{"id":482,"date":"2025-11-06T00:48:29","date_gmt":"2025-11-06T00:48:29","guid":{"rendered":"https:\/\/statacademy-eg.com\/blog\/?p=482"},"modified":"2025-11-06T00:48:29","modified_gmt":"2025-11-06T00:48:29","slug":"%d8%a7%d9%84%d8%aa%d8%b9%d8%a7%d9%85%d9%84-%d9%85%d8%b9-%d8%a7%d9%84%d9%82%d9%8a%d9%85-%d8%a7%d9%84%d8%b4%d8%a7%d8%b0%d8%a9-%d9%81%d9%8a-%d8%b9%d9%84%d9%85-%d8%a7%d9%84%d8%a5%d8%ad%d8%b5%d8%a7%d8%a1","status":"publish","type":"post","link":"https:\/\/statacademy-eg.com\/blogs\/%d8%a7%d9%84%d8%aa%d8%b9%d8%a7%d9%85%d9%84-%d9%85%d8%b9-%d8%a7%d9%84%d9%82%d9%8a%d9%85-%d8%a7%d9%84%d8%b4%d8%a7%d8%b0%d8%a9-%d9%81%d9%8a-%d8%b9%d9%84%d9%85-%d8%a7%d9%84%d8%a5%d8%ad%d8%b5%d8%a7%d8%a1\/","title":{"rendered":"\u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u0634\u0627\u0630\u0629 \u0641\u064a \u0639\u0644\u0645 \u0627\u0644\u0625\u062d\u0635\u0627\u0621"},"content":{"rendered":"<p>\u062a\u064f\u0639\u062f\u0651 \u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u0634\u0627\u0630\u0629 (Outliers) \u0645\u0646 \u0623\u0643\u062b\u0631 \u0627\u0644\u0642\u0636\u0627\u064a\u0627 \u0625\u0634\u0643\u0627\u0644\u064a\u0629 \u0641\u064a \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a\u060c \u0625\u0630 \u062a\u0645\u062b\u0644 \u062a\u0644\u0643 \u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u062a\u064a \u062a\u0646\u062d\u0631\u0641 \u0628\u062f\u0631\u062c\u0629 \u0643\u0628\u064a\u0631\u0629 \u0639\u0646 \u0627\u0644\u0646\u0645\u0637 \u0627\u0644\u0639\u0627\u0645 \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0633\u0648\u0627\u0621 \u0628\u0627\u0644\u0632\u064a\u0627\u062f\u0629 \u0623\u0648 \u0627\u0644\u0646\u0642\u0635\u0627\u0646. \u0648\u064a\u064f\u0646\u0638\u0631 \u0625\u0644\u064a\u0647\u0627 \u0628\u0648\u0635\u0641\u0647\u0627 \u0646\u0642\u0627\u0637 \u0628\u064a\u0627\u0646\u0627\u062a \u063a\u064a\u0631 \u0645\u062a\u0648\u0642\u0639\u0629 \u0623\u0648 \u063a\u064a\u0631 \u0645\u0646\u0633\u062c\u0645\u0629 \u0645\u0639 \u0628\u0642\u064a\u0629 \u0627\u0644\u0645\u0644\u0627\u062d\u0638\u0627\u062a\u060c \u0645\u0645\u0627 \u0642\u062f \u064a\u0624\u062b\u0631 \u0633\u0644\u0628\u064b\u0627 \u0639\u0644\u0649 \u0627\u0644\u0645\u062a\u0648\u0633\u0637\u0627\u062a\u060c \u0648\u0627\u0644\u0627\u0646\u062d\u0631\u0627\u0641\u0627\u062a \u0627\u0644\u0645\u0639\u064a\u0627\u0631\u064a\u0629\u060c \u0648\u0645\u0639\u0627\u0645\u0644\u0627\u062a \u0627\u0644\u0627\u0631\u062a\u0628\u0627\u0637 \u0648\u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631\u060c \u0628\u0644 \u0648\u0642\u062f \u064a\u0624\u062f\u064a \u0625\u0644\u0649 \u0646\u062a\u0627\u0626\u062c \u062a\u062d\u0644\u064a\u0644\u064a\u0629 \u0645\u0636\u0644\u0644\u0629 \u0623\u0648 \u0627\u0633\u062a\u0646\u062a\u0627\u062c\u0627\u062a \u0645\u0646\u062d\u0627\u0632\u0629.<br \/>\n\u0625\u0646\u0651 \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u0634\u0627\u0630\u0629 \u0648\u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639\u0647\u0627 \u0628\u0634\u0643\u0644 \u0639\u0644\u0645\u064a \u062f\u0642\u064a\u0642 \u064a\u064f\u0639\u062f\u0651 \u062e\u0637\u0648\u0629 \u0623\u0633\u0627\u0633\u064a\u0629 \u0641\u064a \u0636\u0645\u0627\u0646 \u062c\u0648\u062f\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0635\u062d\u0629 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a\u0629.<\/p>\n<h2><strong>\u0623\u0648\u0644\u0627\u064b: \u0645\u0641\u0647\u0648\u0645 \u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u0634\u0627\u0630\u0629 \u0648\u0623\u0633\u0628\u0627\u0628 \u0638\u0647\u0648\u0631\u0647\u0627<\/strong><\/h2>\n<p>\u062a\u0634\u064a\u0631 \u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u0634\u0627\u0630\u0629 \u0625\u0644\u0649 <strong>\u0627\u0644\u0645\u0644\u0627\u062d\u0638\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u062e\u062a\u0644\u0641 \u0627\u062e\u062a\u0644\u0627\u0641\u064b\u0627 \u062c\u0648\u0647\u0631\u064a\u064b\u0627 \u0639\u0646 \u0628\u0642\u064a\u0629 \u0627\u0644\u0642\u064a\u0645 \u0641\u064a \u0627\u0644\u0639\u064a\u0646\u0629<\/strong>. \u0648\u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u0646\u062a\u062c \u0647\u0630\u0647 \u0627\u0644\u0642\u064a\u0645 \u0639\u0646 \u0623\u0633\u0628\u0627\u0628 \u0645\u062a\u0639\u062f\u062f\u0629\u060c \u0645\u0646\u0647\u0627:<\/p>\n<ol>\n<li><strong>\u0623\u062e\u0637\u0627\u0621 \u0627\u0644\u0642\u064a\u0627\u0633 \u0623\u0648 \u0627\u0644\u0625\u062f\u062e\u0627\u0644<\/strong><strong>:<\/strong> \u0645\u062b\u0644 \u0625\u062f\u062e\u0627\u0644 \u0631\u0642\u0645 \u0628\u0627\u0644\u062e\u0637\u0623 \u0623\u0648 \u0633\u0648\u0621 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0623\u062f\u0627\u0629 \u0627\u0644\u0642\u064a\u0627\u0633.<\/li>\n<li><strong>\u062a\u063a\u064a\u0631\u0627\u062a \u0637\u0628\u064a\u0639\u064a\u0629 \u062d\u0642\u064a\u0642\u064a\u0629<\/strong><strong>:<\/strong> \u0645\u062b\u0644 \u0645\u0644\u0627\u062d\u0638\u0627\u062a \u062a\u0645\u062b\u0644 \u0638\u0648\u0627\u0647\u0631 \u0646\u0627\u062f\u0631\u0629 \u0644\u0643\u0646\u0647\u0627 \u0635\u062d\u064a\u062d\u0629 \u0645\u0646 \u0627\u0644\u0646\u0627\u062d\u064a\u0629 \u0627\u0644\u0648\u0627\u0642\u0639\u064a\u0629.<\/li>\n<li><strong>\u0627\u062e\u062a\u0644\u0627\u0641\u0627\u062a \u0641\u064a \u062e\u0635\u0627\u0626\u0635 \u0627\u0644\u0645\u0628\u062d\u0648\u062b\u064a\u0646<\/strong><strong>:<\/strong> \u0643\u0648\u062c\u0648\u062f \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0641\u0631\u0639\u064a\u0629 \u0645\u0645\u064a\u0632\u0629 \u0636\u0645\u0646 \u0627\u0644\u0645\u062c\u062a\u0645\u0639 \u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a.<\/li>\n<li><strong>\u0639\u064a\u0648\u0628 \u0641\u064a \u062a\u0635\u0645\u064a\u0645 \u0627\u0644\u0639\u064a\u0646\u0629 \u0623\u0648 \u062c\u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/strong><strong>:<\/strong> \u0645\u062b\u0644 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0645\u0639\u0627\u064a\u064a\u0631 \u063a\u064a\u0631 \u0645\u0648\u062d\u062f\u0629 \u0623\u062b\u0646\u0627\u0621 \u0627\u0644\u0642\u064a\u0627\u0633.<\/li>\n<\/ol>\n<p>\u0625\u0630\u064b\u0627\u060c \u0644\u064a\u0633\u062a \u0643\u0644 \u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u0634\u0627\u0630\u0629 \u062e\u0637\u0623\u064b \u064a\u062c\u0628 \u062d\u0630\u0641\u0647\u060c \u0641\u0628\u0639\u0636\u0647\u0627 \u0642\u062f \u064a\u062d\u0645\u0644 <strong>\u0645\u0639\u0644\u0648\u0645\u0629 \u0630\u0627\u062a \u062f\u0644\u0627\u0644\u0629 \u0639\u0644\u0645\u064a\u0629<\/strong> \u064a\u0646\u0628\u063a\u064a \u062a\u062d\u0644\u064a\u0644\u0647\u0627 \u0628\u0639\u0646\u0627\u064a\u0629.<\/p>\n<h3><strong>\u062b\u0627\u0646\u064a\u0627\u064b: \u0623\u0646\u0648\u0627\u0639 \u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u0634\u0627\u0630\u0629<\/strong><\/h3>\n<p>\u064a\u0645\u0643\u0646 \u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u0634\u0627\u0630\u0629 \u0648\u0641\u0642 \u0639\u062f\u0629 \u0645\u0639\u0627\u064a\u064a\u0631:<\/p>\n<table>\n<thead>\n<tr>\n<td><strong>\u0627\u0644\u0646\u0648\u0639<\/strong><\/td>\n<td><strong>\u0627\u0644\u0648\u0635\u0641<\/strong><\/td>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><strong>\u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u0634\u0627\u0630\u0629 \u0623\u062d\u0627\u062f\u064a\u0629 \u0627\u0644\u0628\u0639\u062f<\/strong><strong> (Univariate Outliers)<\/strong><\/td>\n<td>\u0645\u0644\u0627\u062d\u0638\u0627\u062a \u0645\u062a\u0637\u0631\u0641\u0629 \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u062a\u0648\u0632\u064a\u0639 \u0645\u062a\u063a\u064a\u0631 \u0648\u0627\u062d\u062f \u0641\u0642\u0637.<\/td>\n<\/tr>\n<tr>\n<td><strong>\u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u0634\u0627\u0630\u0629 \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0623\u0628\u0639\u0627\u062f<\/strong><strong> (Multivariate Outliers)<\/strong><\/td>\n<td>\u0645\u0644\u0627\u062d\u0638\u0627\u062a \u062a\u0643\u0648\u0646 \u0637\u0628\u064a\u0639\u064a\u0629 \u0639\u0646\u062f \u0641\u062d\u0635 \u0643\u0644 \u0645\u062a\u063a\u064a\u0631 \u0639\u0644\u0649 \u062d\u062f\u0629\u060c \u0644\u0643\u0646\u0647\u0627 \u0634\u0627\u0630\u0629 \u0639\u0646\u062f \u0627\u0644\u0646\u0638\u0631 \u0625\u0644\u0649 \u0645\u062c\u0645\u0648\u0639\u0629 \u0627\u0644\u0645\u062a\u063a\u064a\u0631\u0627\u062a \u0645\u0639\u0627\u064b.<\/td>\n<\/tr>\n<tr>\n<td><strong>\u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u0634\u0627\u0630\u0629 \u0627\u0644\u0645\u062d\u0644\u064a\u0629<\/strong><strong> (Local Outliers)<\/strong><\/td>\n<td>\u0645\u0644\u0627\u062d\u0638\u0627\u062a \u062a\u062e\u062a\u0644\u0641 \u0639\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062c\u0627\u0648\u0631\u0629 \u0644\u0647\u0627 \u0641\u064a \u0645\u0633\u0627\u062d\u0629 \u0645\u0639\u064a\u0646\u0629\u060c \u0648\u063a\u0627\u0644\u0628\u0627\u064b \u0645\u0627 \u062a\u064f\u0643\u062a\u0634\u0641 \u0641\u064a \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u062a\u062c\u0645\u0639\u0627\u062a (Cluster Analysis).<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p><strong>\u00a0<\/strong><\/p>\n<h3><strong>\u062b\u0627\u0644\u062b\u0627\u064b: \u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u0643\u0634\u0641 \u0639\u0646 \u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u0634\u0627\u0630\u0629<\/strong><\/h3>\n<ol>\n<li><strong>\u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0648\u0635\u0641\u064a \u0648\u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a<\/strong><\/li>\n<\/ol>\n<ul>\n<li><strong>\u0637\u0631\u064a\u0642\u0629 \u0627\u0644\u0627\u0646\u062d\u0631\u0627\u0641 \u0627\u0644\u0645\u0639\u064a\u0627\u0631\u064a<\/strong><strong>:<\/strong><br \/>\n\u062a\u064f\u0639\u062f\u0651 \u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u062a\u064a \u062a\u0642\u0639 \u062e\u0627\u0631\u062c \u00b13 \u0627\u0646\u062d\u0631\u0627\u0641\u0627\u062a \u0645\u0639\u064a\u0627\u0631\u064a\u0629 \u0639\u0646 \u0627\u0644\u0645\u062a\u0648\u0633\u0637 \u0634\u0627\u0630\u0629\u064b \u063a\u0627\u0644\u0628\u064b\u0627.<\/li>\n<li><strong>\u0627\u0644\u0645\u062f\u0649 \u0627\u0644\u0631\u0628\u064a\u0639\u064a<\/strong><strong> (IQR Method):<\/strong><br \/>\n<strong>\u0627\u0644\u0645\u062e\u0637\u0637\u0627\u062a \u0627\u0644\u0635\u0646\u062f\u0648\u0642\u064a\u0629<\/strong><strong> (Boxplots):<\/strong><br \/>\n\u0645\u0646 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u0628\u0635\u0631\u064a\u0629 \u0627\u0644\u0641\u0639\u0627\u0644\u0629 \u0644\u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u0645\u062a\u0637\u0631\u0641\u0629.<\/li>\n<\/ul>\n<ol start=\"2\">\n<li><strong>\u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0645\u062a\u063a\u064a\u0631\u0627\u062a<\/strong><\/li>\n<\/ol>\n<ul>\n<li><strong>\u0645\u0633\u0627\u0641\u0629 \u0645\u0627\u0647\u0627\u0644\u0648\u0646\u0648\u0628\u0633<\/strong><strong> (Mahalanobis Distance):<\/strong><br \/>\n\u062a\u064f\u0633\u062a\u062e\u062f\u0645 \u0644\u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u0634\u0627\u0630\u0629 \u0641\u064a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0623\u0628\u0639\u0627\u062f.<br \/>\n\u0625\u0630\u0627 \u062a\u062c\u0627\u0648\u0632\u062a \u0627\u0644\u0642\u064a\u0645\u0629 \u0627\u0644\u0645\u062d\u0633\u0648\u0628\u0629 \u0644\u0645\u0644\u0627\u062d\u0638\u0629 \u0645\u0627 \u0627\u0644\u062d\u062f \u0627\u0644\u062d\u0631\u062c \u0644\u0642\u064a\u0645\u0629 \u0643\u0627\u064a \u062a\u0631\u0628\u064a\u0639 (\u03c7\u00b2) \u0628\u062f\u0631\u062c\u0629 \u062d\u0631\u064a\u0629 \u062a\u0633\u0627\u0648\u064a \u0639\u062f\u062f \u0627\u0644\u0645\u062a\u063a\u064a\u0631\u0627\u062a\u060c \u062a\u064f\u0639\u062a\u0628\u0631 \u062a\u0644\u0643 \u0627\u0644\u0645\u0644\u0627\u062d\u0638\u0629 \u0634\u0627\u0630\u0629.<\/li>\n<li><strong>\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631<\/strong><strong> (Regression Diagnostics):<\/strong><br \/>\n\u064a\u064f\u0633\u062a\u062e\u062f\u0645 \u0644\u0644\u0643\u0634\u0641 \u0639\u0646 \u0627\u0644\u0642\u064a\u0645 \u0630\u0627\u062a \u0627\u0644\u062a\u0623\u062b\u064a\u0631 \u0627\u0644\u0639\u0627\u0644\u064a \u0639\u0644\u0649 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0645\u0646 \u062e\u0644\u0627\u0644 \u0645\u0642\u0627\u064a\u064a\u0633 \u0645\u062b\u0644:<\/p>\n<ul>\n<li><strong>Cook\u2019s Distance<\/strong><\/li>\n<li><strong>Leverage Value<\/strong><\/li>\n<li><strong>DFBETAS<\/strong><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h3><\/h3>\n<h3><strong>\u0631\u0627\u0628\u0639\u0627\u064b: \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u0634\u0627\u0630\u0629<\/strong><\/h3>\n<p>\u064a\u0639\u062a\u0645\u062f \u0627\u0644\u0642\u0631\u0627\u0631 \u0628\u0634\u0623\u0646 \u0643\u064a\u0641\u064a\u0629 \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u0634\u0627\u0630\u0629 \u0639\u0644\u0649 <strong>\u0637\u0628\u064a\u0639\u0629 \u0627\u0644\u0638\u0627\u0647\u0631\u0629 \u0627\u0644\u0645\u062f\u0631\u0648\u0633\u0629<\/strong> \u0648<strong>\u0645\u0635\u062f\u0631 \u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u0645\u062a\u0637\u0631\u0641\u0629<\/strong>. \u0648\u062a\u0634\u0645\u0644 \u0627\u0644\u0623\u0633\u0627\u0644\u064a\u0628 \u0645\u0627 \u064a\u0644\u064a:<\/p>\n<table>\n<thead>\n<tr>\n<td><strong>\u0627\u0644\u0637\u0631\u064a\u0642\u0629<\/strong><\/td>\n<td><strong>\u0627\u0644\u0648\u0635\u0641<\/strong><\/td>\n<td><strong>\u0627\u0644\u0645\u0632\u0627\u064a\u0627<\/strong><\/td>\n<td><strong>\u0627\u0644\u0642\u064a\u0648\u062f<\/strong><\/td>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><strong>\u0627\u0644\u0641\u062d\u0635 \u0627\u0644\u064a\u062f\u0648\u064a \u0648\u0627\u0644\u062a\u062d\u0642\u0642 \u0645\u0646 \u0627\u0644\u0645\u0635\u062f\u0631<\/strong><\/td>\n<td>\u0627\u0644\u062a\u0623\u0643\u062f \u0645\u0646 \u0635\u062d\u0629 \u0627\u0644\u0642\u064a\u0645\u0629 \u0645\u0646 \u0645\u0635\u062f\u0631\u0647\u0627 \u0627\u0644\u0623\u0635\u0644\u064a \u0623\u0648 \u0633\u062c\u0644\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/td>\n<td>\u064a\u0645\u064a\u0632 \u0628\u064a\u0646 \u0627\u0644\u0623\u062e\u0637\u0627\u0621 \u0627\u0644\u062d\u0642\u064a\u0642\u064a\u0629 \u0648\u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u0635\u062d\u064a\u062d\u0629 \u0627\u0644\u0646\u0627\u062f\u0631\u0629.<\/td>\n<td>\u064a\u062a\u0637\u0644\u0628 \u0648\u0642\u062a\u0627\u064b \u0648\u062c\u0647\u062f\u0627\u064b \u0643\u0628\u064a\u0631\u064a\u0646.<\/td>\n<\/tr>\n<tr>\n<td><strong>\u0627\u0644\u062d\u0630\u0641<\/strong><strong> (Deletion)<\/strong><\/td>\n<td>\u0627\u0633\u062a\u0628\u0639\u0627\u062f \u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u0634\u0627\u0630\u0629 \u0645\u0646 \u0627\u0644\u062a\u062d\u0644\u064a\u0644.<\/td>\n<td>\u064a\u062d\u0633\u0651\u0646 \u062f\u0642\u0629 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0623\u062d\u064a\u0627\u0646\u064b\u0627.<\/td>\n<td>\u064a\u0624\u062f\u064a \u0625\u0644\u0649 \u0641\u0642\u062f\u0627\u0646 \u062c\u0632\u0621 \u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0642\u062f \u064a\u0633\u0628\u0628 \u062a\u062d\u064a\u0632\u0627\u064b.<\/td>\n<\/tr>\n<tr>\n<td><strong>\u0627\u0644\u062a\u062d\u0648\u064a\u0644<\/strong><strong> (Transformation)<\/strong><\/td>\n<td>\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0644\u0648\u063a\u0627\u0631\u064a\u062a\u0645\u0627\u062a \u0623\u0648 \u062c\u0630\u0648\u0631 \u0644\u062a\u0642\u0644\u064a\u0644 \u0623\u062b\u0631 \u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u0645\u062a\u0637\u0631\u0641\u0629.<\/td>\n<td>\u064a\u0642\u0644\u0644 \u062a\u0623\u062b\u064a\u0631 \u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u0634\u0627\u0630\u0629 \u062f\u0648\u0646 \u062d\u0630\u0641\u0647\u0627.<\/td>\n<td>\u064a\u063a\u064a\u0651\u0631 \u062a\u0648\u0632\u064a\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0642\u062f \u064a\u0635\u0639\u0628 \u062a\u0641\u0633\u064a\u0631 \u0627\u0644\u0646\u062a\u0627\u0626\u062c.<\/td>\n<\/tr>\n<tr>\n<td><strong>\u0627\u0644\u062a\u0642\u064a\u064a\u062f \u0623\u0648 \u201c\u0627\u0644\u062a\u0646\u0642\u064a\u062d<\/strong><strong>\u201d (Winsorizing \/ Capping)<\/strong><\/td>\n<td>\u0627\u0633\u062a\u0628\u062f\u0627\u0644 \u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u0645\u062a\u0637\u0631\u0641\u0629 \u0628\u0642\u064a\u0645 \u0642\u0631\u064a\u0628\u0629 \u0645\u0646 \u0627\u0644\u062d\u062f\u0648\u062f \u0627\u0644\u0639\u0644\u064a\u0627 \u0623\u0648 \u0627\u0644\u062f\u0646\u064a\u0627.<\/td>\n<td>\u064a\u062d\u0627\u0641\u0638 \u0639\u0644\u0649 \u062d\u062c\u0645 \u0627\u0644\u0639\u064a\u0646\u0629 \u0648\u064a\u0642\u0644\u0644 \u0645\u0646 \u0627\u0644\u062a\u0634\u0648\u0647.<\/td>\n<td>\u0642\u062f \u064a\u062e\u0641\u064a \u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u062d\u0642\u064a\u0642\u064a\u0629 \u0627\u0644\u0647\u0627\u0645\u0629.<\/td>\n<\/tr>\n<tr>\n<td><strong>\u0627\u0644\u0646\u0645\u0630\u062c\u0629 \u0627\u0644\u0642\u0648\u064a\u0629<\/strong><strong> (Robust Methods)<\/strong><\/td>\n<td>\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0646\u0645\u0627\u0630\u062c \u0625\u062d\u0635\u0627\u0626\u064a\u0629 \u063a\u064a\u0631 \u062d\u0633\u0627\u0633\u0629 \u0644\u0644\u0642\u064a\u0645 \u0627\u0644\u0645\u062a\u0637\u0631\u0641\u0629\u060c \u0645\u062b\u0644 \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u0642\u0648\u064a (Robust Regression).<\/td>\n<td>\u062a\u0639\u0637\u064a \u062a\u0642\u062f\u064a\u0631\u0627\u062a \u0645\u0633\u062a\u0642\u0631\u0629 \u062d\u062a\u0649 \u0645\u0639 \u0648\u062c\u0648\u062f \u0642\u064a\u0645 \u0634\u0627\u0630\u0629.<\/td>\n<td>\u062a\u062a\u0637\u0644\u0628 \u062e\u0628\u0631\u0629 \u0625\u062d\u0635\u0627\u0626\u064a\u0629 \u0645\u062a\u0642\u062f\u0645\u0629.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>&nbsp;<\/p>\n<h3><strong>\u062e\u0627\u0645\u0633\u0627\u064b: \u0623\u062f\u0648\u0627\u062a \u0643\u0634\u0641 \u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u0634\u0627\u0630\u0629 \u0641\u064a \u0627\u0644\u0628\u0631\u0627\u0645\u062c \u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a\u0629<\/strong><\/h3>\n<ul>\n<li><strong>SPSS:<\/strong><br \/>\n\u064a\u0645\u0643\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0631\u0633\u0648\u0645 \u0627\u0644\u0635\u0646\u062f\u0648\u0642\u064a\u0629\u060c \u0623\u0648 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u0645\u0624\u062b\u0631\u0629 (Cook\u2019s Distance)\u060c \u0623\u0648 \u0627\u062e\u062a\u0628\u0627\u0631 \u0645\u0627\u0647\u0627\u0644\u0648\u0646\u0648\u0628\u0633 \u0639\u0628\u0631 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0623\u0648 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0639\u0648\u0627\u0645\u0644.<\/li>\n<li><strong>AMOS:<\/strong><br \/>\n\u064a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u062a\u062d\u0644\u064a\u0644 \u0645\u0633\u0627\u0641\u0629 \u0645\u0627\u0647\u0627\u0644\u0648\u0646\u0648\u0628\u0633 \u0644\u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u0634\u0627\u0630\u0629 \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0623\u0628\u0639\u0627\u062f \u0641\u064a \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0647\u064a\u0643\u0644\u064a\u0629.<\/li>\n<li><strong>SmartPLS <\/strong><strong>\u0648<\/strong><strong>ADANCO:<\/strong><br \/>\n\u064a\u0633\u062a\u062e\u062f\u0645\u0627\u0646 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u0645\u062a\u0637\u0631\u0641\u0629 \u0641\u064a \u0625\u0637\u0627\u0631 \u0627\u0644\u062a\u062d\u0642\u0642 \u0645\u0646 \u062c\u0648\u062f\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0642\u0628\u0644 \u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0646\u0645\u0627\u0630\u062c.<\/li>\n<li><strong>R <\/strong><strong>\u0648<\/strong><strong>Python:<\/strong><br \/>\n\u064a\u0648\u0641\u0631\u0627\u0646 \u0645\u0643\u062a\u0628\u0627\u062a \u0645\u062a\u062e\u0635\u0635\u0629 \u0645\u062b\u0644 <strong>outliers, <a href=\"https:\/\/scikit-learn.org\/stable\/index.html\" target=\"_blank\" rel=\"noopener\">scikit-learn<\/a><\/strong> \u0644\u062a\u0637\u0628\u064a\u0642 \u0637\u0631\u0642 \u0645\u062a\u0642\u062f\u0645\u0629 \u0645\u062b\u0644 <strong>Isolation Forest<\/strong> \u0623\u0648 <strong>DBSCAN<\/strong>.<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h3><strong>\u0633\u0627\u062f\u0633\u0627\u064b: \u0627\u0644\u0627\u0639\u062a\u0628\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u0646\u0647\u062c\u064a\u0629 \u0648\u0627\u0644\u0623\u062e\u0644\u0627\u0642\u064a\u0629<\/strong><\/h3>\n<p>\u0645\u0646 \u0627\u0644\u0645\u0647\u0645 \u0623\u0646 \u064a\u064f\u062a\u0651\u062e\u0630 \u0642\u0631\u0627\u0631 \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u0634\u0627\u0630\u0629 <strong>\u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0645\u0628\u0631\u0631\u0627\u062a \u0639\u0644\u0645\u064a\u0629 \u0648\u0627\u0636\u062d\u0629<\/strong> \u0648\u0644\u064a\u0633 \u0628\u063a\u0631\u0636 \u062a\u062d\u0633\u064a\u0646 \u0646\u062a\u0627\u0626\u062c \u0627\u0644\u0646\u0645\u0648\u0630\u062c. \u0641\u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u0634\u0627\u0630\u0629 \u0642\u062f \u062a\u0643\u0648\u0646 \u0641\u064a \u0628\u0639\u0636 \u0627\u0644\u0623\u062d\u064a\u0627\u0646 \u0645\u0624\u0634\u0631\u0627\u064b \u0644\u0638\u0648\u0627\u0647\u0631 \u062c\u0648\u0647\u0631\u064a\u0629 \u0641\u064a \u0627\u0644\u0645\u062c\u062a\u0645\u0639 \u0627\u0644\u0645\u062f\u0631\u0648\u0633\u060c \u0645\u062b\u0644 \u0648\u062c\u0648\u062f \u0641\u0626\u0627\u062a \u062e\u0627\u0635\u0629 \u0623\u0648 \u0633\u0644\u0648\u0643\u064a\u0627\u062a \u0627\u0633\u062a\u062b\u0646\u0627\u0626\u064a\u0629\u060c \u0648\u0628\u0627\u0644\u062a\u0627\u0644\u064a \u0641\u0625\u0646 \u062d\u0630\u0641\u0647\u0627 \u062f\u0648\u0646 \u062a\u062d\u0644\u064a\u0644 \u0642\u062f \u064a\u0624\u062f\u064a \u0625\u0644\u0649 <strong>\u062a\u0634\u0648\u064a\u0647 \u0627\u0644\u0648\u0627\u0642\u0639 \u0627\u0644\u0628\u062d\u062b\u064a<\/strong>.<\/p>\n<p>&nbsp;<\/p>\n<p data-start=\"59\" data-end=\"317\">\u0627\u0643\u062a\u0634\u0641 \u0627\u0644\u0642\u0648\u0629 \u0627\u0644\u062d\u0642\u064a\u0642\u064a\u0629 \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0639 <a href=\"https:\/\/statacademy-eg.com\/\"><strong data-start=\"92\" data-end=\"108\">Stat Academy<\/strong><\/a> \u2014 \u0627\u0644\u0623\u0643\u0627\u062f\u064a\u0645\u064a\u0629 \u0627\u0644\u0631\u0627\u0626\u062f\u0629 \u0641\u064a \u0645\u0635\u0631 \u0641\u064a \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a \u0648\u0627\u0644\u0627\u0633\u062a\u0634\u0627\u0631\u0627\u062a \u0627\u0644\u0639\u0644\u0645\u064a\u0629. \u0645\u0646 \u062e\u0644\u0627\u0644 \u062e\u0628\u0631\u0627\u0621 \u0623\u0643\u0627\u062f\u064a\u0645\u064a\u064a\u0646 \u0645\u062a\u062e\u0635\u0635\u064a\u0646\u060c \u0646\u0642\u062f\u0645 \u0644\u0643 \u062f\u0648\u0631\u0627\u062a \u0627\u062d\u062a\u0631\u0627\u0641\u064a\u0629 \u0641\u064a SPSS\u060c R\u060c Stata \u0648\u063a\u064a\u0631\u0647\u0627\u060c \u0628\u0627\u0644\u0625\u0636\u0627\u0641\u0629 \u0625\u0644\u0649 \u0627\u0633\u062a\u0634\u0627\u0631\u0627\u062a \u0645\u062a\u0642\u062f\u0645\u0629 \u0644\u0644\u0631\u0633\u0627\u0626\u0644 \u0627\u0644\u062c\u0627\u0645\u0639\u064a\u0629 \u0648\u0627\u0644\u0623\u0628\u062d\u0627\u062b.<\/p>\n<p data-start=\"319\" data-end=\"503\">\u0633\u0648\u0627\u0621 \u0643\u0646\u062a \u0628\u0627\u062d\u062b\u064b\u0627 \u0623\u0648 \u0637\u0627\u0644\u0628 \u0645\u0627\u062c\u0633\u062a\u064a\u0631 \u0623\u0648 \u0628\u0627\u062d\u062b \u062f\u0643\u062a\u0648\u0631\u0627\u0647\u060c \u0641\u0625\u0646 <strong data-start=\"372\" data-end=\"388\">Stat Academy<\/strong> \u062a\u0648\u0641\u0631 \u0627\u0644\u062f\u0639\u0645 \u0627\u0644\u0643\u0627\u0645\u0644 \u0644\u062a\u062d\u0644\u064a\u0644 \u0628\u064a\u0627\u0646\u0627\u062a\u0643 \u0628\u062f\u0642\u0629 \u0648\u0627\u062d\u062a\u0631\u0627\u0641. \u0633\u062c\u0651\u0644 \u0627\u0644\u0622\u0646 \u0648\u0627\u0646\u0637\u0644\u0642 \u0641\u064a \u0631\u062d\u0644\u062a\u0643 \u0646\u062d\u0648 \u0642\u0631\u0627\u0631 \u0642\u0627\u0626\u0645 \u0639\u0644\u0649 \u0627\u0644\u0623\u0631\u0642\u0627\u0645 \u0648\u062a\u062d\u0644\u064a\u0644 \u0645\u0648\u062b\u0648\u0642.<\/p>\n<p data-start=\"505\" data-end=\"610\">\ud83d\udcde \u062a\u0648\u0627\u0635\u0644 \u0645\u0639\u0646\u0627 \u0639\u0644\u0649 01090506617 \u0623\u0648 \u0639\u0628\u0631 \u0627\u0644\u0628\u0631\u064a\u062f <a class=\"decorated-link cursor-pointer\" rel=\"noopener\" data-start=\"549\" data-end=\"572\">info@statacademy-eg.com<\/a> \u0644\u0645\u0639\u0631\u0641\u0629 \u0627\u0644\u0645\u0632\u064a\u062f \u0639\u0646 \u0627\u0644\u062f\u0648\u0631\u0627\u062a \u0648\u0627\u0644\u0627\u0633\u062a\u0634\u0627\u0631\u0627\u062a.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u062a\u064f\u0639\u062f\u0651 \u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u0634\u0627\u0630\u0629 (Outliers) \u0645\u0646 \u0623\u0643\u062b\u0631 \u0627\u0644\u0642\u0636\u0627\u064a\u0627 \u0625\u0634\u0643\u0627\u0644\u064a\u0629 \u0641\u064a \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a\u060c \u0625\u0630 \u062a\u0645\u062b\u0644 \u062a\u0644\u0643 \u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u062a\u064a \u062a\u0646\u062d\u0631\u0641 \u0628\u062f\u0631\u062c\u0629 \u0643\u0628\u064a\u0631\u0629 \u0639\u0646 \u0627\u0644\u0646\u0645\u0637 \u0627\u0644\u0639\u0627\u0645 \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0633\u0648\u0627\u0621 \u0628\u0627\u0644\u0632\u064a\u0627\u062f\u0629 \u0623\u0648 \u0627\u0644\u0646\u0642\u0635\u0627\u0646. \u0648\u064a\u064f\u0646\u0638\u0631 \u0625\u0644\u064a\u0647\u0627 \u0628\u0648\u0635\u0641\u0647\u0627 \u0646\u0642\u0627\u0637 \u0628\u064a\u0627\u0646\u0627\u062a \u063a\u064a\u0631 \u0645\u062a\u0648\u0642\u0639\u0629 \u0623\u0648 \u063a\u064a\u0631 \u0645\u0646\u0633\u062c\u0645\u0629 \u0645\u0639 \u0628\u0642\u064a\u0629 \u0627\u0644\u0645\u0644\u0627\u062d\u0638\u0627\u062a\u060c \u0645\u0645\u0627 \u0642\u062f \u064a\u0624\u062b\u0631 \u0633\u0644\u0628\u064b\u0627 \u0639\u0644\u0649 \u0627\u0644\u0645\u062a\u0648\u0633\u0637\u0627\u062a\u060c \u0648\u0627\u0644\u0627\u0646\u062d\u0631\u0627\u0641\u0627\u062a \u0627\u0644\u0645\u0639\u064a\u0627\u0631\u064a\u0629\u060c \u0648\u0645\u0639\u0627\u0645\u0644\u0627\u062a \u0627\u0644\u0627\u0631\u062a\u0628\u0627\u0637 \u0648\u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631\u060c \u0628\u0644 \u0648\u0642\u062f \u064a\u0624\u062f\u064a \u0625\u0644\u0649 [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":483,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[88,89],"class_list":["post-482","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-1","tag-88","tag-89"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>\u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u0634\u0627\u0630\u0629 \u0641\u064a \u0639\u0644\u0645 \u0627\u0644\u0625\u062d\u0635\u0627\u0621 - Stat Academy<\/title>\n<meta name=\"description\" content=\"\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0637\u0631\u0642 \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u0634\u0627\u0630\u0629 \u0641\u064a \u0639\u0644\u0645 \u0627\u0644\u0625\u062d\u0635\u0627\u0621 \u0648\u0623\u0647\u0645\u064a\u062a\u0647\u0627 \u0641\u064a \u062a\u062d\u0633\u064a\u0646 \u062f\u0642\u0629 \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a. \u0627\u0643\u062a\u0634\u0641 \u0643\u064a\u0641\u064a\u0629 \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u0645\u062a\u0637\u0631\u0641\u0629 \u0648\u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639\u0647\u0627 \u0628\u0637\u0631\u064a\u0642\u0629 \u0639\u0644\u0645\u064a\u0629 \u062a\u0636\u0645\u0646 \u0646\u062a\u0627\u0626\u062c \u0645\u0648\u062b\u0648\u0642\u0629 \u0648\u062f\u0642\u064a\u0642\u0629 \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/statacademy-eg.com\/blog\/\u0627\u0644\u062a\u0639\u0627\u0645\u0644-\u0645\u0639-\u0627\u0644\u0642\u064a\u0645-\u0627\u0644\u0634\u0627\u0630\u0629-\u0641\u064a-\u0639\u0644\u0645-\u0627\u0644\u0625\u062d\u0635\u0627\u0621\/\" \/>\n<meta property=\"og:locale\" content=\"ar_AR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u0634\u0627\u0630\u0629 \u0641\u064a \u0639\u0644\u0645 \u0627\u0644\u0625\u062d\u0635\u0627\u0621 - Stat Academy\" \/>\n<meta property=\"og:description\" content=\"\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0637\u0631\u0642 \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u0634\u0627\u0630\u0629 \u0641\u064a \u0639\u0644\u0645 \u0627\u0644\u0625\u062d\u0635\u0627\u0621 \u0648\u0623\u0647\u0645\u064a\u062a\u0647\u0627 \u0641\u064a \u062a\u062d\u0633\u064a\u0646 \u062f\u0642\u0629 \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a. \u0627\u0643\u062a\u0634\u0641 \u0643\u064a\u0641\u064a\u0629 \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u0645\u062a\u0637\u0631\u0641\u0629 \u0648\u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639\u0647\u0627 \u0628\u0637\u0631\u064a\u0642\u0629 \u0639\u0644\u0645\u064a\u0629 \u062a\u0636\u0645\u0646 \u0646\u062a\u0627\u0626\u062c \u0645\u0648\u062b\u0648\u0642\u0629 \u0648\u062f\u0642\u064a\u0642\u0629 \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a\" \/>\n<meta property=\"og:url\" content=\"https:\/\/statacademy-eg.com\/blog\/\u0627\u0644\u062a\u0639\u0627\u0645\u0644-\u0645\u0639-\u0627\u0644\u0642\u064a\u0645-\u0627\u0644\u0634\u0627\u0630\u0629-\u0641\u064a-\u0639\u0644\u0645-\u0627\u0644\u0625\u062d\u0635\u0627\u0621\/\" \/>\n<meta property=\"og:site_name\" content=\"Stat Academy\" \/>\n<meta property=\"article:published_time\" content=\"2025-11-06T00:48:29+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/statacademy-eg.com\/blogs\/wp-content\/uploads\/2025\/11\/\u0627\u0644\u062a\u0639\u0627\u0645\u0644-\u0645\u0639-\u0627\u0644\u0642\u064a\u0645-\u0627\u0644\u0634\u0627\u0630\u0629-\u0641\u064a-\u0639\u0644\u0645-\u0627\u0644\u0625\u062d\u0635\u0627\u0621.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1184\" \/>\n\t<meta property=\"og:image:height\" content=\"672\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"ragab\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u0643\u064f\u062a\u0628 \u0628\u0648\u0627\u0633\u0637\u0629\" \/>\n\t<meta name=\"twitter:data1\" content=\"ragab\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u0648\u0642\u062a \u0627\u0644\u0642\u0631\u0627\u0621\u0629 \u0627\u0644\u0645\u064f\u0642\u062f\u0651\u0631\" \/>\n\t<meta name=\"twitter:data2\" content=\"6 \u062f\u0642\u0627\u0626\u0642\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/statacademy-eg.com\\\/blog\\\/%d8%a7%d9%84%d8%aa%d8%b9%d8%a7%d9%85%d9%84-%d9%85%d8%b9-%d8%a7%d9%84%d9%82%d9%8a%d9%85-%d8%a7%d9%84%d8%b4%d8%a7%d8%b0%d8%a9-%d9%81%d9%8a-%d8%b9%d9%84%d9%85-%d8%a7%d9%84%d8%a5%d8%ad%d8%b5%d8%a7%d8%a1\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/statacademy-eg.com\\\/blog\\\/%d8%a7%d9%84%d8%aa%d8%b9%d8%a7%d9%85%d9%84-%d9%85%d8%b9-%d8%a7%d9%84%d9%82%d9%8a%d9%85-%d8%a7%d9%84%d8%b4%d8%a7%d8%b0%d8%a9-%d9%81%d9%8a-%d8%b9%d9%84%d9%85-%d8%a7%d9%84%d8%a5%d8%ad%d8%b5%d8%a7%d8%a1\\\/\"},\"author\":{\"name\":\"ragab\",\"@id\":\"https:\\\/\\\/statacademy-eg.com\\\/blogs\\\/#\\\/schema\\\/person\\\/89e2543d969ce7a9aa6f156f74d0930f\"},\"headline\":\"\u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u0634\u0627\u0630\u0629 \u0641\u064a \u0639\u0644\u0645 \u0627\u0644\u0625\u062d\u0635\u0627\u0621\",\"datePublished\":\"2025-11-06T00:48:29+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/statacademy-eg.com\\\/blog\\\/%d8%a7%d9%84%d8%aa%d8%b9%d8%a7%d9%85%d9%84-%d9%85%d8%b9-%d8%a7%d9%84%d9%82%d9%8a%d9%85-%d8%a7%d9%84%d8%b4%d8%a7%d8%b0%d8%a9-%d9%81%d9%8a-%d8%b9%d9%84%d9%85-%d8%a7%d9%84%d8%a5%d8%ad%d8%b5%d8%a7%d8%a1\\\/\"},\"wordCount\":57,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\\\/\\\/statacademy-eg.com\\\/blogs\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/statacademy-eg.com\\\/blog\\\/%d8%a7%d9%84%d8%aa%d8%b9%d8%a7%d9%85%d9%84-%d9%85%d8%b9-%d8%a7%d9%84%d9%82%d9%8a%d9%85-%d8%a7%d9%84%d8%b4%d8%a7%d8%b0%d8%a9-%d9%81%d9%8a-%d8%b9%d9%84%d9%85-%d8%a7%d9%84%d8%a5%d8%ad%d8%b5%d8%a7%d8%a1\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/statacademy-eg.com\\\/blogs\\\/wp-content\\\/uploads\\\/2025\\\/11\\\/\u0627\u0644\u062a\u0639\u0627\u0645\u0644-\u0645\u0639-\u0627\u0644\u0642\u064a\u0645-\u0627\u0644\u0634\u0627\u0630\u0629-\u0641\u064a-\u0639\u0644\u0645-\u0627\u0644\u0625\u062d\u0635\u0627\u0621.jpg\",\"keywords\":[\"\u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u0634\u0627\u0630\u0629 \u0641\u064a \u0639\u0644\u0645 \u0627\u0644\u0625\u062d\u0635\u0627\u0621\",\"\u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u0634\u0627\u0630\u0629\"],\"articleSection\":[\"\u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u064a\"],\"inLanguage\":\"ar\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\\\/\\\/statacademy-eg.com\\\/blog\\\/%d8%a7%d9%84%d8%aa%d8%b9%d8%a7%d9%85%d9%84-%d9%85%d8%b9-%d8%a7%d9%84%d9%82%d9%8a%d9%85-%d8%a7%d9%84%d8%b4%d8%a7%d8%b0%d8%a9-%d9%81%d9%8a-%d8%b9%d9%84%d9%85-%d8%a7%d9%84%d8%a5%d8%ad%d8%b5%d8%a7%d8%a1\\\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/statacademy-eg.com\\\/blog\\\/%d8%a7%d9%84%d8%aa%d8%b9%d8%a7%d9%85%d9%84-%d9%85%d8%b9-%d8%a7%d9%84%d9%82%d9%8a%d9%85-%d8%a7%d9%84%d8%b4%d8%a7%d8%b0%d8%a9-%d9%81%d9%8a-%d8%b9%d9%84%d9%85-%d8%a7%d9%84%d8%a5%d8%ad%d8%b5%d8%a7%d8%a1\\\/\",\"url\":\"https:\\\/\\\/statacademy-eg.com\\\/blog\\\/%d8%a7%d9%84%d8%aa%d8%b9%d8%a7%d9%85%d9%84-%d9%85%d8%b9-%d8%a7%d9%84%d9%82%d9%8a%d9%85-%d8%a7%d9%84%d8%b4%d8%a7%d8%b0%d8%a9-%d9%81%d9%8a-%d8%b9%d9%84%d9%85-%d8%a7%d9%84%d8%a5%d8%ad%d8%b5%d8%a7%d8%a1\\\/\",\"name\":\"\u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u0634\u0627\u0630\u0629 \u0641\u064a \u0639\u0644\u0645 \u0627\u0644\u0625\u062d\u0635\u0627\u0621 - Stat Academy\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/statacademy-eg.com\\\/blogs\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/statacademy-eg.com\\\/blog\\\/%d8%a7%d9%84%d8%aa%d8%b9%d8%a7%d9%85%d9%84-%d9%85%d8%b9-%d8%a7%d9%84%d9%82%d9%8a%d9%85-%d8%a7%d9%84%d8%b4%d8%a7%d8%b0%d8%a9-%d9%81%d9%8a-%d8%b9%d9%84%d9%85-%d8%a7%d9%84%d8%a5%d8%ad%d8%b5%d8%a7%d8%a1\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/statacademy-eg.com\\\/blog\\\/%d8%a7%d9%84%d8%aa%d8%b9%d8%a7%d9%85%d9%84-%d9%85%d8%b9-%d8%a7%d9%84%d9%82%d9%8a%d9%85-%d8%a7%d9%84%d8%b4%d8%a7%d8%b0%d8%a9-%d9%81%d9%8a-%d8%b9%d9%84%d9%85-%d8%a7%d9%84%d8%a5%d8%ad%d8%b5%d8%a7%d8%a1\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/statacademy-eg.com\\\/blogs\\\/wp-content\\\/uploads\\\/2025\\\/11\\\/\u0627\u0644\u062a\u0639\u0627\u0645\u0644-\u0645\u0639-\u0627\u0644\u0642\u064a\u0645-\u0627\u0644\u0634\u0627\u0630\u0629-\u0641\u064a-\u0639\u0644\u0645-\u0627\u0644\u0625\u062d\u0635\u0627\u0621.jpg\",\"datePublished\":\"2025-11-06T00:48:29+00:00\",\"description\":\"\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0637\u0631\u0642 \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u0634\u0627\u0630\u0629 \u0641\u064a \u0639\u0644\u0645 \u0627\u0644\u0625\u062d\u0635\u0627\u0621 \u0648\u0623\u0647\u0645\u064a\u062a\u0647\u0627 \u0641\u064a \u062a\u062d\u0633\u064a\u0646 \u062f\u0642\u0629 \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a. \u0627\u0643\u062a\u0634\u0641 \u0643\u064a\u0641\u064a\u0629 \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u0645\u062a\u0637\u0631\u0641\u0629 \u0648\u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639\u0647\u0627 \u0628\u0637\u0631\u064a\u0642\u0629 \u0639\u0644\u0645\u064a\u0629 \u062a\u0636\u0645\u0646 \u0646\u062a\u0627\u0626\u062c \u0645\u0648\u062b\u0648\u0642\u0629 \u0648\u062f\u0642\u064a\u0642\u0629 \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/statacademy-eg.com\\\/blog\\\/%d8%a7%d9%84%d8%aa%d8%b9%d8%a7%d9%85%d9%84-%d9%85%d8%b9-%d8%a7%d9%84%d9%82%d9%8a%d9%85-%d8%a7%d9%84%d8%b4%d8%a7%d8%b0%d8%a9-%d9%81%d9%8a-%d8%b9%d9%84%d9%85-%d8%a7%d9%84%d8%a5%d8%ad%d8%b5%d8%a7%d8%a1\\\/#breadcrumb\"},\"inLanguage\":\"ar\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/statacademy-eg.com\\\/blog\\\/%d8%a7%d9%84%d8%aa%d8%b9%d8%a7%d9%85%d9%84-%d9%85%d8%b9-%d8%a7%d9%84%d9%82%d9%8a%d9%85-%d8%a7%d9%84%d8%b4%d8%a7%d8%b0%d8%a9-%d9%81%d9%8a-%d8%b9%d9%84%d9%85-%d8%a7%d9%84%d8%a5%d8%ad%d8%b5%d8%a7%d8%a1\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"ar\",\"@id\":\"https:\\\/\\\/statacademy-eg.com\\\/blog\\\/%d8%a7%d9%84%d8%aa%d8%b9%d8%a7%d9%85%d9%84-%d9%85%d8%b9-%d8%a7%d9%84%d9%82%d9%8a%d9%85-%d8%a7%d9%84%d8%b4%d8%a7%d8%b0%d8%a9-%d9%81%d9%8a-%d8%b9%d9%84%d9%85-%d8%a7%d9%84%d8%a5%d8%ad%d8%b5%d8%a7%d8%a1\\\/#primaryimage\",\"url\":\"https:\\\/\\\/statacademy-eg.com\\\/blogs\\\/wp-content\\\/uploads\\\/2025\\\/11\\\/\u0627\u0644\u062a\u0639\u0627\u0645\u0644-\u0645\u0639-\u0627\u0644\u0642\u064a\u0645-\u0627\u0644\u0634\u0627\u0630\u0629-\u0641\u064a-\u0639\u0644\u0645-\u0627\u0644\u0625\u062d\u0635\u0627\u0621.jpg\",\"contentUrl\":\"https:\\\/\\\/statacademy-eg.com\\\/blogs\\\/wp-content\\\/uploads\\\/2025\\\/11\\\/\u0627\u0644\u062a\u0639\u0627\u0645\u0644-\u0645\u0639-\u0627\u0644\u0642\u064a\u0645-\u0627\u0644\u0634\u0627\u0630\u0629-\u0641\u064a-\u0639\u0644\u0645-\u0627\u0644\u0625\u062d\u0635\u0627\u0621.jpg\",\"width\":1184,\"height\":672,\"caption\":\"\u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u0634\u0627\u0630\u0629 \u0641\u064a \u0639\u0644\u0645 \u0627\u0644\u0625\u062d\u0635\u0627\u0621\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/statacademy-eg.com\\\/blog\\\/%d8%a7%d9%84%d8%aa%d8%b9%d8%a7%d9%85%d9%84-%d9%85%d8%b9-%d8%a7%d9%84%d9%82%d9%8a%d9%85-%d8%a7%d9%84%d8%b4%d8%a7%d8%b0%d8%a9-%d9%81%d9%8a-%d8%b9%d9%84%d9%85-%d8%a7%d9%84%d8%a5%d8%ad%d8%b5%d8%a7%d8%a1\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/statacademy-eg.com\\\/blogs\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"\u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u0634\u0627\u0630\u0629 \u0641\u064a \u0639\u0644\u0645 \u0627\u0644\u0625\u062d\u0635\u0627\u0621\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/statacademy-eg.com\\\/blogs\\\/#website\",\"url\":\"https:\\\/\\\/statacademy-eg.com\\\/blogs\\\/\",\"name\":\"Stat Academy\",\"description\":\"Turning Data Into Decisions\",\"publisher\":{\"@id\":\"https:\\\/\\\/statacademy-eg.com\\\/blogs\\\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/statacademy-eg.com\\\/blogs\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"ar\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/statacademy-eg.com\\\/blogs\\\/#organization\",\"name\":\"Stat Academy\",\"url\":\"https:\\\/\\\/statacademy-eg.com\\\/blogs\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"ar\",\"@id\":\"https:\\\/\\\/statacademy-eg.com\\\/blogs\\\/#\\\/schema\\\/logo\\\/image\\\/\",\"url\":false,\"contentUrl\":false,\"width\":1280,\"height\":573,\"caption\":\"Stat Academy\"},\"image\":{\"@id\":\"https:\\\/\\\/statacademy-eg.com\\\/blogs\\\/#\\\/schema\\\/logo\\\/image\\\/\"}},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/statacademy-eg.com\\\/blogs\\\/#\\\/schema\\\/person\\\/89e2543d969ce7a9aa6f156f74d0930f\",\"name\":\"ragab\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"ar\",\"@id\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/c598e9cd8d634d16aa81ba1003be37bc056e5cb4f0f74075bf695e74b9e4a692?s=96&d=mm&r=g\",\"url\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/c598e9cd8d634d16aa81ba1003be37bc056e5cb4f0f74075bf695e74b9e4a692?s=96&d=mm&r=g\",\"contentUrl\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/c598e9cd8d634d16aa81ba1003be37bc056e5cb4f0f74075bf695e74b9e4a692?s=96&d=mm&r=g\",\"caption\":\"ragab\"}}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"\u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u0634\u0627\u0630\u0629 \u0641\u064a \u0639\u0644\u0645 \u0627\u0644\u0625\u062d\u0635\u0627\u0621 - Stat Academy","description":"\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0637\u0631\u0642 \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u0634\u0627\u0630\u0629 \u0641\u064a \u0639\u0644\u0645 \u0627\u0644\u0625\u062d\u0635\u0627\u0621 \u0648\u0623\u0647\u0645\u064a\u062a\u0647\u0627 \u0641\u064a \u062a\u062d\u0633\u064a\u0646 \u062f\u0642\u0629 \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a. \u0627\u0643\u062a\u0634\u0641 \u0643\u064a\u0641\u064a\u0629 \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u0645\u062a\u0637\u0631\u0641\u0629 \u0648\u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639\u0647\u0627 \u0628\u0637\u0631\u064a\u0642\u0629 \u0639\u0644\u0645\u064a\u0629 \u062a\u0636\u0645\u0646 \u0646\u062a\u0627\u0626\u062c \u0645\u0648\u062b\u0648\u0642\u0629 \u0648\u062f\u0642\u064a\u0642\u0629 \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/statacademy-eg.com\/blog\/\u0627\u0644\u062a\u0639\u0627\u0645\u0644-\u0645\u0639-\u0627\u0644\u0642\u064a\u0645-\u0627\u0644\u0634\u0627\u0630\u0629-\u0641\u064a-\u0639\u0644\u0645-\u0627\u0644\u0625\u062d\u0635\u0627\u0621\/","og_locale":"ar_AR","og_type":"article","og_title":"\u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u0634\u0627\u0630\u0629 \u0641\u064a \u0639\u0644\u0645 \u0627\u0644\u0625\u062d\u0635\u0627\u0621 - Stat Academy","og_description":"\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0637\u0631\u0642 \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u0634\u0627\u0630\u0629 \u0641\u064a \u0639\u0644\u0645 \u0627\u0644\u0625\u062d\u0635\u0627\u0621 \u0648\u0623\u0647\u0645\u064a\u062a\u0647\u0627 \u0641\u064a \u062a\u062d\u0633\u064a\u0646 \u062f\u0642\u0629 \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a. \u0627\u0643\u062a\u0634\u0641 \u0643\u064a\u0641\u064a\u0629 \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u0645\u062a\u0637\u0631\u0641\u0629 \u0648\u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639\u0647\u0627 \u0628\u0637\u0631\u064a\u0642\u0629 \u0639\u0644\u0645\u064a\u0629 \u062a\u0636\u0645\u0646 \u0646\u062a\u0627\u0626\u062c \u0645\u0648\u062b\u0648\u0642\u0629 \u0648\u062f\u0642\u064a\u0642\u0629 \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a","og_url":"https:\/\/statacademy-eg.com\/blog\/\u0627\u0644\u062a\u0639\u0627\u0645\u0644-\u0645\u0639-\u0627\u0644\u0642\u064a\u0645-\u0627\u0644\u0634\u0627\u0630\u0629-\u0641\u064a-\u0639\u0644\u0645-\u0627\u0644\u0625\u062d\u0635\u0627\u0621\/","og_site_name":"Stat Academy","article_published_time":"2025-11-06T00:48:29+00:00","og_image":[{"width":1184,"height":672,"url":"https:\/\/statacademy-eg.com\/blogs\/wp-content\/uploads\/2025\/11\/\u0627\u0644\u062a\u0639\u0627\u0645\u0644-\u0645\u0639-\u0627\u0644\u0642\u064a\u0645-\u0627\u0644\u0634\u0627\u0630\u0629-\u0641\u064a-\u0639\u0644\u0645-\u0627\u0644\u0625\u062d\u0635\u0627\u0621.jpg","type":"image\/jpeg"}],"author":"ragab","twitter_card":"summary_large_image","twitter_misc":{"\u0643\u064f\u062a\u0628 \u0628\u0648\u0627\u0633\u0637\u0629":"ragab","\u0648\u0642\u062a \u0627\u0644\u0642\u0631\u0627\u0621\u0629 \u0627\u0644\u0645\u064f\u0642\u062f\u0651\u0631":"6 \u062f\u0642\u0627\u0626\u0642"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/statacademy-eg.com\/blog\/%d8%a7%d9%84%d8%aa%d8%b9%d8%a7%d9%85%d9%84-%d9%85%d8%b9-%d8%a7%d9%84%d9%82%d9%8a%d9%85-%d8%a7%d9%84%d8%b4%d8%a7%d8%b0%d8%a9-%d9%81%d9%8a-%d8%b9%d9%84%d9%85-%d8%a7%d9%84%d8%a5%d8%ad%d8%b5%d8%a7%d8%a1\/#article","isPartOf":{"@id":"https:\/\/statacademy-eg.com\/blog\/%d8%a7%d9%84%d8%aa%d8%b9%d8%a7%d9%85%d9%84-%d9%85%d8%b9-%d8%a7%d9%84%d9%82%d9%8a%d9%85-%d8%a7%d9%84%d8%b4%d8%a7%d8%b0%d8%a9-%d9%81%d9%8a-%d8%b9%d9%84%d9%85-%d8%a7%d9%84%d8%a5%d8%ad%d8%b5%d8%a7%d8%a1\/"},"author":{"name":"ragab","@id":"https:\/\/statacademy-eg.com\/blogs\/#\/schema\/person\/89e2543d969ce7a9aa6f156f74d0930f"},"headline":"\u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u0634\u0627\u0630\u0629 \u0641\u064a \u0639\u0644\u0645 \u0627\u0644\u0625\u062d\u0635\u0627\u0621","datePublished":"2025-11-06T00:48:29+00:00","mainEntityOfPage":{"@id":"https:\/\/statacademy-eg.com\/blog\/%d8%a7%d9%84%d8%aa%d8%b9%d8%a7%d9%85%d9%84-%d9%85%d8%b9-%d8%a7%d9%84%d9%82%d9%8a%d9%85-%d8%a7%d9%84%d8%b4%d8%a7%d8%b0%d8%a9-%d9%81%d9%8a-%d8%b9%d9%84%d9%85-%d8%a7%d9%84%d8%a5%d8%ad%d8%b5%d8%a7%d8%a1\/"},"wordCount":57,"commentCount":0,"publisher":{"@id":"https:\/\/statacademy-eg.com\/blogs\/#organization"},"image":{"@id":"https:\/\/statacademy-eg.com\/blog\/%d8%a7%d9%84%d8%aa%d8%b9%d8%a7%d9%85%d9%84-%d9%85%d8%b9-%d8%a7%d9%84%d9%82%d9%8a%d9%85-%d8%a7%d9%84%d8%b4%d8%a7%d8%b0%d8%a9-%d9%81%d9%8a-%d8%b9%d9%84%d9%85-%d8%a7%d9%84%d8%a5%d8%ad%d8%b5%d8%a7%d8%a1\/#primaryimage"},"thumbnailUrl":"https:\/\/statacademy-eg.com\/blogs\/wp-content\/uploads\/2025\/11\/\u0627\u0644\u062a\u0639\u0627\u0645\u0644-\u0645\u0639-\u0627\u0644\u0642\u064a\u0645-\u0627\u0644\u0634\u0627\u0630\u0629-\u0641\u064a-\u0639\u0644\u0645-\u0627\u0644\u0625\u062d\u0635\u0627\u0621.jpg","keywords":["\u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u0634\u0627\u0630\u0629 \u0641\u064a \u0639\u0644\u0645 \u0627\u0644\u0625\u062d\u0635\u0627\u0621","\u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u0634\u0627\u0630\u0629"],"articleSection":["\u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u064a"],"inLanguage":"ar","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/statacademy-eg.com\/blog\/%d8%a7%d9%84%d8%aa%d8%b9%d8%a7%d9%85%d9%84-%d9%85%d8%b9-%d8%a7%d9%84%d9%82%d9%8a%d9%85-%d8%a7%d9%84%d8%b4%d8%a7%d8%b0%d8%a9-%d9%81%d9%8a-%d8%b9%d9%84%d9%85-%d8%a7%d9%84%d8%a5%d8%ad%d8%b5%d8%a7%d8%a1\/#respond"]}]},{"@type":"WebPage","@id":"https:\/\/statacademy-eg.com\/blog\/%d8%a7%d9%84%d8%aa%d8%b9%d8%a7%d9%85%d9%84-%d9%85%d8%b9-%d8%a7%d9%84%d9%82%d9%8a%d9%85-%d8%a7%d9%84%d8%b4%d8%a7%d8%b0%d8%a9-%d9%81%d9%8a-%d8%b9%d9%84%d9%85-%d8%a7%d9%84%d8%a5%d8%ad%d8%b5%d8%a7%d8%a1\/","url":"https:\/\/statacademy-eg.com\/blog\/%d8%a7%d9%84%d8%aa%d8%b9%d8%a7%d9%85%d9%84-%d9%85%d8%b9-%d8%a7%d9%84%d9%82%d9%8a%d9%85-%d8%a7%d9%84%d8%b4%d8%a7%d8%b0%d8%a9-%d9%81%d9%8a-%d8%b9%d9%84%d9%85-%d8%a7%d9%84%d8%a5%d8%ad%d8%b5%d8%a7%d8%a1\/","name":"\u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u0634\u0627\u0630\u0629 \u0641\u064a \u0639\u0644\u0645 \u0627\u0644\u0625\u062d\u0635\u0627\u0621 - Stat Academy","isPartOf":{"@id":"https:\/\/statacademy-eg.com\/blogs\/#website"},"primaryImageOfPage":{"@id":"https:\/\/statacademy-eg.com\/blog\/%d8%a7%d9%84%d8%aa%d8%b9%d8%a7%d9%85%d9%84-%d9%85%d8%b9-%d8%a7%d9%84%d9%82%d9%8a%d9%85-%d8%a7%d9%84%d8%b4%d8%a7%d8%b0%d8%a9-%d9%81%d9%8a-%d8%b9%d9%84%d9%85-%d8%a7%d9%84%d8%a5%d8%ad%d8%b5%d8%a7%d8%a1\/#primaryimage"},"image":{"@id":"https:\/\/statacademy-eg.com\/blog\/%d8%a7%d9%84%d8%aa%d8%b9%d8%a7%d9%85%d9%84-%d9%85%d8%b9-%d8%a7%d9%84%d9%82%d9%8a%d9%85-%d8%a7%d9%84%d8%b4%d8%a7%d8%b0%d8%a9-%d9%81%d9%8a-%d8%b9%d9%84%d9%85-%d8%a7%d9%84%d8%a5%d8%ad%d8%b5%d8%a7%d8%a1\/#primaryimage"},"thumbnailUrl":"https:\/\/statacademy-eg.com\/blogs\/wp-content\/uploads\/2025\/11\/\u0627\u0644\u062a\u0639\u0627\u0645\u0644-\u0645\u0639-\u0627\u0644\u0642\u064a\u0645-\u0627\u0644\u0634\u0627\u0630\u0629-\u0641\u064a-\u0639\u0644\u0645-\u0627\u0644\u0625\u062d\u0635\u0627\u0621.jpg","datePublished":"2025-11-06T00:48:29+00:00","description":"\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0637\u0631\u0642 \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u0634\u0627\u0630\u0629 \u0641\u064a \u0639\u0644\u0645 \u0627\u0644\u0625\u062d\u0635\u0627\u0621 \u0648\u0623\u0647\u0645\u064a\u062a\u0647\u0627 \u0641\u064a \u062a\u062d\u0633\u064a\u0646 \u062f\u0642\u0629 \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a. \u0627\u0643\u062a\u0634\u0641 \u0643\u064a\u0641\u064a\u0629 \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u0645\u062a\u0637\u0631\u0641\u0629 \u0648\u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639\u0647\u0627 \u0628\u0637\u0631\u064a\u0642\u0629 \u0639\u0644\u0645\u064a\u0629 \u062a\u0636\u0645\u0646 \u0646\u062a\u0627\u0626\u062c \u0645\u0648\u062b\u0648\u0642\u0629 \u0648\u062f\u0642\u064a\u0642\u0629 \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a","breadcrumb":{"@id":"https:\/\/statacademy-eg.com\/blog\/%d8%a7%d9%84%d8%aa%d8%b9%d8%a7%d9%85%d9%84-%d9%85%d8%b9-%d8%a7%d9%84%d9%82%d9%8a%d9%85-%d8%a7%d9%84%d8%b4%d8%a7%d8%b0%d8%a9-%d9%81%d9%8a-%d8%b9%d9%84%d9%85-%d8%a7%d9%84%d8%a5%d8%ad%d8%b5%d8%a7%d8%a1\/#breadcrumb"},"inLanguage":"ar","potentialAction":[{"@type":"ReadAction","target":["https:\/\/statacademy-eg.com\/blog\/%d8%a7%d9%84%d8%aa%d8%b9%d8%a7%d9%85%d9%84-%d9%85%d8%b9-%d8%a7%d9%84%d9%82%d9%8a%d9%85-%d8%a7%d9%84%d8%b4%d8%a7%d8%b0%d8%a9-%d9%81%d9%8a-%d8%b9%d9%84%d9%85-%d8%a7%d9%84%d8%a5%d8%ad%d8%b5%d8%a7%d8%a1\/"]}]},{"@type":"ImageObject","inLanguage":"ar","@id":"https:\/\/statacademy-eg.com\/blog\/%d8%a7%d9%84%d8%aa%d8%b9%d8%a7%d9%85%d9%84-%d9%85%d8%b9-%d8%a7%d9%84%d9%82%d9%8a%d9%85-%d8%a7%d9%84%d8%b4%d8%a7%d8%b0%d8%a9-%d9%81%d9%8a-%d8%b9%d9%84%d9%85-%d8%a7%d9%84%d8%a5%d8%ad%d8%b5%d8%a7%d8%a1\/#primaryimage","url":"https:\/\/statacademy-eg.com\/blogs\/wp-content\/uploads\/2025\/11\/\u0627\u0644\u062a\u0639\u0627\u0645\u0644-\u0645\u0639-\u0627\u0644\u0642\u064a\u0645-\u0627\u0644\u0634\u0627\u0630\u0629-\u0641\u064a-\u0639\u0644\u0645-\u0627\u0644\u0625\u062d\u0635\u0627\u0621.jpg","contentUrl":"https:\/\/statacademy-eg.com\/blogs\/wp-content\/uploads\/2025\/11\/\u0627\u0644\u062a\u0639\u0627\u0645\u0644-\u0645\u0639-\u0627\u0644\u0642\u064a\u0645-\u0627\u0644\u0634\u0627\u0630\u0629-\u0641\u064a-\u0639\u0644\u0645-\u0627\u0644\u0625\u062d\u0635\u0627\u0621.jpg","width":1184,"height":672,"caption":"\u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u0634\u0627\u0630\u0629 \u0641\u064a \u0639\u0644\u0645 \u0627\u0644\u0625\u062d\u0635\u0627\u0621"},{"@type":"BreadcrumbList","@id":"https:\/\/statacademy-eg.com\/blog\/%d8%a7%d9%84%d8%aa%d8%b9%d8%a7%d9%85%d9%84-%d9%85%d8%b9-%d8%a7%d9%84%d9%82%d9%8a%d9%85-%d8%a7%d9%84%d8%b4%d8%a7%d8%b0%d8%a9-%d9%81%d9%8a-%d8%b9%d9%84%d9%85-%d8%a7%d9%84%d8%a5%d8%ad%d8%b5%d8%a7%d8%a1\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/statacademy-eg.com\/blogs\/"},{"@type":"ListItem","position":2,"name":"\u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u0634\u0627\u0630\u0629 \u0641\u064a \u0639\u0644\u0645 \u0627\u0644\u0625\u062d\u0635\u0627\u0621"}]},{"@type":"WebSite","@id":"https:\/\/statacademy-eg.com\/blogs\/#website","url":"https:\/\/statacademy-eg.com\/blogs\/","name":"Stat Academy","description":"Turning Data Into Decisions","publisher":{"@id":"https:\/\/statacademy-eg.com\/blogs\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/statacademy-eg.com\/blogs\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"ar"},{"@type":"Organization","@id":"https:\/\/statacademy-eg.com\/blogs\/#organization","name":"Stat Academy","url":"https:\/\/statacademy-eg.com\/blogs\/","logo":{"@type":"ImageObject","inLanguage":"ar","@id":"https:\/\/statacademy-eg.com\/blogs\/#\/schema\/logo\/image\/","url":false,"contentUrl":false,"width":1280,"height":573,"caption":"Stat Academy"},"image":{"@id":"https:\/\/statacademy-eg.com\/blogs\/#\/schema\/logo\/image\/"}},{"@type":"Person","@id":"https:\/\/statacademy-eg.com\/blogs\/#\/schema\/person\/89e2543d969ce7a9aa6f156f74d0930f","name":"ragab","image":{"@type":"ImageObject","inLanguage":"ar","@id":"https:\/\/secure.gravatar.com\/avatar\/c598e9cd8d634d16aa81ba1003be37bc056e5cb4f0f74075bf695e74b9e4a692?s=96&d=mm&r=g","url":"https:\/\/secure.gravatar.com\/avatar\/c598e9cd8d634d16aa81ba1003be37bc056e5cb4f0f74075bf695e74b9e4a692?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/c598e9cd8d634d16aa81ba1003be37bc056e5cb4f0f74075bf695e74b9e4a692?s=96&d=mm&r=g","caption":"ragab"}}]}},"_links":{"self":[{"href":"https:\/\/statacademy-eg.com\/blogs\/wp-json\/wp\/v2\/posts\/482","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/statacademy-eg.com\/blogs\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/statacademy-eg.com\/blogs\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/statacademy-eg.com\/blogs\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/statacademy-eg.com\/blogs\/wp-json\/wp\/v2\/comments?post=482"}],"version-history":[{"count":2,"href":"https:\/\/statacademy-eg.com\/blogs\/wp-json\/wp\/v2\/posts\/482\/revisions"}],"predecessor-version":[{"id":485,"href":"https:\/\/statacademy-eg.com\/blogs\/wp-json\/wp\/v2\/posts\/482\/revisions\/485"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/statacademy-eg.com\/blogs\/wp-json\/wp\/v2\/media\/483"}],"wp:attachment":[{"href":"https:\/\/statacademy-eg.com\/blogs\/wp-json\/wp\/v2\/media?parent=482"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/statacademy-eg.com\/blogs\/wp-json\/wp\/v2\/categories?post=482"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/statacademy-eg.com\/blogs\/wp-json\/wp\/v2\/tags?post=482"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}