{"id":3375,"date":"2023-07-17T20:03:23","date_gmt":"2023-07-17T20:03:23","guid":{"rendered":"https:\/\/statorials.org\/my\/r-%e1%80%95%e1%80%ad%e1%80%af%e1%80%80%e1%80%ba\/"},"modified":"2023-07-17T20:03:23","modified_gmt":"2023-07-17T20:03:23","slug":"r-%e1%80%95%e1%80%ad%e1%80%af%e1%80%80%e1%80%ba","status":"publish","type":"post","link":"https:\/\/statorials.org\/my\/r-%e1%80%95%e1%80%ad%e1%80%af%e1%80%80%e1%80%ba\/","title":{"rendered":"R \u1010\u103d\u1004\u103a pipe operator \u1000\u102d\u102f\u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u1014\u100a\u103a\u1038 (\u1025\u1015\u1019\u102c\u1019\u103b\u102c\u1038\u1014\u103e\u1004\u1037\u103a\u1021\u1010\u1030)"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">R \u1010\u103d\u1004\u103a \u1015\u102d\u102f\u1000\u103a\u1021\u1031\u102c\u103a\u1015\u101b\u1031\u1010\u102c ( <strong>%&gt; %<\/strong> ) \u1000\u102d\u102f &#8220; pipe&#8221;  \u1016\u103c\u1004\u1037\u103a \u101c\u100a\u103a\u1015\u1010\u103a\u101c\u102f\u1015\u103a\u1006\u1031\u102c\u1004\u103a\u1019\u103e\u102f \u1021\u1010\u103d\u1032\u101c\u102d\u102f\u1000\u103a\u1000\u102d\u102f \u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u1014\u102d\u102f\u1004\u103a\u101e\u100a\u103a\u104b<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u1024\u1021\u1031\u102c\u103a\u1015\u101b\u1031\u1010\u102c\u101e\u100a\u103a \u1012\u1031\u1010\u102c\u1018\u1031\u102c\u1004\u103a\u1010\u1005\u103a\u1001\u102f\u1015\u1031\u102b\u103a\u101b\u103e\u102d \u101c\u102f\u1015\u103a\u1006\u1031\u102c\u1004\u103a\u1001\u103b\u1000\u103a\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1006\u1000\u103a\u1010\u102d\u102f\u1000\u103a\u101c\u102f\u1015\u103a\u1006\u1031\u102c\u1004\u103a\u101b\u1014\u103a R \u101b\u103e\u102d <a href=\"https:\/\/dplyr.tidyverse.org\/\" target=\"_blank\" rel=\"noopener\">dplyr<\/a> \u1015\u1000\u103a\u1000\u1031\u1037\u1002\u103b\u103a\u1016\u103c\u1004\u1037\u103a \u1021\u1019\u103b\u102c\u1038\u1006\u102f\u1036\u1038\u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u1015\u102b\u101e\u100a\u103a\u104b<\/span><\/p>\n<p> <span style=\"color: #000000;\">pipe operator \u104f \u1021\u1001\u103c\u1031\u1001\u1036 syntax \u1019\u103e\u102c-<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <span style=\"color: #000000;\"><strong>df %&gt;% \n  do_this_operation %&gt;% \n  then_do_this_operation %&gt;%\n  then_do_this_operation ...<\/strong><\/span><\/pre>\n<p> <span style=\"color: #000000;\">\u1015\u102d\u102f\u1000\u103a\u1021\u1031\u102c\u103a\u1015\u101b\u1031\u1010\u102c\u101e\u100a\u103a \u1001\u103d\u1032\u1005\u102d\u1010\u103a\u1019\u103e\u102f\u1010\u1005\u103a\u1001\u102f\u104f\u101b\u101c\u1012\u103a\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u104e\u1004\u103a\u1038\u1021\u1031\u102c\u1000\u103a\u101b\u103e\u102d\u1014\u1031\u102c\u1000\u103a\u1011\u1015\u103a\u101c\u102f\u1015\u103a\u1006\u1031\u102c\u1004\u103a\u1019\u103e\u102f\u1006\u102e\u101e\u102d\u102f\u1037 \u101b\u102d\u102f\u1038\u101b\u103e\u1004\u103a\u1038\u1005\u103d\u102c\u1016\u103c\u1010\u103a\u101e\u1014\u103a\u1038\u101e\u100a\u103a\u104b<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u1015\u102d\u102f\u1000\u103a\u1021\u1031\u102c\u103a\u1015\u101b\u1031\u1010\u102c\u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u1001\u103c\u1004\u103a\u1038\u104f\u1021\u102c\u1038\u101e\u102c\u1001\u103b\u1000\u103a\u1019\u103e\u102c\u1000\u102f\u1012\u103a\u1000\u102d\u102f\u1016\u1010\u103a\u101b\u1014\u103a\u1021\u101c\u103d\u1014\u103a\u101c\u103d\u101a\u103a\u1000\u1030\u1005\u1031\u101e\u100a\u103a\u104b<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u1021\u1031\u102c\u1000\u103a\u1015\u102b\u1025\u1015\u1019\u102c\u1019\u103b\u102c\u1038\u101e\u100a\u103a R \u1010\u103d\u1004\u103a\u1010\u100a\u103a\u1006\u1031\u102c\u1000\u103a\u1011\u102c\u1038\u101e\u1031\u102c <a href=\"https:\/\/statorials.org\/my\/mtcars-r-\u1012\u1031\u1010\u102c\u1021\u1010\u103d\u1032\/\" target=\"_blank\" rel=\"noopener\">mtcars<\/a> \u1012\u1031\u1010\u102c\u1021\u1005\u102f\u1036\u1016\u103c\u1004\u1037\u103a \u1019\u1010\u1030\u100a\u102e\u101e\u1031\u102c\u1021\u1001\u103c\u1031\u1021\u1014\u1031\u1019\u103b\u102c\u1038\u1010\u103d\u1004\u103a \u1015\u102d\u102f\u1000\u103a\u1021\u1031\u102c\u103a\u1015\u101b\u1031\u1010\u102c\u1021\u102c\u1038 \u1019\u100a\u103a\u101e\u102d\u102f\u1037\u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u101b\u1019\u100a\u103a\u1000\u102d\u102f\u1015\u103c\u101e\u1011\u102c\u1038\u101e\u100a\u103a\u104b<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <span style=\"color: #000000;\"><strong><span style=\"color: #008080;\">#view first six rows of mtcars dataset<\/span>\nhead(mtcars)\n\n                   mpg cyl disp hp drat wt qsec vs am gear carb\nMazda RX4 21.0 6 160 110 3.90 2.620 16.46 0 1 4 4\nMazda RX4 Wag 21.0 6 160 110 3.90 2.875 17.02 0 1 4 4\nDatsun 710 22.8 4 108 93 3.85 2.320 18.61 1 1 4 1\nHornet 4 Drive 21.4 6 258 110 3.08 3.215 19.44 1 0 3 1\nHornet Sportabout 18.7 8 360 175 3.15 3.440 17.02 0 0 3 2\nValiant 18.1 6 225 105 2.76 3,460 20.22 1 0 3 1\n<\/strong><\/span><\/pre>\n<h2> <span style=\"color: #000000;\"><strong>\u1025\u1015\u1019\u102c 1- Variable \u1010\u1005\u103a\u1001\u102f\u1000\u102d\u102f \u1021\u1000\u103b\u1009\u103a\u1038\u1001\u103b\u102f\u1015\u103a\u101b\u1014\u103a Pipe Operator \u1000\u102d\u102f\u101e\u102f\u1036\u1038\u1015\u102b\u104b<\/strong><\/span><\/h2>\n<p> <span style=\"color: #000000;\">\u1021\u1031\u102c\u1000\u103a\u1016\u1031\u102c\u103a\u1015\u103c\u1015\u102b \u1000\u102f\u1012\u103a\u101e\u100a\u103a \u1015\u102d\u102f\u1000\u103a\u1021\u1031\u102c\u103a\u1015\u101b\u1031\u1010\u102c ( <strong>%&gt; %<\/strong> ) \u1000\u102d\u102f \u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u1014\u100a\u103a\u1038\u1000\u102d\u102f <strong>cyl<\/strong> variable \u1016\u103c\u1004\u1037\u103a \u1021\u102f\u1015\u103a\u1005\u102f\u1016\u103d\u1032\u1037\u1015\u103c\u102e\u1038 <strong>mpg<\/strong> variable \u104f \u1015\u103b\u1019\u103a\u1038\u1019\u103b\u103e\u1010\u1014\u103a\u1016\u102d\u102f\u1038\u1000\u102d\u102f \u1021\u1000\u103b\u1009\u103a\u1038\u1001\u103b\u102f\u1015\u103a\u1015\u103c\u101e\u100a\u103a-<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <span style=\"color: #000000;\"><strong><span style=\"color: #008000;\">library<\/span> (dplyr)\n\n<span style=\"color: #008080;\">#summarize mean mpg grouped by cyl<\/span>\nmtcars %&gt;% \n  group_by(cyl) %&gt;% \n  summarize(mean_mpg = mean(mpg))\n\n# A tibble: 3 x 2\n    cyl mean_mpg\n      \n1 4 26.7\n2 6 19.7\n3 8 15.1\n<\/strong><\/span><\/pre>\n<p> <span style=\"color: #000000;\">\u101b\u101c\u1012\u103a\u1019\u103e \u1000\u103b\u103d\u1014\u103a\u102f\u1015\u103a\u1010\u102d\u102f\u1037 \u1019\u103c\u1004\u103a\u1014\u102d\u102f\u1004\u103a\u101e\u100a\u103a-<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">4 cyl \u1010\u1014\u103a\u1016\u102d\u102f\u1038\u101b\u103e\u102d\u101e\u1031\u102c \u1000\u102c\u1038\u1019\u103b\u102c\u1038\u1021\u1010\u103d\u1000\u103a \u1015\u103b\u1019\u103a\u1038\u1019\u103b\u103e mpg \u1010\u1014\u103a\u1016\u102d\u102f\u1038\u101e\u100a\u103a <strong>26.7<\/strong> \u1016\u103c\u1005\u103a\u101e\u100a\u103a\u104b<\/span><\/li>\n<li> <span style=\"color: #000000;\">6 cyl \u1010\u1014\u103a\u1016\u102d\u102f\u1038\u101b\u103e\u102d\u101e\u1031\u102c \u1000\u102c\u1038\u1019\u103b\u102c\u1038\u1021\u1010\u103d\u1000\u103a \u1015\u103b\u1019\u103a\u1038\u1019\u103b\u103e mpg \u1010\u1014\u103a\u1016\u102d\u102f\u1038\u101e\u100a\u103a <strong>19.7<\/strong> \u1016\u103c\u1005\u103a\u101e\u100a\u103a\u104b<\/span><\/li>\n<li> <span style=\"color: #000000;\">8 cyl \u1010\u1014\u103a\u1016\u102d\u102f\u1038\u101b\u103e\u102d\u101e\u1031\u102c \u1000\u102c\u1038\u1019\u103b\u102c\u1038\u1021\u1010\u103d\u1000\u103a \u1015\u103b\u1019\u103a\u1038\u1019\u103b\u103e mpg \u1010\u1014\u103a\u1016\u102d\u102f\u1038\u101e\u100a\u103a <strong>15.1<\/strong> \u1016\u103c\u1005\u103a\u101e\u100a\u103a\u104b<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">\u1015\u102d\u102f\u1000\u103a\u1021\u1031\u102c\u103a\u1015\u101b\u1031\u1010\u102c\u101e\u100a\u103a \u1000\u102f\u1012\u103a\u1000\u102d\u102f \u1018\u102c\u101e\u102c\u1015\u103c\u1014\u103a\u101b\u102c\u1010\u103d\u1004\u103a \u1015\u102d\u102f\u1019\u102d\u102f\u101c\u103d\u101a\u103a\u1000\u1030\u1005\u1031\u1015\u102f\u1036\u1000\u102d\u102f \u101e\u1010\u102d\u1015\u103c\u102f\u1015\u102b\u104b<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u1021\u1001\u103c\u1031\u1001\u1036\u1021\u102c\u1038\u1016\u103c\u1004\u1037\u103a \u101e\u1030\u1015\u103c\u1031\u102c\u101e\u100a\u103a\u1019\u103e\u102c-<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><strong>mtcars<\/strong> data frame \u1000\u102d\u102f\u101a\u1030\u1015\u102b\u104b<\/span><\/li>\n<li> <span style=\"color: #000000;\">\u104e\u1004\u103a\u1038\u1000\u102d\u102f <strong>cyl<\/strong> variable \u1016\u103c\u1004\u1037\u103a \u1021\u102f\u1015\u103a\u1005\u102f\u1016\u103d\u1032\u1037\u1015\u102b\u104b<\/span><\/li>\n<li> <span style=\"color: #000000;\">\u1011\u102d\u102f\u1037\u1014\u1031\u102c\u1000\u103a <strong>mpg<\/strong> variable \u104f \u1015\u103b\u1019\u103a\u1038\u1019\u103b\u103e\u1010\u1014\u103a\u1016\u102d\u102f\u1038\u1000\u102d\u102f \u1021\u1000\u103b\u1009\u103a\u1038\u1001\u103b\u102f\u1015\u103a\u1015\u102b\u104b<\/span><\/li>\n<\/ul>\n<h2> <span style=\"color: #000000;\"><strong>\u1025\u1015\u1019\u102c 2- Pipe Operator \u1000\u102d\u102f \u1021\u102f\u1015\u103a\u1005\u102f\u1016\u103d\u1032\u1037\u1015\u103c\u102e\u1038 \u1021\u1019\u103b\u102d\u102f\u1038\u1019\u103b\u102d\u102f\u1038\u101e\u1031\u102c \u1000\u102d\u1014\u103a\u1038\u101b\u103e\u1004\u103a\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1021\u1000\u103b\u1009\u103a\u1038\u1001\u103b\u102f\u1036\u1037\u101b\u1014\u103a<\/strong><\/span><\/h2>\n<p> <span style=\"color: #000000;\">\u1021\u1031\u102c\u1000\u103a\u1016\u1031\u102c\u103a\u1015\u103c\u1015\u102b \u1000\u102f\u1012\u103a\u101e\u100a\u103a \u1015\u102d\u102f\u1000\u103a\u1021\u1031\u102c\u103a\u1015\u101b\u1031\u1010\u102c ( <strong>%&gt; %<\/strong> ) \u1000\u102d\u102f <strong>cyl<\/strong> \u1014\u103e\u1004\u1037\u103a <strong>am<\/strong> variable \u1019\u103b\u102c\u1038\u1016\u103c\u1004\u1037\u103a \u1021\u102f\u1015\u103a\u1005\u102f\u1016\u103d\u1032\u1037\u101b\u1014\u103a \u1019\u100a\u103a\u101e\u102d\u102f\u1037\u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u101b\u1019\u100a\u103a\u1000\u102d\u102f \u1015\u103c\u101e\u101e\u100a\u103a\u104a \u1011\u102d\u102f\u1037\u1014\u1031\u102c\u1000\u103a <strong>mpg<\/strong> variable \u104f \u1015\u103b\u1019\u103a\u1038\u1019\u103b\u103e\u1014\u103e\u1004\u1037\u103a <strong>hp<\/strong> variable \u104f \u1005\u1036\u101e\u103d\u1031\u1016\u100a\u103a\u1019\u103e\u102f\u1000\u102d\u102f \u1021\u1000\u103b\u1009\u103a\u1038\u1001\u103b\u102f\u1015\u103a\u1016\u1031\u102c\u103a\u1015\u103c\u1015\u102b-<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <span style=\"color: #000000;\"><strong><span style=\"color: #008000;\">library<\/span> (dplyr)\n\n<span style=\"color: #008080;\">#summarize mean mpg and standard dev of hp grouped by cyl and am<\/span>\nmtcars %&gt;% \n  group_by(cyl, am) %&gt;% \n  summarize(mean_mpg = mean(mpg),\n            sd_hp = sd(hp))\n\n# A tibble: 6 x 4\n# Groups: cyl[3]\n    cyl am mean_mpg sd_hp\n        \n1 4 0 22.9 19.7 \n2 4 1 28.1 22.7 \n3 6 0 19.1 9.18\n4 6 1 20.6 37.5 \n5 8 0 15.0 33.4 \n6 8 1 15.4 50.2 \n<\/strong><\/span><\/pre>\n<p> <span style=\"color: #000000;\">\u101b\u101c\u1012\u103a\u1019\u103e \u1000\u103b\u103d\u1014\u103a\u102f\u1015\u103a\u1010\u102d\u102f\u1037 \u1019\u103c\u1004\u103a\u1014\u102d\u102f\u1004\u103a\u101e\u100a\u103a-<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">Cyl \u1010\u1014\u103a\u1016\u102d\u102f\u1038 4 \u1014\u103e\u1004\u1037\u103a am \u1010\u1014\u103a\u1016\u102d\u102f\u1038 0 \u101b\u103e\u102d\u101e\u1031\u102c \u1000\u102c\u1038\u1019\u103b\u102c\u1038\u1021\u1010\u103d\u1000\u103a\u104a \u1015\u103b\u1019\u103a\u1038\u1019\u103b\u103e mpg \u1010\u1014\u103a\u1016\u102d\u102f\u1038\u101e\u100a\u103a <strong>22.9<\/strong> \u1016\u103c\u1005\u103a\u1015\u103c\u102e\u1038 hp \u1010\u1014\u103a\u1016\u102d\u102f\u1038\u104f \u1005\u1036\u101e\u103d\u1031\u1016\u100a\u103a\u1019\u103e\u102f\u101e\u100a\u103a <strong>19.7<\/strong> \u1016\u103c\u1005\u103a\u101e\u100a\u103a\u104b<\/span><\/li>\n<li> <span style=\"color: #000000;\">Cyl \u1010\u1014\u103a\u1016\u102d\u102f\u1038 4 \u1014\u103e\u1004\u1037\u103a am \u1010\u1014\u103a\u1016\u102d\u102f\u1038 1 \u101b\u103e\u102d\u101e\u1031\u102c \u1000\u102c\u1038\u1019\u103b\u102c\u1038\u1021\u1010\u103d\u1000\u103a\u104a \u1015\u103b\u1019\u103a\u1038\u1019\u103b\u103e mpg \u1010\u1014\u103a\u1016\u102d\u102f\u1038\u101e\u100a\u103a <b>28.1<\/b> \u1016\u103c\u1005\u103a\u1015\u103c\u102e\u1038 hp \u1010\u1014\u103a\u1016\u102d\u102f\u1038\u104f \u1005\u1036\u101e\u103d\u1031\u1016\u100a\u103a\u1019\u103e\u102f\u101e\u100a\u103a <strong>22.7<\/strong> \u1016\u103c\u1005\u103a\u101e\u100a\u103a\u104b<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">\u1014\u1031\u102c\u1000\u103a &#8230; \u1015\u103c\u102e\u1038\u1010\u1031\u102c\u1037\u104b<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u1010\u1016\u1014\u103a\u104a \u1015\u102d\u102f\u1000\u103a\u1021\u1031\u102c\u103a\u1015\u101b\u1031\u1010\u102c\u101e\u100a\u103a \u1000\u102f\u1012\u103a\u1000\u102d\u102f \u1018\u102c\u101e\u102c\u1015\u103c\u1014\u103a\u1006\u102d\u102f\u101b\u102c\u1010\u103d\u1004\u103a \u1015\u102d\u102f\u1019\u102d\u102f\u101c\u103d\u101a\u103a\u1000\u1030\u1005\u1031\u1015\u102f\u1036\u1000\u102d\u102f \u101e\u1010\u102d\u1015\u103c\u102f\u1015\u102b\u104b<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u1021\u1001\u103c\u1031\u1001\u1036\u1021\u102c\u1038\u1016\u103c\u1004\u1037\u103a \u101e\u1030\u1015\u103c\u1031\u102c\u101e\u100a\u103a\u1019\u103e\u102c-<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><strong>mtcars<\/strong> data frame \u1000\u102d\u102f\u101a\u1030\u1015\u102b\u104b<\/span><\/li>\n<li> <span style=\"color: #000000;\">\u104e\u1004\u103a\u1038\u1000\u102d\u102f variables <strong>cyl<\/strong> \u1014\u103e\u1004\u1037\u103a <strong>am<\/strong> \u1016\u103c\u1004\u1037\u103a \u1021\u102f\u1015\u103a\u1005\u102f\u1016\u103d\u1032\u1037\u1015\u102b\u104b<\/span><\/li>\n<li> <span style=\"color: #000000;\">\u1011\u102d\u102f\u1037\u1014\u1031\u102c\u1000\u103a <strong>mpg<\/strong> variable \u104f \u1015\u103b\u1019\u103a\u1038\u1019\u103b\u103e\u1010\u1014\u103a\u1016\u102d\u102f\u1038\u1014\u103e\u1004\u1037\u103a <strong>hp<\/strong> variable \u104f \u1005\u1036\u101e\u103d\u1031\u1016\u100a\u103a\u1019\u103e\u102f\u1000\u102d\u102f \u1021\u1000\u103b\u1009\u103a\u1038\u1001\u103b\u102f\u1036\u1037\u1015\u102b\u104b<\/span><\/li>\n<\/ul>\n<h2> <span style=\"color: #000000;\"><strong>\u1025\u1015\u1019\u102c 3- \u1015\u103c\u1031\u102c\u1004\u103a\u1038\u101c\u1032\u1019\u103e\u102f\u1021\u101e\u1005\u103a\u1019\u103b\u102c\u1038\u1016\u1014\u103a\u1010\u102e\u1038\u101b\u1014\u103a Pipe Operator \u1000\u102d\u102f\u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u1015\u102b\u104b<\/strong><\/span><\/h2>\n<p> <span style=\"color: #000000;\">\u1021\u1031\u102c\u1000\u103a\u1015\u102b\u1000\u102f\u1012\u103a\u101e\u100a\u103a mtcars \u1012\u1031\u1010\u102c\u1018\u1031\u102c\u1004\u103a\u101b\u103e\u102d \u1000\u102d\u1014\u103a\u1038\u101b\u103e\u1004\u103a\u1021\u101e\u1005\u103a\u1014\u103e\u1005\u103a\u1001\u102f\u1000\u102d\u102f \u1016\u1014\u103a\u1010\u102e\u1038\u101b\u1014\u103a\u1021\u1010\u103d\u1000\u103a <strong>dplyr<\/strong> \u1015\u1000\u103a\u1000\u1031\u1037\u1002\u103b\u103a\u101b\u103e\u102d <a href=\"https:\/\/statorials.org\/my\/r-\u1010\u103d\u1004\u103a-variable-\u1021\u101e\u1005\u103a\u1019\u103b\u102c\u1038\u1016\u1014\u103a\u1010\u102e\u1038\u101b\u1014\u103a-mutate-\u1000\u102d\u102f\u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u1014\u100a\u103a\u1038\/\" target=\"_blank\" rel=\"noopener\">mutate<\/a> \u101c\u102f\u1015\u103a\u1006\u1031\u102c\u1004\u103a\u1001\u103b\u1000\u103a\u1016\u103c\u1004\u1037\u103a \u1015\u102d\u102f\u1000\u103a\u1021\u1031\u102c\u103a\u1015\u101b\u1031\u1010\u102c ( <strong>%&gt; %<\/strong> ) \u1000\u102d\u102f \u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u1015\u102f\u1036\u1000\u102d\u102f \u1015\u103c\u101e\u101e\u100a\u103a-<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <span style=\"color: #000000;\"><strong><span style=\"color: #008000;\">library<\/span> (dplyr)\n\n<span style=\"color: #008080;\">#add two new variables in mtcars\n<span style=\"color: #000000;\">new_mtcars &lt;- mtcars %&gt;%\n                mutate(mpg2 = mpg*2,\n                       mpg_root = sqrt(mpg))<\/span>\n\n#view first six rows of new data frame\n<span style=\"color: #000000;\">head(new_mtcars)\n\n   mpg cyl disp hp drat wt qsec vs am gear carb mpg2 mpg_root\n1 21.0 6 160 110 3.90 2.620 16.46 0 1 4 4 42.0 4.582576\n2 21.0 6 160 110 3.90 2.875 17.02 0 1 4 4 42.0 4.582576\n3 22.8 4 108 93 3.85 2.320 18.61 1 1 4 1 45.6 4.774935\n4 21.4 6 258 110 3.08 3.215 19.44 1 0 3 1 42.8 4.626013\n5 18.7 8 360 175 3.15 3.440 17.02 0 0 3 2 37.4 4.324350\n6 18.1 6 225 105 2.76 3.460 20.22 1 0 3 1 36.2 4.254409<\/span><\/span><\/strong><\/span><\/pre>\n<p> <span style=\"color: #000000;\">\u101b\u101c\u1012\u103a\u1019\u103e \u1000\u103b\u103d\u1014\u103a\u102f\u1015\u103a\u1010\u102d\u102f\u1037 \u1019\u103c\u1004\u103a\u1014\u102d\u102f\u1004\u103a\u101e\u100a\u103a-<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><span style=\"color: #000000;\"><strong>mpg2<\/strong> \u1000\u1031\u102c\u103a\u101c\u1036\u1021\u101e\u1005\u103a\u1010\u103d\u1004\u103a 2 \u1016\u103c\u1004\u1037\u103a\u1019\u103c\u103e\u1031\u102c\u1000\u103a\u1011\u102c\u1038\u101e\u1031\u102c <strong>mpg<\/strong> \u1000\u1031\u102c\u103a\u101c\u1036\u1019\u103e \u1010\u1014\u103a\u1016\u102d\u102f\u1038\u1019\u103b\u102c\u1038\u1015\u102b\u101b\u103e\u102d\u101e\u100a\u103a\u104b<\/span><\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>mpg_root<\/strong> \u1000\u1031\u102c\u103a\u101c\u1036\u1021\u101e\u1005\u103a\u1010\u103d\u1004\u103a <strong>\u1005\u102d\u102f\u1004\u103a\u1038\u1005\u102d\u102f\u1004\u103a\u1038\u1001\u1019\u103a\u1038\u101c\u103e\u102d\u102f\u1004\u103a<\/strong> \u1000\u1031\u102c\u103a\u101c\u1036\u101b\u103e\u102d \u1010\u1014\u103a\u1016\u102d\u102f\u1038\u1019\u103b\u102c\u1038\u104f \u1014\u103e\u1005\u103a\u1011\u1015\u103a\u1000\u102d\u1014\u103a\u1038\u1015\u102b\u101b\u103e\u102d\u101e\u100a\u103a\u104b<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">\u1010\u1016\u1014\u103a\u104a \u1015\u102d\u102f\u1000\u103a\u1021\u1031\u102c\u103a\u1015\u101b\u1031\u1010\u102c\u101e\u100a\u103a \u1000\u102f\u1012\u103a\u1000\u102d\u102f \u1018\u102c\u101e\u102c\u1015\u103c\u1014\u103a\u1006\u102d\u102f\u101b\u102c\u1010\u103d\u1004\u103a \u1015\u102d\u102f\u1019\u102d\u102f\u101c\u103d\u101a\u103a\u1000\u1030\u1005\u1031\u1015\u102f\u1036\u1000\u102d\u102f \u101e\u1010\u102d\u1015\u103c\u102f\u1015\u102b\u104b<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u1021\u1001\u103c\u1031\u1001\u1036\u1021\u102c\u1038\u1016\u103c\u1004\u1037\u103a \u101e\u1030\u1015\u103c\u1031\u102c\u101e\u100a\u103a\u1019\u103e\u102c-<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><strong>mtcars<\/strong> data frame \u1000\u102d\u102f\u101a\u1030\u1015\u102b\u104b<\/span><\/li>\n<li> <span style=\"color: #000000;\"><span style=\"color: #000000;\"><strong>mpg2<\/strong> \u101f\u102f\u1001\u1031\u102b\u103a\u101e\u1031\u102c \u1000\u1031\u102c\u103a\u101c\u1036\u1021\u101e\u1005\u103a\u1014\u103e\u1004\u1037\u103a <strong>mpg_root<\/strong> \u101f\u102f\u1001\u1031\u102b\u103a\u101e\u1031\u102c \u1000\u1031\u102c\u103a\u101c\u1036\u1021\u101e\u1005\u103a\u1000\u102d\u102f \u1016\u1014\u103a\u1010\u102e\u1038\u1015\u102b\u104b<\/span><\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\"><strong>\u1006\u1000\u103a\u1005\u1015\u103a-<\/strong> <a href=\"https:\/\/statorials.org\/my\/r-dplyr-\u1000\u1030\u1038\u1015\u103c\u1031\u102c\u1004\u103a\u1038\u1001\u103c\u1004\u103a\u1038\u104b\/\" target=\"_blank\" rel=\"noopener\">dplyr \u1010\u103d\u1004\u103a transmute() \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\u100a\u103a\u1038<\/a><\/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\u101c\u102f\u1015\u103a\u1006\u1031\u102c\u1004\u103a\u1001\u103b\u1000\u103a\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u1014\u100a\u103a\u1038\u1000\u102d\u102f \u101b\u103e\u1004\u103a\u1038\u1015\u103c\u1011\u102c\u1038\u1015\u102b\u101e\u100a\u103a\u104b<\/span><\/p>\n<p> <a href=\"https:\/\/statorials.org\/my\/tilde-\u1019\u103e-r\/\" target=\"_blank\" rel=\"noopener\">R \u1010\u103d\u1004\u103a Tilde \u1021\u1031\u102c\u103a\u1015\u101b\u1031\u1010\u102c (~) \u1000\u102d\u102f\u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u1014\u100a\u103a\u1038<\/a><br \/> <a href=\"https:\/\/statorials.org\/my\/\u1012\u1031\u102b\u103a\u101c\u102c-\u101e\u1004\u103a\u1039\u1000\u1031\u1010-r\/\" target=\"_blank\" rel=\"noopener\">R \u1010\u103d\u1004\u103a\u1012\u1031\u102b\u103a\u101c\u102c\u1004\u103d\u1031\u101e\u1004\u103a\u1039\u1000\u1031\u1010\u1021\u1031\u102c\u103a\u1015\u101b\u1031\u1010\u102c ($) \u1000\u102d\u102f\u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u1014\u100a\u103a\u1038<\/a><br \/> <a href=\"https:\/\/statorials.org\/my\/r-\u1010\u103d\u1004\u103a\u1019\u101f\u102f\u1010\u103a\u1015\u102b\u104b\/\" target=\"_blank\" rel=\"noopener\">R \u1010\u103d\u1004\u103a &#8220; NOT IN&#8221;  \u1021\u1031\u102c\u103a\u1015\u101b\u1031\u1010\u102c\u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u1014\u100a\u103a\u1038<\/a><br \/> <a href=\"https:\/\/statorials.org\/my\/\u1021\u1031\u102c\u103a\u1015\u101b\u1031\u1010\u102c\u1010\u103d\u1004\u103a-r\/\" target=\"_blank\" rel=\"noopener\">R \u1010\u103d\u1004\u103a %in% \u1021\u1031\u102c\u103a\u1015\u101b\u1031\u1010\u102c\u1021\u102c\u1038 \u1019\u100a\u103a\u101e\u102d\u102f\u1037\u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u101b\u1019\u100a\u103a\u1014\u100a\u103a\u1038\u104b<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>R \u1010\u103d\u1004\u103a \u1015\u102d\u102f\u1000\u103a\u1021\u1031\u102c\u103a\u1015\u101b\u1031\u1010\u102c ( %&gt; % ) \u1000\u102d\u102f &#8220; pipe&#8221; \u1016\u103c\u1004\u1037\u103a \u101c\u100a\u103a\u1015\u1010\u103a\u101c\u102f\u1015\u103a\u1006\u1031\u102c\u1004\u103a\u1019\u103e\u102f \u1021\u1010\u103d\u1032\u101c\u102d\u102f\u1000\u103a\u1000\u102d\u102f \u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u1014\u102d\u102f\u1004\u103a\u101e\u100a\u103a\u104b \u1024\u1021\u1031\u102c\u103a\u1015\u101b\u1031\u1010\u102c\u101e\u100a\u103a \u1012\u1031\u1010\u102c\u1018\u1031\u102c\u1004\u103a\u1010\u1005\u103a\u1001\u102f\u1015\u1031\u102b\u103a\u101b\u103e\u102d \u101c\u102f\u1015\u103a\u1006\u1031\u102c\u1004\u103a\u1001\u103b\u1000\u103a\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1006\u1000\u103a\u1010\u102d\u102f\u1000\u103a\u101c\u102f\u1015\u103a\u1006\u1031\u102c\u1004\u103a\u101b\u1014\u103a R \u101b\u103e\u102d dplyr \u1015\u1000\u103a\u1000\u1031\u1037\u1002\u103b\u103a\u1016\u103c\u1004\u1037\u103a \u1021\u1019\u103b\u102c\u1038\u1006\u102f\u1036\u1038\u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u1015\u102b\u101e\u100a\u103a\u104b pipe operator \u104f \u1021\u1001\u103c\u1031\u1001\u1036 syntax \u1019\u103e\u102c- df %&gt;% do_this_operation %&gt;% then_do_this_operation %&gt;% then_do_this_operation &#8230; \u1015\u102d\u102f\u1000\u103a\u1021\u1031\u102c\u103a\u1015\u101b\u1031\u1010\u102c\u101e\u100a\u103a \u1001\u103d\u1032\u1005\u102d\u1010\u103a\u1019\u103e\u102f\u1010\u1005\u103a\u1001\u102f\u104f\u101b\u101c\u1012\u103a\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u104e\u1004\u103a\u1038\u1021\u1031\u102c\u1000\u103a\u101b\u103e\u102d\u1014\u1031\u102c\u1000\u103a\u1011\u1015\u103a\u101c\u102f\u1015\u103a\u1006\u1031\u102c\u1004\u103a\u1019\u103e\u102f\u1006\u102e\u101e\u102d\u102f\u1037 \u101b\u102d\u102f\u1038\u101b\u103e\u1004\u103a\u1038\u1005\u103d\u102c\u1016\u103c\u1010\u103a\u101e\u1014\u103a\u1038\u101e\u100a\u103a\u104b \u1015\u102d\u102f\u1000\u103a\u1021\u1031\u102c\u103a\u1015\u101b\u1031\u1010\u102c\u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u1001\u103c\u1004\u103a\u1038\u104f\u1021\u102c\u1038\u101e\u102c\u1001\u103b\u1000\u103a\u1019\u103e\u102c\u1000\u102f\u1012\u103a\u1000\u102d\u102f\u1016\u1010\u103a\u101b\u1014\u103a\u1021\u101c\u103d\u1014\u103a\u101c\u103d\u101a\u103a\u1000\u1030\u1005\u1031\u101e\u100a\u103a\u104b \u1021\u1031\u102c\u1000\u103a\u1015\u102b\u1025\u1015\u1019\u102c\u1019\u103b\u102c\u1038\u101e\u100a\u103a R \u1010\u103d\u1004\u103a\u1010\u100a\u103a\u1006\u1031\u102c\u1000\u103a\u1011\u102c\u1038\u101e\u1031\u102c mtcars \u1012\u1031\u1010\u102c\u1021\u1005\u102f\u1036\u1016\u103c\u1004\u1037\u103a \u1019\u1010\u1030\u100a\u102e\u101e\u1031\u102c\u1021\u1001\u103c\u1031\u1021\u1014\u1031\u1019\u103b\u102c\u1038\u1010\u103d\u1004\u103a \u1015\u102d\u102f\u1000\u103a\u1021\u1031\u102c\u103a\u1015\u101b\u1031\u1010\u102c\u1021\u102c\u1038 \u1019\u100a\u103a\u101e\u102d\u102f\u1037\u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u101b\u1019\u100a\u103a\u1000\u102d\u102f\u1015\u103c\u101e\u1011\u102c\u1038\u101e\u100a\u103a\u104b #view first six rows of [&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":"<!-- 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