{"id":1537,"date":"2023-07-25T23:30:04","date_gmt":"2023-07-25T23:30:04","guid":{"rendered":"https:\/\/statorials.org\/ar\/%d8%a8%d9%8a%d8%ab%d9%88%d9%86-%d9%85%d8%b9%d8%a7%d9%85%d9%84-%d8%a7%d9%84%d8%a7%d8%b1%d8%aa%d8%a8%d8%a7%d8%b7-%d8%af%d8%a7%d8%ae%d9%84-%d8%a7%d9%84%d8%b7%d8%a8%d9%82%d8%a9\/"},"modified":"2023-07-25T23:30:04","modified_gmt":"2023-07-25T23:30:04","slug":"%d8%a8%d9%8a%d8%ab%d9%88%d9%86-%d9%85%d8%b9%d8%a7%d9%85%d9%84-%d8%a7%d9%84%d8%a7%d8%b1%d8%aa%d8%a8%d8%a7%d8%b7-%d8%af%d8%a7%d8%ae%d9%84-%d8%a7%d9%84%d8%b7%d8%a8%d9%82%d8%a9","status":"publish","type":"post","link":"https:\/\/statorials.org\/ar\/%d8%a8%d9%8a%d8%ab%d9%88%d9%86-%d9%85%d8%b9%d8%a7%d9%85%d9%84-%d8%a7%d9%84%d8%a7%d8%b1%d8%aa%d8%a8%d8%a7%d8%b7-%d8%af%d8%a7%d8%ae%d9%84-%d8%a7%d9%84%d8%b7%d8%a8%d9%82%d8%a9\/","title":{"rendered":"\u0643\u064a\u0641\u064a\u0629 \u062d\u0633\u0627\u0628 \u0645\u0639\u0627\u0645\u0644 \u0627\u0644\u0627\u0631\u062a\u0628\u0627\u0637 intraclass \u0641\u064a \u0628\u0627\u064a\u062b\u0648\u0646"},"content":{"rendered":"<p><\/p>\n<hr>\n<p style=\";text-align:right;direction:rtl\"><span style=\"color: #000000;\">\u064a\u062a\u0645 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 <a href=\"https:\/\/statorials.org\/ar\/\u0645\u0639\u0627\u0645\u0644-\u0627\u0644\u0627\u0631\u062a\u0628\u0627\u0637-\u062f\u0627\u062e\u0644-\u0627\u0644\u0637\u0628\u0642\u0629\/\" target=\"_blank\" rel=\"noopener\">\u0645\u0639\u0627\u0645\u0644 \u0627\u0644\u0627\u0631\u062a\u0628\u0627\u0637 \u062f\u0627\u062e\u0644 \u0627\u0644\u0641\u0635\u0644<\/a> (ICC) \u0644\u062a\u062d\u062f\u064a\u062f \u0645\u0627 \u0625\u0630\u0627 \u0643\u0627\u0646 \u0645\u0646 \u0627\u0644\u0645\u0645\u0643\u0646 \u062a\u0642\u064a\u064a\u0645 \u0627\u0644\u0639\u0646\u0627\u0635\u0631 \u0623\u0648 \u0627\u0644\u0645\u0648\u0627\u0636\u064a\u0639 \u0628\u0634\u0643\u0644 \u0645\u0648\u062b\u0648\u0642 \u0628\u0648\u0627\u0633\u0637\u0629 \u0645\u0642\u064a\u0645\u064a\u0646 \u0645\u062e\u062a\u0644\u0641\u064a\u0646.<\/span><\/p>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u062a\u0631\u0627\u0648\u062d \u0642\u064a\u0645\u0629 ICC \u0645\u0646 0 \u0625\u0644\u0649 1\u060c \u062d\u064a\u062b \u064a\u0634\u064a\u0631 \u0627\u0644\u0631\u0642\u0645 0 \u0625\u0644\u0649 \u0639\u062f\u0645 \u0648\u062c\u0648\u062f <a href=\"https:\/\/statorials.org\/ar\/\u062a\u062d\u0644\u064a\u0644-\u0627\u0644\u0645\u0648\u062b\u0648\u0642\u064a\u0629\/\" target=\"_blank\" rel=\"noopener\">\u0645\u0648\u062b\u0648\u0642\u064a\u0629<\/a> \u0628\u064a\u0646 \u0627\u0644\u0645\u0642\u064a\u0645\u064a\u0646 \u0648\u064a\u0634\u064a\u0631 \u0627\u0644\u0631\u0642\u0645 1 \u0625\u0644\u0649 \u0627\u0644\u0645\u0648\u062b\u0648\u0642\u064a\u0629 \u0627\u0644\u0643\u0627\u0645\u0644\u0629.<\/span><\/p>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u0623\u0633\u0647\u0644 \u0637\u0631\u064a\u0642\u0629 \u0644\u062d\u0633\u0627\u0628 ICC \u0641\u064a \u0628\u0627\u064a\u062b\u0648\u0646 \u0647\u064a \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062f\u0627\u0644\u0629 <a href=\"https:\/\/pingouin-stats.org\/generated\/pingouin.intraclass_corr.html\" target=\"_blank\" rel=\"noopener\">penguin.intraclass_corr()<\/a> \u0645\u0646 <a href=\"https:\/\/pingouin-stats.org\/index.html\" target=\"_blank\" rel=\"noopener\">\u062d\u0632\u0645\u0629 \u0625\u062d\u0635\u0627\u0626\u064a\u0627\u062a penguin<\/a> \u060c \u0648\u0627\u0644\u062a\u064a \u062a\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u0635\u064a\u063a\u0629 \u0627\u0644\u062a\u0627\u0644\u064a\u0629:<\/span><\/p>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\"><strong>pengouin.intraclass_corr(\u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0627\u0644\u0623\u0647\u062f\u0627\u0641\u060c \u0627\u0644\u0645\u0642\u064a\u0645\u0648\u0646\u060c \u0627\u0644\u062f\u0631\u062c\u0627\u062a)<\/strong><\/span><\/p>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u0630\u0647\u0628:<\/span><\/p>\n<ul style=\";text-align:right;direction:rtl\">\n<li style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\"><strong>\u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a:<\/strong> \u0627\u0633\u0645 \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;\"><strong>\u0627\u0644\u0623\u0647\u062f\u0627\u0641:<\/strong> \u0627\u0633\u0645 \u0627\u0644\u0639\u0645\u0648\u062f \u0627\u0644\u0630\u064a \u064a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 &#8220;\u0627\u0644\u0623\u0647\u062f\u0627\u0641&#8221; (\u0627\u0644\u0623\u0634\u064a\u0627\u0621 \u0627\u0644\u062a\u064a \u062a\u062a\u0645 \u0645\u0644\u0627\u062d\u0638\u062a\u0647\u0627)<\/span><\/li>\n<li style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\"><strong>\u0627\u0644\u0645\u0631\u0627\u062c\u0639\u0648\u0646:<\/strong> \u0627\u0633\u0645 \u0627\u0644\u0639\u0645\u0648\u062f \u0627\u0644\u0630\u064a \u064a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 \u0627\u0644\u0645\u0631\u0627\u062c\u0639\u064a\u0646<\/span><\/li>\n<li style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\"><strong>\u0627\u0644\u0645\u0644\u0627\u062d\u0638\u0627\u062a:<\/strong> \u0627\u0633\u0645 \u0627\u0644\u0639\u0645\u0648\u062f \u0627\u0644\u0630\u064a \u064a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 \u0627\u0644\u0645\u0644\u0627\u062d\u0638\u0627\u062a<\/span><\/li>\n<\/ul>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u064a\u0642\u062f\u0645 \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 \u0639\u0645\u0644\u064a\u064b\u0627 \u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0647\u0630\u0647 \u0627\u0644\u0645\u064a\u0632\u0629.<\/span><\/p>\n<h3 style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\"><strong>\u0627\u0644\u062e\u0637\u0648\u0629 1: \u062a\u062b\u0628\u064a\u062a \u0627\u0644\u0628\u0637\u0631\u064a\u0642<\/strong><\/span><\/h3>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u0623\u0648\u0644\u0627 \u0648\u0642\u0628\u0644 \u0643\u0644 \u0634\u064a\u0621\u060c \u062a\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u062a\u062b\u0628\u064a\u062a Penguin:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <span style=\"color: #000000;\"><span style=\"color: #000000;\"><b>pip <span style=\"color: #008000;\">install<\/span> penguin<\/b><\/span><\/span><\/pre>\n<h3 style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\"><strong>\u0627\u0644\u062e\u0637\u0648\u0629 2: \u0625\u0646\u0634\u0627\u0621 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/strong><\/span><\/h3>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u0644\u0646\u0641\u062a\u0631\u0636 \u0623\u0646\u0647 \u0637\u064f\u0644\u0628 \u0645\u0646 \u0623\u0631\u0628\u0639\u0629 \u0645\u062d\u0643\u0645\u064a\u0646 \u0645\u062e\u062a\u0644\u0641\u064a\u0646 \u062a\u0642\u064a\u064a\u0645 \u062c\u0648\u062f\u0629 \u0633\u062a\u0629 \u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a \u0645\u062e\u062a\u0644\u0641\u0629 \u0644\u0644\u0627\u0644\u062a\u062d\u0627\u0642 \u0628\u0627\u0644\u062c\u0627\u0645\u0639\u0627\u062a. \u064a\u0645\u0643\u0646\u0646\u0627 \u0625\u0646\u0634\u0627\u0621 \u0625\u0637\u0627\u0631 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u0627\u0644\u064a \u0644\u0644\u0627\u062d\u062a\u0641\u0627\u0638 \u0628\u0646\u062a\u0627\u0626\u062c \u0627\u0644\u062d\u0643\u0627\u0645:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <span style=\"color: #000000;\"><strong><span style=\"color: #008000;\">import<\/span> pandas <span style=\"color: #008000;\">as<\/span> pd\n\n<span style=\"color: #008080;\">#createDataFrame\n<\/span>df = pd. <span style=\"color: #3366ff;\">DataFrame<\/span> ({' <span style=\"color: #ff0000;\">exam<\/span> ': [1, 2, 3, 4, 5, 6, 1, 2, 3, 4, 5, 6,\n                            1, 2, 3, 4, 5, 6, 1, 2, 3, 4, 5, 6],\n                   ' <span style=\"color: #ff0000;\">judge<\/span> ': ['A', 'A', 'A', 'A', 'A', 'A',\n                             'B', 'B', 'B', 'B', 'B', 'B',\n                             'C', 'C', 'C', 'C', 'C', 'C',\n                             'D', 'D', 'D', 'D', 'D', 'D'],\n                   ' <span style=\"color: #ff0000;\">rating<\/span> ': [1, 1, 3, 6, 6, 7, 2, 3, 8, 4, 5, 5,\n                              0, 4, 1, 5, 5, 6, 1, 2, 3, 3, 6, 4]})\n\n<span style=\"color: #008080;\">#view first five rows of DataFrame\n<span style=\"color: #000000;\">df. <span style=\"color: #3366ff;\">head<\/span> ()\n\n\texam judge rating\n0 1 A 1\n1 2 A 1\n2 3 A 3\n3 4 To 6\n4 5 A 6\n<\/span><\/span><\/strong><\/span><\/pre>\n<h3 style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\"><strong>\u0627\u0644\u062e\u0637\u0648\u0629 3: \u062d\u0633\u0627\u0628 \u0645\u0639\u0627\u0645\u0644 \u0627\u0644\u0627\u0631\u062a\u0628\u0627\u0637 \u062f\u0627\u062e\u0644 \u0627\u0644\u0635\u0641<\/strong><\/span><\/h3>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\"><span style=\"color: #000000;\">\u0628\u0639\u062f \u0630\u0644\u0643\u060c \u0633\u0648\u0641 \u0646\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u0643\u0648\u062f \u0627\u0644\u062a\u0627\u0644\u064a \u0644\u062d\u0633\u0627\u0628 \u0645\u0639\u0627\u0645\u0644 \u0627\u0644\u0627\u0631\u062a\u0628\u0627\u0637 \u062f\u0627\u062e\u0644 \u0627\u0644\u0635\u0641:<\/span><\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008000;\">import<\/span> penguin <span style=\"color: #008000;\">as<\/span> pg\n\nicc = pg. <span style=\"color: #3366ff;\">intraclass_corr<\/span> (data=df, targets=' <span style=\"color: #ff0000;\">exam<\/span> ', raters=' <span style=\"color: #ff0000;\">judge<\/span> ', ratings=' <span style=\"color: #ff0000;\">rating<\/span> ')\n\nicc. <span style=\"color: #3366ff;\">set_index<\/span> (' <span style=\"color: #ff0000;\">Type<\/span> ')\n\n        Description ICC F df1 df2 pval CI95%\nKind\t\t\t\t\t\t\t\nICC1 Single raters absolute 0.505252 5.084916 5 18 0.004430 [0.11, 0.89]\nICC2 Single random raters 0.503054 4.909385 5 15 0.007352 [0.1, 0.89]\nICC3 Single fixed raters 0.494272 4.909385 5 15 0.007352 [0.09, 0.88]\nICC1k Average raters absolute 0.803340 5.084916 5 18 0.004430 [0.33, 0.97]\nICC2k Average random raters 0.801947 4.909385 5 15 0.007352 [0.31, 0.97]\nICC3k Average fixed raters 0.796309 4.909385 5 15 0.007352 [0.27, 0.97]\n<\/strong><\/pre>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u062a\u0642\u0648\u0645 \u0647\u0630\u0647 \u0627\u0644\u062f\u0627\u0644\u0629 \u0628\u0625\u0631\u062c\u0627\u0639 \u0627\u0644\u0646\u062a\u0627\u0626\u062c \u0627\u0644\u062a\u0627\u0644\u064a\u0629:<\/span><\/p>\n<ul style=\";text-align:right;direction:rtl\">\n<li style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\"><strong>\u0627\u0644\u0648\u0635\u0641:<\/strong> \u0646\u0648\u0639 ICC \u0627\u0644\u0645\u062d\u0633\u0648\u0628<\/span><\/li>\n<li style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\"><strong>ICC:<\/strong> \u0645\u0639\u0627\u0645\u0644 \u0627\u0644\u0627\u0631\u062a\u0628\u0627\u0637 \u062f\u0627\u062e\u0644 \u0627\u0644\u0637\u0628\u0642\u0629 (ICC)<\/span><\/li>\n<li style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\"><strong>F:<\/strong> \u0642\u064a\u0645\u0629 F \u0644\u0644\u0645\u062d\u0643\u0645\u0629 \u0627\u0644\u062c\u0646\u0627\u0626\u064a\u0629 \u0627\u0644\u062f\u0648\u0644\u064a\u0629<\/span><\/li>\n<li style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\"><strong>df1, df2:<\/strong> \u062f\u0631\u062c\u0627\u062a \u0627\u0644\u062d\u0631\u064a\u0629 \u0627\u0644\u0645\u0631\u062a\u0628\u0637\u0629 \u0628\u0627\u0644\u0642\u064a\u0645\u0629 F<\/span><\/li>\n<li style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\"><strong>pval:<\/strong> \u0627\u0644\u0642\u064a\u0645\u0629 p \u0627\u0644\u0645\u0631\u062a\u0628\u0637\u0629 \u0628\u0642\u064a\u0645\u0629 F<\/span><\/li>\n<li style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\"><strong>CI95%:<\/strong> \u0641\u062a\u0631\u0629 \u0627\u0644\u062b\u0642\u0629 95% \u0644\u0644\u0645\u062d\u0643\u0645\u0629 \u0627\u0644\u062c\u0646\u0627\u0626\u064a\u0629 \u0627\u0644\u062f\u0648\u0644\u064a\u0629<\/span><\/li>\n<\/ul>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u0644\u0627\u062d\u0638 \u0623\u0646 \u0647\u0646\u0627\u0643 \u0633\u062a\u0629 ICCs \u0645\u062e\u062a\u0644\u0641\u0629 \u0645\u062d\u0633\u0648\u0628\u0629 \u0647\u0646\u0627. \u0641\u064a \u0627\u0644\u0648\u0627\u0642\u0639\u060c \u0647\u0646\u0627\u0643 \u0639\u062f\u0629 \u0637\u0631\u0642 \u0644\u062d\u0633\u0627\u0628 \u0627\u0644\u0645\u062d\u0643\u0645\u0629 \u0627\u0644\u062c\u0646\u0627\u0626\u064a\u0629 \u0627\u0644\u062f\u0648\u0644\u064a\u0629 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0627\u0644\u0627\u0641\u062a\u0631\u0627\u0636\u0627\u062a \u0627\u0644\u062a\u0627\u0644\u064a\u0629:<\/span><\/p>\n<ul style=\";text-align:right;direction:rtl\">\n<li style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\"><strong>\u0627\u0644\u0646\u0645\u0648\u0630\u062c:<\/strong> \u062a\u0623\u062b\u064a\u0631\u0627\u062a \u0639\u0634\u0648\u0627\u0626\u064a\u0629 \u0623\u062d\u0627\u062f\u064a\u0629 \u0627\u0644\u0627\u062a\u062c\u0627\u0647\u060c \u0623\u0648 \u062a\u0623\u062b\u064a\u0631\u0627\u062a \u0639\u0634\u0648\u0627\u0626\u064a\u0629 \u062b\u0646\u0627\u0626\u064a\u0629 \u0627\u0644\u0627\u062a\u062c\u0627\u0647\u060c \u0623\u0648 \u062a\u0623\u062b\u064a\u0631\u0627\u062a \u0645\u062e\u062a\u0644\u0637\u0629 \u062b\u0646\u0627\u0626\u064a\u0629 \u0627\u0644\u0627\u062a\u062c\u0627\u0647<\/span><\/li>\n<li style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\"><strong>\u0646\u0648\u0639 \u0627\u0644\u0639\u0644\u0627\u0642\u0629:<\/strong> \u0627\u0644\u0627\u062a\u0633\u0627\u0642 \u0623\u0648 \u0627\u0644\u0627\u062a\u0641\u0627\u0642 \u0627\u0644\u0645\u0637\u0644\u0642<\/span><\/li>\n<li style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\"><strong>\u0627\u0644\u0648\u062d\u062f\u0629:<\/strong> \u0645\u064f\u0642\u064a\u0645 \u0648\u0627\u062d\u062f \u0623\u0648 \u0645\u062a\u0648\u0633\u0637 \u0627\u0644\u0645\u064f\u0642\u064a\u0645\u064a\u0646<\/span><\/li>\n<\/ul>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u0644\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0634\u0631\u062d \u0645\u0641\u0635\u0644 \u0644\u0647\u0630\u0647 \u0627\u0644\u0627\u0641\u062a\u0631\u0627\u0636\u0627\u062a\u060c \u064a\u0631\u062c\u0649 \u0627\u0644\u0631\u062c\u0648\u0639 \u0625\u0644\u0649 <a href=\"https:\/\/statorials.org\/ar\/\u0645\u0639\u0627\u0645\u0644-\u0627\u0644\u0627\u0631\u062a\u0628\u0627\u0637-\u062f\u0627\u062e\u0644-\u0627\u0644\u0637\u0628\u0642\u0629\/\" target=\"_blank\" rel=\"noopener\">\u0647\u0630\u0647 \u0627\u0644\u0645\u0642\u0627\u0644\u0629<\/a> .<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u064a\u062a\u0645 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