{"id":3490,"date":"2023-07-17T05:18:07","date_gmt":"2023-07-17T05:18:07","guid":{"rendered":"https:\/\/statorials.org\/ar\/r-%d8%a7%d9%84%d9%85%d8%aa%d9%88%d8%b3%d8%b7-%d8%a7%d9%84%d9%85%d8%aa%d8%ad%d8%b1%d9%83-%d8%ad%d8%b3%d8%a8-%d8%a7%d9%84%d9%85%d8%ac%d9%85%d9%88%d8%b9%d8%a9\/"},"modified":"2023-07-17T05:18:07","modified_gmt":"2023-07-17T05:18:07","slug":"r-%d8%a7%d9%84%d9%85%d8%aa%d9%88%d8%b3%d8%b7-%d8%a7%d9%84%d9%85%d8%aa%d8%ad%d8%b1%d9%83-%d8%ad%d8%b3%d8%a8-%d8%a7%d9%84%d9%85%d8%ac%d9%85%d9%88%d8%b9%d8%a9","status":"publish","type":"post","link":"https:\/\/statorials.org\/ar\/r-%d8%a7%d9%84%d9%85%d8%aa%d9%88%d8%b3%d8%b7-%d8%a7%d9%84%d9%85%d8%aa%d8%ad%d8%b1%d9%83-%d8%ad%d8%b3%d8%a8-%d8%a7%d9%84%d9%85%d8%ac%d9%85%d9%88%d8%b9%d8%a9\/","title":{"rendered":"\u0643\u064a\u0641\u064a\u0629 \u062d\u0633\u0627\u0628 \u0627\u0644\u0645\u062a\u0648\u0633\u0637 \u0627\u0644\u0645\u062a\u062d\u0631\u0643 \u062d\u0633\u0628 \u0627\u0644\u0645\u062c\u0645\u0648\u0639\u0629 \u0641\u064a r"},"content":{"rendered":"

<\/p>\n

\n

\u0641\u064a \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0633\u0644\u0627\u0633\u0644 \u0627\u0644\u0632\u0645\u0646\u064a\u0629\u060c \u064a\u0645\u062b\u0644 \u0627\u0644\u0645\u062a\u0648\u0633\u0637 \u0627\u0644\u0645\u062a\u062d\u0631\u0643<\/strong> \u0645\u062a\u0648\u0633\u0637 \u0642\u064a\u0645\u0629 \u0639\u062f\u062f \u0645\u0646 \u0627\u0644\u0641\u062a\u0631\u0627\u062a \u0627\u0644\u0633\u0627\u0628\u0642\u0629.<\/span><\/p>\n

\u064a\u0645\u0643\u0646\u0643 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0628\u0646\u0627\u0621 \u0627\u0644\u062c\u0645\u0644\u0629 \u0627\u0644\u0623\u0633\u0627\u0633\u064a \u0627\u0644\u062a\u0627\u0644\u064a \u0644\u062d\u0633\u0627\u0628 \u0627\u0644\u0645\u062a\u0648\u0633\u0637 \u0627\u0644\u0645\u062a\u062d\u0631\u0643 \u0644\u0644\u0645\u062c\u0645\u0648\u0639\u0629 \u0641\u064a R:<\/span><\/p>\n

 library<\/span> (dplyr)<\/span>\nlibrary<\/span> (zoo)<\/span>\n\n#calculate moving average by group<\/span>\ndf %>%\n  group_by(variable1)\n  mutate(moving_avg = rollmean(variable2, k= 3<\/span> , fill=NA, align=' right<\/span> '))<\/strong><\/pre>\n
 \u064a\u062d\u0633\u0628 \u0647\u0630\u0627 \u0627\u0644\u0645\u062b\u0627\u0644 \u0628\u0627\u0644\u062a\u062d\u062f\u064a\u062f \u0645\u062a\u0648\u0633\u0637\u064b\u0627 \u0645\u062a\u062d\u0631\u0643\u064b\u0627 \u0644\u0645\u062f\u0629 3 \u0641\u062a\u0631\u0627\u062a \u0644\u0644\u0645\u062a\u063a\u064a\u06312<\/strong> \u060c \u0645\u062c\u0645\u0639\u064b\u0627 \u062d\u0633\u0628 \u0627\u0644\u0645\u062a\u063a\u064a\u06311<\/strong> .<\/span><\/p>\n
 \u064a\u0633\u062a\u062e\u062f\u0645 \u0647\u0630\u0627 \u0627\u0644\u0631\u0645\u0632 \u0627\u0644\u062f\u0627\u0644\u0629 group_by()<\/strong> \u0645\u0646 \u062d\u0632\u0645\u0629 dplyr<\/strong> \u0648\u0627\u0644\u062f\u0627\u0644\u0629 rollmean()<\/strong> \u0645\u0646 \u062d\u0632\u0645\u0629 \u062d\u062f\u064a\u0642\u0629 \u0627\u0644\u062d\u064a\u0648\u0627\u0646<\/strong> .<\/span><\/p>\n
 \u064a\u0648\u0636\u062d \u0627\u0644\u0645\u062b\u0627\u0644 \u0627\u0644\u062a\u0627\u0644\u064a \u0643\u064a\u0641\u064a\u0629 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0647\u0630\u0647 \u0627\u0644\u0648\u0638\u064a\u0641\u0629 \u0639\u0645\u0644\u064a\u064b\u0627.<\/span><\/p>\n
 \u0645\u062b\u0627\u0644: \u062d\u0633\u0627\u0628 \u0627\u0644\u0645\u062a\u0648\u0633\u0637 \u0627\u0644\u0645\u062a\u062d\u0631\u0643 \u062d\u0633\u0628 \u0627\u0644\u0645\u062c\u0645\u0648\u0639\u0629 \u0641\u064a R<\/strong><\/span><\/h2>\n
 \u0644\u0646\u0641\u062a\u0631\u0636 \u0623\u0646 \u0644\u062f\u064a\u0646\u0627 \u0625\u0637\u0627\u0631 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u0627\u0644\u064a \u0641\u064a R \u0627\u0644\u0630\u064a \u064a\u0639\u0631\u0636 \u0645\u0628\u064a\u0639\u0627\u062a \u0645\u0646\u062a\u062c \u0645\u0627 \u0644\u0623\u064a\u0627\u0645 \u0645\u062a\u062a\u0627\u0644\u064a\u0629 \u0641\u064a \u0645\u062a\u062c\u0631\u064a\u0646 \u0645\u062e\u062a\u0644\u0641\u064a\u0646:<\/span><\/p>\n
 #create data frame<\/span>\ndf <- data. frame<\/span> (store=rep(c(' A<\/span> ', ' B<\/span> '), each= 7<\/span> ),\n                 sales=c(4, 4, 3, 5, 6, 5, 7, 4, 8, 7, 2, 5, 4, 6))\n\n#view data frame\n<\/span>df\n\n   blind sales\n1 to 4\n2 to 4\n3 to 3\n4 to 5\n5 to 6\n6 to 5\n7 to 7\n8 B 4\n9 B 8\n10 B 7\n11 B 2\n12 B 5\n13 B 4\n14 B 6\n<\/strong><\/pre>\n
 \u064a\u0645\u0643\u0646\u0646\u0627 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0635\u064a\u063a\u0629 \u0627\u0644\u062a\u0627\u0644\u064a\u0629 \u0644\u0625\u0646\u0634\u0627\u0621 \u0639\u0645\u0648\u062f \u062c\u062f\u064a\u062f \u064a\u0633\u0645\u0649 moving_avg3<\/strong> \u064a\u0639\u0631\u0636 \u0642\u064a\u0645\u0629 \u0645\u062a\u0648\u0633\u0637 \u0627\u0644\u0645\u0628\u064a\u0639\u0627\u062a \u0627\u0644\u0645\u062a\u062d\u0631\u0643 \u0644\u0645\u062f\u0629 3 \u0623\u064a\u0627\u0645 \u0644\u0643\u0644 \u0645\u062a\u062c\u0631:<\/span><\/p>\n
 library<\/span> (dplyr)\nlibrary<\/span> (zoo)\n\n#calculate 3-day moving average of sales, grouped by store<\/span>\ndf %>%\n  group_by(store) %>%\n  mutate(moving_avg3 = rollmean(sales, k= 3<\/span> , fill=NA, align=' right<\/span> '))\n\n# A tibble: 14 x 3\n# Groups: store[2]\n   store sales moving_avg3\n           \n 1 A 4 NA   \n 2 A 4 NA   \n 3 to 3 3.67\n 4 to 5 4   \n 5 to 6 4.67\n 6 to 5 5.33\n 7 to 7 6   \n 8 B 4 NA   \n 9 B 8 NA   \n10 B 7 6.33\n11 B 2 5.67\n12 B 5 4.67\n13 B 4 3.67\n14 B 6 5\n<\/strong><\/span><\/pre>\n
 \u0645\u0644\u0627\u062d\u0638\u0629<\/strong> : \u062a\u062a\u062d\u0643\u0645 \u0642\u064a\u0645\u0629 k<\/strong> \u0641\u064a \u0627\u0644\u062f\u0627\u0644\u0629 rollmean()<\/strong> \u0641\u064a \u0639\u062f\u062f \u0627\u0644\u0641\u062a\u0631\u0627\u062a \u0627\u0644\u0633\u0627\u0628\u0642\u0629 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u0629 \u0644\u062d\u0633\u0627\u0628 \u0627\u0644\u0645\u062a\u0648\u0633\u0637 \u0627\u0644\u0645\u062a\u062d\u0631\u0643.<\/span><\/p>\n
 \u064a\u0639\u0631\u0636 \u0627\u0644\u0639\u0645\u0648\u062f moving_avg3<\/strong> \u0642\u064a\u0645\u0629 \u0645\u0628\u064a\u0639\u0627\u062a \u0627\u0644\u0645\u062a\u0648\u0633\u0637 \u0627\u0644\u0645\u062a\u062d\u0631\u0643 \u0644\u0644\u0641\u062a\u0631\u0627\u062a \u0627\u0644\u062b\u0644\u0627\u062b \u0627\u0644\u0633\u0627\u0628\u0642\u0629.<\/span><\/p>\n
 \u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u064a\u062a\u0645 \u062d\u0633\u0627\u0628 \u0627\u0644\u0645\u062a\u0648\u0633\u0637 \u0627\u0644\u0645\u062a\u062c\u062f\u062f \u0644\u0644\u0645\u0628\u064a\u0639\u0627\u062a \u062e\u0644\u0627\u0644 \u0627\u0644\u0623\u064a\u0627\u0645 \u0627\u0644\u062b\u0644\u0627\u062b\u0629 \u0627\u0644\u0623\u0648\u0644\u0649 \u0644\u0644\u0645\u062a\u062c\u0631 \u0623 \u0639\u0644\u0649 \u0627\u0644\u0646\u062d\u0648 \u0627\u0644\u062a\u0627\u0644\u064a:<\/span><\/p>\n
 \u0627\u0644\u0645\u062a\u0648\u0633\u0637 \u0627\u0644\u0645\u062a\u062d\u0631\u0643 \u0644\u0645\u062f\u0629 3 \u0623\u064a\u0627\u0645 = (4 + 4 + 3) \/ 3 = 3.67<\/strong><\/span><\/p>\n
 \u064a\u062a\u0645 \u062d\u0633\u0627\u0628 \u0627\u0644\u0645\u062a\u0648\u0633\u0637 \u0627\u0644\u0645\u062a\u062d\u0631\u0643 \u0644\u0644\u0645\u0628\u064a\u0639\u0627\u062a \u062e\u0644\u0627\u0644 \u0627\u0644\u062b\u0644\u0627\u062b\u0629 \u0623\u064a\u0627\u0645 \u0627\u0644\u0642\u0627\u062f\u0645\u0629 \u0644\u0644\u0645\u062a\u062c\u0631 \u0623 \u0639\u0644\u0649 \u0627\u0644\u0646\u062d\u0648 \u0627\u0644\u062a\u0627\u0644\u064a:<\/span><\/p>\n
 \u0627\u0644\u0645\u062a\u0648\u0633\u0637 \u0627\u0644\u0645\u062a\u062d\u0631\u0643 \u0644\u062b\u0644\u0627\u062b\u0629 \u0623\u064a\u0627\u0645 = (4 + 3 + 5) \/ 3 = 4<\/strong><\/span><\/p>\n
 \u0648\u0645\u0627 \u0625\u0644\u0649 \u0630\u0644\u0643 \u0648\u0647\u0644\u0645 \u062c\u0631\u0627.<\/span><\/p>\n
 \u0644\u0627\u062d\u0638 \u0623\u0646 \u0623\u0648\u0644 \u0642\u064a\u0645\u062a\u064a\u0646 \u0644\u0644\u0645\u062a\u0648\u0633\u0637 \u0627\u0644\u0645\u062a\u062d\u0631\u0643 \u0644\u0643\u0644 \u0645\u062a\u062c\u0631 \u0647\u064a NA<\/strong> \u0644\u0623\u0646\u0647 \u0644\u0645 \u062a\u0643\u0646 \u0647\u0646\u0627\u0643 \u0641\u062a\u0631\u0627\u062a \u0633\u0627\u0628\u0642\u0629 \u0643\u0627\u0641\u064a\u0629 \u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647\u0627 \u0641\u064a \u0627\u0644\u0645\u062a\u0648\u0633\u0637 \u0627\u0644\u0645\u062a\u062d\u0631\u0643.<\/span><\/p>\n
 \u0645\u0635\u0627\u062f\u0631 \u0625\u0636\u0627\u0641\u064a\u0629<\/strong><\/span><\/h2>\n
 \u062a\u0634\u0631\u062d \u0627\u0644\u0628\u0631\u0627\u0645\u062c \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u064a\u0629 \u0627\u0644\u062a\u0627\u0644\u064a\u0629 \u0643\u064a\u0641\u064a\u0629 \u062a\u0646\u0641\u064a\u0630 \u0627\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u0634\u0627\u0626\u0639\u0629 \u0627\u0644\u0623\u062e\u0631\u0649 \u0641\u064a R:<\/span><\/p>\n
 \u0643\u064a\u0641\u064a\u0629 \u0631\u0633\u0645 \u0623\u0639\u0645\u062f\u0629 \u0645\u062a\u0639\u062f\u062f\u0629 \u0641\u064a R<\/a>
 \u0643\u064a\u0641\u064a\u0629 \u062d\u0633\u0627\u0628 \u0627\u0644\u0645\u062a\u0648\u0633\u0637 \u0639\u0644\u0649 \u0627\u0644\u0623\u0639\u0645\u062f\u0629 \u0641\u064a R<\/a>
 \u0643\u064a\u0641\u064a\u0629 \u062d\u0633\u0627\u0628 \u0627\u0644\u0645\u062a\u0648\u0633\u0637 \u0644\u0643\u0644 \u0645\u062c\u0645\u0648\u0639\u0629 \u0641\u064a R<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"
\u0641\u064a \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0633\u0644\u0627\u0633\u0644 \u0627\u0644\u0632\u0645\u0646\u064a\u0629\u060c \u064a\u0645\u062b\u0644 \u0627\u0644\u0645\u062a\u0648\u0633\u0637 \u0627\u0644\u0645\u062a\u062d\u0631\u0643 \u0645\u062a\u0648\u0633\u0637 \u0642\u064a\u0645\u0629 \u0639\u062f\u062f \u0645\u0646 \u0627\u0644\u0641\u062a\u0631\u0627\u062a \u0627\u0644\u0633\u0627\u0628\u0642\u0629. \u064a\u0645\u0643\u0646\u0643 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0628\u0646\u0627\u0621 \u0627\u0644\u062c\u0645\u0644\u0629 \u0627\u0644\u0623\u0633\u0627\u0633\u064a \u0627\u0644\u062a\u0627\u0644\u064a \u0644\u062d\u0633\u0627\u0628 \u0627\u0644\u0645\u062a\u0648\u0633\u0637 \u0627\u0644\u0645\u062a\u062d\u0631\u0643 \u0644\u0644\u0645\u062c\u0645\u0648\u0639\u0629 \u0641\u064a R: library (dplyr) library (zoo) #calculate moving average by group df %>% group_by(variable1) mutate(moving_avg = rollmean(variable2, k= 3 , fill=NA, align=’ right ‘)) \u064a\u062d\u0633\u0628 \u0647\u0630\u0627 \u0627\u0644\u0645\u062b\u0627\u0644 \u0628\u0627\u0644\u062a\u062d\u062f\u064a\u062f \u0645\u062a\u0648\u0633\u0637\u064b\u0627 \u0645\u062a\u062d\u0631\u0643\u064b\u0627 \u0644\u0645\u062f\u0629 3 […]<\/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":"\n\u0643\u064a\u0641\u064a\u0629 \u062d\u0633\u0627\u0628 \u0627\u0644\u0645\u062a\u0648\u0633\u0637 \u0627\u0644\u0645\u062a\u062d\u0631\u0643 \u062d\u0633\u0628 \u0627\u0644\u0645\u062c\u0645\u0648\u0639\u0629 \u0641\u064a R - \u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a\u0627\u062a<\/title>\n<meta name=\"description\" content=\"\u064a\u0634\u0631\u062d \u0647\u0630\u0627 \u0627\u0644\u0628\u0631\u0646\u0627\u0645\u062c \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u064a \u0643\u064a\u0641\u064a\u0629 \u062d\u0633\u0627\u0628 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