{"id":4580,"date":"2023-07-09T22:48:50","date_gmt":"2023-07-09T22:48:50","guid":{"rendered":"https:\/\/statorials.org\/ar\/%d8%aa%d8%ad%d9%84%d9%8a%d9%84-%d8%a7%d9%84%d9%85%d9%83%d9%88%d9%86%d8%a7%d8%aa-%d8%a7%d9%84%d8%b1%d9%8a%d9%94%d9%8a%d8%b3%d9%8a%d8%a9-%d9%81%d9%8a-sas\/"},"modified":"2023-07-09T22:48:50","modified_gmt":"2023-07-09T22:48:50","slug":"%d8%aa%d8%ad%d9%84%d9%8a%d9%84-%d8%a7%d9%84%d9%85%d9%83%d9%88%d9%86%d8%a7%d8%aa-%d8%a7%d9%84%d8%b1%d9%8a%d9%94%d9%8a%d8%b3%d9%8a%d8%a9-%d9%81%d9%8a-sas","status":"publish","type":"post","link":"https:\/\/statorials.org\/ar\/%d8%aa%d8%ad%d9%84%d9%8a%d9%84-%d8%a7%d9%84%d9%85%d9%83%d9%88%d9%86%d8%a7%d8%aa-%d8%a7%d9%84%d8%b1%d9%8a%d9%94%d9%8a%d8%b3%d9%8a%d8%a9-%d9%81%d9%8a-sas\/","title":{"rendered":"\u0643\u064a\u0641\u064a\u0629 \u0625\u062c\u0631\u0627\u0621 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0645\u0643\u0648\u0646\u0627\u062a \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0641\u064a sas"},"content":{"rendered":"<p><\/p>\n<hr>\n<p style=\";text-align:right;direction:rtl\"><span style=\"color: #000000;\">\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0645\u0643\u0648\u0646\u0627\u062a \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 (PCA) \u0647\u0648 \u0623\u0633\u0644\u0648\u0628 \u062a\u0639\u0644\u0645 \u0622\u0644\u064a <a href=\"https:\/\/statorials.org\/ar\/\u0627\u0644\u062a\u0639\u0644\u0645-\u0627\u0644\u062e\u0627\u0636\u0639-\u0644\u0644\u0627\u0655\u0634\u0631\u0627\u0641-\u0645\u0642\u0627\u0628\u0644-\u0627\u0644\u062a\u0639\u0644\u0645-\u063a\u064a\u0631-\u0627\u0644\u062e\u0627\u0636\u0639-\u0644\u0644\u0627\u0655\u0634\u0631\u0627\u0641\/\" target=\"_blank\" rel=\"noopener\">\u063a\u064a\u0631 \u062e\u0627\u0636\u0639 \u0644\u0644\u0631\u0642\u0627\u0628\u0629<\/a> \u064a\u0633\u0639\u0649 \u0625\u0644\u0649 \u0627\u0644\u0639\u062b\u0648\u0631 \u0639\u0644\u0649 \u0627\u0644\u0645\u0643\u0648\u0646\u0627\u062a \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 &#8211; \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u062e\u0637\u064a\u0629 \u0645\u0646 \u0645\u062a\u063a\u064a\u0631\u0627\u062a \u0627\u0644\u062a\u0648\u0642\u0639 &#8211; \u0627\u0644\u062a\u064a \u062a\u0641\u0633\u0631 \u062c\u0632\u0621\u064b\u0627 \u0643\u0628\u064a\u0631\u064b\u0627 \u0645\u0646 \u0627\u0644\u062a\u0628\u0627\u064a\u0646 \u0641\u064a \u0645\u062c\u0645\u0648\u0639\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/span><\/p>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u0625\u0646 \u0623\u0628\u0633\u0637 \u0637\u0631\u064a\u0642\u0629 \u0644\u062a\u0646\u0641\u064a\u0630 PCA \u0641\u064a SAS \u0647\u064a \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0639\u0628\u0627\u0631\u0629 <strong>PROC PRINCOMP<\/strong> \u060c \u0627\u0644\u062a\u064a \u062a\u0633\u062a\u062e\u062f\u0645 \u0628\u0646\u0627\u0621 \u0627\u0644\u062c\u0645\u0644\u0629 \u0627\u0644\u0623\u0633\u0627\u0633\u064a \u0627\u0644\u062a\u0627\u0644\u064a:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #800080;\">proc princomp<\/span> <span style=\"color: #3366ff;\">data<\/span> =my_data <span style=\"color: #3366ff;\">out<\/span> =out_data <span style=\"color: #3366ff;\">outstat<\/span> =stats;\n    <span style=\"color: #3366ff;\">var<\/span> var1 var2 var3;\n<span style=\"color: #800080;\">run<\/span> ;<\/strong><\/pre>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u0625\u0644\u064a\u0643 \u0645\u0627 \u062a\u0641\u0639\u0644\u0647 \u0643\u0644 \u062a\u0639\u0644\u064a\u0645\u0627\u062a:<\/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 \u0645\u062c\u0645\u0648\u0639\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0631\u0627\u062f \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647\u0627 \u0644\u0640 PCA<\/span><\/li>\n<li style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\"><strong>out<\/strong> : \u0627\u0633\u0645 \u0645\u062c\u0645\u0648\u0639\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0631\u0627\u062f \u0625\u0646\u0634\u0627\u0624\u0647\u0627 \u0648\u0627\u0644\u062a\u064a \u062a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 \u062c\u0645\u064a\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0623\u0635\u0644\u064a\u0629 \u0628\u0627\u0644\u0625\u0636\u0627\u0641\u0629 \u0625\u0644\u0649 \u062f\u0631\u062c\u0627\u062a \u0627\u0644\u0645\u0643\u0648\u0646 \u0627\u0644\u0631\u0626\u064a\u0633\u064a<\/span><\/li>\n<li style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\"><strong>outstat<\/strong> : \u064a\u062d\u062f\u062f \u0623\u0646\u0647 \u064a\u062c\u0628 \u0625\u0646\u0634\u0627\u0621 \u0645\u062c\u0645\u0648\u0639\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u062a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 \u0627\u0644\u0648\u0633\u0627\u0626\u0644 \u0648\u0627\u0644\u0627\u0646\u062d\u0631\u0627\u0641\u0627\u062a \u0627\u0644\u0645\u0639\u064a\u0627\u0631\u064a\u0629 \u0648\u0645\u0639\u0627\u0645\u0644\u0627\u062a \u0627\u0644\u0627\u0631\u062a\u0628\u0627\u0637 \u0648\u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u0630\u0627\u062a\u064a\u0629 \u0648\u0627\u0644\u0645\u062a\u062c\u0647\u0627\u062a \u0627\u0644\u0630\u0627\u062a\u064a\u0629.<\/span><\/li>\n<li style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\"><strong>var<\/strong> : \u0627\u0644\u0645\u062a\u063a\u064a\u0631\u0627\u062a \u0627\u0644\u062a\u064a \u0633\u064a\u062a\u0645 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647\u0627 \u0644\u0640 PCA \u0645\u0646 \u0645\u062c\u0645\u0648\u0639\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0625\u062f\u062e\u0627\u0644.<\/span><\/li>\n<\/ul>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u064a\u0648\u0636\u062d \u0627\u0644\u0645\u062b\u0627\u0644 \u0627\u0644\u062a\u0627\u0644\u064a \u062e\u0637\u0648\u0629 \u0628\u062e\u0637\u0648\u0629 \u0643\u064a\u0641\u064a\u0629 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0639\u0628\u0627\u0631\u0629 <strong>PROC PRINCOMP<\/strong> \u0639\u0645\u0644\u064a\u064b\u0627 \u0644\u0625\u062c\u0631\u0627\u0621 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0645\u0643\u0648\u0646\u0627\u062a \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0641\u064a SAS.<\/span><\/p>\n<h2 style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\"><strong>\u0627\u0644\u062e\u0637\u0648\u0629 1: \u0625\u0646\u0634\u0627\u0621 \u0645\u062c\u0645\u0648\u0639\u0629 \u0628\u064a\u0627\u0646\u0627\u062a<\/strong><\/span><\/h2>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u0644\u0646\u0641\u062a\u0631\u0636 \u0623\u0646 \u0644\u062f\u064a\u0646\u0627 \u0645\u062c\u0645\u0648\u0639\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u0627\u0644\u064a\u0629 \u0627\u0644\u062a\u064a \u062a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 \u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0645\u062a\u0646\u0648\u0639\u0629 \u062d\u0648\u0644 20 \u0644\u0627\u0639\u0628 \u0643\u0631\u0629 \u0633\u0644\u0629:<\/span> <\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008000;\">\/*create dataset*\/\n<\/span><span style=\"color: #800080;\">data<\/span> my_data;\n    <span style=\"color: #3366ff;\">input<\/span> points assists rebounds;\n    <span style=\"color: #3366ff;\">datalines<\/span> ;\n22 8 4\n29 7 3\n10 4 12\n5 5 15\n35 6 2\n8 3 10\n10 4 8\n8 4 3\n2 5 17\n4 5 19\n9 9 4\n7 6 4\n31 5 3\n4 6 13\n5 7 8\n8 8 4\n10 4 8\n20 4 6\n25 8 8\n18 8 3\n;\n<span style=\"color: #800080;\">run<\/span> ;\n\n<span style=\"color: #008000;\">\/*view dataset*\/\n<\/span><span style=\"color: #800080;\">proc print<\/span> <span style=\"color: #3366ff;\">data<\/span> =my_data;<\/strong> <\/pre>\n<p style=\";text-align:right;direction:rtl\"><img decoding=\"async\" loading=\"lazy\" class=\" wp-image-35751 aligncenter\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/pcasas1.png\" alt=\"\" width=\"247\" height=\"525\" srcset=\"\" sizes=\"\"><\/p>\n<h2 style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\"><strong>\u0627\u0644\u062e\u0637\u0648\u0629 2: \u0625\u062c\u0631\u0627\u0621 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0645\u0643\u0648\u0646\u0627\u062a \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629<\/strong><\/span><\/h2>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\"><span style=\"color: #000000;\">\u064a\u0645\u0643\u0646\u0646\u0627 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0639\u0628\u0627\u0631\u0629 <strong>PROC PRINCOMP<\/strong> \u0644\u0625\u062c\u0631\u0627\u0621 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0645\u0643\u0648\u0646 \u0627\u0644\u0631\u0626\u064a\u0633\u064a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0645\u062a\u063a\u064a\u0631\u0627\u062a <strong>\u0627\u0644\u0646\u0642\u0627\u0637<\/strong> <strong>\u0648\u0627\u0644\u0645\u0633\u0627\u0639\u062f\u0627\u062a<\/strong> <strong>\u0648\u0627\u0644\u0627\u0631\u062a\u062f\u0627\u062f\u0627\u062a<\/strong> \u0641\u064a \u0645\u062c\u0645\u0648\u0639\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a:<\/span><\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #800080;\"><span style=\"color: #008000;\">\/*perform principal components analysis*\/<\/span>\nproc princomp<\/span> <span style=\"color: #3366ff;\">data<\/span> =my_data <span style=\"color: #3366ff;\">out<\/span> =out_data <span style=\"color: #3366ff;\">outstat<\/span> =stats;\n    <span style=\"color: #3366ff;\">var<\/span> points assists rebounds;\n<span style=\"color: #800080;\">run<\/span> ;<\/strong><\/pre>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u064a\u0639\u0631\u0636 \u0627\u0644\u062c\u0632\u0621 \u0627\u0644\u0623\u0648\u0644 \u0645\u0646 \u0627\u0644\u0625\u062e\u0631\u0627\u062c \u0625\u062d\u0635\u0627\u0626\u064a\u0627\u062a \u0648\u0635\u0641\u064a\u0629 \u0645\u062e\u062a\u0644\u0641\u0629\u060c \u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643 \u0627\u0644\u0645\u062a\u0648\u0633\u0637\u0627\u062a \u0648\u0627\u0644\u0627\u0646\u062d\u0631\u0627\u0641\u0627\u062a \u0627\u0644\u0645\u0639\u064a\u0627\u0631\u064a\u0629 \u0644\u0643\u0644 \u0645\u062a\u063a\u064a\u0631 \u0625\u062f\u062e\u0627\u0644\u060c \u0648\u0645\u0635\u0641\u0648\u0641\u0629 \u0627\u0644\u0627\u0631\u062a\u0628\u0627\u0637\u060c \u0648\u0642\u064a\u0645 \u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u0630\u0627\u062a\u064a\u0629 \u0648\u0627\u0644\u0645\u062a\u062c\u0647\u0627\u062a \u0627\u0644\u0630\u0627\u062a\u064a\u0629:<\/span> <\/p>\n<p style=\";text-align:right;direction:rtl\"><img decoding=\"async\" loading=\"lazy\" class=\" wp-image-35752 aligncenter\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/pcasas2.png\" alt=\"\" width=\"380\" height=\"647\" srcset=\"\" sizes=\"\"><\/p>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u064a\u0639\u0631\u0636 \u0627\u0644\u062c\u0632\u0621 \u0627\u0644\u062a\u0627\u0644\u064a \u0645\u0646 \u0627\u0644\u0625\u062e\u0631\u0627\u062c <strong>\u0645\u062e\u0637\u0637\u064b\u0627 \u0645\u062a\u0645\u0627\u0633\u0643\u064b\u0627<\/strong> \u0648\u0645\u0624\u0627\u0645\u0631\u0629 <strong>\u062a\u0628\u0627\u064a\u0646 \u0645\u0648\u0636\u062d\u0629<\/strong> :<\/span> <\/p>\n<p style=\";text-align:right;direction:rtl\"><img decoding=\"async\" loading=\"lazy\" class=\" wp-image-35753 aligncenter\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/pcasas3.png\" alt=\"\" width=\"650\" height=\"371\" srcset=\"\" sizes=\"\"><\/p>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u0639\u0646\u062f\u0645\u0627 \u0646\u0642\u0648\u0645 \u0628\u0625\u062c\u0631\u0627\u0621 PCA\u060c \u063a\u0627\u0644\u0628\u064b\u0627 \u0645\u0627 \u0646\u0631\u064a\u062f \u0623\u0646 \u0646\u0641\u0647\u0645 \u0627\u0644\u0646\u0633\u0628\u0629 \u0627\u0644\u0645\u0626\u0648\u064a\u0629 \u0644\u0644\u062a\u0628\u0627\u064a\u0646 \u0627\u0644\u0625\u062c\u0645\u0627\u0644\u064a \u0641\u064a \u0645\u062c\u0645\u0648\u0639\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u064a \u064a\u0645\u0643\u0646 \u062a\u0641\u0633\u064a\u0631\u0647\u0627 \u0628\u0648\u0627\u0633\u0637\u0629 \u0643\u0644 \u0645\u0643\u0648\u0646 \u0631\u0626\u064a\u0633\u064a.<\/span><\/p>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u064a\u062a\u064a\u062d \u0644\u0646\u0627 \u0627\u0644\u062c\u062f\u0648\u0644 \u0627\u0644\u0646\u0627\u062a\u062c \u0627\u0644\u0630\u064a \u064a\u062d\u0645\u0644 \u0639\u0646\u0648\u0627\u0646 <strong>\u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u0630\u0627\u062a\u064a\u0629 \u0644\u0645\u0635\u0641\u0648\u0641\u0629 \u0627\u0644\u0627\u0631\u062a\u0628\u0627\u0637<\/strong> \u0645\u0639\u0631\u0641\u0629 \u0627\u0644\u0646\u0633\u0628\u0629 \u0627\u0644\u0645\u0626\u0648\u064a\u0629 \u0644\u0644\u062a\u0628\u0627\u064a\u0646 \u0627\u0644\u0625\u062c\u0645\u0627\u0644\u064a \u0627\u0644\u0630\u064a \u064a\u0641\u0633\u0631\u0647 \u0643\u0644 \u0645\u0643\u0648\u0646 \u0631\u0626\u064a\u0633\u064a:<\/span><\/p>\n<ul style=\";text-align:right;direction:rtl\">\n<li style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u064a\u0634\u0631\u062d \u0627\u0644\u0645\u0643\u0648\u0646 \u0627\u0644\u0631\u0626\u064a\u0633\u064a \u0627\u0644\u0623\u0648\u0644 <strong>61.7%<\/strong> \u0645\u0646 \u0625\u062c\u0645\u0627\u0644\u064a \u0627\u0644\u062a\u0628\u0627\u064a\u0646 \u0641\u064a \u0645\u062c\u0645\u0648\u0639\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/span><\/li>\n<li style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u0648\u064a\u0634\u0631\u062d \u0627\u0644\u0645\u0643\u0648\u0646 \u0627\u0644\u0631\u0626\u064a\u0633\u064a \u0627\u0644\u062b\u0627\u0646\u064a <strong>26.51%<\/strong> \u0645\u0646 \u0625\u062c\u0645\u0627\u0644\u064a \u0627\u0644\u062a\u0628\u0627\u064a\u0646 \u0641\u064a \u0645\u062c\u0645\u0648\u0639\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/span><\/li>\n<li style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u0648\u064a\u0634\u0631\u062d \u0627\u0644\u0645\u0643\u0648\u0646 \u0627\u0644\u0631\u0626\u064a\u0633\u064a \u0627\u0644\u062b\u0627\u0644\u062b <strong>11.79%<\/strong> \u0645\u0646 \u0625\u062c\u0645\u0627\u0644\u064a \u0627\u0644\u062a\u0628\u0627\u064a\u0646 \u0641\u064a \u0645\u062c\u0645\u0648\u0639\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/span><\/li>\n<\/ul>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u0644\u0627\u062d\u0638 \u0623\u0646 \u062c\u0645\u064a\u0639 \u0627\u0644\u0646\u0633\u0628 \u0627\u0644\u0645\u0626\u0648\u064a\u0629 \u062a\u0635\u0644 \u0625\u0644\u0649 100%.<\/span><\/p>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u062a\u0633\u0645\u062d \u0644\u0646\u0627 \u0627\u0644\u062d\u0628\u0643\u0629 \u0627\u0644\u062a\u064a <strong>\u062a\u062d\u0645\u0644 \u0639\u0646\u0648\u0627\u0646 &#8220;\u0634\u0631\u062d \u0627\u0644\u062a\u0628\u0627\u064a\u0646&#8221;<\/strong> \u0628\u062a\u0635\u0648\u0631 \u0647\u0630\u0647 \u0627\u0644\u0642\u064a\u0645.<\/span><\/p>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u064a\u0639\u0631\u0636 \u0627\u0644\u0645\u062d\u0648\u0631 \u0627\u0644\u0633\u064a\u0646\u064a \u0627\u0644\u0645\u0643\u0648\u0646 \u0627\u0644\u0631\u0626\u064a\u0633\u064a \u0648\u064a\u0639\u0631\u0636 \u0627\u0644\u0645\u062d\u0648\u0631 \u0627\u0644\u0635\u0627\u062f\u064a \u0627\u0644\u0646\u0633\u0628\u0629 \u0627\u0644\u0645\u0626\u0648\u064a\u0629 \u0644\u0625\u062c\u0645\u0627\u0644\u064a \u0627\u0644\u062a\u0628\u0627\u064a\u0646 \u0627\u0644\u0645\u0648\u0636\u062d \u0628\u0648\u0627\u0633\u0637\u0629 \u0643\u0644 \u0645\u0643\u0648\u0646 \u0631\u0626\u064a\u0633\u064a \u0641\u0631\u062f\u064a.<\/span><\/p>\n<h2 style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\"><strong>\u0627\u0644\u062e\u0637\u0648\u0629 3: \u0642\u0645 \u0628\u0625\u0646\u0634\u0627\u0621 \u0645\u062e\u0637\u0637 \u062b\u0646\u0627\u0626\u064a \u0644\u062a\u0635\u0648\u0631 \u0627\u0644\u0646\u062a\u0627\u0626\u062c<\/strong><\/span><\/h2>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u0644\u062a\u0635\u0648\u0631 \u0646\u062a\u0627\u0626\u062c PCA \u0644\u0645\u062c\u0645\u0648\u0639\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0639\u064a\u0646\u0629\u060c \u064a\u0645\u0643\u0646\u0646\u0627 \u0625\u0646\u0634\u0627\u0621 \u0645\u062e\u0637\u0637 <strong>\u062b\u0646\u0627\u0626\u064a<\/strong> \u060c \u0648\u0647\u0648 \u0645\u062e\u0637\u0637 \u064a\u0639\u0631\u0636 \u0643\u0644 \u0645\u0644\u0627\u062d\u0638\u0629 \u0641\u064a \u0645\u062c\u0645\u0648\u0639\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u0639\u0644\u0649 \u0645\u0633\u062a\u0648\u0649 \u064a\u062a\u0643\u0648\u0646 \u0645\u0646 \u0623\u0648\u0644 \u0645\u0643\u0648\u0646\u064a\u0646 \u0631\u0626\u064a\u0633\u064a\u064a\u0646.<\/span><\/p>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u064a\u0645\u0643\u0646\u0646\u0627 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0628\u0646\u0627\u0621 \u0627\u0644\u062c\u0645\u0644\u0629 \u0627\u0644\u062a\u0627\u0644\u064a \u0641\u064a SAS \u0644\u0625\u0646\u0634\u0627\u0621 \u0645\u062e\u0637\u0637 \u062b\u0646\u0627\u0626\u064a:<\/span> <\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <span style=\"color: #000000;\"><strong><span style=\"color: #008000;\">\/*create dataset with column called <em>obs<\/em> to represent row numbers of original data*\/<\/span>\n<span style=\"color: #800080;\">data<\/span> biplot_data;\n   <span style=\"color: #3366ff;\">set<\/span> out_data;\n   obs=_n_;\n<span style=\"color: #800080;\">run<\/span> ;\n\n<span style=\"color: #008000;\">\/*create biplot using values from first two principal components*\/\n<\/span><span style=\"color: #800080;\">proc sgplot<\/span> <span style=\"color: #3366ff;\">data<\/span> =biplot_data;\n    <span style=\"color: #3366ff;\">scatter<\/span> <span style=\"color: #3366ff;\">x<\/span> =Prin1 <span style=\"color: #3366ff;\">y<\/span> =Prin2 \/ <span style=\"color: #3366ff;\">datalabel<\/span> =obs;\n<span style=\"color: #800080;\">run<\/span> ;<\/strong><\/span> <\/pre>\n<p style=\";text-align:right;direction:rtl\"><img decoding=\"async\" loading=\"lazy\" class=\" wp-image-35754 aligncenter\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/pcasas4.png\" alt=\"\" width=\"601\" height=\"449\" srcset=\"\" sizes=\"\"><\/p>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u064a\u0639\u0631\u0636 \u0627\u0644\u0645\u062d\u0648\u0631 \u0627\u0644\u0633\u064a\u0646\u064a \u0627\u0644\u0645\u0643\u0648\u0646 \u0627\u0644\u0631\u0626\u064a\u0633\u064a \u0627\u0644\u0623\u0648\u0644\u060c \u0648\u064a\u0639\u0631\u0636 \u0627\u0644\u0645\u062d\u0648\u0631 \u0627\u0644\u0635\u0627\u062f\u064a \u0627\u0644\u0645\u0643\u0648\u0646 \u0627\u0644\u0631\u0626\u064a\u0633\u064a \u0627\u0644\u062b\u0627\u0646\u064a\u060c \u0648\u064a\u062a\u0645 \u0639\u0631\u0636 <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\">\u0627\u0644\u0645\u0644\u0627\u062d\u0638\u0627\u062a<\/a> \u0627\u0644\u0641\u0631\u062f\u064a\u0629 \u0645\u0646 \u0645\u062c\u0645\u0648\u0639\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u062f\u0627\u062e\u0644 \u0627\u0644\u0631\u0633\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u064a \u0643\u062f\u0648\u0627\u0626\u0631 \u0635\u063a\u064a\u0631\u0629.<\/span><\/p>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u0627\u0644\u0645\u0644\u0627\u062d\u0638\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0643\u0648\u0646 \u062c\u0646\u0628\u064b\u0627 \u0625\u0644\u0649 \u062c\u0646\u0628 \u0639\u0644\u0649 \u0627\u0644\u0631\u0633\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u064a \u0644\u0647\u0627 \u0642\u064a\u0645 \u0645\u0645\u0627\u062b\u0644\u0629 \u0644\u0644\u0645\u062a\u063a\u064a\u0631\u0627\u062a \u0627\u0644\u062b\u0644\u0627\u062b\u0629 \u0645\u0646 <strong>\u0627\u0644\u0646\u0642\u0627\u0637<\/strong> <strong>\u0648\u0627\u0644\u062a\u0645\u0631\u064a\u0631\u0627\u062a<\/strong> <strong>\u0648\u0627\u0644\u0645\u0631\u062a\u062f\u0627\u062a<\/strong> .<\/span><\/p>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u0641\u064a \u0623\u0642\u0635\u0649 \u064a\u0633\u0627\u0631 \u0627\u0644\u0631\u0633\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u064a\u060c \u064a\u0645\u0643\u0646\u0646\u0627 \u0623\u0646 \u0646\u0631\u0649 \u0623\u0646 \u0627\u0644\u0645\u0644\u0627\u062d\u0638\u0627\u062a <strong>\u0631\u0642\u0645 9<\/strong> \u0648\u0631\u0642\u0645 <strong>10<\/strong> \u0642\u0631\u064a\u0628\u0629 \u062c\u062f\u064b\u0627 \u0645\u0646 \u0628\u0639\u0636\u0647\u0627 \u0627\u0644\u0628\u0639\u0636.<\/span><\/p>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u0625\u0630\u0627 \u0639\u062f\u0646\u0627 \u0625\u0644\u0649 \u0645\u062c\u0645\u0648\u0639\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0623\u0635\u0644\u064a\u0629\u060c \u064a\u0645\u0643\u0646\u0646\u0627 \u0623\u0646 \u0646\u0631\u0649 \u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u062a\u0627\u0644\u064a\u0629 \u0644\u0647\u0630\u0647 \u0627\u0644\u0645\u0644\u0627\u062d\u0638\u0627\u062a:<\/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\u0645\u0644\u0627\u062d\u0638\u0629 \u0631\u0642\u0645 9<\/strong> : 2 \u0646\u0642\u0637\u0629\u060c 5 \u062a\u0645\u0631\u064a\u0631\u0627\u062a \u062d\u0627\u0633\u0645\u0629\u060c 17 \u0643\u0631\u0629 \u0645\u0631\u062a\u062f\u0629<\/span><\/li>\n<li style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\"><strong>\u0627\u0644\u0645\u0644\u0627\u062d\u0638\u0629 \u0631\u0642\u0645 10<\/strong> : 4 \u0646\u0642\u0627\u0637\u060c 5 \u062a\u0645\u0631\u064a\u0631\u0627\u062a \u062d\u0627\u0633\u0645\u0629\u060c 19 \u0643\u0631\u0629 \u0645\u0631\u062a\u062f\u0629<\/span><\/li>\n<\/ul>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u0627\u0644\u0642\u064a\u0645 \u0645\u062a\u0634\u0627\u0628\u0647\u0629 \u0644\u0643\u0644 \u0645\u0646 \u0627\u0644\u0645\u062a\u063a\u064a\u0631\u0627\u062a \u0627\u0644\u062b\u0644\u0627\u062b\u0629\u060c \u0648\u0647\u0648 \u0645\u0627 \u064a\u0641\u0633\u0631 \u0633\u0628\u0628 \u0642\u0631\u0628 \u0647\u0630\u0647 \u0627\u0644\u0645\u0644\u0627\u062d\u0638\u0627\u062a \u0645\u0646 \u0628\u0639\u0636\u0647\u0627 \u0627\u0644\u0628\u0639\u0636 \u0639\u0644\u0649 \u0627\u0644\u0645\u062e\u0637\u0637 \u0627\u0644\u062b\u0646\u0627\u0626\u064a.<\/span><\/p>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u0648\u0631\u0623\u064a\u0646\u0627 \u0623\u064a\u0636\u064b\u0627 \u0641\u064a \u062c\u062f\u0648\u0644 \u0627\u0644\u0646\u062a\u0627\u0626\u062c \u0627\u0644\u0630\u064a \u064a\u062d\u0645\u0644 \u0639\u0646\u0648\u0627\u0646 <strong>\u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u0630\u0627\u062a\u064a\u0629 \u0644\u0645\u0635\u0641\u0648\u0641\u0629 \u0627\u0644\u0627\u0631\u062a\u0628\u0627\u0637<\/strong> \u0623\u0646 \u0627\u0644\u0645\u0643\u0648\u0646\u064a\u0646 \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u064a\u0646 \u0627\u0644\u0623\u0648\u0644\u064a\u0646 \u064a\u0645\u062b\u0644\u0627\u0646 <strong>88.21%<\/strong> \u0645\u0646 \u0625\u062c\u0645\u0627\u0644\u064a \u0627\u0644\u062a\u0628\u0627\u064a\u0646 \u0641\u064a \u0645\u062c\u0645\u0648\u0639\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/span><\/p>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u0646\u0638\u0631\u064b\u0627 \u0644\u0623\u0646 \u0647\u0630\u0647 \u0627\u0644\u0646\u0633\u0628\u0629 \u0645\u0631\u062a\u0641\u0639\u0629 \u062c\u062f\u064b\u0627\u060c \u0641\u0645\u0646 \u0627\u0644\u0635\u062d\u064a\u062d \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0645\u0644\u0627\u062d\u0638\u0627\u062a \u0641\u064a \u0627\u0644\u0645\u062e\u0637\u0637 \u0627\u0644\u062b\u0646\u0627\u0626\u064a \u0627\u0644\u0642\u0631\u064a\u0628\u0629 \u0645\u0646 \u0628\u0639\u0636\u0647\u0627 \u0627\u0644\u0628\u0639\u0636\u060c \u0644\u0623\u0646 \u0627\u0644\u0645\u0643\u0648\u0646\u064a\u0646 \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u064a\u0646 \u0627\u0644\u0644\u0630\u064a\u0646 \u064a\u0634\u0643\u0644\u0627\u0646 \u0627\u0644\u0645\u062e\u0637\u0637 \u0627\u0644\u062b\u0646\u0627\u0626\u064a \u064a\u0645\u062b\u0644\u0627\u0646 \u062a\u0642\u0631\u064a\u0628\u064b\u0627 \u062c\u0645\u064a\u0639 \u0627\u0644\u0627\u062e\u062a\u0644\u0627\u0641\u0627\u062a \u0641\u064a \u0645\u062c\u0645\u0648\u0639\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/span><\/p>\n<h2 style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\"><strong>\u0645\u0635\u0627\u062f\u0631 \u0625\u0636\u0627\u0641\u064a\u0629<\/strong><\/span><\/h2>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u062a\u0634\u0631\u062d \u0627\u0644\u0628\u0631\u0627\u0645\u062c \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u064a\u0629 \u0627\u0644\u062a\u0627\u0644\u064a\u0629 \u0643\u064a\u0641\u064a\u0629 \u062a\u0646\u0641\u064a\u0630 \u0627\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u0634\u0627\u0626\u0639\u0629 \u0627\u0644\u0623\u062e\u0631\u0649 \u0641\u064a SAS:<\/span><\/p>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\"><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-sas\/\" target=\"_blank\" rel=\"noopener\">\u0643\u064a\u0641\u064a\u0629 \u0625\u062c\u0631\u0627\u0621 \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u062e\u0637\u064a \u0627\u0644\u0628\u0633\u064a\u0637 \u0641\u064a SAS<\/a><br \/> <a href=\"https:\/\/statorials.org\/ar\/\u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631-\u0627\u0644\u062e\u0637\u064a-\u0627\u0644\u0645\u062a\u0639\u062f\u062f-\u0641\u064a-sas\/\" target=\"_blank\" rel=\"noopener\">\u0643\u064a\u0641\u064a\u0629 \u0625\u062c\u0631\u0627\u0621 \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u062e\u0637\u064a \u0627\u0644\u0645\u062a\u0639\u062f\u062f \u0641\u064a SAS<\/a><br \/> <a href=\"https:\/\/statorials.org\/ar\/\u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631-\u0627\u0644\u0644\u0648\u062c\u0633\u062a\u064a-\u0641\u064a-\u063a\u0631\u0641\u0629-\u0645\u0639\u0627\u062f\u0644\u0629-\u0627\u0644\u0636\u063a\u0637\/\" target=\"_blank\" rel=\"noopener\">\u0643\u064a\u0641\u064a\u0629 \u0625\u062c\u0631\u0627\u0621 \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u0644\u0648\u062c\u0633\u062a\u064a \u0641\u064a SAS<\/a><\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0645\u0643\u0648\u0646\u0627\u062a \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 (PCA) \u0647\u0648 \u0623\u0633\u0644\u0648\u0628 \u062a\u0639\u0644\u0645 \u0622\u0644\u064a \u063a\u064a\u0631 \u062e\u0627\u0636\u0639 \u0644\u0644\u0631\u0642\u0627\u0628\u0629 \u064a\u0633\u0639\u0649 \u0625\u0644\u0649 \u0627\u0644\u0639\u062b\u0648\u0631 \u0639\u0644\u0649 \u0627\u0644\u0645\u0643\u0648\u0646\u0627\u062a \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 &#8211; \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u062e\u0637\u064a\u0629 \u0645\u0646 \u0645\u062a\u063a\u064a\u0631\u0627\u062a \u0627\u0644\u062a\u0648\u0642\u0639 &#8211; \u0627\u0644\u062a\u064a \u062a\u0641\u0633\u0631 \u062c\u0632\u0621\u064b\u0627 \u0643\u0628\u064a\u0631\u064b\u0627 \u0645\u0646 \u0627\u0644\u062a\u0628\u0627\u064a\u0646 \u0641\u064a \u0645\u062c\u0645\u0648\u0639\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a. \u0625\u0646 \u0623\u0628\u0633\u0637 \u0637\u0631\u064a\u0642\u0629 \u0644\u062a\u0646\u0641\u064a\u0630 PCA \u0641\u064a SAS \u0647\u064a \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0639\u0628\u0627\u0631\u0629 PROC PRINCOMP \u060c \u0627\u0644\u062a\u064a \u062a\u0633\u062a\u062e\u062f\u0645 \u0628\u0646\u0627\u0621 \u0627\u0644\u062c\u0645\u0644\u0629 \u0627\u0644\u0623\u0633\u0627\u0633\u064a \u0627\u0644\u062a\u0627\u0644\u064a: proc princomp data [&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 \u0625\u062c\u0631\u0627\u0621 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0645\u0643\u0648\u0646\u0627\u062a \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0641\u064a SAS - Statorials<\/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 \u0625\u062c\u0631\u0627\u0621 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0645\u0643\u0648\u0646\u0627\u062a \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0641\u064a SAS\u060c \u0645\u0639 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