{"id":945,"date":"2023-07-28T05:33:50","date_gmt":"2023-07-28T05:33:50","guid":{"rendered":"https:\/\/statorials.org\/ar\/%d8%a8%d9%8a%d8%a7%d9%86%d8%a7%d8%aa-%d8%a7%d9%84%d8%b3%d9%8a%d8%b1%d8%a9-%d8%a7%d9%84%d8%b0%d8%a7%d8%aa%d9%8a%d8%a9-%d9%84%d9%84%d9%85%d8%ac%d9%85%d9%88%d8%b9%d8%a9-r\/"},"modified":"2023-07-28T05:33:50","modified_gmt":"2023-07-28T05:33:50","slug":"%d8%a8%d9%8a%d8%a7%d9%86%d8%a7%d8%aa-%d8%a7%d9%84%d8%b3%d9%8a%d8%b1%d8%a9-%d8%a7%d9%84%d8%b0%d8%a7%d8%aa%d9%8a%d8%a9-%d9%84%d9%84%d9%85%d8%ac%d9%85%d9%88%d8%b9%d8%a9-r","status":"publish","type":"post","link":"https:\/\/statorials.org\/ar\/%d8%a8%d9%8a%d8%a7%d9%86%d8%a7%d8%aa-%d8%a7%d9%84%d8%b3%d9%8a%d8%b1%d8%a9-%d8%a7%d9%84%d8%b0%d8%a7%d8%aa%d9%8a%d8%a9-%d9%84%d9%84%d9%85%d8%ac%d9%85%d9%88%d8%b9%d8%a9-r\/","title":{"rendered":"\u0627\u0644\u062f\u0644\u064a\u0644 \u0627\u0644\u0643\u0627\u0645\u0644: \u0643\u064a\u0641\u064a\u0629 \u062a\u062c\u0645\u064a\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u062a\u0644\u062e\u064a\u0635\u0647\u0627 \u0641\u064a \u0644\u063a\u0629 r"},"content":{"rendered":"<p><\/p>\n<hr>\n<p style=\";text-align:right;direction:rtl\"><span style=\"color: #000000;\">\u0645\u0646 \u0627\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u0623\u0643\u062b\u0631 \u0634\u064a\u0648\u0639\u064b\u0627 \u0627\u0644\u062a\u064a \u0633\u062a\u0642\u0648\u0645 \u0628\u0647\u0627 \u0639\u0646\u062f \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0647\u0645\u0627 \u062a\u062c\u0645\u064a\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u062a\u0644\u062e\u064a\u0635\u0647\u0627.<\/span><\/p>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u0644\u062d\u0633\u0646 \u0627\u0644\u062d\u0638\u060c \u062a\u0633\u0645\u062d \u0644\u0643 \u062d\u0632\u0645\u0629 <a href=\"https:\/\/dplyr.tidyverse.org\/\" target=\"_blank\" rel=\"noopener noreferrer\">dplyr<\/a> \u0641\u064a R \u0628\u062a\u062c\u0645\u064a\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u062a\u0644\u062e\u064a\u0635\u0647\u0627 \u0628\u0633\u0631\u0639\u0629.<\/span><\/p>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u064a\u0648\u0641\u0631 \u0647\u0630\u0627 \u0627\u0644\u0628\u0631\u0646\u0627\u0645\u062c \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u064a \u062f\u0644\u064a\u0644\u0627\u064b \u0633\u0631\u064a\u0639\u064b\u0627 \u0644\u0628\u062f\u0621 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 dplyr.<\/span><\/p>\n<h2 style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\"><strong>\u0642\u0645 \u0628\u062a\u062b\u0628\u064a\u062a \u0648\u062a\u062d\u0645\u064a\u0644 \u062d\u0632\u0645\u0629 dplyr<\/strong><\/span><\/h2>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u0642\u0628\u0644 \u0623\u0646 \u062a\u062a\u0645\u0643\u0646 \u0645\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0648\u0638\u0627\u0626\u0641 \u0627\u0644\u0645\u0648\u062c\u0648\u062f\u0629 \u0641\u064a \u062d\u0632\u0645\u0629 dplyr\u060c \u064a\u062c\u0628 \u0639\u0644\u064a\u0643 \u0623\u0648\u0644\u0627\u064b \u062a\u062d\u0645\u064a\u0644 \u0627\u0644\u062d\u0632\u0645\u0629:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#install dplyr (if not already installed)\n<span style=\"color: #000000;\">install.packages(' <span style=\"color: #008000;\">dplyr<\/span> ')<\/span>\n\n#load dplyr<\/span> \nlibrary(dplyr)<\/strong><\/pre>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u0628\u0639\u062f \u0630\u0644\u0643\u060c \u0633\u0646\u0648\u0636\u062d \u0639\u062f\u0629 \u0623\u0645\u062b\u0644\u0629 \u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0648\u0638\u0627\u0626\u0641 dplyr \u0644\u062a\u062c\u0645\u064a\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u062a\u0644\u062e\u064a\u0635\u0647\u0627 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0645\u062c\u0645\u0648\u0639\u0629 \u0628\u064a\u0627\u0646\u0627\u062a R \u0627\u0644\u0645\u0636\u0645\u0646\u0629 \u0648\u0627\u0644\u062a\u064a \u062a\u0633\u0645\u0649 <strong>mtcars<\/strong> :<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#obtain rows and columns of <em>mtcars<\/em><\/span>\ndim(mtcars)\n\n[1] 32 11\n\n<span style=\"color: #008080;\">#view first six rows of <em>mtcars<\/em>\n<\/span>head(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<\/strong><\/pre>\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 \u0627\u0644\u0630\u064a \u0633\u0646\u0633\u062a\u062e\u062f\u0645\u0647 \u0644\u062a\u062c\u0645\u064a\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u062a\u0644\u062e\u064a\u0635\u0647\u0627 \u0647\u0648:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong>data %&gt;%\n  <span style=\"color: #3366ff;\">group_by<\/span> (col_name) %&gt;%\n  <span style=\"color: #3366ff;\">summarize<\/span> (summary_name = summary_function)\n<\/strong><\/pre>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\"><em><strong>\u0645\u0644\u062d\u0648\u0638\u0629:<\/strong> \u0627\u0644\u062f\u0627\u0644\u062a\u0627\u0646 Summary() \u0648 summarise() \u0645\u062a\u0643\u0627\u0641\u0626\u062a\u0627\u0646.<\/em><\/span><\/p>\n<h2 style=\";text-align:right;direction:rtl\"> <strong>\u0645\u062b\u0627\u0644 1: \u0623\u0648\u062c\u062f \u0627\u0644\u0645\u062a\u0648\u0633\u0637 \u0648\u0627\u0644\u0648\u0633\u064a\u0637 \u062d\u0633\u0628 \u0627\u0644\u0645\u062c\u0645\u0648\u0639\u0629<\/strong><\/h2>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u064a\u0648\u0636\u062d \u0627\u0644\u0643\u0648\u062f \u0627\u0644\u062a\u0627\u0644\u064a \u0643\u064a\u0641\u064a\u0629 \u062d\u0633\u0627\u0628 <a href=\"https:\/\/statorials.org\/ar\/\u064a\u0642\u064a\u0633-\u0627\u0644\u0627\u062a\u062c\u0627\u0647-\u0627\u0644\u0645\u0631\u0643\u0632\u064a\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u0645\u0642\u0627\u064a\u064a\u0633 \u0627\u0644\u0646\u0632\u0639\u0629 \u0627\u0644\u0645\u0631\u0643\u0632\u064a\u0629<\/a> \u062d\u0633\u0628 \u0627\u0644\u0645\u062c\u0645\u0648\u0639\u0629 \u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643 \u0627\u0644\u0645\u062a\u0648\u0633\u0637 \u0648\u0627\u0644\u0648\u0633\u064a\u0637:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#find mean mpg by cylinder<\/span>\nmtcars %&gt;%\n  <span style=\"color: #3366ff;\">group_by<\/span> (cyl) %&gt;%\n  <span style=\"color: #3366ff;\">summarize<\/span> (mean_mpg = mean(mpg, na.rm = <span style=\"color: #008000;\">TRUE<\/span> ))\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\n<span style=\"color: #008080;\">#find median mpg by cylinder\n<\/span>mtcars %&gt;%\n  <span style=\"color: #3366ff;\">group_by<\/span> (cyl) %&gt;%\n  <span style=\"color: #3366ff;\">summarize<\/span> (median_mpg = median(mpg, na.rm = <span style=\"color: #008000;\">TRUE<\/span> ))\n\n# A tibble: 3 x 2\n    cyl median_mpg\n        \n1 4 26  \n2 6 19.7\n3 8 15.2<\/strong><\/pre>\n<h2 style=\";text-align:right;direction:rtl\"> <strong>\u0645\u062b\u0627\u0644 2: \u0625\u064a\u062c\u0627\u062f \u0645\u0642\u0627\u064a\u064a\u0633 \u0627\u0644\u0627\u0646\u062a\u0634\u0627\u0631 \u062d\u0633\u0628 \u0627\u0644\u0645\u062c\u0645\u0648\u0639\u0629<\/strong><\/h2>\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 \u0643\u064a\u0641\u064a\u0629 \u062d\u0633\u0627\u0628 \u0645\u0642\u0627\u064a\u064a\u0633 \u0627\u0644\u062a\u0634\u062a\u062a \u062d\u0633\u0628 \u0627\u0644\u0645\u062c\u0645\u0648\u0639\u0629\u060c \u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643 \u0627\u0644\u0627\u0646\u062d\u0631\u0627\u0641 \u0627\u0644\u0645\u0639\u064a\u0627\u0631\u064a\u060c \u0648\u0627\u0644\u0645\u062f\u0649 \u0627\u0644\u0631\u0628\u064a\u0639\u064a\u060c \u0648\u0627\u0644\u0627\u0646\u062d\u0631\u0627\u0641 \u0627\u0644\u0645\u062a\u0648\u0633\u0637 \u0627\u0644\u0645\u0637\u0644\u0642:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#find sd, IQR, and mad by cylinder<\/span>\nmtcars %&gt;%\n<span style=\"color: #3366ff;\">group_by<\/span> (cyl) %&gt;%\n<span style=\"color: #3366ff;\">summarize<\/span> (sd_mpg = sd(mpg, na.rm = <span style=\"color: #008000;\">TRUE<\/span> ),\n            iqr_mpg = IQR(mpg, na.rm = <span style=\"color: #008000;\">TRUE<\/span> ),\n            mad_mpg = mad(mpg, na.rm = <span style=\"color: #008000;\">TRUE<\/span> ))\n\n# A tibble: 3 x 4\n    cyl sd_mpg iqr_mpg mad_mpg\n          \n1 4 4.51 7.60 6.52\n2 6 1.45 2.35 1.93\n3 8 2.56 1.85 1.56<\/strong><\/pre>\n<h2 style=\";text-align:right;direction:rtl\"> <strong>\u0645\u062b\u0627\u0644 3: \u0627\u0628\u062d\u062b \u0639\u0646 \u0627\u0644\u0631\u0642\u0645 \u062d\u0633\u0628 \u0627\u0644\u0645\u062c\u0645\u0648\u0639\u0629<\/strong><\/h2>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u064a\u0648\u0636\u062d \u0627\u0644\u0643\u0648\u062f \u0627\u0644\u062a\u0627\u0644\u064a \u0643\u064a\u0641\u064a\u0629 \u0627\u0644\u0639\u062b\u0648\u0631 \u0639\u0644\u0649 \u0627\u0644\u0631\u0642\u0645 \u0648\u0627\u0644\u0631\u0642\u0645 \u0627\u0644\u0641\u0631\u064a\u062f \u062d\u0633\u0628 \u0627\u0644\u0645\u062c\u0645\u0648\u0639\u0629 \u0641\u064a R:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#find row count and unique row count by cylinder<\/span>\nmtcars %&gt;%\n<span style=\"color: #3366ff;\">group_by<\/span> (cyl) %&gt;%\n<span style=\"color: #3366ff;\">summarize<\/span> (count_mpg = n(),\n            u_count_mpg = n_distinct(mpg))\n\n# A tibble: 3 x 3\n    cyl count_mpg u_count_mpg\n              \n1 4 11 9\n2 6 7 6\n3 8 14 12\n<\/strong><\/pre>\n<h2 style=\";text-align:right;direction:rtl\"> <strong>\u0645\u062b\u0627\u0644 4: \u0627\u0628\u062d\u062b \u0639\u0646 \u0627\u0644\u0646\u0633\u0628\u0629 \u0627\u0644\u0645\u0626\u0648\u064a\u0629 \u062d\u0633\u0628 \u0627\u0644\u0645\u062c\u0645\u0648\u0639\u0629<\/strong><\/h2>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u064a\u0648\u0636\u062d \u0627\u0644\u0643\u0648\u062f \u0627\u0644\u062a\u0627\u0644\u064a \u0643\u064a\u0641\u064a\u0629 \u0627\u0644\u0639\u062b\u0648\u0631 \u0639\u0644\u0649 \u0627\u0644\u0646\u0633\u0628\u0629 \u0627\u0644\u0645\u0626\u0648\u064a\u0629 \u0627\u0644\u062a\u0633\u0639\u064a\u0646 \u0644\u0642\u064a\u0645 \u0645\u064a\u0644\u0627 \u0641\u064a \u0627\u0644\u063a\u0627\u0644\u0648\u0646 \u062d\u0633\u0628 \u0645\u062c\u0645\u0648\u0639\u0629 \u0627\u0644\u0623\u0633\u0637\u0648\u0627\u0646\u0627\u062a:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#find 90th percentile of mpg for each cylinder group<\/span>\nmtcars %&gt;%\n<span style=\"color: #3366ff;\">group_by<\/span> (cyl) %&gt;%\n<span style=\"color: #3366ff;\">summarize<\/span> (quant90 = quantile(mpg, probs = .9))\n\n# A tibble: 3 x 2\n    cyl quant90\n     \n1 4 32.4\n2 6 21.2\n3 8 18.3<\/strong><\/pre>\n<h2 style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\"><strong>\u0645\u0635\u0627\u062f\u0631 \u0625\u0636\u0627\u0641\u064a\u0629<\/strong><\/span><\/h2>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u064a\u0645\u0643\u0646\u0643 \u0627\u0644\u0639\u062b\u0648\u0631 \u0639\u0644\u0649 \u0648\u062b\u0627\u0626\u0642 \u062d\u0632\u0645\u0629 dplyr \u0627\u0644\u0643\u0627\u0645\u0644\u0629 \u0628\u0627\u0644\u0625\u0636\u0627\u0641\u0629 \u0625\u0644\u0649 \u0623\u0648\u0631\u0627\u0642 \u0627\u0644\u063a\u0634 \u0627\u0644\u0645\u0631\u0626\u064a\u0629 \u0627\u0644\u0645\u0641\u064a\u062f\u0629 <a href=\"https:\/\/dplyr.tidyverse.org\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u0647\u0646\u0627<\/a> .<\/span><\/p>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u062a\u062a\u0636\u0645\u0646 \u0627\u0644\u0648\u0638\u0627\u0626\u0641 \u0627\u0644\u0645\u0641\u064a\u062f\u0629 \u0627\u0644\u0623\u062e\u0631\u0649 \u0627\u0644\u062a\u064a \u064a\u0645\u0643\u0646\u0643 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647\u0627 \u0645\u0639 <strong>group_by()<\/strong> \u0648 <strong>Summary()<\/strong> \u0648\u0638\u0627\u0626\u0641 <a href=\"https:\/\/statorials.org\/ar\/\u0635\u0641\u0648\u0641-\u0627\u0644\u062a\u0635\u0641\u064a\u0629-\u0635\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u0644\u062a\u0635\u0641\u064a\u0629 \u0635\u0641\u0648\u0641 \u0625\u0637\u0627\u0631 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/a> <a href=\"https:\/\/statorials.org\/ar\/\u062a\u0646\u0638\u064a\u0645-\u0627\u0644\u062e\u0637\u0648\u0637-\u0635\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u0648\u062a\u0631\u062a\u064a\u0628\u0647\u0627 \u0628\u062a\u0631\u062a\u064a\u0628 \u0645\u0639\u064a\u0646<\/a> .<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u0645\u0646 \u0627\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u0623\u0643\u062b\u0631 \u0634\u064a\u0648\u0639\u064b\u0627 \u0627\u0644\u062a\u064a \u0633\u062a\u0642\u0648\u0645 \u0628\u0647\u0627 \u0639\u0646\u062f \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0647\u0645\u0627 \u062a\u062c\u0645\u064a\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u062a\u0644\u062e\u064a\u0635\u0647\u0627. \u0644\u062d\u0633\u0646 \u0627\u0644\u062d\u0638\u060c \u062a\u0633\u0645\u062d \u0644\u0643 \u062d\u0632\u0645\u0629 dplyr \u0641\u064a R \u0628\u062a\u062c\u0645\u064a\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u062a\u0644\u062e\u064a\u0635\u0647\u0627 \u0628\u0633\u0631\u0639\u0629. \u064a\u0648\u0641\u0631 \u0647\u0630\u0627 \u0627\u0644\u0628\u0631\u0646\u0627\u0645\u062c \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u064a \u062f\u0644\u064a\u0644\u0627\u064b \u0633\u0631\u064a\u0639\u064b\u0627 \u0644\u0628\u062f\u0621 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 dplyr. \u0642\u0645 \u0628\u062a\u062b\u0628\u064a\u062a \u0648\u062a\u062d\u0645\u064a\u0644 \u062d\u0632\u0645\u0629 dplyr \u0642\u0628\u0644 \u0623\u0646 \u062a\u062a\u0645\u0643\u0646 \u0645\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0648\u0638\u0627\u0626\u0641 \u0627\u0644\u0645\u0648\u062c\u0648\u062f\u0629 \u0641\u064a \u062d\u0632\u0645\u0629 dplyr\u060c \u064a\u062c\u0628 \u0639\u0644\u064a\u0643 \u0623\u0648\u0644\u0627\u064b \u062a\u062d\u0645\u064a\u0644 \u0627\u0644\u062d\u0632\u0645\u0629: [&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>\u0627\u0644\u062f\u0644\u064a\u0644 \u0627\u0644\u0643\u0627\u0645\u0644: \u0643\u064a\u0641\u064a\u0629 \u062a\u062c\u0645\u064a\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u062a\u0644\u062e\u064a\u0635\u0647\u0627 \u0641\u064a R<\/title>\n<meta name=\"description\" content=\"\u062f\u0644\u064a\u0644 \u0643\u0627\u0645\u0644 \u0644\u062a\u062c\u0645\u064a\u0639 \u0648\u062a\u0644\u062e\u064a\u0635 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0641\u064a R\u060c \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0648\u0638\u0627\u0626\u0641 \u0645\u0646 \u0645\u0643\u062a\u0628\u0629 dplyr.\" \/>\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\/ar\/\u0628\u064a\u0627\u0646\u0627\u062a-\u0627\u0644\u0633\u064a\u0631\u0629-\u0627\u0644\u0630\u0627\u062a\u064a\u0629-\u0644\u0644\u0645\u062c\u0645\u0648\u0639\u0629-r\/\" \/>\n<meta property=\"og:locale\" content=\"az_AZ\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u0627\u0644\u062f\u0644\u064a\u0644 \u0627\u0644\u0643\u0627\u0645\u0644: \u0643\u064a\u0641\u064a\u0629 \u062a\u062c\u0645\u064a\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u062a\u0644\u062e\u064a\u0635\u0647\u0627 \u0641\u064a R\" \/>\n<meta property=\"og:description\" content=\"\u062f\u0644\u064a\u0644 \u0643\u0627\u0645\u0644 \u0644\u062a\u062c\u0645\u064a\u0639 \u0648\u062a\u0644\u062e\u064a\u0635 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0641\u064a R\u060c \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0648\u0638\u0627\u0626\u0641 \u0645\u0646 \u0645\u0643\u062a\u0628\u0629 dplyr.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/statorials.org\/ar\/\u0628\u064a\u0627\u0646\u0627\u062a-\u0627\u0644\u0633\u064a\u0631\u0629-\u0627\u0644\u0630\u0627\u062a\u064a\u0629-\u0644\u0644\u0645\u062c\u0645\u0648\u0639\u0629-r\/\" \/>\n<meta property=\"og:site_name\" content=\"Statorials\" \/>\n<meta property=\"article:published_time\" content=\"2023-07-28T05:33:50+00:00\" \/>\n<meta name=\"author\" content=\"\u062f\u0643\u062a\u0648\u0631 \u0628\u0646\u064a\u0627\u0645\u064a\u0646 \u0623\u0646\u062f\u0631\u0633\u0648\u0646\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"\u062f\u0643\u062a\u0648\u0631 \u0628\u0646\u064a\u0627\u0645\u064a\u0646 \u0623\u0646\u062f\u0631\u0633\u0648\u0646\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"1 minute\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/statorials.org\/ar\/%d8%a8%d9%8a%d8%a7%d9%86%d8%a7%d8%aa-%d8%a7%d9%84%d8%b3%d9%8a%d8%b1%d8%a9-%d8%a7%d9%84%d8%b0%d8%a7%d8%aa%d9%8a%d8%a9-%d9%84%d9%84%d9%85%d8%ac%d9%85%d9%88%d8%b9%d8%a9-r\/\",\"url\":\"https:\/\/statorials.org\/ar\/%d8%a8%d9%8a%d8%a7%d9%86%d8%a7%d8%aa-%d8%a7%d9%84%d8%b3%d9%8a%d8%b1%d8%a9-%d8%a7%d9%84%d8%b0%d8%a7%d8%aa%d9%8a%d8%a9-%d9%84%d9%84%d9%85%d8%ac%d9%85%d9%88%d8%b9%d8%a9-r\/\",\"name\":\"\u0627\u0644\u062f\u0644\u064a\u0644 \u0627\u0644\u0643\u0627\u0645\u0644: \u0643\u064a\u0641\u064a\u0629 \u062a\u062c\u0645\u064a\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u062a\u0644\u062e\u064a\u0635\u0647\u0627 \u0641\u064a R\",\"isPartOf\":{\"@id\":\"https:\/\/statorials.org\/ar\/#website\"},\"datePublished\":\"2023-07-28T05:33:50+00:00\",\"dateModified\":\"2023-07-28T05:33:50+00:00\",\"author\":{\"@id\":\"https:\/\/statorials.org\/ar\/#\/schema\/person\/a0a26e65f97483429b863aae1a11e3b3\"},\"description\":\"\u062f\u0644\u064a\u0644 \u0643\u0627\u0645\u0644 \u0644\u062a\u062c\u0645\u064a\u0639 \u0648\u062a\u0644\u062e\u064a\u0635 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0641\u064a R\u060c \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0648\u0638\u0627\u0626\u0641 \u0645\u0646 \u0645\u0643\u062a\u0628\u0629 dplyr.\",\"breadcrumb\":{\"@id\":\"https:\/\/statorials.org\/ar\/%d8%a8%d9%8a%d8%a7%d9%86%d8%a7%d8%aa-%d8%a7%d9%84%d8%b3%d9%8a%d8%b1%d8%a9-%d8%a7%d9%84%d8%b0%d8%a7%d8%aa%d9%8a%d8%a9-%d9%84%d9%84%d9%85%d8%ac%d9%85%d9%88%d8%b9%d8%a9-r\/#breadcrumb\"},\"inLanguage\":\"azb\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/statorials.org\/ar\/%d8%a8%d9%8a%d8%a7%d9%86%d8%a7%d8%aa-%d8%a7%d9%84%d8%b3%d9%8a%d8%b1%d8%a9-%d8%a7%d9%84%d8%b0%d8%a7%d8%aa%d9%8a%d8%a9-%d9%84%d9%84%d9%85%d8%ac%d9%85%d9%88%d8%b9%d8%a9-r\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/statorials.org\/ar\/%d8%a8%d9%8a%d8%a7%d9%86%d8%a7%d8%aa-%d8%a7%d9%84%d8%b3%d9%8a%d8%b1%d8%a9-%d8%a7%d9%84%d8%b0%d8%a7%d8%aa%d9%8a%d8%a9-%d9%84%d9%84%d9%85%d8%ac%d9%85%d9%88%d8%b9%d8%a9-r\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u0628\u064a\u062a\",\"item\":\"https:\/\/statorials.org\/ar\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"\u0627\u0644\u062f\u0644\u064a\u0644 \u0627\u0644\u0643\u0627\u0645\u0644: \u0643\u064a\u0641\u064a\u0629 \u062a\u062c\u0645\u064a\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u062a\u0644\u062e\u064a\u0635\u0647\u0627 \u0641\u064a \u0644\u063a\u0629 r\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/statorials.org\/ar\/#website\",\"url\":\"https:\/\/statorials.org\/ar\/\",\"name\":\"Statorials\",\"description\":\"\u062f\u0644\u064a\u0644\u0643 \u0644\u0645\u062d\u0648 \u0627\u0644\u0623\u0645\u064a\u0629 \u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a\u0629!\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/statorials.org\/ar\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"azb\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/statorials.org\/ar\/#\/schema\/person\/a0a26e65f97483429b863aae1a11e3b3\",\"name\":\"\u062f\u0643\u062a\u0648\u0631 \u0628\u0646\u064a\u0627\u0645\u064a\u0646 \u0623\u0646\u062f\u0631\u0633\u0648\u0646\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"azb\",\"@id\":\"https:\/\/statorials.org\/ar\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/statorials.org\/ar\/wp-content\/uploads\/2023\/10\/Dr.-Benjamin-Anderson-96x96.jpg\",\"contentUrl\":\"https:\/\/statorials.org\/ar\/wp-content\/uploads\/2023\/10\/Dr.-Benjamin-Anderson-96x96.jpg\",\"caption\":\"\u062f\u0643\u062a\u0648\u0631 \u0628\u0646\u064a\u0627\u0645\u064a\u0646 \u0623\u0646\u062f\u0631\u0633\u0648\u0646\"},\"description\":\"\u0645\u0631\u062d\u0628\u064b\u0627\u060c \u0623\u0646\u0627 \u0628\u0646\u062c\u0627\u0645\u064a\u0646\u060c \u0623\u0633\u062a\u0627\u0630 \u0627\u0644\u0625\u062d\u0635\u0627\u0621 \u0627\u0644\u0645\u062a\u0642\u0627\u0639\u062f \u0627\u0644\u0630\u064a \u062a\u062d\u0648\u0644 \u0625\u0644\u0649 \u0645\u062f\u0631\u0633 \u0645\u062a\u062e\u0635\u0635 \u0641\u064a Statorials. \u0628\u0641\u0636\u0644 \u062e\u0628\u0631\u062a\u064a \u0627\u0644\u0648\u0627\u0633\u0639\u0629 \u0641\u064a \u0645\u062c\u0627\u0644 \u0627\u0644\u0625\u062d\u0635\u0627\u0621\u060c \u0641\u0623\u0646\u0627 \u062d\u0631\u064a\u0635 \u0639\u0644\u0649 \u0645\u0634\u0627\u0631\u0643\u0629 \u0645\u0639\u0631\u0641\u062a\u064a \u0644\u062a\u0645\u0643\u064a\u0646 \u0627\u0644\u0637\u0644\u0627\u0628 \u0645\u0646 \u062e\u0644\u0627\u0644 Statorials. \u062a\u0639\u0631\u0641 \u0623\u0643\u062b\u0631\",\"sameAs\":[\"https:\/\/statorials.org\/ar\"]}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"\u0627\u0644\u062f\u0644\u064a\u0644 \u0627\u0644\u0643\u0627\u0645\u0644: \u0643\u064a\u0641\u064a\u0629 \u062a\u062c\u0645\u064a\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u062a\u0644\u062e\u064a\u0635\u0647\u0627 \u0641\u064a R","description":"\u062f\u0644\u064a\u0644 \u0643\u0627\u0645\u0644 \u0644\u062a\u062c\u0645\u064a\u0639 \u0648\u062a\u0644\u062e\u064a\u0635 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0641\u064a R\u060c \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0648\u0638\u0627\u0626\u0641 \u0645\u0646 \u0645\u0643\u062a\u0628\u0629 dplyr.","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/statorials.org\/ar\/\u0628\u064a\u0627\u0646\u0627\u062a-\u0627\u0644\u0633\u064a\u0631\u0629-\u0627\u0644\u0630\u0627\u062a\u064a\u0629-\u0644\u0644\u0645\u062c\u0645\u0648\u0639\u0629-r\/","og_locale":"az_AZ","og_type":"article","og_title":"\u0627\u0644\u062f\u0644\u064a\u0644 \u0627\u0644\u0643\u0627\u0645\u0644: \u0643\u064a\u0641\u064a\u0629 \u062a\u062c\u0645\u064a\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u062a\u0644\u062e\u064a\u0635\u0647\u0627 \u0641\u064a R","og_description":"\u062f\u0644\u064a\u0644 \u0643\u0627\u0645\u0644 \u0644\u062a\u062c\u0645\u064a\u0639 \u0648\u062a\u0644\u062e\u064a\u0635 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0641\u064a R\u060c \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0648\u0638\u0627\u0626\u0641 \u0645\u0646 \u0645\u0643\u062a\u0628\u0629 dplyr.","og_url":"https:\/\/statorials.org\/ar\/\u0628\u064a\u0627\u0646\u0627\u062a-\u0627\u0644\u0633\u064a\u0631\u0629-\u0627\u0644\u0630\u0627\u062a\u064a\u0629-\u0644\u0644\u0645\u062c\u0645\u0648\u0639\u0629-r\/","og_site_name":"Statorials","article_published_time":"2023-07-28T05:33:50+00:00","author":"\u062f\u0643\u062a\u0648\u0631 \u0628\u0646\u064a\u0627\u0645\u064a\u0646 \u0623\u0646\u062f\u0631\u0633\u0648\u0646","twitter_card":"summary_large_image","twitter_misc":{"Written by":"\u062f\u0643\u062a\u0648\u0631 \u0628\u0646\u064a\u0627\u0645\u064a\u0646 \u0623\u0646\u062f\u0631\u0633\u0648\u0646","Est. reading time":"1 minute"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/statorials.org\/ar\/%d8%a8%d9%8a%d8%a7%d9%86%d8%a7%d8%aa-%d8%a7%d9%84%d8%b3%d9%8a%d8%b1%d8%a9-%d8%a7%d9%84%d8%b0%d8%a7%d8%aa%d9%8a%d8%a9-%d9%84%d9%84%d9%85%d8%ac%d9%85%d9%88%d8%b9%d8%a9-r\/","url":"https:\/\/statorials.org\/ar\/%d8%a8%d9%8a%d8%a7%d9%86%d8%a7%d8%aa-%d8%a7%d9%84%d8%b3%d9%8a%d8%b1%d8%a9-%d8%a7%d9%84%d8%b0%d8%a7%d8%aa%d9%8a%d8%a9-%d9%84%d9%84%d9%85%d8%ac%d9%85%d9%88%d8%b9%d8%a9-r\/","name":"\u0627\u0644\u062f\u0644\u064a\u0644 \u0627\u0644\u0643\u0627\u0645\u0644: \u0643\u064a\u0641\u064a\u0629 \u062a\u062c\u0645\u064a\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u062a\u0644\u062e\u064a\u0635\u0647\u0627 \u0641\u064a R","isPartOf":{"@id":"https:\/\/statorials.org\/ar\/#website"},"datePublished":"2023-07-28T05:33:50+00:00","dateModified":"2023-07-28T05:33:50+00:00","author":{"@id":"https:\/\/statorials.org\/ar\/#\/schema\/person\/a0a26e65f97483429b863aae1a11e3b3"},"description":"\u062f\u0644\u064a\u0644 \u0643\u0627\u0645\u0644 \u0644\u062a\u062c\u0645\u064a\u0639 \u0648\u062a\u0644\u062e\u064a\u0635 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0641\u064a R\u060c \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0648\u0638\u0627\u0626\u0641 \u0645\u0646 \u0645\u0643\u062a\u0628\u0629 dplyr.","breadcrumb":{"@id":"https:\/\/statorials.org\/ar\/%d8%a8%d9%8a%d8%a7%d9%86%d8%a7%d8%aa-%d8%a7%d9%84%d8%b3%d9%8a%d8%b1%d8%a9-%d8%a7%d9%84%d8%b0%d8%a7%d8%aa%d9%8a%d8%a9-%d9%84%d9%84%d9%85%d8%ac%d9%85%d9%88%d8%b9%d8%a9-r\/#breadcrumb"},"inLanguage":"azb","potentialAction":[{"@type":"ReadAction","target":["https:\/\/statorials.org\/ar\/%d8%a8%d9%8a%d8%a7%d9%86%d8%a7%d8%aa-%d8%a7%d9%84%d8%b3%d9%8a%d8%b1%d8%a9-%d8%a7%d9%84%d8%b0%d8%a7%d8%aa%d9%8a%d8%a9-%d9%84%d9%84%d9%85%d8%ac%d9%85%d9%88%d8%b9%d8%a9-r\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/statorials.org\/ar\/%d8%a8%d9%8a%d8%a7%d9%86%d8%a7%d8%aa-%d8%a7%d9%84%d8%b3%d9%8a%d8%b1%d8%a9-%d8%a7%d9%84%d8%b0%d8%a7%d8%aa%d9%8a%d8%a9-%d9%84%d9%84%d9%85%d8%ac%d9%85%d9%88%d8%b9%d8%a9-r\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u0628\u064a\u062a","item":"https:\/\/statorials.org\/ar\/"},{"@type":"ListItem","position":2,"name":"\u0627\u0644\u062f\u0644\u064a\u0644 \u0627\u0644\u0643\u0627\u0645\u0644: \u0643\u064a\u0641\u064a\u0629 \u062a\u062c\u0645\u064a\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u062a\u0644\u062e\u064a\u0635\u0647\u0627 \u0641\u064a \u0644\u063a\u0629 r"}]},{"@type":"WebSite","@id":"https:\/\/statorials.org\/ar\/#website","url":"https:\/\/statorials.org\/ar\/","name":"Statorials","description":"\u062f\u0644\u064a\u0644\u0643 \u0644\u0645\u062d\u0648 \u0627\u0644\u0623\u0645\u064a\u0629 \u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a\u0629!","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/statorials.org\/ar\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"azb"},{"@type":"Person","@id":"https:\/\/statorials.org\/ar\/#\/schema\/person\/a0a26e65f97483429b863aae1a11e3b3","name":"\u062f\u0643\u062a\u0648\u0631 \u0628\u0646\u064a\u0627\u0645\u064a\u0646 \u0623\u0646\u062f\u0631\u0633\u0648\u0646","image":{"@type":"ImageObject","inLanguage":"azb","@id":"https:\/\/statorials.org\/ar\/#\/schema\/person\/image\/","url":"https:\/\/statorials.org\/ar\/wp-content\/uploads\/2023\/10\/Dr.-Benjamin-Anderson-96x96.jpg","contentUrl":"https:\/\/statorials.org\/ar\/wp-content\/uploads\/2023\/10\/Dr.-Benjamin-Anderson-96x96.jpg","caption":"\u062f\u0643\u062a\u0648\u0631 \u0628\u0646\u064a\u0627\u0645\u064a\u0646 \u0623\u0646\u062f\u0631\u0633\u0648\u0646"},"description":"\u0645\u0631\u062d\u0628\u064b\u0627\u060c \u0623\u0646\u0627 \u0628\u0646\u062c\u0627\u0645\u064a\u0646\u060c \u0623\u0633\u062a\u0627\u0630 \u0627\u0644\u0625\u062d\u0635\u0627\u0621 \u0627\u0644\u0645\u062a\u0642\u0627\u0639\u062f \u0627\u0644\u0630\u064a \u062a\u062d\u0648\u0644 \u0625\u0644\u0649 \u0645\u062f\u0631\u0633 \u0645\u062a\u062e\u0635\u0635 \u0641\u064a Statorials. \u0628\u0641\u0636\u0644 \u062e\u0628\u0631\u062a\u064a \u0627\u0644\u0648\u0627\u0633\u0639\u0629 \u0641\u064a \u0645\u062c\u0627\u0644 \u0627\u0644\u0625\u062d\u0635\u0627\u0621\u060c \u0641\u0623\u0646\u0627 \u062d\u0631\u064a\u0635 \u0639\u0644\u0649 \u0645\u0634\u0627\u0631\u0643\u0629 \u0645\u0639\u0631\u0641\u062a\u064a \u0644\u062a\u0645\u0643\u064a\u0646 \u0627\u0644\u0637\u0644\u0627\u0628 \u0645\u0646 \u062e\u0644\u0627\u0644 Statorials. \u062a\u0639\u0631\u0641 \u0623\u0643\u062b\u0631","sameAs":["https:\/\/statorials.org\/ar"]}]}},"yoast_meta":{"yoast_wpseo_title":"","yoast_wpseo_metadesc":"","yoast_wpseo_canonical":""},"_links":{"self":[{"href":"https:\/\/statorials.org\/ar\/wp-json\/wp\/v2\/posts\/945"}],"collection":[{"href":"https:\/\/statorials.org\/ar\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/statorials.org\/ar\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/statorials.org\/ar\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/statorials.org\/ar\/wp-json\/wp\/v2\/comments?post=945"}],"version-history":[{"count":0,"href":"https:\/\/statorials.org\/ar\/wp-json\/wp\/v2\/posts\/945\/revisions"}],"wp:attachment":[{"href":"https:\/\/statorials.org\/ar\/wp-json\/wp\/v2\/media?parent=945"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/statorials.org\/ar\/wp-json\/wp\/v2\/categories?post=945"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/statorials.org\/ar\/wp-json\/wp\/v2\/tags?post=945"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}