{"id":512,"date":"2023-07-29T15:53:45","date_gmt":"2023-07-29T15:53:45","guid":{"rendered":"https:\/\/statorials.org\/ru\/%d0%ba%d0%b0%d0%ba-%d0%b8%d1%81%d0%bf%d0%be%d0%bb%d1%8c%d0%b7%d0%be%d0%b2%d0%b0%d1%82%d1%8c-mutate-%d0%b4%d0%bb%d1%8f-%d1%81%d0%be%d0%b7%d0%b4%d0%b0%d0%bd%d0%b8%d1%8f-%d0%bd%d0%be%d0%b2%d1%8b%d1%85\/"},"modified":"2023-07-29T15:53:45","modified_gmt":"2023-07-29T15:53:45","slug":"%d0%ba%d0%b0%d0%ba-%d0%b8%d1%81%d0%bf%d0%be%d0%bb%d1%8c%d0%b7%d0%be%d0%b2%d0%b0%d1%82%d1%8c-mutate-%d0%b4%d0%bb%d1%8f-%d1%81%d0%be%d0%b7%d0%b4%d0%b0%d0%bd%d0%b8%d1%8f-%d0%bd%d0%be%d0%b2%d1%8b%d1%85","status":"publish","type":"post","link":"https:\/\/statorials.org\/ru\/%d0%ba%d0%b0%d0%ba-%d0%b8%d1%81%d0%bf%d0%be%d0%bb%d1%8c%d0%b7%d0%be%d0%b2%d0%b0%d1%82%d1%8c-mutate-%d0%b4%d0%bb%d1%8f-%d1%81%d0%be%d0%b7%d0%b4%d0%b0%d0%bd%d0%b8%d1%8f-%d0%bd%d0%be%d0%b2%d1%8b%d1%85\/","title":{"rendered":"\u041a\u0430\u043a \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c mutate \u0434\u043b\u044f \u0441\u043e\u0437\u0434\u0430\u043d\u0438\u044f \u043d\u043e\u0432\u044b\u0445 \u043f\u0435\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u0445 \u0432 r"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">\u0412 \u044d\u0442\u043e\u043c \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0441\u0442\u0432\u0435 \u043e\u0431\u044a\u044f\u0441\u043d\u044f\u0435\u0442\u0441\u044f, \u043a\u0430\u043a \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u0444\u0443\u043d\u043a\u0446\u0438\u044e <strong>mutate()<\/strong> \u0432 R \u0434\u043b\u044f \u0434\u043e\u0431\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u043d\u043e\u0432\u044b\u0445 \u043f\u0435\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u0445 \u0432\u043e \u0444\u0440\u0435\u0439\u043c \u0434\u0430\u043d\u043d\u044b\u0445.<\/span><\/p>\n<h2> <span style=\"color: #000000;\"><strong>\u0414\u043e\u0431\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u043d\u043e\u0432\u044b\u0445 \u043f\u0435\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u0445 \u0432 R<\/strong><\/span><\/h2>\n<p> <span style=\"color: #000000;\">\u0421\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0435 \u0444\u0443\u043d\u043a\u0446\u0438\u0438 \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0438 <strong>dplyr<\/strong> \u043c\u043e\u0436\u043d\u043e \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u0434\u043b\u044f \u0434\u043e\u0431\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u043d\u043e\u0432\u044b\u0445 \u043f\u0435\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u0445 \u0432\u043e \u0444\u0440\u0435\u0439\u043c \u0434\u0430\u043d\u043d\u044b\u0445:<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>mutate()<\/strong> \u2013 \u0434\u043e\u0431\u0430\u0432\u043b\u044f\u0435\u0442 \u043d\u043e\u0432\u044b\u0435 \u043f\u0435\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u0435 \u0432\u043e \u0444\u0440\u0435\u0439\u043c \u0434\u0430\u043d\u043d\u044b\u0445, \u0441\u043e\u0445\u0440\u0430\u043d\u044f\u044f \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0435 \u043f\u0435\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u0435.<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>transmute()<\/strong> \u2013 \u0434\u043e\u0431\u0430\u0432\u043b\u044f\u0435\u0442 \u043d\u043e\u0432\u044b\u0435 \u043f\u0435\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u0435 \u0432\u043e \u0444\u0440\u0435\u0439\u043c \u0434\u0430\u043d\u043d\u044b\u0445 \u0438 \u0443\u0434\u0430\u043b\u044f\u0435\u0442 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0435 \u043f\u0435\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u0435.<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>mutate_all()<\/strong> \u2013 \u0438\u0437\u043c\u0435\u043d\u044f\u0435\u0442 \u0432\u0441\u0435 \u043f\u0435\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u0435 \u0432\u043e \u0444\u0440\u0435\u0439\u043c\u0435 \u0434\u0430\u043d\u043d\u044b\u0445 \u043e\u0434\u043d\u043e\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u043e<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>mutate_at()<\/strong> \u2013 \u0438\u0437\u043c\u0435\u043d\u044f\u0435\u0442 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u043d\u044b\u0435 \u043f\u0435\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u0435 \u043f\u043e \u0438\u043c\u0435\u043d\u0438<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>mutate_if()<\/strong> \u2013 \u0438\u0437\u043c\u0435\u043d\u044f\u0435\u0442 \u0432\u0441\u0435 \u043f\u0435\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u0435, \u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0435 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u043d\u043e\u043c\u0443 \u0443\u0441\u043b\u043e\u0432\u0438\u044e<\/span><\/p>\n<h2> <span style=\"color: #000000;\"><strong>\u043c\u0443\u0442\u0438\u0440\u043e\u0432\u0430\u0442\u044c()<\/strong><\/span><\/h2>\n<p> <span style=\"color: #000000;\">\u0424\u0443\u043d\u043a\u0446\u0438\u044f <strong>mutate()<\/strong> \u0434\u043e\u0431\u0430\u0432\u043b\u044f\u0435\u0442 \u043d\u043e\u0432\u044b\u0435 \u043f\u0435\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u0435 \u0432\u043e \u0444\u0440\u0435\u0439\u043c \u0434\u0430\u043d\u043d\u044b\u0445, \u0441\u043e\u0445\u0440\u0430\u043d\u044f\u044f \u043f\u0440\u0438 \u044d\u0442\u043e\u043c \u0432\u0441\u0435 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0435 \u043f\u0435\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u0435.<\/span> <span style=\"color: #000000;\">\u041e\u0441\u043d\u043e\u0432\u043d\u043e\u0439 \u0441\u0438\u043d\u0442\u0430\u043a\u0441\u0438\u0441 mutate():<\/span><\/p>\n<pre style=\"background-color: #e5e5e5; font-size: 15px;\"> <strong>data &lt;- <span style=\"color: #800080;\">mutate<\/span> (new_variable = existing_variable\/3)<\/strong><\/pre>\n<ul>\n<li> <span style=\"color: #000000;\"><strong>\u0434\u0430\u043d\u043d\u044b\u0435:<\/strong> \u043d\u043e\u0432\u044b\u0439 \u0431\u043b\u043e\u043a \u0434\u0430\u043d\u043d\u044b\u0445, \u043a\u043e\u0442\u043e\u0440\u043e\u043c\u0443 \u043c\u043e\u0436\u043d\u043e \u043d\u0430\u0437\u043d\u0430\u0447\u0438\u0442\u044c \u043d\u043e\u0432\u044b\u0435 \u043f\u0435\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u0435.<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>new_variable:<\/strong> \u0438\u043c\u044f \u043d\u043e\u0432\u043e\u0439 \u043f\u0435\u0440\u0435\u043c\u0435\u043d\u043d\u043e\u0439<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>\u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0430\u044f_\u043f\u0435\u0440\u0435\u043c\u0435\u043d\u043d\u0430\u044f:<\/strong> \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0430\u044f \u043f\u0435\u0440\u0435\u043c\u0435\u043d\u043d\u0430\u044f \u0432 \u0444\u0440\u0435\u0439\u043c\u0435 \u0434\u0430\u043d\u043d\u044b\u0445, \u043d\u0430\u0434 \u043a\u043e\u0442\u043e\u0440\u043e\u0439 \u0432\u044b \u0445\u043e\u0442\u0438\u0442\u0435 \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u0442\u044c \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044e \u0434\u043b\u044f \u0441\u043e\u0437\u0434\u0430\u043d\u0438\u044f \u043d\u043e\u0432\u043e\u0439 \u043f\u0435\u0440\u0435\u043c\u0435\u043d\u043d\u043e\u0439.<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">\u041d\u0430\u043f\u0440\u0438\u043c\u0435\u0440, \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0439 \u043a\u043e\u0434 \u0434\u0435\u043c\u043e\u043d\u0441\u0442\u0440\u0438\u0440\u0443\u0435\u0442, \u043a\u0430\u043a \u0434\u043e\u0431\u0430\u0432\u0438\u0442\u044c \u043d\u043e\u0432\u0443\u044e \u043f\u0435\u0440\u0435\u043c\u0435\u043d\u043d\u0443\u044e <em>root_sepal_width<\/em> \u0432\u043e \u0432\u0441\u0442\u0440\u043e\u0435\u043d\u043d\u044b\u0439 \u043d\u0430\u0431\u043e\u0440 \u0434\u0430\u043d\u043d\u044b\u0445 <em>\u0440\u0430\u0434\u0443\u0436\u043d\u043e\u0439<\/em> \u043e\u0431\u043e\u043b\u043e\u0447\u043a\u0438:<\/span><\/p>\n<pre style=\"background-color: #e5e5e5; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#define data frame as the first six lines of the <em>iris<\/em> dataset<\/span>\ndata &lt;- head(iris)\n\n<span style=\"color: #008080;\">#view data<\/span>\ndata\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\n<span style=\"color: #008080;\">#load <em>dplyr<\/em> library<\/span>\n<span style=\"color: #000000;\">library(dplyr)<\/span>\n\n<span style=\"color: #008080;\">#define new column <em>root_sepal_width<\/em> as the square root of the <em>Sepal.Width<\/em> variable<\/span>\ndata %&gt;% <span style=\"color: #800080;\">mutate<\/span> (root_sepal_width = sqrt(Sepal.Width))\n\n# Sepal.Length Sepal.Width Petal.Length Petal.Width Species root_sepal_width\n#1 5.1 3.5 1.4 0.2 setosa 1.870829\n#2 4.9 3.0 1.4 0.2 setosa 1.732051\n#3 4.7 3.2 1.3 0.2 setosa 1.788854\n#4 4.6 3.1 1.5 0.2 setosa 1.760682\n#5 5.0 3.6 1.4 0.2 setosa 1.897367\n#6 5.4 3.9 1.7 0.4 setosa 1.974842\n<\/strong><\/pre>\n<h2> <span style=\"color: #000000;\"><strong>\u0442\u0440\u0430\u043d\u0441\u043c\u0443\u0442\u0438\u0440\u043e\u0432\u0430\u0442\u044c()<\/strong><\/span><\/h2>\n<p> <span style=\"color: #000000;\">\u0424\u0443\u043d\u043a\u0446\u0438\u044f <strong>transmute()<\/strong> \u0434\u043e\u0431\u0430\u0432\u043b\u044f\u0435\u0442 \u043d\u043e\u0432\u044b\u0435 \u043f\u0435\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u0435 \u0432\u043e \u0444\u0440\u0435\u0439\u043c \u0434\u0430\u043d\u043d\u044b\u0445 \u0438 \u0443\u0434\u0430\u043b\u044f\u0435\u0442 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0435 \u043f\u0435\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u0435. \u0421\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0439 \u043a\u043e\u0434 \u0434\u0435\u043c\u043e\u043d\u0441\u0442\u0440\u0438\u0440\u0443\u0435\u0442, \u043a\u0430\u043a \u0434\u043e\u0431\u0430\u0432\u0438\u0442\u044c \u0434\u0432\u0435 \u043d\u043e\u0432\u044b\u0435 \u043f\u0435\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u0435 \u0432 \u043d\u0430\u0431\u043e\u0440 \u0434\u0430\u043d\u043d\u044b\u0445 \u0438 \u0443\u0434\u0430\u043b\u0438\u0442\u044c \u0432\u0441\u0435 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0435 \u043f\u0435\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u0435:<\/span><\/p>\n<pre style=\"background-color: #e5e5e5; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#define data frame as the first six lines of the <em>iris<\/em> dataset\n<\/span>data &lt;- head(iris)\n\n<span style=\"color: #008080;\">#viewdata\n<\/span>data\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\n<span style=\"color: #008080;\">#define two new variables and remove all existing variables\n<\/span>data %&gt;% <span style=\"color: #800080;\">transmute<\/span> (root_sepal_width = sqrt(Sepal.Width),\n                   root_petal_width = sqrt(Petal.Width))\n\n# root_sepal_width root_petal_width\n#1 1.870829 0.4472136\n#2 1.732051 0.4472136\n#3 1.788854 0.4472136\n#4 1.760682 0.4472136\n#5 1.897367 0.4472136\n#6 1.974842 0.6324555\n<\/strong><\/pre>\n<h2> <span style=\"color: #000000;\"><strong>mutate_all()<\/strong><\/span><\/h2>\n<p> <span style=\"color: #000000;\">\u0424\u0443\u043d\u043a\u0446\u0438\u044f <strong>mutate_all()<\/strong> \u0438\u0437\u043c\u0435\u043d\u044f\u0435\u0442 \u0432\u0441\u0435 \u043f\u0435\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u0435 \u0432\u043e \u0444\u0440\u0435\u0439\u043c\u0435 \u0434\u0430\u043d\u043d\u044b\u0445 \u043e\u0434\u043d\u043e\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u043e, \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u044f \u0432\u0430\u043c \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0442\u044c \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u043d\u0443\u044e \u0444\u0443\u043d\u043a\u0446\u0438\u044e \u0441\u043e \u0432\u0441\u0435\u043c\u0438 \u043f\u0435\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u043c\u0438 \u0441 \u043f\u043e\u043c\u043e\u0449\u044c\u044e \u0444\u0443\u043d\u043a\u0446\u0438\u0438 <strong>funs()<\/strong> . \u0421\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0439 \u043a\u043e\u0434 \u0434\u0435\u043c\u043e\u043d\u0441\u0442\u0440\u0438\u0440\u0443\u0435\u0442, \u043a\u0430\u043a \u0440\u0430\u0437\u0434\u0435\u043b\u0438\u0442\u044c \u0432\u0441\u0435 \u0441\u0442\u043e\u043b\u0431\u0446\u044b \u0432\u043e \u0444\u0440\u0435\u0439\u043c\u0435 \u0434\u0430\u043d\u043d\u044b\u0445 \u043d\u0430 10 \u0441 \u043f\u043e\u043c\u043e\u0449\u044c\u044e <strong>mutate_all()<\/strong> :<\/span><\/p>\n<pre style=\"background-color: #e5e5e5; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#define new data frame as the first six rows of <em>iris<\/em> without the <em>Species<\/em> variable<\/span>\ndata2 &lt;- head(iris) %&gt;% select(-Species)\n\n<span style=\"color: #008080;\">#view the new data frame<\/span>\ndata2\n\n# Sepal.Length Sepal.Width Petal.Length Petal.Width\n#1 5.1 3.5 1.4 0.2\n#2 4.9 3.0 1.4 0.2\n#3 4.7 3.2 1.3 0.2\n#4 4.6 3.1 1.5 0.2\n#5 5.0 3.6 1.4 0.2\n#6 5.4 3.9 1.7 0.4\n\n<span style=\"color: #008080;\">#divide all variables in the data frame by 10\n<\/span>data2 %&gt;% <span style=\"color: #800080;\">mutate_all<\/span> (funs(.\/10))\n\n# Sepal.Length Sepal.Width Petal.Length Petal.Width\n#1 0.51 0.35 0.14 0.02\n#2 0.49 0.30 0.14 0.02\n#3 0.47 0.32 0.13 0.02\n#4 0.46 0.31 0.15 0.02\n#5 0.50 0.36 0.14 0.02\n#6 0.54 0.39 0.17 0.04\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">\u041e\u0431\u0440\u0430\u0442\u0438\u0442\u0435 \u0432\u043d\u0438\u043c\u0430\u043d\u0438\u0435, \u0447\u0442\u043e \u0432 \u0444\u0440\u0435\u0439\u043c \u0434\u0430\u043d\u043d\u044b\u0445 \u043c\u043e\u0436\u043d\u043e \u0434\u043e\u0431\u0430\u0432\u0438\u0442\u044c \u0434\u043e\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u043f\u0435\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u0435, \u0443\u043a\u0430\u0437\u0430\u0432 \u043d\u043e\u0432\u043e\u0435 \u0438\u043c\u044f, \u043a\u043e\u0442\u043e\u0440\u043e\u0435 \u0431\u0443\u0434\u0435\u0442 \u0434\u043e\u0431\u0430\u0432\u043b\u0435\u043d\u043e \u043a \u0441\u0442\u0430\u0440\u043e\u043c\u0443 \u0438\u043c\u0435\u043d\u0438 \u043f\u0435\u0440\u0435\u043c\u0435\u043d\u043d\u043e\u0439:<\/span><\/p>\n<pre style=\"background-color: #e5e5e5; font-size: 15px;\"> <strong>data2 %&gt;% <span style=\"color: #800080;\">mutate_all<\/span> (funs(mod = .\/10))\n\n# Sepal.Length Sepal.Width Petal.Length Petal.Width Sepal.Length_mod\n#1 5.1 3.5 1.4 0.2 0.51\n#2 4.9 3.0 1.4 0.2 0.49\n#3 4.7 3.2 1.3 0.2 0.47\n#4 4.6 3.1 1.5 0.2 0.46\n#5 5.0 3.6 1.4 0.2 0.50\n#6 5.4 3.9 1.7 0.4 0.54\n# Sepal.Width_mod Petal.Length_mod Petal.Width_mod\n#1 0.35 0.14 0.02\n#2 0.30 0.14 0.02\n#3 0.32 0.13 0.02\n#4 0.31 0.15 0.02\n#5 0.36 0.14 0.02\n#6 0.39 0.17 0.04\n<\/strong><\/pre>\n<h2> <span style=\"color: #000000;\"><strong>mutate_at()<\/strong><\/span><\/h2>\n<p> <span style=\"color: #000000;\">\u0424\u0443\u043d\u043a\u0446\u0438\u044f <strong>mutate_at()<\/strong> \u0438\u0437\u043c\u0435\u043d\u044f\u0435\u0442 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u043d\u044b\u0435 \u043f\u0435\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u0435 \u043f\u043e \u0438\u043c\u0435\u043d\u0438. \u0421\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0439 \u043a\u043e\u0434 \u0434\u0435\u043c\u043e\u043d\u0441\u0442\u0440\u0438\u0440\u0443\u0435\u0442, \u043a\u0430\u043a \u0440\u0430\u0437\u0434\u0435\u043b\u0438\u0442\u044c \u0434\u0432\u0435 \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u044b\u0435 \u043f\u0435\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u0435 \u043d\u0430 10 \u0441 \u043f\u043e\u043c\u043e\u0449\u044c\u044e <strong>mutate_at()<\/strong> :<\/span><\/p>\n<pre style=\"background-color: #e5e5e5; font-size: 15px;\"> <strong>data2 %&gt;% <span style=\"color: #800080;\">mutate_at<\/span> (c(\"Sepal.Length\", \"Sepal.Width\"), funs(mod = .\/10))\n\n# Sepal.Length Sepal.Width Petal.Length Petal.Width Sepal.Length_mod\n#1 5.1 3.5 1.4 0.2 0.51\n#2 4.9 3.0 1.4 0.2 0.49\n#3 4.7 3.2 1.3 0.2 0.47\n#4 4.6 3.1 1.5 0.2 0.46\n#5 5.0 3.6 1.4 0.2 0.50\n#6 5.4 3.9 1.7 0.4 0.54\n# Sepal.Width_mod\n#1 0.35\n#2 0.30\n#3 0.32\n#4 0.31\n#5 0.36\n#6 0.39<\/strong><\/pre>\n<h2> <span style=\"color: #000000;\"><strong>mutate_if()<\/strong><\/span><\/h2>\n<p> <span style=\"color: #000000;\">\u0424\u0443\u043d\u043a\u0446\u0438\u044f <strong>mutate_if()<\/strong> \u0438\u0437\u043c\u0435\u043d\u044f\u0435\u0442 \u0432\u0441\u0435 \u043f\u0435\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u0435, \u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0435 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u043d\u043e\u043c\u0443 \u0443\u0441\u043b\u043e\u0432\u0438\u044e. \u0421\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0439 \u043a\u043e\u0434 \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442, \u043a\u0430\u043a \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u0444\u0443\u043d\u043a\u0446\u0438\u044e <strong>mutate_if()<\/strong> \u0434\u043b\u044f \u043f\u0440\u0435\u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u043d\u0438\u044f \u043b\u044e\u0431\u043e\u0439 \u043f\u0435\u0440\u0435\u043c\u0435\u043d\u043d\u043e\u0439 \u0442\u0438\u043f\u0430 <em>Factor<\/em> \u0432 \u0442\u0438\u043f <em>\u0441\u0438\u043c\u0432\u043e\u043b\u0430<\/em> :<\/span><\/p>\n<pre style=\"background-color: #e5e5e5; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#find variable type of each variable in a data frame<\/span>\ndata &lt;- head(iris)\nsapply(data, class)\n\n#Sepal.Length Sepal.Width Petal.Length Petal.Width Species \n# \"numeric\" \"numeric\" \"numeric\" \"numeric\" \"factor\" \n\n<span style=\"color: #008080;\">#convert any variable of type <em>factor<\/em> to type <em>character<\/em><\/span>\nnew_data &lt;- data %&gt;% mutate_if(is.factor, as.character)\nsapply(new_data, class)\n\n#Sepal.Length Sepal.Width Petal.Length Petal.Width Species \n# \"numeric\" \"numeric\" \"numeric\" \"numeric\" \"character\"<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">\u0421\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0439 \u043a\u043e\u0434 \u0434\u0435\u043c\u043e\u043d\u0441\u0442\u0440\u0438\u0440\u0443\u0435\u0442, \u043a\u0430\u043a \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u0444\u0443\u043d\u043a\u0446\u0438\u044e <strong>mutate_if()<\/strong> \u0434\u043b\u044f \u043e\u043a\u0440\u0443\u0433\u043b\u0435\u043d\u0438\u044f \u0432\u0441\u0435\u0445 <em>\u0447\u0438\u0441\u043b\u043e\u0432\u044b\u0445<\/em> \u043f\u0435\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u0445 \u0434\u043e \u043e\u0434\u043d\u043e\u0433\u043e \u0434\u0435\u0441\u044f\u0442\u0438\u0447\u043d\u043e\u0433\u043e \u0437\u043d\u0430\u043a\u0430:<\/span><\/p>\n<pre style=\"background-color: #e5e5e5; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#define data as first six rows of <em>iris<\/em> dataset<\/span>\ndata &lt;- head(iris)\n\n<span style=\"color: #008080;\">#view data<\/span>\ndata\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\n<span style=\"color: #008080;\">#round any variables of type <em>numeric<\/em> to one decimal place<\/span>\ndata %&gt;% mutate_if(is.numeric, round, digits = 0)\n\n# Sepal.Length Sepal.Width Petal.Length Petal.Width Species\n#1 5 4 1 0 setosa\n#2 5 3 1 0 setosa\n#3 5 3 1 0 setosa\n#4 5 3 2 0 setosa\n#5 5 4 1 0 setosa\n#6 5 4 2 0 setosa\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\"><strong>\u0414\u0430\u043b\u044c\u043d\u0435\u0439\u0448\u0435\u0435 \u0447\u0442\u0435\u043d\u0438\u0435:<br \/> <a href=\"https:\/\/statorials.org\/ru\/\u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0441\u0442\u0432\u043e-\u043f\u043e-\u043d\u0430\u043d\u0435\u0441\u0435\u043d\u0438\u044e-lapply-sapply-\u0438-tapply-\u0432-\u0433\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u0420\u0443\u043a\u043e\u0432\u043e\u0434\u0441\u0442\u0432\u043e \u043f\u043e \u043f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u0438\u044e(), lapply(), sapply() \u0438 Tapply() \u0432 R<\/a><br \/> <a href=\"https:\/\/statorials.org\/ru\/\u043e\u0440\u0433\u0430\u043d\u0438\u0437\u043e\u0432\u0430\u0442\u044c-\u043b\u0438\u043d\u0438\u0438-r\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u041a\u0430\u043a \u0440\u0430\u0441\u043f\u043e\u043b\u043e\u0436\u0438\u0442\u044c \u043b\u0438\u043d\u0438\u0438 \u0432 R<\/a><br \/> <a href=\"https:\/\/statorials.org\/ru\/\u0444\u0438\u043b\u044c\u0442\u0440\u043e\u0432\u0430\u0442\u044c-\u0441\u0442\u0440\u043e\u043a\u0438-r\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u041a\u0430\u043a \u0444\u0438\u043b\u044c\u0442\u0440\u043e\u0432\u0430\u0442\u044c \u0441\u0442\u0440\u043e\u043a\u0438 \u0432 R<\/a><br \/><\/strong><\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u0412 \u044d\u0442\u043e\u043c \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0441\u0442\u0432\u0435 \u043e\u0431\u044a\u044f\u0441\u043d\u044f\u0435\u0442\u0441\u044f, \u043a\u0430\u043a \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u0444\u0443\u043d\u043a\u0446\u0438\u044e mutate() \u0432 R \u0434\u043b\u044f \u0434\u043e\u0431\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u043d\u043e\u0432\u044b\u0445 \u043f\u0435\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u0445 \u0432\u043e \u0444\u0440\u0435\u0439\u043c \u0434\u0430\u043d\u043d\u044b\u0445. \u0414\u043e\u0431\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u043d\u043e\u0432\u044b\u0445 \u043f\u0435\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u0445 \u0432 R \u0421\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0435 \u0444\u0443\u043d\u043a\u0446\u0438\u0438 \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0438 dplyr \u043c\u043e\u0436\u043d\u043e \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u0434\u043b\u044f \u0434\u043e\u0431\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u043d\u043e\u0432\u044b\u0445 \u043f\u0435\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u0445 \u0432\u043e \u0444\u0440\u0435\u0439\u043c \u0434\u0430\u043d\u043d\u044b\u0445: mutate() \u2013 \u0434\u043e\u0431\u0430\u0432\u043b\u044f\u0435\u0442 \u043d\u043e\u0432\u044b\u0435 \u043f\u0435\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u0435 \u0432\u043e \u0444\u0440\u0435\u0439\u043c \u0434\u0430\u043d\u043d\u044b\u0445, \u0441\u043e\u0445\u0440\u0430\u043d\u044f\u044f \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0435 \u043f\u0435\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u0435. transmute() \u2013 \u0434\u043e\u0431\u0430\u0432\u043b\u044f\u0435\u0442 \u043d\u043e\u0432\u044b\u0435 \u043f\u0435\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u0435 \u0432\u043e \u0444\u0440\u0435\u0439\u043c \u0434\u0430\u043d\u043d\u044b\u0445 \u0438 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[11],"tags":[],"class_list":["post-512","post","type-post","status-publish","format-standard","hentry","category-11"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v21.5 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u041a\u0430\u043a \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c Mutate \u0434\u043b\u044f \u0441\u043e\u0437\u0434\u0430\u043d\u0438\u044f \u043d\u043e\u0432\u044b\u0445 \u043f\u0435\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u0445 \u0432 R \u2014 \u0421\u0442\u0430\u0442\u043e\u0440\u0438\u0430\u043b\u044b<\/title>\n<meta name=\"description\" content=\"\u0412 \u044d\u0442\u043e\u043c \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0441\u0442\u0432\u0435 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