{"id":466,"date":"2023-07-29T19:40:31","date_gmt":"2023-07-29T19:40:31","guid":{"rendered":"https:\/\/statorials.org\/ar\/%d8%af%d9%84%d9%8a%d9%84-%d9%84%d8%aa%d8%b7%d8%a8%d9%8a%d9%82-lapply-sapply-%d9%88tapply-%d9%81%d9%8a-r\/"},"modified":"2023-07-29T19:40:31","modified_gmt":"2023-07-29T19:40:31","slug":"%d8%af%d9%84%d9%8a%d9%84-%d9%84%d8%aa%d8%b7%d8%a8%d9%8a%d9%82-lapply-sapply-%d9%88tapply-%d9%81%d9%8a-r","status":"publish","type":"post","link":"https:\/\/statorials.org\/ar\/%d8%af%d9%84%d9%8a%d9%84-%d9%84%d8%aa%d8%b7%d8%a8%d9%8a%d9%82-lapply-sapply-%d9%88tapply-%d9%81%d9%8a-r\/","title":{"rendered":"\u062f\u0644\u064a\u0644 \u0644\u062a\u0637\u0628\u064a\u0642 () \u0648lapply () \u0648sapply () \u0648tapply () \u0641\u064a r"},"content":{"rendered":"<p><\/p>\n<hr>\n<p style=\";text-align:right;direction:rtl\"><span style=\"color: #000000;\">\u064a\u0634\u0631\u062d \u0647\u0630\u0627 \u0627\u0644\u0628\u0631\u0646\u0627\u0645\u062c \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u064a \u0627\u0644\u0627\u062e\u062a\u0644\u0627\u0641\u0627\u062a \u0628\u064a\u0646 \u0648\u0638\u0627\u0626\u0641 R \u0627\u0644\u0645\u0636\u0645\u0646\u0629 <strong>application()<\/strong> \u0648 <strong>sapply()<\/strong> \u0648 <strong>lapply()<\/strong> \u0648 <strong>Tapply()<\/strong> \u0628\u0627\u0644\u0625\u0636\u0627\u0641\u0629 \u0625\u0644\u0649 \u0623\u0645\u062b\u0644\u0629 \u0639\u0646 \u0645\u062a\u0649 \u0648\u0643\u064a\u0641 \u064a\u062a\u0645 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0643\u0644 \u0648\u0638\u064a\u0641\u0629.<\/span><\/p>\n<h2 style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\"><strong>\u064a\u062a\u0642\u062f\u0645()<\/strong><\/span><\/h2>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u0627\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u062f\u0627\u0644\u0629 <strong>Apply()<\/strong> \u0639\u0646\u062f\u0645\u0627 \u062a\u0631\u064a\u062f \u062a\u0637\u0628\u064a\u0642 \u062f\u0627\u0644\u0629 \u0639\u0644\u0649 \u0635\u0641\u0648\u0641 \u0623\u0648 \u0623\u0639\u0645\u062f\u0629 \u0627\u0644\u0645\u0635\u0641\u0648\u0641\u0629 \u0623\u0648 \u0625\u0637\u0627\u0631 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/span><\/p>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u0628\u0646\u0627\u0621 \u0627\u0644\u062c\u0645\u0644\u0629 \u0627\u0644\u0623\u0633\u0627\u0633\u064a \u0644\u0644\u0648\u0638\u064a\u0641\u0629 application() \u0647\u0648:<\/span><\/p>\n<p style=\"text-align: center;;text-align:right;direction:rtl\"> <span style=\"color: #000000;\"><strong>\u062a\u0637\u0628\u064a\u0642 (X\u060c \u0627\u0644\u0647\u0627\u0645\u0634\u060c \u0627\u0644\u0645\u0631\u062d)<\/strong><\/span><\/p>\n<ul style=\";text-align:right;direction:rtl\">\n<li style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">X \u0647\u0648 \u0627\u0633\u0645 \u0627\u0644\u0645\u0635\u0641\u0648\u0641\u0629 \u0623\u0648 \u0643\u062a\u0644\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/span><\/li>\n<li style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u064a\u0634\u064a\u0631 \u0627\u0644\u0647\u0627\u0645\u0634 \u0625\u0644\u0649 \u0627\u0644\u0628\u0639\u062f \u0627\u0644\u0645\u0637\u0644\u0648\u0628 \u062a\u0646\u0641\u064a\u0630 \u0627\u0644\u0639\u0645\u0644\u064a\u0629 (1 = \u0627\u0644\u0635\u0641\u060c 2 = \u0627\u0644\u0639\u0645\u0648\u062f)<\/span><\/li>\n<li style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">FUN \u0647\u064a \u0627\u0644\u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u0645\u062d\u062f\u062f\u0629 \u0627\u0644\u062a\u064a \u062a\u0631\u064a\u062f \u062a\u0646\u0641\u064a\u0630\u0647\u0627 (\u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644 \u0627\u0644\u062d\u062f \u0627\u0644\u0623\u062f\u0646\u0649 \u0648\u0627\u0644\u062d\u062f \u0627\u0644\u0623\u0642\u0635\u0649 \u0648\u0627\u0644\u0645\u062c\u0645\u0648\u0639 \u0648\u0627\u0644\u0645\u062a\u0648\u0633\u0637 \u0648\u0645\u0627 \u0625\u0644\u0649 \u0630\u0644\u0643)<\/span><\/li>\n<\/ul>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u064a\u0648\u0636\u062d \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u0629 \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629 \u0627\u0644\u062a\u0627\u0644\u064a\u0629 \u0639\u062f\u0629 \u0623\u0645\u062b\u0644\u0629 <strong>\u0644\u062a\u0637\u0628\u064a\u0642()<\/strong> \u0641\u064a \u0627\u0644\u0639\u0645\u0644.<\/span><\/p>\n<pre style=\"background-color: #e5e5e5; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#create a data frame with three columns and five rows<\/span>\ndata &lt;- data.frame(a = c(1, 3, 7, 12, 9),\n                   b = c(4, 4, 6, 7, 8),\n                   c = c(14, 15, 11, 10, 6))\ndata\n\n#abc\n#1 1 4 14\n#2 3 4 15\n#3 7 6 11\n#4 12 7 10\n#5 9 8 6\n\n<span style=\"color: #008080;\">#find the sum of each row<\/span>\napply(data, 1, sum)\n\n#[1] 19 22 24 29 23\n\n<span style=\"color: #008080;\">#find the sum of each column<\/span>\napply(data, 2, sum)\n\n#abc\n#32 29 56 \n\n<span style=\"color: #008080;\">#find the mean of each row<\/span>\napply(data, 1, mean)\n\n#[1] 6.333333 7.333333 8.000000 9.666667 7.666667\n\n<span style=\"color: #008080;\">#find the mean of each column, rounded to one decimal place<\/span>\nround(apply(data, 2, mean), 1)\n\n#abc\n#6.4 5.8 11.2 \n\n<span style=\"color: #008080;\">#find the standard deviation of each row<\/span>\napply(data, 1, sd)\n\n#[1] 6.806859 6.658328 2.645751 2.516611 1.527525\n\n<span style=\"color: #008080;\">#find the standard deviation of each column<\/span>\napply(data, 2, sd)\n\n#abc\n#4.449719 1.788854 3.563706 \n<\/strong><\/pre>\n<h2 style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\"><strong>\u064a\u062a\u0642\u062f\u0645()<\/strong><\/span><\/h2>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u0627\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u062f\u0627\u0644\u0629 <strong>lapply()<\/strong> \u0639\u0646\u062f\u0645\u0627 \u062a\u0631\u064a\u062f \u062a\u0637\u0628\u064a\u0642 \u062f\u0627\u0644\u0629 \u0639\u0644\u0649 \u0643\u0644 \u0639\u0646\u0635\u0631 \u0641\u064a \u0627\u0644\u0642\u0627\u0626\u0645\u0629 \u0623\u0648 \u0627\u0644\u0645\u062a\u062c\u0647 \u0623\u0648 \u0625\u0637\u0627\u0631 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0642\u0627\u0626\u0645\u0629 \u0646\u062a\u064a\u062c\u0629 \u0644\u0630\u0644\u0643.<\/span><\/p>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u0628\u0646\u0627\u0621 \u0627\u0644\u062c\u0645\u0644\u0629 \u0627\u0644\u0623\u0633\u0627\u0633\u064a \u0644\u0644\u062f\u0627\u0644\u0629 lapply() \u0647\u0648:<\/span><\/p>\n<p style=\"text-align: center;;text-align:right;direction:rtl\"> <span style=\"color: #000000;\"><strong>\u0644\u0627\u0628\u0644\u064a (X\u060c FUN)<\/strong><\/span><\/p>\n<ul style=\";text-align:right;direction:rtl\">\n<li style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">X \u0647\u0648 \u0627\u0633\u0645 \u0627\u0644\u0642\u0627\u0626\u0645\u0629 \u0623\u0648 \u0627\u0644\u0645\u062a\u062c\u0647 \u0623\u0648 \u0625\u0637\u0627\u0631 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/span><\/li>\n<li style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">FUN \u0647\u064a \u0627\u0644\u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u0645\u062d\u062f\u062f\u0629 \u0627\u0644\u062a\u064a \u062a\u0631\u064a\u062f \u062a\u0646\u0641\u064a\u0630\u0647\u0627<\/span><\/li>\n<\/ul>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u064a\u0648\u0636\u062d \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u0629 \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629 \u0627\u0644\u062a\u0627\u0644\u064a\u0629 \u0639\u062f\u0629 \u0623\u0645\u062b\u0644\u0629 \u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 <strong>lapply()<\/strong> \u0639\u0644\u0649 \u0627\u0644\u0623\u0639\u0645\u062f\u0629 \u0641\u064a \u0625\u0637\u0627\u0631 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/span><\/p>\n<pre style=\"background-color: #e5e5e5; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#create a data frame with three columns and five rows\n<\/span>data &lt;- data.frame(a = c(1, 3, 7, 12, 9),\n                   b = c(4, 4, 6, 7, 8),\n                   c = c(14, 15, 11, 10, 6))\ndata\n\n#abc\n#1 1 4 14\n#2 3 4 15\n#3 7 6 11\n#4 12 7 10\n#5 9 8 6\n\n<span style=\"color: #008080;\">#find mean of each column and return results as a list<\/span>\napply(data, mean)\n\n#$a\n# [1] 6.4\n#\n# $b\n# [1] 5.8\n#\n# $c\n# [1] 11.2\n\n<span style=\"color: #008080;\">#multiply values in each column by 2 and return results as a list<\/span>\nlapply(data, function(data) data*2)\n\n#$a\n# [1] 2 6 14 24 18\n#\n# $b\n# [1] 8 8 12 14 16\n#\n# $c\n# [1] 28 30 22 20 12\n<\/strong><\/pre>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u064a\u0645\u0643\u0646\u0646\u0627 \u0623\u064a\u0636\u064b\u0627 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 <strong>\u0627\u0644\u062f\u0627\u0644\u0629 lapply()<\/strong> \u200e \u0644\u0625\u062c\u0631\u0627\u0621 \u0627\u0644\u0639\u0645\u0644\u064a\u0627\u062a \u0639\u0644\u0649 \u0627\u0644\u0642\u0648\u0627\u0626\u0645. \u062a\u0648\u0636\u062d \u0627\u0644\u0623\u0645\u062b\u0644\u0629 \u0627\u0644\u062a\u0627\u0644\u064a\u0629 \u0643\u064a\u0641\u064a\u0629 \u0627\u0644\u0642\u064a\u0627\u0645 \u0628\u0630\u0644\u0643.<\/span><\/p>\n<pre style=\"background-color: #e5e5e5; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#create a list\n<\/span>x &lt;- list(a=1, b=1:5, c=1:10) \nx\n\n#$a\n# [1] 1\n#\n# $b\n# [1] 1 2 3 4 5\n#\n# $c\n# [1] 1 2 3 4 5 6 7 8 9 10\n\n<span style=\"color: #008080;\">#find the sum of each element in the list<\/span>\nlapply(x, sum)\n\n#$a\n# [1] 1\n#\n# $b\n# [1] 15\n#\n# $c\n#[1]55\n\n<span style=\"color: #008080;\">#find the mean of each element in the list<\/span>\nlapply(x, mean)\n\n#$a\n# [1] 1\n#\n# $b\n# [1] 3\n#\n# $c\n# [1] 5.5\n\n<span style=\"color: #008080;\">#multiply values of each element by 5 and return results as a list<\/span>\nlapply(x, function(x) x*5)\n\n#$a\n# [1] 5\n#\n# $b\n# [1] 5 10 15 20 25\n#\n# $c\n# [1] 5 10 15 20 25 30 35 40 45 50\n<\/strong><\/pre>\n<h2 style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\"><strong>\u064a\u062a\u0642\u062f\u0645()<\/strong><\/span><\/h2>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u0627\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u062f\u0627\u0644\u0629 <strong>sapply()<\/strong> \u0639\u0646\u062f\u0645\u0627 \u062a\u0631\u064a\u062f \u062a\u0637\u0628\u064a\u0642 \u062f\u0627\u0644\u0629 \u0639\u0644\u0649 \u0643\u0644 \u0639\u0646\u0635\u0631 \u0641\u064a \u0642\u0627\u0626\u0645\u0629 \u0623\u0648 \u0645\u062a\u062c\u0647 \u0623\u0648 \u0625\u0637\u0627\u0631 \u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0628\u0627\u0644\u062a\u0627\u0644\u064a \u0627\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 <strong>\u0645\u062a\u062c\u0647<\/strong> \u0628\u062f\u0644\u0627\u064b \u0645\u0646 \u0627\u0644\u0642\u0627\u0626\u0645\u0629.<\/span><\/p>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u0628\u0646\u0627\u0621 \u0627\u0644\u062c\u0645\u0644\u0629 \u0627\u0644\u0623\u0633\u0627\u0633\u064a \u0644\u0644\u062f\u0627\u0644\u0629 sapply() \u0647\u0648:<\/span><\/p>\n<p style=\"text-align: center;;text-align:right;direction:rtl\"> <span style=\"color: #000000;\"><strong>\u062a\u0637\u0628\u064a\u0642 (X\u060c \u0645\u062a\u0639\u0629)<\/strong><\/span><\/p>\n<ul style=\";text-align:right;direction:rtl\">\n<li style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">X \u0647\u0648 \u0627\u0633\u0645 \u0627\u0644\u0642\u0627\u0626\u0645\u0629 \u0623\u0648 \u0627\u0644\u0645\u062a\u062c\u0647 \u0623\u0648 \u0625\u0637\u0627\u0631 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/span><\/li>\n<li style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">FUN \u0647\u064a \u0627\u0644\u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u0645\u062d\u062f\u062f\u0629 \u0627\u0644\u062a\u064a \u062a\u0631\u064a\u062f \u062a\u0646\u0641\u064a\u0630\u0647\u0627<\/span><\/li>\n<\/ul>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u064a\u0648\u0636\u062d \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u0629 \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629 \u0627\u0644\u062a\u0627\u0644\u064a\u0629 \u0639\u062f\u0629 \u0623\u0645\u062b\u0644\u0629 \u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 <strong>sapply()<\/strong> \u0639\u0644\u0649 \u0627\u0644\u0623\u0639\u0645\u062f\u0629 \u0641\u064a \u0625\u0637\u0627\u0631 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/span><\/p>\n<pre style=\"background-color: #e5e5e5; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#create a data frame with three columns and five rows\n<\/span>data &lt;- data.frame(a = c(1, 3, 7, 12, 9),\n                   b = c(4, 4, 6, 7, 8),\n                   c = c(14, 15, 11, 10, 6))\ndata\n\n#abc\n#1 1 4 14\n#2 3 4 15\n#3 7 6 11\n#4 12 7 10\n#5 9 8 6\n\n<span style=\"color: #008080;\">#find mean of each column and return results as a vector\n<\/span>sapply(data, mean)\n\n#abc\n#6.4 5.8 11.2 \n\n<span style=\"color: #008080;\">#multiply values in each column by 2 and return results as a matrix\n<\/span>sapply(data, function(data) data*2)\n\n#abc\n#[1,] 2 8 28\n#[2,] 6 8 30\n#[3,] 14 12 22\n#[4,] 24 14 20\n#[5,] 18 16 12<\/strong><\/pre>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u064a\u0645\u0643\u0646\u0646\u0627 \u0623\u064a\u0636\u064b\u0627 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 <strong>sapply()<\/strong> \u200e \u0644\u0625\u062c\u0631\u0627\u0621 \u0627\u0644\u0639\u0645\u0644\u064a\u0627\u062a \u0639\u0644\u0649 \u0627\u0644\u0642\u0648\u0627\u0626\u0645. \u062a\u0648\u0636\u062d \u0627\u0644\u0623\u0645\u062b\u0644\u0629 \u0627\u0644\u062a\u0627\u0644\u064a\u0629 \u0643\u064a\u0641\u064a\u0629 \u0627\u0644\u0642\u064a\u0627\u0645 \u0628\u0630\u0644\u0643.<\/span><\/p>\n<pre style=\"background-color: #e5e5e5; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#create a list\n<\/span>x &lt;- list(a=1, b=1:5, c=1:10) \nx\n\n#$a\n# [1] 1\n#\n# $b\n# [1] 1 2 3 4 5\n#\n# $c\n# [1] 1 2 3 4 5 6 7 8 9 10\n\n<span style=\"color: #008080;\">#find the sum of each element in the list<\/span>\nsapply(x, sum)\n\n#abc\n#1 15 55 \n\n<span style=\"color: #008080;\">#find the mean of each element in the list<\/span>\nsapply(x, mean)\n\n#abc\n#1.0 3.0 5.5\n<\/strong><\/pre>\n<h2 style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\"><strong>\u0645\u0642\u0628\u0636()<\/strong><\/span><\/h2>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u0627\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u062f\u0627\u0644\u0629 <strong>Tapply()<\/strong> \u0639\u0646\u062f\u0645\u0627 \u062a\u0631\u064a\u062f \u062a\u0637\u0628\u064a\u0642 \u062f\u0627\u0644\u0629 \u0639\u0644\u0649 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0641\u0631\u0639\u064a\u0629 \u0645\u0646 \u0645\u062a\u062c\u0647 \u0648\u064a\u062a\u0645 \u062a\u0639\u0631\u064a\u0641 \u0627\u0644\u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0641\u0631\u0639\u064a\u0629 \u0628\u0648\u0627\u0633\u0637\u0629 \u0645\u062a\u062c\u0647 \u0622\u062e\u0631\u060c \u0639\u0627\u062f\u0629\u064b \u0645\u0627 \u064a\u0643\u0648\u0646 \u0639\u0627\u0645\u0644\u0627\u064b.<\/span><\/p>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u0628\u0646\u0627\u0621 \u0627\u0644\u062c\u0645\u0644\u0629 \u0627\u0644\u0623\u0633\u0627\u0633\u064a \u0644\u0644\u062f\u0627\u0644\u0629 Tapply() \u0647\u0648:<\/span><\/p>\n<p style=\"text-align: center;;text-align:right;direction:rtl\"> <span style=\"color: #000000;\"><strong>\u0627\u0636\u063a\u0637 \u0639\u0644\u0649 (X\u060c INDEX\u060c FUN)<\/strong><\/span><\/p>\n<ul style=\";text-align:right;direction:rtl\">\n<li style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">X \u0647\u0648 \u0627\u0633\u0645 \u0627\u0644\u0643\u0627\u0626\u0646\u060c \u0648\u0639\u0627\u062f\u0629\u064b \u0645\u0627 \u064a\u0643\u0648\u0646 \u0645\u062a\u062c\u0647\u064b\u0627<\/span><\/li>\n<li style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u0625\u0646\u062f\u0643\u0633 \u0647\u064a \u0642\u0627\u0626\u0645\u0629 \u0645\u0646 \u0639\u0627\u0645\u0644 \u0648\u0627\u062d\u062f \u0623\u0648 \u0623\u0643\u062b\u0631<\/span><\/li>\n<li style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">FUN \u0647\u064a \u0627\u0644\u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u0645\u062d\u062f\u062f\u0629 \u0627\u0644\u062a\u064a \u062a\u0631\u064a\u062f \u062a\u0646\u0641\u064a\u0630\u0647\u0627<\/span><\/li>\n<\/ul>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u064a\u0639\u0631\u0636 \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u0629 \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629 \u0627\u0644\u062a\u0627\u0644\u064a\u0629 \u0645\u062b\u0627\u0644\u0627\u064b \u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 <strong>Tapply()<\/strong> \u0639\u0644\u0649 <strong>\u0645\u062c\u0645\u0648\u0639\u0629 \u0628\u064a\u0627\u0646\u0627\u062a R \u0627\u0644\u0645\u0636\u0645\u0646\u0629 \u0644\u0644\u0642\u0632\u062d\u064a\u0629 <em>.<\/em><\/strong><\/span><\/p>\n<pre style=\"background-color: #e5e5e5; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#view first six lines of <em>iris<\/em> dataset<\/span>\nhead(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\n<span style=\"color: #008080;\">#find the max Sepal.Length of each of the three Species<\/span>\ntapply(iris$Sepal.Length, iris$Species, max)\n\n#setosa versicolor virginica \n#5.8 7.0 7.9 \n\n<span style=\"color: #008080;\">#find the mean Sepal.Width of each of the three Species\n<\/span>tapply(iris$Sepal.Width, iris$Species, mean)\n\n# setosa versicolor virginica \n# 3,428 2,770 2,974\n\n<span style=\"color: #008080;\">#find the minimum Petal.Width of each of the three Species\n<\/span>tapply(iris$Petal.Width, iris$Species, min)\n\n# setosa versicolor virginica \n#0.1 1.0 1.4 \n<\/strong><\/pre>\n","protected":false},"excerpt":{"rendered":"<p>\u064a\u0634\u0631\u062d \u0647\u0630\u0627 \u0627\u0644\u0628\u0631\u0646\u0627\u0645\u062c \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u064a \u0627\u0644\u0627\u062e\u062a\u0644\u0627\u0641\u0627\u062a \u0628\u064a\u0646 \u0648\u0638\u0627\u0626\u0641 R \u0627\u0644\u0645\u0636\u0645\u0646\u0629 application() \u0648 sapply() \u0648 lapply() \u0648 Tapply() \u0628\u0627\u0644\u0625\u0636\u0627\u0641\u0629 \u0625\u0644\u0649 \u0623\u0645\u062b\u0644\u0629 \u0639\u0646 \u0645\u062a\u0649 \u0648\u0643\u064a\u0641 \u064a\u062a\u0645 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0643\u0644 \u0648\u0638\u064a\u0641\u0629. \u064a\u062a\u0642\u062f\u0645() \u0627\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u062f\u0627\u0644\u0629 Apply() \u0639\u0646\u062f\u0645\u0627 \u062a\u0631\u064a\u062f \u062a\u0637\u0628\u064a\u0642 \u062f\u0627\u0644\u0629 \u0639\u0644\u0649 \u0635\u0641\u0648\u0641 \u0623\u0648 \u0623\u0639\u0645\u062f\u0629 \u0627\u0644\u0645\u0635\u0641\u0648\u0641\u0629 \u0623\u0648 \u0625\u0637\u0627\u0631 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a. \u0628\u0646\u0627\u0621 \u0627\u0644\u062c\u0645\u0644\u0629 \u0627\u0644\u0623\u0633\u0627\u0633\u064a \u0644\u0644\u0648\u0638\u064a\u0641\u0629 application() \u0647\u0648: \u062a\u0637\u0628\u064a\u0642 (X\u060c \u0627\u0644\u0647\u0627\u0645\u0634\u060c \u0627\u0644\u0645\u0631\u062d) X \u0647\u0648 \u0627\u0633\u0645 [&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":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v21.5 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u062f\u0644\u064a\u0644 \u0644\u062a\u0637\u0628\u064a\u0642 () \u0648lapply () \u0648sapply () \u0648tapply () \u0641\u064a R - Statorials<\/title>\n<meta name=\"description\" content=\"\u064a\u0634\u0631\u062d \u0647\u0630\u0627 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