{"id":1310,"date":"2023-07-26T22:13:41","date_gmt":"2023-07-26T22:13:41","guid":{"rendered":"https:\/\/statorials.org\/ar\/%d8%a8%d9%82%d8%a7%d9%8a%d8%a7-%d8%a8%d9%8a%d8%ab%d9%88%d9%86-%d9%85%d9%88%d8%ad%d8%af%d8%a9\/"},"modified":"2023-07-26T22:13:41","modified_gmt":"2023-07-26T22:13:41","slug":"%d8%a8%d9%82%d8%a7%d9%8a%d8%a7-%d8%a8%d9%8a%d8%ab%d9%88%d9%86-%d9%85%d9%88%d8%ad%d8%af%d8%a9","status":"publish","type":"post","link":"https:\/\/statorials.org\/ar\/%d8%a8%d9%82%d8%a7%d9%8a%d8%a7-%d8%a8%d9%8a%d8%ab%d9%88%d9%86-%d9%85%d9%88%d8%ad%d8%af%d8%a9\/","title":{"rendered":"\u0643\u064a\u0641\u064a\u0629 \u062d\u0633\u0627\u0628 \u0627\u0644\u0645\u062e\u0644\u0641\u0627\u062a \u0627\u0644\u0645\u0648\u062d\u062f\u0629 \u0641\u064a \u0628\u064a\u062b\u0648\u0646"},"content":{"rendered":"<p><\/p>\n<hr>\n<p style=\";text-align:right;direction:rtl\"><span style=\"color: #000000;\"><strong>\u0627\u0644\u0645\u062a\u0628\u0642\u064a<\/strong> \u0647\u0648 \u0627\u0644\u0641\u0631\u0642 \u0628\u064a\u0646 \u0627\u0644\u0642\u064a\u0645\u0629 \u0627\u0644\u0645\u0631\u0635\u0648\u062f\u0629 \u0648\u0627\u0644\u0642\u064a\u0645\u0629 \u0627\u0644\u0645\u062a\u0648\u0642\u0639\u0629 \u0641\u064a <a href=\"https:\/\/statorials.org\/ar\/\u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631-\u0627\u0644\u062e\u0637\u064a-1\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631<\/a> .<\/span><\/p>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u064a\u062a\u0645 \u062d\u0633\u0627\u0628\u0647 \u0639\u0644\u0649 \u0627\u0644\u0646\u062d\u0648 \u0627\u0644\u062a\u0627\u0644\u064a:<\/span><\/p>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\"><strong>\u0627\u0644\u0645\u062a\u0628\u0642\u064a\u0629 = \u0627\u0644\u0642\u064a\u0645\u0629 \u0627\u0644\u0645\u0631\u0635\u0648\u062f\u0629 \u2013 \u0627\u0644\u0642\u064a\u0645\u0629 \u0627\u0644\u0645\u062a\u0648\u0642\u0639\u0629<\/strong><\/span><\/p>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u0625\u0630\u0627 \u0642\u0645\u0646\u0627 \u0628\u0631\u0633\u0645 \u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u0645\u0631\u0635\u0648\u062f\u0629 \u0648\u0642\u0645\u0646\u0627 \u0628\u062a\u0631\u0643\u064a\u0628 \u062e\u0637 \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u0645\u062c\u0647\u0632\u060c \u0641\u0625\u0646 \u0627\u0644\u0645\u062a\u0628\u0642\u064a \u0644\u0643\u0644 <a href=\"https:\/\/statorials.org\/ar\/\u0627\u0644\u0645\u0644\u0627\u062d\u0638\u0629-\u0641\u064a-\u0627\u0644\u0627\u0655\u062d\u0635\u0627\u0621\/\" target=\"_blank\" rel=\"noopener\">\u0645\u0644\u0627\u062d\u0638\u0629<\/a> \u0647\u0648 \u0627\u0644\u0645\u0633\u0627\u0641\u0629 \u0627\u0644\u0639\u0645\u0648\u062f\u064a\u0629 \u0628\u064a\u0646 \u0627\u0644\u0645\u0644\u0627\u062d\u0638\u0629 \u0648\u062e\u0637 \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631:<\/span> <\/p>\n<p style=\";text-align:right;direction:rtl\"><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-12422 \" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/residus1-1.png\" alt=\"\u0645\u062b\u0627\u0644 \u0639\u0644\u0649 \u0627\u0644\u0645\u062a\u0628\u0642\u064a\u0629 \u0641\u064a \u0627\u0644\u0625\u062d\u0635\u0627\u0621\" width=\"487\" height=\"382\" srcset=\"\" sizes=\"\"><\/p>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u0623\u062d\u062f \u0627\u0644\u0623\u0646\u0648\u0627\u0639 \u0627\u0644\u0645\u062a\u0628\u0642\u064a\u0629 \u0627\u0644\u062a\u064a \u0646\u0633\u062a\u062e\u062f\u0645\u0647\u0627 \u063a\u0627\u0644\u0628\u064b\u0627 \u0644\u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u0645\u062a\u0637\u0631\u0641\u0629 \u0641\u064a \u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u064a\u0633\u0645\u0649 <strong>\u0627\u0644\u0645\u062a\u0628\u0642\u064a \u0627\u0644\u0642\u064a\u0627\u0633\u064a<\/strong> .<\/span><\/p>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u064a\u062a\u0645 \u062d\u0633\u0627\u0628\u0647 \u0639\u0644\u0649 \u0627\u0644\u0646\u062d\u0648 \u0627\u0644\u062a\u0627\u0644\u064a:<\/span><\/p>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\"><strong>r <sub>i<\/sub> = e <sub>i<\/sub> \/ s(e <sub>i<\/sub> )<\/strong> = <strong>e <sub>i<\/sub> \/ RSE\u221a <span style=\"border-top: 1px solid black;\">1-h <sub>ii<\/sub><\/span><\/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>e <sub>i<\/sub> :<\/strong> <sup>\u0627\u0644\u0628\u0642\u0627\u064a\u0627<\/sup> i<\/span><\/li>\n<li style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\"><strong>RSE:<\/strong> \u0627\u0644\u062e\u0637\u0623 \u0627\u0644\u0645\u0639\u064a\u0627\u0631\u064a \u0627\u0644\u0645\u062a\u0628\u0642\u064a \u0644\u0644\u0646\u0645\u0648\u0630\u062c<\/span><\/li>\n<li style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\"><strong>\u0627\u0644\u062d <sub>\u0627\u0644\u062b\u0627\u0646\u064a\u0629<\/sub><\/strong> : \u0637\u0644\u0648\u0639 \u0627\u0644\u0645\u0644\u0627\u062d\u0638\u0629 <sup>\u0627\u0644\u062b\u0627\u0645\u0646\u0629<\/sup><\/span><\/li>\n<\/ul>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u0645\u0646 \u0627\u0644\u0646\u0627\u062d\u064a\u0629 \u0627\u0644\u0639\u0645\u0644\u064a\u0629\u060c \u063a\u0627\u0644\u0628\u064b\u0627 \u0645\u0627 \u0646\u0639\u062a\u0628\u0631 \u0623\u064a \u0642\u064a\u0645\u0629 \u0645\u062a\u0628\u0642\u064a\u0629 \u0645\u0648\u062d\u062f\u0629 \u062a\u0643\u0648\u0646 \u0642\u064a\u0645\u062a\u0647\u0627 \u0627\u0644\u0645\u0637\u0644\u0642\u0629 \u0623\u0643\u0628\u0631 \u0645\u0646 3 \u0628\u0645\u062b\u0627\u0628\u0629 \u0642\u064a\u0645\u0629 \u0645\u062a\u0637\u0631\u0641\u0629.<\/span><\/p>\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 \u062e\u0637\u0648\u0629 \u0628\u062e\u0637\u0648\u0629 \u0644\u0643\u064a\u0641\u064a\u0629 \u062d\u0633\u0627\u0628 \u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u0645\u062a\u0628\u0642\u064a\u0629 \u0627\u0644\u0642\u064a\u0627\u0633\u064a\u0629 \u0641\u064a \u0628\u0627\u064a\u062b\u0648\u0646.<\/span><\/p>\n<h3 style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\"><strong>\u0627\u0644\u062e\u0637\u0648\u0629 1: \u0623\u062f\u062e\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/strong><\/span><\/h3>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u0623\u0648\u0644\u0627\u064b\u060c \u0633\u0646\u0642\u0648\u0645 \u0628\u0625\u0646\u0634\u0627\u0621 \u0645\u062c\u0645\u0648\u0639\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u0635\u063a\u064a\u0631\u0629 \u0644\u0644\u0639\u0645\u0644 \u0639\u0644\u064a\u0647\u0627 \u0641\u064a \u0628\u0627\u064a\u062b\u0648\u0646:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008000;\">import<\/span> pandas <span style=\"color: #008000;\">as<\/span> pd\n\n<span style=\"color: #008080;\">#create dataset\n<\/span>df = pd. <span style=\"color: #3366ff;\">DataFrame<\/span> ({' <span style=\"color: #008000;\">x<\/span> ': [8, 12, 12, 13, 14, 16, 17, 22, 24, 26, 29, 30],\n                   ' <span style=\"color: #008000;\">y<\/span> ': [41, 42, 39, 37, 35, 39, 45, 46, 39, 49, 55, 57]})\n<\/strong><\/pre>\n<h3 style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\"><strong>\u0627\u0644\u062e\u0637\u0648\u0629 2: \u0645\u0644\u0627\u0621\u0645\u0629 \u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631<\/strong><\/span><\/h3>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u0628\u0639\u062f \u0630\u0644\u0643\u060c \u0633\u0648\u0641 \u0646\u0642\u0648\u0645 \u0628\u062a\u0631\u0643\u064a\u0628 <a href=\"https:\/\/statorials.org\/ar\/\u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631-\u0627\u0644\u062e\u0637\u064a-\u0627\u0644\u0628\u0633\u064a\u0637-\u0641\u064a-\u0628\u064a\u062b\u0648\u0646\/\" target=\"_blank\" rel=\"noopener\">\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u062e\u0637\u064a \u0627\u0644\u0628\u0633\u064a\u0637<\/a> :<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <span style=\"color: #000000;\"><strong><span style=\"color: #008000;\">import<\/span> statsmodels. <span style=\"color: #3366ff;\">api<\/span> <span style=\"color: #008000;\">as<\/span> sm\n\n<span style=\"color: #008080;\">#define response variable\n<\/span>y = df[' <span style=\"color: #008000;\">y<\/span> ']\n\n<span style=\"color: #008080;\">#define explanatory variable\n<\/span>x = df[' <span style=\"color: #008000;\">x<\/span> ']\n\n<span style=\"color: #008080;\">#add constant to predictor variables\n<\/span>x = sm. <span style=\"color: #3366ff;\">add_constant<\/span> (x)\n\n<span style=\"color: #008080;\">#fit linear regression model\n<\/span>model = sm. <span style=\"color: #3366ff;\">OLS<\/span> (y,x). <span style=\"color: #3366ff;\">fit<\/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 \u0627\u0644\u0645\u062e\u0644\u0641\u0627\u062a \u0627\u0644\u0645\u0648\u062d\u062f\u0629<\/strong><\/span><\/h3>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u0628\u0639\u062f \u0630\u0644\u0643\u060c \u0633\u0648\u0641 \u0646\u0642\u0648\u0645 \u0628\u062d\u0633\u0627\u0628 \u0627\u0644\u0628\u0642\u0627\u064a\u0627 \u0627\u0644\u0642\u064a\u0627\u0633\u064a\u0629 \u0644\u0644\u0646\u0645\u0648\u0630\u062c:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#create instance of influence\n<\/span>influence = model. <span style=\"color: #3366ff;\">get_influence<\/span> ()\n\n<span style=\"color: #008080;\">#obtain standardized residuals\n<\/span>standardized_residuals = influence. <span style=\"color: #3366ff;\">reside_studentized_internal<\/span>\n\n<span style=\"color: #008080;\">#display standardized residuals\n<\/span><span style=\"color: #993300;\">print<\/span> (standardized_residuals)\n\n[ 1.40517322 0.81017562 0.07491009 -0.59323342 -1.2482053 -0.64248883\n  0.59610905 -0.05876884 -2.11711982 -0.066556 0.91057211 1.26973888]<\/strong><\/pre>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u0645\u0646 \u0627\u0644\u0646\u062a\u0627\u0626\u062c\u060c \u064a\u0645\u0643\u0646\u0646\u0627 \u0623\u0646 \u0646\u0631\u0649 \u0623\u0646 \u0623\u064a\u0627 \u0645\u0646 \u0627\u0644\u0628\u0642\u0627\u064a\u0627 \u0627\u0644\u0642\u064a\u0627\u0633\u064a\u0629 \u0644\u0627 \u062a\u062a\u062c\u0627\u0648\u0632 \u0627\u0644\u0642\u064a\u0645\u0629 \u0627\u0644\u0645\u0637\u0644\u0642\u0629 3. \u0648\u0628\u0627\u0644\u062a\u0627\u0644\u064a\u060c \u0644\u0627 \u064a\u0628\u062f\u0648 \u0623\u0646 \u0623\u064a\u0627 \u0645\u0646 \u0627\u0644\u0645\u0644\u0627\u062d\u0638\u0627\u062a \u062a\u0639\u062a\u0628\u0631 \u0642\u064a\u0645\u0627 \u0645\u062a\u0637\u0631\u0641\u0629.<\/span><\/p>\n<h3 style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\"><strong>\u0627\u0644\u062e\u0637\u0648\u0629 4: \u062a\u0635\u0648\u0631 \u0627\u0644\u0645\u062e\u0644\u0641\u0627\u062a \u0627\u0644\u0645\u0648\u062d\u062f\u0629<\/strong><\/span><\/h3>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u0623\u062e\u064a\u0631\u064b\u0627\u060c \u064a\u0645\u0643\u0646\u0646\u0627 \u0625\u0646\u0634\u0627\u0621 \u0645\u062e\u0637\u0637 \u0645\u0628\u0639\u062b\u0631 \u0644\u062a\u0635\u0648\u0631 \u0642\u064a\u0645 \u0645\u062a\u063a\u064a\u0631 \u0627\u0644\u062a\u0648\u0642\u0639 \u0645\u0642\u0627\u0628\u0644 \u0627\u0644\u0628\u0642\u0627\u064a\u0627 \u0627\u0644\u0642\u064a\u0627\u0633\u064a\u0629:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\"><span style=\"color: #000000;\"><span style=\"color: #008000;\">import<\/span> matplotlib. <span style=\"color: #3366ff;\">pyplot<\/span> <span style=\"color: #008000;\">as<\/span> plt\n\nplt. <span style=\"color: #3366ff;\">scatter<\/span> (df.x, standardized_residuals)\nplt. <span style=\"color: #3366ff;\">xlabel<\/span> (' <span style=\"color: #008000;\">x<\/span> ')\nplt. <span style=\"color: #3366ff;\">ylabel<\/span> (' <span style=\"color: #008000;\">Standardized Residuals<\/span> ')\nplt. <span style=\"color: #3366ff;\">axhline<\/span> (y=0, color=' <span style=\"color: #008000;\">black<\/span> ', linestyle=' <span style=\"color: #008000;\">--<\/span> ', linewidth=1)\nplt. <span style=\"color: #3366ff;\">show<\/span> ()<\/span><\/span><\/strong><\/pre>\n<h3 style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\"><strong>\u0645\u0635\u0627\u062f\u0631 \u0625\u0636\u0627\u0641\u064a\u0629<\/strong><\/span><\/h3>\n<p style=\";text-align:right;direction:rtl\"> <a href=\"https:\/\/statorials.org\/ar\/\u0628\u0642\u0627\u064a\u0627\/\" target=\"_blank\" rel=\"noopener\">\u0645\u0627 \u0647\u064a \u0627\u0644\u0628\u0642\u0627\u064a\u0627\u061f<\/a><br \/> <a href=\"https:\/\/statorials.org\/ar\/\u0628\u0642\u0627\u064a\u0627-\u0645\u0648\u062d\u062f\u0629\/\">\u0645\u0627 \u0647\u064a \u0627\u0644\u0645\u062e\u0644\u0641\u0627\u062a \u0645\u0648\u062d\u062f\u0629\u061f<\/a><br \/> <a href=\"https:\/\/statorials.org\/ar\/\u0628\u0642\u0627\u064a\u0627-\u0645\u0648\u062d\u062f\u0629-\u0641\u064a-\u0635\/\" target=\"_blank\" rel=\"noopener\">\u0643\u064a\u0641\u064a\u0629 \u062d\u0633\u0627\u0628 \u0627\u0644\u0645\u062e\u0644\u0641\u0627\u062a \u0627\u0644\u0645\u0648\u062d\u062f\u0629 \u0641\u064a R<\/a><br \/> <a href=\"https:\/\/statorials.org\/ar\/\u062a\u062a\u0641\u0648\u0642-\u0627\u0644\u0645\u062e\u0644\u0641\u0627\u062a-\u0627\u0644\u0645\u0639\u062f\u0644\u0629\/\" target=\"_blank\" rel=\"noopener\">\u0643\u064a\u0641\u064a\u0629 \u062d\u0633\u0627\u0628 \u0627\u0644\u0645\u062e\u0644\u0641\u0627\u062a \u0627\u0644\u0645\u0648\u062d\u062f\u0629 \u0641\u064a \u0625\u0643\u0633\u064a\u0644<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u0627\u0644\u0645\u062a\u0628\u0642\u064a \u0647\u0648 \u0627\u0644\u0641\u0631\u0642 \u0628\u064a\u0646 \u0627\u0644\u0642\u064a\u0645\u0629 \u0627\u0644\u0645\u0631\u0635\u0648\u062f\u0629 \u0648\u0627\u0644\u0642\u064a\u0645\u0629 \u0627\u0644\u0645\u062a\u0648\u0642\u0639\u0629 \u0641\u064a \u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 . \u064a\u062a\u0645 \u062d\u0633\u0627\u0628\u0647 \u0639\u0644\u0649 \u0627\u0644\u0646\u062d\u0648 \u0627\u0644\u062a\u0627\u0644\u064a: \u0627\u0644\u0645\u062a\u0628\u0642\u064a\u0629 = \u0627\u0644\u0642\u064a\u0645\u0629 \u0627\u0644\u0645\u0631\u0635\u0648\u062f\u0629 \u2013 \u0627\u0644\u0642\u064a\u0645\u0629 \u0627\u0644\u0645\u062a\u0648\u0642\u0639\u0629 \u0625\u0630\u0627 \u0642\u0645\u0646\u0627 \u0628\u0631\u0633\u0645 \u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u0645\u0631\u0635\u0648\u062f\u0629 \u0648\u0642\u0645\u0646\u0627 \u0628\u062a\u0631\u0643\u064a\u0628 \u062e\u0637 \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u0645\u062c\u0647\u0632\u060c \u0641\u0625\u0646 \u0627\u0644\u0645\u062a\u0628\u0642\u064a \u0644\u0643\u0644 \u0645\u0644\u0627\u062d\u0638\u0629 \u0647\u0648 \u0627\u0644\u0645\u0633\u0627\u0641\u0629 \u0627\u0644\u0639\u0645\u0648\u062f\u064a\u0629 \u0628\u064a\u0646 \u0627\u0644\u0645\u0644\u0627\u062d\u0638\u0629 \u0648\u062e\u0637 \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631: \u0623\u062d\u062f \u0627\u0644\u0623\u0646\u0648\u0627\u0639 \u0627\u0644\u0645\u062a\u0628\u0642\u064a\u0629 \u0627\u0644\u062a\u064a \u0646\u0633\u062a\u062e\u062f\u0645\u0647\u0627 \u063a\u0627\u0644\u0628\u064b\u0627 \u0644\u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u0645\u062a\u0637\u0631\u0641\u0629 \u0641\u064a [&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>\u0643\u064a\u0641\u064a\u0629 \u062d\u0633\u0627\u0628 \u0627\u0644\u0645\u062e\u0644\u0641\u0627\u062a \u0627\u0644\u0645\u0648\u062d\u062f\u0629 \u0641\u064a \u0628\u064a\u062b\u0648\u0646<\/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 \u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u0645\u062a\u0628\u0642\u064a\u0629 \u0627\u0644\u0642\u064a\u0627\u0633\u064a\u0629 \u0641\u064a \u0628\u0627\u064a\u062b\u0648\u0646\u060c \u0645\u0639 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