{"id":853,"date":"2023-07-28T12:58:50","date_gmt":"2023-07-28T12:58:50","guid":{"rendered":"https:\/\/statorials.org\/ar\/%d8%a7%d9%84%d9%82%d9%8a%d8%a7%d8%b3%d8%a7%d8%aa-%d8%a7%d9%84%d9%85%d8%aa%d9%83%d8%b1%d8%b1%d8%a9-%d8%a7%d9%94%d9%86%d9%88%d9%81%d8%a7-%d8%a8%d9%8a%d8%ab%d9%88%d9%86\/"},"modified":"2023-07-28T12:58:50","modified_gmt":"2023-07-28T12:58:50","slug":"%d8%a7%d9%84%d9%82%d9%8a%d8%a7%d8%b3%d8%a7%d8%aa-%d8%a7%d9%84%d9%85%d8%aa%d9%83%d8%b1%d8%b1%d8%a9-%d8%a7%d9%94%d9%86%d9%88%d9%81%d8%a7-%d8%a8%d9%8a%d8%ab%d9%88%d9%86","status":"publish","type":"post","link":"https:\/\/statorials.org\/ar\/%d8%a7%d9%84%d9%82%d9%8a%d8%a7%d8%b3%d8%a7%d8%aa-%d8%a7%d9%84%d9%85%d8%aa%d9%83%d8%b1%d8%b1%d8%a9-%d8%a7%d9%94%d9%86%d9%88%d9%81%d8%a7-%d8%a8%d9%8a%d8%ab%d9%88%d9%86\/","title":{"rendered":"\u0643\u064a\u0641\u064a\u0629 \u062a\u0646\u0641\u064a\u0630 \u0627\u0644\u062a\u062f\u0627\u0628\u064a\u0631 \u0627\u0644\u0645\u062a\u0643\u0631\u0631\u0629 anova \u0641\u064a \u0628\u064a\u062b\u0648\u0646"},"content":{"rendered":"

<\/p>\n

\n

\u064a\u062a\u0645 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0645\u0642\u0627\u064a\u064a\u0633 \u0627\u0644\u0645\u062a\u0643\u0631\u0631\u0629 ANOVA<\/a> \u0644\u062a\u062d\u062f\u064a\u062f \u0645\u0627 \u0625\u0630\u0627 \u0643\u0627\u0646 \u0647\u0646\u0627\u0643 \u0641\u0631\u0642 \u0630\u0648 \u062f\u0644\u0627\u0644\u0629 \u0625\u062d\u0635\u0627\u0626\u064a\u0629 \u0628\u064a\u0646 \u0645\u062a\u0648\u0633\u0637\u0627\u062a \u062b\u0644\u0627\u062b \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0623\u0648 \u0623\u0643\u062b\u0631 \u062a\u0638\u0647\u0631 \u0641\u064a\u0647\u0627 \u0646\u0641\u0633 \u0627\u0644\u0645\u0648\u0627\u0636\u064a\u0639 \u0641\u064a \u0643\u0644 \u0645\u062c\u0645\u0648\u0639\u0629 \u0623\u0645 \u0644\u0627.<\/span><\/p>\n

\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 \u0625\u062c\u0631\u0627\u0621 \u0642\u064a\u0627\u0633\u0627\u062a \u0645\u062a\u0643\u0631\u0631\u0629 \u0623\u062d\u0627\u062f\u064a\u0629 \u0627\u0644\u0627\u062a\u062c\u0627\u0647 ANOVA \u0641\u064a \u0628\u0627\u064a\u062b\u0648\u0646.<\/span><\/p>\n

\u0645\u062b\u0627\u0644: \u0627\u0644\u062a\u062f\u0627\u0628\u064a\u0631 \u0627\u0644\u0645\u062a\u0643\u0631\u0631\u0629 ANOVA \u0641\u064a \u0628\u0627\u064a\u062b\u0648\u0646<\/strong><\/span><\/h2>\n

\u064a\u0631\u064a\u062f \u0627\u0644\u0628\u0627\u062d\u062b\u0648\u0646 \u0645\u0639\u0631\u0641\u0629 \u0645\u0627 \u0625\u0630\u0627 \u0643\u0627\u0646\u062a \u0623\u0631\u0628\u0639\u0629 \u0623\u062f\u0648\u064a\u0629 \u0645\u062e\u062a\u0644\u0641\u0629 \u062a\u0633\u0628\u0628 \u0623\u0648\u0642\u0627\u062a \u0631\u062f \u0641\u0639\u0644 \u0645\u062e\u062a\u0644\u0641\u0629. \u0648\u0644\u0627\u062e\u062a\u0628\u0627\u0631 \u0630\u0644\u0643\u060c \u0642\u0627\u0645\u0648\u0627 \u0628\u0642\u064a\u0627\u0633 \u0623\u0648\u0642\u0627\u062a \u0631\u062f \u0641\u0639\u0644 \u062e\u0645\u0633\u0629 \u0645\u0631\u0636\u0649 \u0644\u0623\u0631\u0628\u0639\u0629 \u0623\u062f\u0648\u064a\u0629 \u0645\u062e\u062a\u0644\u0641\u0629.<\/span><\/p>\n

\u0646\u0638\u0631\u064b\u0627 \u0644\u0623\u0646\u0647 \u064a\u062a\u0645 \u0642\u064a\u0627\u0633 \u0643\u0644 \u0645\u0631\u064a\u0636 \u0639\u0644\u0649 \u0643\u0644 \u0645\u0646 \u0627\u0644\u0623\u062f\u0648\u064a\u0629 \u0627\u0644\u0623\u0631\u0628\u0639\u0629\u060c \u0641\u0633\u0648\u0641 \u0646\u0633\u062a\u062e\u062f\u0645 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u062a\u0628\u0627\u064a\u0646 (ANOVA) \u0644\u0644\u0642\u064a\u0627\u0633\u0627\u062a \u0627\u0644\u0645\u062a\u0643\u0631\u0631\u0629 \u0644\u062a\u062d\u062f\u064a\u062f \u0645\u0627 \u0625\u0630\u0627 \u0643\u0627\u0646 \u0645\u062a\u0648\u0633\u0637 \u0648\u0642\u062a \u0627\u0644\u062a\u0641\u0627\u0639\u0644 \u064a\u062e\u062a\u0644\u0641 \u0628\u064a\u0646 \u0627\u0644\u0623\u062f\u0648\u064a\u0629.<\/span><\/p>\n

\u0627\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u062e\u0637\u0648\u0627\u062a \u0627\u0644\u062a\u0627\u0644\u064a\u0629 \u0644\u062a\u0646\u0641\u064a\u0630 \u0627\u0644\u062a\u062f\u0627\u0628\u064a\u0631 \u0627\u0644\u0645\u062a\u0643\u0631\u0631\u0629 ANOVA \u0641\u064a Python.<\/span><\/p>\n

\u0627\u0644\u062e\u0637\u0648\u0629 1: \u0623\u062f\u062e\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/strong><\/span><\/p>\n

\u0623\u0648\u0644\u0627\u064b\u060c \u0633\u0646\u0642\u0648\u0645 \u0628\u0625\u0646\u0634\u0627\u0621 DataFrame \u0627\u0644\u0628\u0627\u0646\u062f\u0627 \u0644\u0644\u0627\u062d\u062a\u0641\u0627\u0638 \u0628\u0628\u064a\u0627\u0646\u0627\u062a\u0646\u0627:<\/span><\/p>\n

 import<\/span> numpy as<\/span> np\nimport<\/span> pandas as<\/span> pd\n\n#createdata<\/span>\ndf = pd.DataFrame({'patient': np.repeat([1, 2, 3, 4, 5], 4),\n                   'drug': np.tile([1, 2, 3, 4], 5),\n                   'response': [30, 28, 16, 34,\n                                14, 18, 10, 22,\n                                24, 20, 18, 30,\n                                38, 34, 20, 44, \n                                26, 28, 14, 30]})\n\n#view first ten rows of data<\/span> \ndf.head[:10]\n\n\n\tpatient drug response\n0 1 1 30\n1 1 2 28\n2 1 3 16\n3 1 4 34\n4 2 1 14\n5 2 2 18\n6 2 3 10\n7 2 4 22\n8 3 1 24\n9 3 2 20<\/strong><\/pre>\n
 \u0627\u0644\u062e\u0637\u0648\u0629 2: \u062a\u0646\u0641\u064a\u0630 \u0627\u0644\u062a\u062f\u0627\u0628\u064a\u0631 \u0627\u0644\u0645\u062a\u0643\u0631\u0631\u0629 ANOVA.<\/strong><\/span><\/p>\n
 from<\/span> statsmodels.stats.anova import<\/span> AnovaRM\n<\/span>\n#perform the repeated measures ANOVA<\/span>\nprint(AnovaRM(data= df<\/span> , depvar=' response<\/span> ', subject=' patient<\/span> ', within=[' drug<\/span> ']).fit())\n\n              Anova\n====================================\n     F Value Num DF Den DF Pr > F\n----------------------------------\ndrug 24.7589 3.0000 12.0000 0.0000\n====================================\n<\/strong><\/pre>\n
 \u0627\u0644\u062e\u0637\u0648\u0629 3: \u062a\u0641\u0633\u064a\u0631 \u0627\u0644\u0646\u062a\u0627\u0626\u062c.<\/strong><\/span><\/p>\n
 \u062a\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u0645\u0642\u0627\u064a\u064a\u0633 \u0627\u0644\u0645\u062a\u0643\u0631\u0631\u0629 ANOVA \u0627\u0644\u0641\u0631\u0636\u064a\u0627\u062a \u0627\u0644\u0641\u0627\u0631\u063a\u0629 \u0648\u0627\u0644\u0628\u062f\u064a\u0644\u0629 \u0627\u0644\u062a\u0627\u0644\u064a\u0629:<\/span><\/p>\n
 \u0627\u0644\u0641\u0631\u0636\u064a\u0629 \u0627\u0644\u0635\u0641\u0631\u064a\u0629 (H 0<\/sub> ):<\/strong> \u03bc 1<\/sub> = \u03bc 2<\/sub> = \u03bc 3<\/sub> (\u0627\u0644\u0645\u062a\u0648\u0633\u0637\u0627\u062a \u0627\u0644\u0633\u0643\u0627\u0646\u064a\u0629 \u0643\u0644\u0647\u0627 \u0645\u062a\u0633\u0627\u0648\u064a\u0629)<\/span><\/p>\n
 \u0627\u0644\u0641\u0631\u0636\u064a\u0629 \u0627\u0644\u0628\u062f\u064a\u0644\u0629: (Ha):<\/strong> \u064a\u0648\u062c\u062f \u0648\u0633\u0637 \u0645\u062c\u062a\u0645\u0639\u064a \u0648\u0627\u062d\u062f \u0639\u0644\u0649 \u0627\u0644\u0623\u0642\u0644 \u064a\u062e\u062a\u0644\u0641 \u0639\u0646 \u0627\u0644\u0628\u0627\u0642\u064a<\/span><\/p>\n
 \u0641\u064a \u0647\u0630\u0627 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u0625\u062d\u0635\u0627\u0626\u064a\u0627\u062a \u0627\u062e\u062a\u0628\u0627\u0631 F \u0647\u064a 24.7589<\/strong> \u0648\u0627\u0644\u0642\u064a\u0645\u0629 p \u0627\u0644\u0645\u0642\u0627\u0628\u0644\u0629 \u0647\u064a 0.0000<\/strong> .<\/span><\/p>\n
 \u0648\u0628\u0645\u0627 \u0623\u0646 \u0647\u0630\u0647 \u0627\u0644\u0642\u064a\u0645\u0629 p<\/a> \u0623\u0642\u0644 \u0645\u0646 0.05\u060c \u0641\u0625\u0646\u0646\u0627 \u0646\u0631\u0641\u0636 \u0641\u0631\u0636\u064a\u0629 \u0627\u0644\u0639\u062f\u0645 \u0648\u0646\u0633\u062a\u0646\u062a\u062c \u0623\u0646 \u0647\u0646\u0627\u0643 \u0641\u0631\u0642\u064b\u0627 \u0630\u0648 \u062f\u0644\u0627\u0644\u0629 \u0625\u062d\u0635\u0627\u0626\u064a\u0629 \u0641\u064a \u0645\u062a\u0648\u0633\u0637 \u0623\u0648\u0642\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0629 \u0628\u064a\u0646 \u0627\u0644\u0623\u062f\u0648\u064a\u0629 \u0627\u0644\u0623\u0631\u0628\u0639\u0629.<\/span><\/p>\n
 \u0627\u0644\u062e\u0637\u0648\u0629 4: \u0627\u0644\u0625\u0628\u0644\u0627\u063a \u0639\u0646 \u0627\u0644\u0646\u062a\u0627\u0626\u062c.<\/strong><\/span><\/p>\n
 \u0648\u0623\u062e\u064a\u0631\u0627\u060c \u0633\u0648\u0641 \u0646\u0642\u0648\u0645 \u0628\u0627\u0644\u0625\u0628\u0644\u0627\u063a \u0639\u0646 \u0646\u062a\u0627\u0626\u062c \u062a\u062f\u0627\u0628\u064a\u0631\u0646\u0627 \u0627\u0644\u0645\u062a\u0643\u0631\u0631\u0629 ANOVA. \u0641\u064a\u0645\u0627 \u064a\u0644\u064a \u0645\u062b\u0627\u0644 \u0644\u0643\u064a\u0641\u064a\u0629 \u0627\u0644\u0642\u064a\u0627\u0645 \u0628\u0630\u0644\u0643:<\/span><\/p>\n
\n
 \u062a\u0645 \u0625\u062c\u0631\u0627\u0621 \u062a\u062f\u0627\u0628\u064a\u0631 \u0645\u062a\u0643\u0631\u0631\u0629 \u0623\u062d\u0627\u062f\u064a\u0629 \u0627\u0644\u0627\u062a\u062c\u0627\u0647 ANOVA \u0639\u0644\u0649 5 \u0623\u0641\u0631\u0627\u062f \u0644\u0641\u062d\u0635 \u062a\u0623\u062b\u064a\u0631 \u0623\u0631\u0628\u0639\u0629 \u0623\u062f\u0648\u064a\u0629 \u0645\u062e\u062a\u0644\u0641\u0629 \u0639\u0644\u0649 \u0648\u0642\u062a \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0629.<\/span><\/p>\n
 \u0648\u0623\u0638\u0647\u0631\u062a \u0627\u0644\u0646\u062a\u0627\u0626\u062c \u0623\u0646 \u0646\u0648\u0639 \u0627\u0644\u062f\u0648\u0627\u0621 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645 \u0623\u062f\u0649 \u0625\u0644\u0649 \u0641\u0631\u0648\u0642 \u0630\u0627\u062a \u062f\u0644\u0627\u0644\u0629 \u0625\u062d\u0635\u0627\u0626\u064a\u0629 \u0641\u064a \u0632\u0645\u0646 \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0629 (F(3\u060c 12) = 24.75887\u060c P <0.001).<\/span><\/p>\n<\/blockquote>\n
 \u0645\u0635\u0627\u062f\u0631 \u0625\u0636\u0627\u0641\u064a\u0629<\/strong><\/span><\/h2>\n
 \u062a\u0648\u0641\u0631 \u0627\u0644\u0628\u0631\u0627\u0645\u062c \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u064a\u0629 \u0627\u0644\u062a\u0627\u0644\u064a\u0629 \u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0625\u0636\u0627\u0641\u064a\u0629 \u062d\u0648\u0644 \u0627\u0644\u062a\u062f\u0627\u0628\u064a\u0631 \u0627\u0644\u0645\u062a\u0643\u0631\u0631\u0629 ANOVAs:<\/span><\/p>\n
 ANOVA \u0641\u064a \u0627\u062a\u062c\u0627\u0647 \u0648\u0627\u062d\u062f \u0648\u0627\u0644\u062a\u062f\u0627\u0628\u064a\u0631 \u0627\u0644\u0645\u062a\u0643\u0631\u0631\u0629 ANOVA: \u0627\u0644\u0641\u0631\u0642<\/a>
 \u0643\u064a\u0641\u064a\u0629 \u0625\u062c\u0631\u0627\u0621 ANOVA \u0644\u0644\u062a\u062f\u0627\u0628\u064a\u0631 \u0627\u0644\u0645\u062a\u0643\u0631\u0631\u0629 \u064a\u062f\u0648\u064a\u064b\u0627<\/a>
 \u0627\u0644\u0627\u0641\u062a\u0631\u0627\u0636\u0627\u062a \u0627\u0644\u062b\u0644\u0627\u062b\u0629 \u0644\u0644\u062a\u062f\u0627\u0628\u064a\u0631 \u0627\u0644\u0645\u062a\u0643\u0631\u0631\u0629 ANOVA<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"
\u064a\u062a\u0645 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0645\u0642\u0627\u064a\u064a\u0633 \u0627\u0644\u0645\u062a\u0643\u0631\u0631\u0629 ANOVA \u0644\u062a\u062d\u062f\u064a\u062f \u0645\u0627 \u0625\u0630\u0627 \u0643\u0627\u0646 \u0647\u0646\u0627\u0643 \u0641\u0631\u0642 \u0630\u0648 \u062f\u0644\u0627\u0644\u0629 \u0625\u062d\u0635\u0627\u0626\u064a\u0629 \u0628\u064a\u0646 \u0645\u062a\u0648\u0633\u0637\u0627\u062a \u062b\u0644\u0627\u062b \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0623\u0648 \u0623\u0643\u062b\u0631 \u062a\u0638\u0647\u0631 \u0641\u064a\u0647\u0627 \u0646\u0641\u0633 \u0627\u0644\u0645\u0648\u0627\u0636\u064a\u0639 \u0641\u064a \u0643\u0644 \u0645\u062c\u0645\u0648\u0639\u0629 \u0623\u0645 \u0644\u0627. \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 \u0625\u062c\u0631\u0627\u0621 \u0642\u064a\u0627\u0633\u0627\u062a \u0645\u062a\u0643\u0631\u0631\u0629 \u0623\u062d\u0627\u062f\u064a\u0629 \u0627\u0644\u0627\u062a\u062c\u0627\u0647 ANOVA \u0641\u064a \u0628\u0627\u064a\u062b\u0648\u0646. \u0645\u062b\u0627\u0644: \u0627\u0644\u062a\u062f\u0627\u0628\u064a\u0631 \u0627\u0644\u0645\u062a\u0643\u0631\u0631\u0629 ANOVA \u0641\u064a \u0628\u0627\u064a\u062b\u0648\u0646 \u064a\u0631\u064a\u062f \u0627\u0644\u0628\u0627\u062d\u062b\u0648\u0646 \u0645\u0639\u0631\u0641\u0629 \u0645\u0627 \u0625\u0630\u0627 \u0643\u0627\u0646\u062a \u0623\u0631\u0628\u0639\u0629 […]<\/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 \u062a\u0646\u0641\u064a\u0630 \u0627\u0644\u062a\u062f\u0627\u0628\u064a\u0631 \u0627\u0644\u0645\u062a\u0643\u0631\u0631\u0629 ANOVA \u0641\u064a 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