032\u1001\u103c\u1019\u103a\u1038\u1005\u102d\u1010\u103a\u1016\u103c\u102c\u1019\u103e\u102f\u1010\u103d\u1004\u103a \u1010\u1030\u100a\u102e\u1005\u103d\u102c \u1019\u1015\u102b\u101d\u1004\u103a\u1014\u102d\u102f\u1004\u103a\u1015\u1031\u104b \u1025\u1015\u1019\u102c\u1021\u102c\u1038\u1016\u103c\u1004\u1037\u103a\u104a variable range \u1010\u1005\u103a\u1001\u102f\u104f\u1010\u1014\u103a\u1016\u102d\u102f\u1038\u1019\u103b\u102c\u1038\u101e\u100a\u103a 0 \u1019\u103e [&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\u1012\u1031\u1010\u102c\u1000\u102d\u102f\u1015\u102f\u1036\u1019\u103e\u1014\u103a\u1016\u103c\u1005\u103a\u1021\u1031\u102c\u1004\u103a\u101c\u102f\u1015\u103a\u1014\u100a\u103a\u1038<\/title>\n<meta name=\"description\" content=\"\u1024\u101e\u1004\u103a\u1001\u1014\u103a\u1038\u1005\u102c\u101e\u100a\u103a R \u1010\u103d\u1004\u103a \u1012\u1031\u1010\u102c\u1000\u102d\u102f \u1015\u102f\u1036\u1019\u103e\u1014\u103a\u1016\u103c\u1005\u103a\u1005\u1031\u101b\u1014\u103a \u101e\u102d\u102f\u1037\u1019\u101f\u102f\u1010\u103a \u1021\u1010\u102d\u102f\u1004\u103a\u1038\u1021\u1010\u102c\u1000\u102d\u102f \u101c\u103d\u101a\u103a\u1000\u1030\u1005\u1031\u101b\u1014\u103a \u1014\u100a\u103a\u1038\u101c\u1019\u103a\u1038\u1019\u103b\u102c\u1038\u1005\u103d\u102c\u1000\u102d\u102f \u101b\u103e\u1004\u103a\u1038\u1015\u103c\u1011\u102c\u1038\u101e\u100a\u103a\u104b\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/statorials.org\/my\/r-\u1010\u103d\u1004\u103a\u1012\u1031\u1010\u102c\u1000\u102d\u102f\u1015\u102f\u1036\u1019\u103e\u1014\u103a\u1016\u103c\u1005\u103a\/\" \/>\n<meta property=\"og:locale\" content=\"my_MM\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"R - Statorials \u1010\u103d\u1004\u103a\u1012\u1031\u1010\u102c\u1000\u102d\u102f\u1015\u102f\u1036\u1019\u103e\u1014\u103a\u1016\u103c\u1005\u103a\u1021\u1031\u102c\u1004\u103a\u101c\u102f\u1015\u103a\u1014\u100a\u103a\u1038\" \/>\n<meta property=\"og:description\" content=\"\u1024\u101e\u1004\u103a\u1001\u1014\u103a\u1038\u1005\u102c\u101e\u100a\u103a R \u1010\u103d\u1004\u103a \u1012\u1031\u1010\u102c\u1000\u102d\u102f \u1015\u102f\u1036\u1019\u103e\u1014\u103a\u1016\u103c\u1005\u103a\u1005\u1031\u101b\u1014\u103a \u101e\u102d\u102f\u1037\u1019\u101f\u102f\u1010\u103a \u1021\u1010\u102d\u102f\u1004\u103a\u1038\u1021\u1010\u102c\u1000\u102d\u102f \u101c\u103d\u101a\u103a\u1000\u1030\u1005\u1031\u101b\u1014\u103a \u1014\u100a\u103a\u1038\u101c\u1019\u103a\u1038\u1019\u103b\u102c\u1038\u1005\u103d\u102c\u1000\u102d\u102f \u101b\u103e\u1004\u103a\u1038\u1015\u103c\u1011\u102c\u1038\u101e\u100a\u103a\u104b\" \/>\n<meta property=\"og:url\" content=\"https:\/\/statorials.org\/my\/r-\u1010\u103d\u1004\u103a\u1012\u1031\u1010\u102c\u1000\u102d\u102f\u1015\u102f\u1036\u1019\u103e\u1014\u103a\u1016\u103c\u1005\u103a\/\" \/>\n<meta property=\"og:site_name\" content=\"Statorials\" \/>\n<meta property=\"article:published_time\" 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