{"id":1337,"date":"2023-07-26T19:48:52","date_gmt":"2023-07-26T19:48:52","guid":{"rendered":"https:\/\/statorials.org\/ar\/%d8%b1%d8%b3%d9%85-%d8%a8%d9%8a%d8%a7%d9%86%d9%8a-%d9%84%d9%84%d8%a8%d9%82%d8%a7%d9%8a%d8%a7-%d9%81%d9%8a-%d8%b5\/"},"modified":"2023-07-26T19:48:52","modified_gmt":"2023-07-26T19:48:52","slug":"%d8%b1%d8%b3%d9%85-%d8%a8%d9%8a%d8%a7%d9%86%d9%8a-%d9%84%d9%84%d8%a8%d9%82%d8%a7%d9%8a%d8%a7-%d9%81%d9%8a-%d8%b5","status":"publish","type":"post","link":"https:\/\/statorials.org\/ar\/%d8%b1%d8%b3%d9%85-%d8%a8%d9%8a%d8%a7%d9%86%d9%8a-%d9%84%d9%84%d8%a8%d9%82%d8%a7%d9%8a%d8%a7-%d9%81%d9%8a-%d8%b5\/","title":{"rendered":"\u0643\u064a\u0641\u064a\u0629 \u0625\u0646\u0634\u0627\u0621 \u0631\u0633\u0645 \u0628\u064a\u0627\u0646\u064a \u0644\u0644\u0628\u0642\u0627\u064a\u0627 \u0641\u064a r"},"content":{"rendered":"

<\/p>\n

\n

\u0623\u062d\u062f \u0627\u0644\u0627\u0641\u062a\u0631\u0627\u0636\u0627\u062a \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0644\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u062e\u0637\u064a<\/a> \u0647\u0648 \u0623\u0646 \u0627\u0644\u0628\u0642\u0627\u064a\u0627<\/a> \u064a\u062a\u0645 \u062a\u0648\u0632\u064a\u0639\u0647\u0627 \u0628\u0634\u0643\u0644 \u0637\u0628\u064a\u0639\u064a.<\/span><\/p>\n

\u0625\u062d\u062f\u0649 \u0637\u0631\u0642 \u0627\u0644\u062a\u062d\u0642\u0642 \u0645\u0646 \u0647\u0630\u0627 \u0627\u0644\u0627\u0641\u062a\u0631\u0627\u0636 \u0628\u0635\u0631\u064a\u064b\u0627 \u0647\u064a \u0625\u0646\u0634\u0627\u0621 \u0631\u0633\u0645 \u0628\u064a\u0627\u0646\u064a \u0644\u0644\u0628\u0642\u0627\u064a\u0627 \u0648\u0645\u0644\u0627\u062d\u0638\u0629 \u0645\u0627 \u0625\u0630\u0627 \u0643\u0627\u0646 \u0627\u0644\u062a\u0648\u0632\u064a\u0639 \u064a\u062a\u0628\u0639 “\u0634\u0643\u0644 \u0627\u0644\u062c\u0631\u0633” \u0627\u0644\u0630\u064a \u064a\u0630\u0643\u0631\u0646\u0627\u0628\u0627\u0644\u062a\u0648\u0632\u064a\u0639 \u0627\u0644\u0637\u0628\u064a\u0639\u064a \u0623\u0645 \u0644\u0627.<\/span><\/p>\n

\u064a\u0648\u0641\u0631 \u0647\u0630\u0627 \u0627\u0644\u0628\u0631\u0646\u0627\u0645\u062c \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u064a \u0645\u062b\u0627\u0644\u0627\u064b \u062e\u0637\u0648\u0629 \u0628\u062e\u0637\u0648\u0629 \u0644\u0643\u064a\u0641\u064a\u0629 \u0625\u0646\u0634\u0627\u0621 \u0631\u0633\u0645 \u0628\u064a\u0627\u0646\u064a \u0644\u0644\u0645\u062a\u0628\u0642\u064a\u0627\u062a \u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0641\u064a R.<\/span><\/p>\n

\u0627\u0644\u062e\u0637\u0648\u0629 1: \u0625\u0646\u0634\u0627\u0621 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/strong><\/span><\/h3>\n

\u0623\u0648\u0644\u0627\u064b\u060c \u0644\u0646\u0642\u0645 \u0628\u0625\u0646\u0634\u0627\u0621 \u0628\u0639\u0636 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0632\u064a\u0641\u0629 \u0644\u0644\u0639\u0645\u0644 \u0645\u0639\u0647\u0627:<\/span><\/p>\n

 #make this example reproducible\n<\/span>set.seed(0)\n\n#createdata\n<\/span>x1 <- rnorm(n=100, 2, 1)\nx2 <- rnorm(100, 4, 3)\ny <- rnorm(100, 2, 3)\ndata <- data.frame(x1, x2, y)\n\n#view first six rows of data\n<\/span>head(data)\n\n        x1 x2 y\n1 3.262954 6.3455776 -1.1371530\n2 1.673767 1.6696701 -0.6886338\n3 3.329799 2.1520303 5.8081615\n4 3.272429 4.1397409 3.7815228\n5 2.414641 0.6088427 4.3269030\n6 0.460050 5.7301563 6.6721111<\/strong><\/pre>\n
 \u0627\u0644\u062e\u0637\u0648\u0629 2: \u062a\u0646\u0627\u0633\u0628 \u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631<\/strong><\/span><\/h3>\n
 \u0628\u0639\u062f \u0630\u0644\u0643\u060c \u0633\u0646\u0644\u0627\u0626\u0645 \u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u062e\u0637\u064a \u0627\u0644\u0645\u062a\u0639\u062f\u062f<\/a> \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a:<\/span><\/p>\n
 #fit multiple linear regression model\n<\/span>model <- lm(y ~ x1 + x2, data=data)<\/strong><\/pre>\n
 \u0627\u0644\u062e\u0637\u0648\u0629 3: \u0625\u0646\u0634\u0627\u0621 \u0631\u0633\u0645 \u0628\u064a\u0627\u0646\u064a \u0644\u0644\u0628\u0642\u0627\u064a\u0627<\/strong><\/span><\/h3>\n
 \u0623\u062e\u064a\u0631\u064b\u0627\u060c \u0633\u0648\u0641 \u0646\u0633\u062a\u062e\u062f\u0645 \u062d\u0632\u0645\u0629 \u0627\u0644\u062a\u0635\u0648\u0631 ggplot<\/strong> \u0644\u0625\u0646\u0634\u0627\u0621 \u0631\u0633\u0645 \u0628\u064a\u0627\u0646\u064a \u0644\u0628\u0642\u0627\u064a\u0627 \u0627\u0644\u0646\u0645\u0648\u0630\u062c:<\/span> <\/p>\n
 #load ggplot2\nlibrary<\/span> (ggplot2)<\/span>\n\n#create histogram of residuals\nggplot(data = data, aes<\/span> (x = model$residuals)) +\n    geom_histogram(fill = ' steelblue<\/span> ', color = ' black<\/span> ') +\n    labs(title = ' Histogram of Residuals<\/span> ', x = ' Residuals<\/span> ', y = ' Frequency<\/span> ')\n<\/span><\/span><\/strong><\/pre>\n
\"\u0631\u0633\u0645<\/p>\n
 \u0644\u0627\u062d\u0638 \u0623\u0646\u0647 \u064a\u0645\u0643\u0646\u0646\u0627 \u0623\u064a\u0636\u064b\u0627 \u062a\u062d\u062f\u064a\u062f \u0639\u062f\u062f \u0627\u0644\u0635\u0646\u0627\u062f\u064a\u0642 \u0644\u0648\u0636\u0639 \u0627\u0644\u0645\u062e\u0644\u0641\u0627\u062a \u0641\u064a\u0647\u0627 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0648\u0633\u064a\u0637\u0629 bin<\/strong> .<\/span><\/p>\n
 \u0643\u0644\u0645\u0627 \u0643\u0627\u0646 \u0639\u062f\u062f \u0627\u0644\u0645\u0631\u0628\u0639\u0627\u062a \u0623\u0642\u0644\u060c \u0643\u0644\u0645\u0627 \u0643\u0627\u0646\u062a \u0627\u0644\u0623\u0634\u0631\u0637\u0629 \u0623\u0648\u0633\u0639 \u0641\u064a \u0627\u0644\u0631\u0633\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u064a. \u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u064a\u0645\u0643\u0646\u0646\u0627 \u062a\u062d\u062f\u064a\u062f 20 \u062e\u0627\u0646\u0629<\/strong> :<\/span> <\/p>\n
 #create histogram of residuals\nggplot(data = data, aes<\/span> (x = model$residuals)) +\n    geom_histogram(bins = 20<\/span> , fill = ' steelblue<\/span> ', color = ' black<\/span> ') +\n    labs(title = ' Histogram of Residuals<\/span> ', x = ' Residuals<\/span> ', y = ' Frequency<\/span> ')<\/span><\/span><\/strong> <\/pre>\n
\"\u0627\u0644\u0631\u0633\u0645<\/p>\n
 \u0623\u0648 \u064a\u0645\u0643\u0646\u0646\u0627 \u062a\u062d\u062f\u064a\u062f 10 \u0635\u0646\u0627\u062f\u064a\u0642<\/strong> :<\/span> <\/p>\n
 #create histogram of residuals\nggplot(data = data, aes<\/span> (x = model$residuals)) +\n    geom_histogram(bins = 10<\/span> , fill = ' steelblue<\/span> ', color = ' black<\/span> ') +\n    labs(title = ' Histogram of Residuals<\/span> ', x = ' Residuals<\/span> ', y = ' Frequency<\/span> ')<\/span><\/span><\/strong> <\/pre>\n
\"\"<\/p>\n
 \u0628\u063a\u0636 \u0627\u0644\u0646\u0638\u0631 \u0639\u0646 \u0639\u062f\u062f \u0627\u0644\u0645\u0631\u0628\u0639\u0627\u062a \u0627\u0644\u062a\u064a \u0646\u062d\u062f\u062f\u0647\u0627\u060c \u064a\u0645\u0643\u0646\u0646\u0627 \u0623\u0646 \u0646\u0631\u0649 \u0623\u0646 \u0627\u0644\u0628\u0642\u0627\u064a\u0627 \u064a\u062a\u0645 \u062a\u0648\u0632\u064a\u0639\u0647\u0627 \u0628\u0634\u0643\u0644 \u0637\u0628\u064a\u0639\u064a \u062a\u0642\u0631\u064a\u0628\u064b\u0627.<\/span><\/p>\n
 \u064a\u0645\u0643\u0646\u0646\u0627 \u0623\u064a\u0636\u064b\u0627 \u0625\u062c\u0631\u0627\u0621 \u0627\u062e\u062a\u0628\u0627\u0631 \u0625\u062d\u0635\u0627\u0626\u064a \u0631\u0633\u0645\u064a \u0645\u062b\u0644 Shapiro-Wilk\u060c \u0623\u0648 Kolmogorov-Smirnov\u060c \u0623\u0648 Jarque-Bera \u0644\u0627\u062e\u062a\u0628\u0627\u0631 \u0627\u0644\u062d\u0627\u0644\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629.<\/span><\/p>\n
 \u0648\u0645\u0639 \u0630\u0644\u0643\u060c \u0636\u0639 \u0641\u064a \u0627\u0639\u062a\u0628\u0627\u0631\u0643 \u0623\u0646 \u0647\u0630\u0647 \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a \u062d\u0633\u0627\u0633\u0629 \u0644\u0623\u062d\u062c\u0627\u0645 \u0627\u0644\u0639\u064a\u0646\u0627\u062a \u0627\u0644\u0643\u0628\u064a\u0631\u0629 – \u0623\u064a \u0623\u0646\u0647\u0627 \u063a\u0627\u0644\u0628\u064b\u0627 \u0645\u0627 \u062a\u0633\u062a\u0646\u062a\u062c \u0623\u0646 \u0627\u0644\u0645\u062e\u0644\u0641\u0627\u062a \u0644\u064a\u0633\u062a \u0637\u0628\u064a\u0639\u064a\u0629 \u0639\u0646\u062f\u0645\u0627 \u064a\u0643\u0648\u0646 \u062d\u062c\u0645 \u0627\u0644\u0639\u064a\u0646\u0629 \u0643\u0628\u064a\u0631\u064b\u0627.<\/span><\/p>\n
 \u0644\u0647\u0630\u0627 \u0627\u0644\u0633\u0628\u0628\u060c \u063a\u0627\u0644\u0628\u064b\u0627 \u0645\u0627 \u064a\u0643\u0648\u0646 \u0645\u0646 \u0627\u0644\u0623\u0633\u0647\u0644 \u062a\u0642\u064a\u064a\u0645 \u0627\u0644\u062d\u0627\u0644\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629 \u0639\u0646 \u0637\u0631\u064a\u0642 \u0625\u0646\u0634\u0627\u0621 \u0631\u0633\u0645 \u0628\u064a\u0627\u0646\u064a \u0644\u0644\u0628\u0642\u0627\u064a\u0627.<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"
\u0623\u062d\u062f \u0627\u0644\u0627\u0641\u062a\u0631\u0627\u0636\u0627\u062a \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0644\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u062e\u0637\u064a \u0647\u0648 \u0623\u0646 \u0627\u0644\u0628\u0642\u0627\u064a\u0627 \u064a\u062a\u0645 \u062a\u0648\u0632\u064a\u0639\u0647\u0627 \u0628\u0634\u0643\u0644 \u0637\u0628\u064a\u0639\u064a. \u0625\u062d\u062f\u0649 \u0637\u0631\u0642 \u0627\u0644\u062a\u062d\u0642\u0642 \u0645\u0646 \u0647\u0630\u0627 \u0627\u0644\u0627\u0641\u062a\u0631\u0627\u0636 \u0628\u0635\u0631\u064a\u064b\u0627 \u0647\u064a \u0625\u0646\u0634\u0627\u0621 \u0631\u0633\u0645 \u0628\u064a\u0627\u0646\u064a \u0644\u0644\u0628\u0642\u0627\u064a\u0627 \u0648\u0645\u0644\u0627\u062d\u0638\u0629 \u0645\u0627 \u0625\u0630\u0627 \u0643\u0627\u0646 \u0627\u0644\u062a\u0648\u0632\u064a\u0639 \u064a\u062a\u0628\u0639 “\u0634\u0643\u0644 \u0627\u0644\u062c\u0631\u0633” \u0627\u0644\u0630\u064a \u064a\u0630\u0643\u0631\u0646\u0627\u0628\u0627\u0644\u062a\u0648\u0632\u064a\u0639 \u0627\u0644\u0637\u0628\u064a\u0639\u064a \u0623\u0645 \u0644\u0627. \u064a\u0648\u0641\u0631 \u0647\u0630\u0627 \u0627\u0644\u0628\u0631\u0646\u0627\u0645\u062c \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u064a \u0645\u062b\u0627\u0644\u0627\u064b \u062e\u0637\u0648\u0629 \u0628\u062e\u0637\u0648\u0629 \u0644\u0643\u064a\u0641\u064a\u0629 \u0625\u0646\u0634\u0627\u0621 \u0631\u0633\u0645 \u0628\u064a\u0627\u0646\u064a \u0644\u0644\u0645\u062a\u0628\u0642\u064a\u0627\u062a \u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0641\u064a R. \u0627\u0644\u062e\u0637\u0648\u0629 1: […]<\/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 \u0625\u0646\u0634\u0627\u0621 \u0631\u0633\u0645 \u0628\u064a\u0627\u0646\u064a \u0644\u0644\u0628\u0642\u0627\u064a\u0627 \u0641\u064a R - 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