{"id":2341,"date":"2026-01-30T03:25:24","date_gmt":"2026-01-30T01:25:24","guid":{"rendered":"https:\/\/scienceclubacademy.com\/?p=2341"},"modified":"2026-01-30T22:08:41","modified_gmt":"2026-01-30T20:08:41","slug":"%d8%af%d9%88%d8%b1%d8%a7%d8%aa-%d8%a7%d9%84%d8%aa%d8%ad%d9%84%d9%8a%d9%84-%d8%a7%d9%84%d8%a5%d8%ad%d8%b5%d8%a7%d8%a6%d9%8a-%d8%a7%d9%84%d9%85%d8%aa%d9%82%d8%af%d9%85-%d8%a8%d8%a7%d8%b3%d8%aa%d8%ae","status":"publish","type":"post","link":"https:\/\/scienceclubacademy.com\/ar\/%d8%af%d9%88%d8%b1%d8%a7%d8%aa-%d8%a7%d9%84%d8%aa%d8%ad%d9%84%d9%8a%d9%84-%d8%a7%d9%84%d8%a5%d8%ad%d8%b5%d8%a7%d8%a6%d9%8a-%d8%a7%d9%84%d9%85%d8%aa%d9%82%d8%af%d9%85-%d8%a8%d8%a7%d8%b3%d8%aa%d8%ae\/","title":{"rendered":"\u0623\u0641\u0636\u0644 \u062f\u0648\u0631\u0627\u062a \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 R \u0648 SAS \u0641\u064a \u062f\u0628\u064a | \u0623\u0643\u0627\u062f\u064a\u0645\u064a\u0629 \u0627\u0644\u0646\u0627\u062f\u064a \u0627\u0644\u0639\u0644\u0645\u064a | 01027550208"},"content":{"rendered":"
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\u0623\u0647\u0645\u064a\u0629 \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a \u0627\u0644\u0645\u062a\u0642\u062f\u0645 \u0641\u064a \u0639\u0635\u0631 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/span><\/h1>\n<\/div>\n
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\u0641\u064a \u062e\u0636\u0645 \u0627\u0644\u062b\u0648\u0631\u0629 \u0627\u0644\u0631\u0642\u0645\u064a\u0629 \u0627\u0644\u062a\u064a \u064a\u0634\u0647\u062f\u0647\u0627 \u0627\u0644\u0639\u0627\u0644\u0645\u060c \u0644\u0645 \u064a\u0639\u062f <\/span><\/span>\u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a<\/span><\/span> \u0645\u062c\u0631\u062f \u0623\u062f\u0627\u0629 \u0623\u0643\u0627\u062f\u064a\u0645\u064a\u0629\u060c \u0628\u0644 \u0623\u0635\u0628\u062d <\/span><\/span>\u0627\u0644\u0639\u0645\u0648\u062f \u0627\u0644\u0641\u0642\u0631\u064a<\/span><\/span> \u0644\u0643\u0644 \u0642\u0631\u0627\u0631 \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a \u0646\u0627\u062c\u062d\u060c \u0633\u0648\u0627\u0621 \u0641\u064a \u0642\u0637\u0627\u0639 \u0627\u0644\u0623\u0639\u0645\u0627\u0644\u060c \u0623\u0648 \u0627\u0644\u0628\u062d\u062b \u0627\u0644\u0639\u0644\u0645\u064a\u060c \u0623\u0648 \u062d\u062a\u0649 \u0641\u064a \u0635\u064a\u0627\u063a\u0629 \u0627\u0644\u0633\u064a\u0627\u0633\u0627\u062a \u0627\u0644\u062d\u0643\u0648\u0645\u064a\u0629. \u0625\u0646 \u0627\u0644\u0642\u062f\u0631\u0629 \u0639\u0644\u0649 \u0627\u0633\u062a\u062e\u0644\u0627\u0635 \u0631\u0624\u0649 \u0639\u0645\u064a\u0642\u0629 \u0648\u0630\u0627\u062a \u0645\u063a\u0632\u0649 \u0645\u0646 \u0643\u0645\u064a\u0627\u062a \u0647\u0627\u0626\u0644\u0629 \u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0647\u064a \u0627\u0644\u0645\u0647\u0627\u0631\u0629 \u0627\u0644\u0623\u0643\u062b\u0631 \u0637\u0644\u0628\u0627\u064b \u0641\u064a \u0633\u0648\u0642 \u0627\u0644\u0639\u0645\u0644 \u0627\u0644\u0639\u0627\u0644\u0645\u064a\u060c \u0648\u062e\u0627\u0635\u0629 \u0641\u064a \u0645\u0646\u0637\u0642\u0629 \u0627\u0644\u062e\u0644\u064a\u062c \u0627\u0644\u0639\u0631\u0628\u064a \u0627\u0644\u062a\u064a \u062a\u062a\u0633\u0627\u0631\u0639 \u0641\u064a\u0647\u0627 \u0648\u062a\u064a\u0631\u0629 <\/span><\/span>\u0627\u0644\u062a\u062d\u0648\u0644 \u0627\u0644\u0631\u0642\u0645\u064a<\/span><\/span>.<\/span><\/span><\/div>\n<\/div>\n
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\u062a\u062a\u0635\u062f\u0631 <\/span><\/span>\u062f\u0628\u064a<\/span><\/span>\u060c \u0628\u0641\u0636\u0644 \u0631\u0624\u064a\u062a\u0647\u0627 \u0627\u0644\u0637\u0645\u0648\u062d\u0629 \u0644\u062a\u0643\u0648\u0646 \u0645\u0631\u0643\u0632\u0627\u064b \u0639\u0627\u0644\u0645\u064a\u0627\u064b \u0644\u0644\u0627\u0642\u062a\u0635\u0627\u062f \u0627\u0644\u0642\u0627\u0626\u0645 \u0639\u0644\u0649 \u0627\u0644\u0645\u0639\u0631\u0641\u0629\u060c \u0627\u0644\u0645\u0634\u0647\u062f \u0627\u0644\u0625\u0642\u0644\u064a\u0645\u064a \u0641\u064a \u0647\u0630\u0627 \u0627\u0644\u0645\u062c\u0627\u0644. \u0648\u0641\u064a \u0647\u0630\u0627 \u0627\u0644\u0633\u064a\u0627\u0642\u060c \u062a\u0628\u0631\u0632 \u0627\u0644\u062d\u0627\u062c\u0629 \u0627\u0644\u0645\u0627\u0633\u0629 \u0625\u0644\u0649 \u0645\u062a\u062e\u0635\u0635\u064a\u0646 \u064a\u062a\u0642\u0646\u0648\u0646 \u0623\u062f\u0648\u0627\u062a <\/span><\/span>\u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a \u0627\u0644\u0645\u062a\u0642\u062f\u0645<\/span><\/span>\u060c \u0648\u0639\u0644\u0649 \u0631\u0623\u0633\u0647\u0627 \u0644\u063a\u062a\u0627 <\/span><\/span>R<\/span><\/span> \u0648 <\/span><\/span>SAS<\/span><\/span>.<\/span><\/span><\/div>\n<\/div>\n
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\u062a\u0642\u062f\u0645 <\/span><\/span>\u0623\u0643\u0627\u062f\u064a\u0645\u064a\u0629 \u0627\u0644\u0646\u0627\u062f\u064a \u0627\u0644\u0639\u0644\u0645\u064a<\/span><\/span>\u060c \u0628\u0635\u0641\u062a\u0647\u0627 \u0645\u0646\u0627\u0631\u0629 \u0644\u0644\u062a\u0639\u0644\u064a\u0645 \u0627\u0644\u0645\u062a\u062e\u0635\u0635 \u0641\u064a \u0627\u0644\u0645\u0646\u0637\u0642\u0629\u060c <\/span><\/span>\u062f\u0648\u0631\u0627\u062a \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a \u0627\u0644\u0645\u062a\u0642\u062f\u0645<\/span><\/span> \u0627\u0644\u062a\u064a \u062a\u062c\u0645\u0639 \u0628\u064a\u0646 \u0627\u0644\u0646\u0638\u0631\u064a\u0629 \u0627\u0644\u0645\u062a\u064a\u0646\u0629 \u0648\u0627\u0644\u062a\u0637\u0628\u064a\u0642 \u0627\u0644\u0639\u0645\u0644\u064a \u0627\u0644\u0645\u0643\u062b\u0641\u060c \u0644\u062a\u0645\u0643\u064a\u0646 \u0627\u0644\u0628\u0627\u062d\u062b\u064a\u0646 \u0648\u0627\u0644\u0645\u0647\u0646\u064a\u064a\u0646 \u0641\u064a <\/span><\/span>\u0627\u0644\u0633\u0639\u0648\u062f\u064a\u0629 \u0648\u0627\u0644\u0625\u0645\u0627\u0631\u0627\u062a<\/span><\/span> \u0645\u0646 \u0642\u064a\u0627\u062f\u0629 \u0647\u0630\u0627 \u0627\u0644\u062a\u062d\u0648\u0644. \u0647\u0630\u0627 \u0627\u0644\u0645\u0642\u0627\u0644 \u0627\u0644\u0634\u0627\u0645\u0644 \u0647\u0648 \u062f\u0644\u064a\u0644\u0643 \u0644\u0627\u0633\u062a\u0643\u0634\u0627\u0641 \u0639\u0627\u0644\u0645 \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a \u0627\u0644\u0645\u062a\u0642\u062f\u0645\u060c \u0648\u0643\u064a\u0641 \u064a\u0645\u0643\u0646 \u0644\u062f\u0648\u0631\u0627\u062a\u0646\u0627 \u0623\u0646 \u062a\u0641\u062a\u062d \u0644\u0643 \u0622\u0641\u0627\u0642\u0627\u064b \u0645\u0647\u0646\u064a\u0629 \u063a\u064a\u0631 \u0645\u0633\u0628\u0648\u0642\u0629.<\/span><\/span><\/div>\n<\/div>\n
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\u0627\u0644\u0642\u0633\u0645 \u0627\u0644\u0623\u0648\u0644: \u062f\u0628\u064a \u0648\u0627\u0644\u062e\u0644\u064a\u062c.. \u0645\u0631\u0643\u0632 \u0627\u0644\u062b\u0642\u0644 \u0627\u0644\u062c\u062f\u064a\u062f \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0644\u062a\u062d\u0644\u064a\u0644<\/span><\/span><\/h2>\n<\/div>\n
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\u0634\u0647\u062f\u062a \u0645\u0646\u0637\u0642\u0629 \u0627\u0644\u062e\u0644\u064a\u062c \u0627\u0644\u0639\u0631\u0628\u064a\u060c \u0648\u0639\u0644\u0649 \u0648\u062c\u0647 \u0627\u0644\u062e\u0635\u0648\u0635 <\/span><\/span>\u062f\u0628\u064a<\/span><\/span> \u0648 <\/span><\/span>\u0627\u0644\u0645\u0645\u0644\u0643\u0629 \u0627\u0644\u0639\u0631\u0628\u064a\u0629 \u0627\u0644\u0633\u0639\u0648\u062f\u064a\u0629<\/span><\/span>\u060c \u0642\u0641\u0632\u0627\u062a \u0646\u0648\u0639\u064a\u0629 \u0641\u064a \u0627\u0644\u0627\u0633\u062a\u062b\u0645\u0627\u0631 \u0641\u064a \u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u062a\u062d\u062a\u064a\u0629 \u0627\u0644\u0631\u0642\u0645\u064a\u0629 \u0648\u0645\u0634\u0627\u0631\u064a\u0639 <\/span><\/span>\u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0636\u062e\u0645\u0629 (Big Data)<\/span><\/span>. \u0625\u0646 \u0645\u0628\u0627\u062f\u0631\u0627\u062a \u0645\u062b\u0644 “\u0631\u0624\u064a\u0629 \u0627\u0644\u0633\u0639\u0648\u062f\u064a\u0629 2030″ \u0648”\u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0629 \u062f\u0628\u064a \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a” \u062e\u0644\u0642\u062a \u0628\u064a\u0626\u0629 \u062e\u0635\u0628\u0629 \u0644\u0644\u0646\u0645\u0648 \u0627\u0644\u0645\u0647\u0646\u064a \u0641\u064a \u0645\u062c\u0627\u0644\u0627\u062a <\/span><\/span>\u0639\u0644\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/span><\/span> \u0648 <\/span><\/span>\u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a<\/span><\/span>.<\/span><\/span><\/div>\n<\/div>\n
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1.1 \u0627\u0644\u0645\u0634\u0647\u062f \u0627\u0644\u0627\u0642\u062a\u0635\u0627\u062f\u064a \u0648\u0627\u0644\u062a\u062d\u0648\u0644 \u0627\u0644\u0631\u0642\u0645\u064a \u0641\u064a \u0627\u0644\u0625\u0645\u0627\u0631\u0627\u062a<\/span><\/span><\/h3>\n<\/div>\n
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\u062a\u0639\u062a\u0628\u0631 <\/span><\/span>\u062f\u0628\u064a<\/span><\/span> \u0645\u062e\u062a\u0628\u0631\u0627\u064b \u062d\u064a\u0627\u064b \u0644\u0644\u0627\u0628\u062a\u0643\u0627\u0631\u060c \u062d\u064a\u062b \u062a\u062a\u0633\u0627\u0628\u0642 \u0627\u0644\u0634\u0631\u0643\u0627\u062a \u0648\u0627\u0644\u062d\u0643\u0648\u0645\u0627\u062a \u0644\u062a\u0628\u0646\u064a \u0623\u062d\u062f\u062b \u0627\u0644\u062a\u0642\u0646\u064a\u0627\u062a. \u0647\u0630\u0627 \u0627\u0644\u062a\u0648\u062c\u0647 \u064a\u0641\u0631\u0636 \u0637\u0644\u0628\u0627\u064b \u063a\u064a\u0631 \u0645\u0633\u0628\u0648\u0642 \u0639\u0644\u0649 \u0627\u0644\u0643\u0641\u0627\u0621\u0627\u062a \u0627\u0644\u0642\u0627\u062f\u0631\u0629 \u0639\u0644\u0649:<\/span><\/span><\/div>\n<\/div>\n
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\u2022<\/span><\/span>\u062a\u062d\u0644\u064a\u0644 \u0633\u0644\u0648\u0643 \u0627\u0644\u0645\u0633\u062a\u0647\u0644\u0643\u064a\u0646<\/span><\/span> \u0628\u062f\u0642\u0629 \u0645\u062a\u0646\u0627\u0647\u064a\u0629.<\/span><\/span><\/span><\/div>\n<\/div>\n
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\u2022<\/span><\/span>\u0628\u0646\u0627\u0621 \u0646\u0645\u0627\u0630\u062c \u062a\u0646\u0628\u0624\u064a\u0629<\/span><\/span> \u0644\u062a\u0642\u0644\u0628\u0627\u062a \u0627\u0644\u0633\u0648\u0642.<\/span><\/span><\/span><\/div>\n<\/div>\n
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\u2022<\/span><\/span>\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0643\u0641\u0627\u0621\u0629 \u0627\u0644\u062a\u0634\u063a\u064a\u0644\u064a\u0629<\/span><\/span> \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 <\/span><\/span>\u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a \u0627\u0644\u0645\u062a\u0642\u062f\u0645<\/span><\/span>.<\/span><\/span><\/span><\/div>\n<\/div>\n
\n
\u0625\u0646 \u0627\u0645\u062a\u0644\u0627\u0643 \u0634\u0647\u0627\u062f\u0629 \u0641\u064a <\/span><\/span>\u062f\u0648\u0631\u0627\u062a \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a \u0627\u0644\u0645\u062a\u0642\u062f\u0645<\/span><\/span> \u0645\u0646 \u0645\u0624\u0633\u0633\u0629 \u0645\u0631\u0645\u0648\u0642\u0629 \u0645\u062b\u0644 <\/span><\/span>\u0623\u0643\u0627\u062f\u064a\u0645\u064a\u0629 \u0627\u0644\u0646\u0627\u062f\u064a \u0627\u0644\u0639\u0644\u0645\u064a<\/span><\/span> \u064a\u0636\u0639\u0643 \u0641\u064a \u0637\u0644\u064a\u0639\u0629 \u0627\u0644\u0645\u0631\u0634\u062d\u064a\u0646 \u0644\u0634\u063a\u0644 \u0647\u0630\u0647 \u0627\u0644\u0648\u0638\u0627\u0626\u0641 \u0627\u0644\u062d\u064a\u0648\u064a\u0629. \u0625\u0646 \u0627\u0644\u0627\u0633\u062a\u062b\u0645\u0627\u0631 \u0627\u0644\u062d\u0643\u0648\u0645\u064a \u0648\u0627\u0644\u062e\u0627\u0635 \u0641\u064a \u0645\u0634\u0627\u0631\u064a\u0639 \u0627\u0644\u0645\u062f\u0646 \u0627\u0644\u0630\u0643\u064a\u0629\u060c \u0648\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u060c \u0648\u0625\u0646\u062a\u0631\u0646\u062a \u0627\u0644\u0623\u0634\u064a\u0627\u0621 (IoT) \u0641\u064a \u0627\u0644\u0625\u0645\u0627\u0631\u0627\u062a \u0648\u0627\u0644\u0633\u0639\u0648\u062f\u064a\u0629 \u064a\u062a\u0637\u0644\u0628 \u062c\u064a\u0644\u0627\u064b \u062c\u062f\u064a\u062f\u0627\u064b \u0645\u0646 \u0627\u0644\u0645\u062d\u0644\u0644\u064a\u0646 \u0627\u0644\u0642\u0627\u062f\u0631\u064a\u0646 \u0639\u0644\u0649 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062a\u062f\u0641\u0642\u0629 \u0645\u0646 \u0647\u0630\u0647 \u0627\u0644\u0645\u0635\u0627\u062f\u0631 \u0627\u0644\u0645\u0639\u0642\u062f\u0629. \u0647\u0630\u0627 \u0647\u0648 \u0627\u0644\u062f\u0648\u0631 \u0627\u0644\u0630\u064a \u062a\u0644\u0639\u0628\u0647 \u062f\u0648\u0631\u0627\u062a\u0646\u0627\u060c \u062d\u064a\u062b \u0646\u0631\u0643\u0632 \u0639\u0644\u0649 \u062a\u0632\u0648\u064a\u062f \u0627\u0644\u0645\u062a\u062f\u0631\u0628\u064a\u0646 \u0628\u0627\u0644\u0645\u0647\u0627\u0631\u0627\u062a \u0627\u0644\u0644\u0627\u0632\u0645\u0629 \u0644\u062a\u062d\u0648\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0623\u0648\u0644\u064a\u0629 \u0625\u0644\u0649 <\/span><\/span>\u0631\u0624\u0649 \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0629<\/span><\/span> \u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u062a\u0646\u0641\u064a\u0630\u060c \u0645\u0645\u0627 \u064a\u0633\u0627\u0647\u0645 \u0645\u0628\u0627\u0634\u0631\u0629 \u0641\u064a \u062a\u062d\u0642\u064a\u0642 \u0627\u0644\u0623\u0647\u062f\u0627\u0641 \u0627\u0644\u0648\u0637\u0646\u064a\u0629 \u0627\u0644\u0637\u0645\u0648\u062d\u0629.<\/span><\/span><\/div>\n<\/div>\n
\n

1.2 \u0627\u0644\u0637\u0644\u0628 \u0627\u0644\u0645\u062a\u0632\u0627\u064a\u062f \u0639\u0644\u0649 \u0645\u062d\u0644\u0644\u064a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0641\u064a \u0633\u0648\u0642 \u0627\u0644\u0639\u0645\u0644 \u0627\u0644\u062e\u0644\u064a\u062c\u064a<\/span><\/span><\/h3>\n<\/div>\n
\n
\u062a\u0624\u0643\u062f \u0627\u0644\u062a\u0642\u0627\u0631\u064a\u0631 \u0627\u0644\u0627\u0642\u062a\u0635\u0627\u062f\u064a\u0629 \u0623\u0646 \u0648\u0638\u064a\u0641\u0629 <\/span><\/span>\u0645\u062d\u0644\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/span><\/span> \u0648 <\/span><\/span>\u0639\u0627\u0644\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/span><\/span> \u0647\u064a \u0645\u0646 \u0628\u064a\u0646 \u0627\u0644\u0648\u0638\u0627\u0626\u0641 \u0627\u0644\u0623\u0639\u0644\u0649 \u0623\u062c\u0631\u0627\u064b \u0648\u0627\u0644\u0623\u0633\u0631\u0639 \u0646\u0645\u0648\u0627\u064b \u0641\u064a \u0627\u0644\u0645\u0646\u0637\u0642\u0629. \u0647\u0630\u0627 \u0627\u0644\u0637\u0644\u0628 \u0644\u0627 \u064a\u0642\u062a\u0635\u0631 \u0639\u0644\u0649 \u0627\u0644\u0642\u0637\u0627\u0639 \u0627\u0644\u0645\u0627\u0644\u064a \u0648\u0627\u0644\u062a\u062c\u0627\u0631\u064a \u0641\u062d\u0633\u0628\u060c \u0628\u0644 \u064a\u0645\u062a\u062f \u0644\u064a\u0634\u0645\u0644:<\/span><\/span><\/div>\n<\/div>\n
\n
\u2022<\/span><\/span>\u0627\u0644\u0642\u0637\u0627\u0639 \u0627\u0644\u0635\u062d\u064a:<\/span><\/span> \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0633\u0631\u064a\u0631\u064a\u0629 \u0648\u0627\u0644\u0648\u0628\u0627\u0626\u064a\u0629\u060c \u0648\u0646\u0645\u0630\u062c\u0629 \u0627\u0646\u062a\u0634\u0627\u0631 \u0627\u0644\u0623\u0645\u0631\u0627\u0636.<\/span><\/span><\/span><\/div>\n<\/div>\n
\n
\u2022<\/span><\/span>\u0627\u0644\u0642\u0637\u0627\u0639 \u0627\u0644\u062d\u0643\u0648\u0645\u064a:<\/span><\/span> \u0635\u064a\u0627\u063a\u0629 \u0627\u0644\u0633\u064a\u0627\u0633\u0627\u062a \u0627\u0644\u0639\u0627\u0645\u0629 \u0627\u0644\u0642\u0627\u0626\u0645\u0629 \u0639\u0644\u0649 \u0627\u0644\u0623\u062f\u0644\u0629\u060c \u0648\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0643\u0641\u0627\u0621\u0629 \u0627\u0644\u062d\u0643\u0648\u0645\u064a\u0629.<\/span><\/span><\/span><\/div>\n<\/div>\n
\n
\u2022<\/span><\/span>\u0627\u0644\u0642\u0637\u0627\u0639 \u0627\u0644\u0623\u0643\u0627\u062f\u064a\u0645\u064a:<\/span><\/span> \u062f\u0639\u0645 \u0627\u0644\u0623\u0628\u062d\u0627\u062b \u0627\u0644\u0645\u062a\u0642\u062f\u0645\u0629 \u0644\u0637\u0644\u0627\u0628 \u0627\u0644\u0645\u0627\u062c\u0633\u062a\u064a\u0631 \u0648\u0627\u0644\u062f\u0643\u062a\u0648\u0631\u0627\u0647 \u0641\u064a <\/span><\/span>\u0627\u0644\u0633\u0639\u0648\u062f\u064a\u0629 \u0648\u0627\u0644\u0625\u0645\u0627\u0631\u0627\u062a<\/span><\/span>\u060c \u062e\u0627\u0635\u0629 \u0641\u064a \u0645\u062c\u0627\u0644\u0627\u062a \u0627\u0644\u0639\u0644\u0648\u0645 \u0627\u0644\u0627\u062c\u062a\u0645\u0627\u0639\u064a\u0629 \u0648\u0627\u0644\u0647\u0646\u062f\u0633\u064a\u0629.<\/span><\/span><\/span><\/div>\n<\/div>\n
\n
\u0625\u0646 \u0627\u0644\u0646\u0645\u0648 \u0627\u0644\u0645\u0647\u0646\u064a \u0641\u064a \u0647\u0630\u0627 \u0627\u0644\u0645\u062c\u0627\u0644 \u0644\u064a\u0633 \u0645\u062c\u0631\u062f \u0627\u062a\u062c\u0627\u0647 \u0639\u0627\u0628\u0631\u060c \u0628\u0644 \u0647\u0648 \u062a\u062d\u0648\u0644 \u0647\u064a\u0643\u0644\u064a \u0641\u064a \u0637\u0628\u064a\u0639\u0629 \u0627\u0644\u0627\u0642\u062a\u0635\u0627\u062f.<\/span><\/span><\/div>\n<\/div>\n
\n
\n
\n\n\n\n\n\n\n\n
\n
\u0627\u0644\u0642\u0637\u0627\u0639<\/span><\/span><\/div>\n<\/td>\n
\n
\u0623\u0647\u0645\u064a\u0629 \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a \u0627\u0644\u0645\u062a\u0642\u062f\u0645<\/span><\/span><\/div>\n<\/td>\n
\n
\u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u0623\u0643\u062b\u0631 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0627\u064b<\/span><\/span><\/div>\n<\/td>\n<\/tr>\n
\n
\u0627\u0644\u0645\u0627\u0644\u064a\u0629 \u0648\u0627\u0644\u0628\u0646\u0648\u0643<\/span><\/span><\/div>\n<\/td>\n
\n
\u062a\u0642\u064a\u064a\u0645 \u0627\u0644\u0645\u062e\u0627\u0637\u0631\u060c \u0627\u0644\u0643\u0634\u0641 \u0639\u0646 \u0627\u0644\u0627\u062d\u062a\u064a\u0627\u0644\u060c \u0646\u0645\u0630\u062c\u0629 \u0627\u0644\u0627\u0626\u062a\u0645\u0627\u0646\u060c \u0627\u0644\u0627\u0645\u062a\u062b\u0627\u0644 \u0627\u0644\u062a\u0646\u0638\u064a\u0645\u064a.<\/span><\/span><\/div>\n<\/td>\n
\n
SAS, R<\/span><\/span><\/div>\n<\/td>\n<\/tr>\n
\n
\u0627\u0644\u0631\u0639\u0627\u064a\u0629 \u0627\u0644\u0635\u062d\u064a\u0629<\/span><\/span><\/div>\n<\/td>\n
\n
\u0627\u0644\u062a\u062c\u0627\u0631\u0628 \u0627\u0644\u0633\u0631\u064a\u0631\u064a\u0629\u060c \u062a\u062d\u0644\u064a\u0644 \u0641\u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u0623\u062f\u0648\u064a\u0629\u060c \u0627\u0644\u062a\u0646\u0628\u0624 \u0628\u0627\u0644\u0623\u0645\u0631\u0627\u0636\u060c \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u062c\u064a\u0646\u0648\u0645.<\/span><\/span><\/div>\n<\/td>\n
\n
R, SAS<\/span><\/span><\/div>\n<\/td>\n<\/tr>\n
\n
\u0627\u0644\u062a\u0633\u0648\u064a\u0642 \u0648\u0627\u0644\u062a\u062c\u0632\u0626\u0629<\/span><\/span><\/div>\n<\/td>\n
\n
\u062a\u062c\u0632\u0626\u0629 \u0627\u0644\u0639\u0645\u0644\u0627\u0621\u060c \u062a\u062d\u0644\u064a\u0644 \u0633\u0644\u0629 \u0627\u0644\u0645\u0634\u062a\u0631\u064a\u0627\u062a\u060c \u0646\u0645\u0630\u062c\u0629 \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0629 \u0644\u0644\u062d\u0645\u0644\u0627\u062a\u060c \u0627\u0644\u062a\u0646\u0628\u0624 \u0628\u0627\u0644\u0637\u0644\u0628.<\/span><\/span><\/div>\n<\/td>\n
\n
R<\/span><\/span><\/div>\n<\/td>\n<\/tr>\n
\n
\u0627\u0644\u0623\u0643\u0627\u062f\u064a\u0645\u064a\u0627 \u0648\u0627\u0644\u0628\u062d\u062b<\/span><\/span><\/div>\n<\/td>\n
\n
\u0627\u0644\u062a\u062d\u0642\u0642 \u0645\u0646 \u0627\u0644\u0641\u0631\u0636\u064a\u0627\u062a\u060c \u0646\u0645\u0630\u062c\u0629 \u0627\u0644\u0645\u0639\u0627\u062f\u0644\u0627\u062a \u0627\u0644\u0647\u064a\u0643\u0644\u064a\u0629 (SEM)\u060c \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0639\u0627\u0645\u0644\u064a\u060c \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0645\u062a\u063a\u064a\u0631\u0627\u062a.<\/span><\/span><\/div>\n<\/td>\n
\n
R, SPSS, AMOS<\/span><\/span><\/div>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n
<\/div>\n<\/div>\n<\/div>\n
<\/div>\n
\n
\n
\n
\n
\"\u0631\u0633\u0645<\/span><\/div>\n
<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n
\n

1.3 \u062f\u0648\u0631 \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a \u0641\u064a \u062a\u062d\u0642\u064a\u0642 \u0627\u0644\u062a\u0646\u0627\u0641\u0633\u064a\u0629 \u0627\u0644\u0625\u0642\u0644\u064a\u0645\u064a\u0629<\/span><\/span><\/h3>\n<\/div>\n
\n
\u062a\u0639\u062a\u0645\u062f \u0627\u0644\u0642\u062f\u0631\u0629 \u0627\u0644\u062a\u0646\u0627\u0641\u0633\u064a\u0629 \u0644\u062f\u0648\u0644 \u0627\u0644\u062e\u0644\u064a\u062c \u0628\u0634\u0643\u0644 \u0645\u062a\u0632\u0627\u064a\u062f \u0639\u0644\u0649 \u0645\u062f\u0649 \u0643\u0641\u0627\u0621\u062a\u0647\u0627 \u0641\u064a \u0627\u0633\u062a\u063a\u0644\u0627\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a. \u0641\u0641\u064a <\/span><\/span>\u062f\u0628\u064a<\/span><\/span>\u060c \u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u062a\u064f\u0633\u062a\u062e\u062f\u0645 \u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a \u0627\u0644\u0645\u062a\u0642\u062f\u0645 \u0644\u062a\u062d\u0633\u064a\u0646 \u062e\u062f\u0645\u0627\u062a \u0627\u0644\u0646\u0642\u0644 \u0627\u0644\u0630\u0643\u064a\u060c \u0648\u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u0637\u0627\u0642\u0629\u060c \u0648\u062a\u062e\u0637\u064a\u0637 \u0627\u0644\u0645\u062f\u0646. \u0647\u0630\u0627 \u064a\u062a\u0637\u0644\u0628 \u0645\u062d\u0644\u0644\u064a\u0646 \u0644\u0627 \u064a\u0643\u062a\u0641\u0648\u0646 \u0628\u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0628\u0631\u0627\u0645\u062c\u060c \u0628\u0644 \u064a\u0641\u0647\u0645\u0648\u0646 <\/span><\/span>\u0627\u0644\u0645\u0646\u0637\u0642 \u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a<\/span><\/span> \u0648\u0631\u0627\u0621 \u0627\u0644\u0646\u0645\u0627\u0630\u062c. \u062f\u0648\u0631\u0627\u062a <\/span><\/span>\u0623\u0643\u0627\u062f\u064a\u0645\u064a\u0629 \u0627\u0644\u0646\u0627\u062f\u064a \u0627\u0644\u0639\u0644\u0645\u064a<\/span><\/span> \u062a\u0633\u062f \u0647\u0630\u0647 \u0627\u0644\u0641\u062c\u0648\u0629\u060c \u062d\u064a\u062b \u062a\u0631\u0643\u0632 \u0639\u0644\u0649 \u0628\u0646\u0627\u0621 \u0627\u0644\u0641\u0647\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0644\u0644\u0645\u0641\u0627\u0647\u064a\u0645 \u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a\u0629 \u0642\u0628\u0644 \u0627\u0644\u0627\u0646\u062a\u0642\u0627\u0644 \u0625\u0644\u0649 \u0627\u0644\u062a\u0637\u0628\u064a\u0642 \u0627\u0644\u0639\u0645\u0644\u064a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 <\/span><\/span>R<\/span><\/span> \u0648 <\/span><\/span>SAS<\/span><\/span>.<\/span><\/span><\/div>\n<\/div>\n
\n
\n
<\/div>\n<\/div>\n
<\/div>\n<\/div>\n
\n

\u0627\u0644\u0642\u0633\u0645 \u0627\u0644\u062b\u0627\u0646\u064a: \u0644\u063a\u0629 R.. \u0642\u0648\u0629 \u0627\u0644\u062d\u0648\u0633\u0628\u0629 \u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a\u0629 \u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0645\u0635\u062f\u0631<\/span><\/span><\/h2>\n<\/div>\n
\n
\u062a\u064f\u0639\u062f <\/span><\/span>\u0644\u063a\u0629 R<\/span><\/span> \u0628\u0645\u062b\u0627\u0628\u0629 <\/span><\/span>\u0627\u0644\u0633\u0643\u064a\u0646 \u0627\u0644\u0633\u0648\u064a\u0633\u0631\u064a<\/span><\/span> \u0641\u064a \u062c\u0639\u0628\u0629 \u0623\u064a \u0645\u062d\u0644\u0644 \u0628\u064a\u0627\u0646\u0627\u062a \u0623\u0648 \u0628\u0627\u062d\u062b \u0625\u062d\u0635\u0627\u0626\u064a. \u0647\u064a \u0644\u063a\u0629 \u0628\u0631\u0645\u062c\u0629 \u0648\u0628\u064a\u0626\u0629 \u0628\u0631\u0645\u062c\u064a\u0629 \u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0645\u0635\u062f\u0631\u060c \u0635\u064f\u0645\u0645\u062a \u062e\u0635\u064a\u0635\u0627\u064b \u0644\u0644\u062d\u0648\u0633\u0628\u0629 \u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a\u0629 \u0648\u062a\u0635\u0648\u0631 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/span><\/span><\/div>\n<\/div>\n
\n

2.1 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0644\u0640 R \u0648\u0645\u0643\u062a\u0628\u0627\u062a\u0647\u0627 \u0627\u0644\u0648\u0627\u0633\u0639\u0629<\/span><\/span><\/h3>\n<\/div>\n
\n
\u0645\u0627 \u064a\u0645\u064a\u0632 <\/span><\/span>R<\/span><\/span> \u0647\u0648 \u0645\u062c\u062a\u0645\u0639\u0647\u0627 \u0627\u0644\u0646\u0634\u0637 \u0648\u0645\u0633\u062a\u0648\u062f\u0639\u0647\u0627 \u0627\u0644\u0647\u0627\u0626\u0644 \u0645\u0646 \u0627\u0644\u062d\u0632\u0645 (Packages) \u0627\u0644\u0630\u064a \u064a\u064f\u0639\u0631\u0641 \u0628\u0627\u0633\u0645 <\/span><\/span>CRAN (Comprehensive R Archive Network)<\/span><\/span>. \u0647\u0630\u0647 \u0627\u0644\u062d\u0632\u0645 \u062a\u063a\u0637\u064a \u062a\u0642\u0631\u064a\u0628\u0627\u064b \u0643\u0644 \u062a\u0642\u0646\u064a\u0629 \u0625\u062d\u0635\u0627\u0626\u064a\u0629 \u064a\u0645\u0643\u0646 \u062a\u062e\u064a\u0644\u0647\u0627:<\/span><\/span><\/div>\n<\/div>\n
\n
\u2022<\/span><\/span>Tidyverse:<\/span><\/span> \u0645\u062c\u0645\u0648\u0639\u0629 \u0645\u0646 \u0627\u0644\u062d\u0632\u0645 (\u0645\u062b\u0644 <\/span><\/span>dplyr<\/span><\/span> \u0648 <\/span><\/span>ggplot2<\/span><\/span>) \u0627\u0644\u062a\u064a \u062a\u062c\u0639\u0644 \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u062a\u0646\u0638\u064a\u0641\u0647\u0627 \u0648\u062a\u0635\u0648\u0631\u0647\u0627 \u0623\u0645\u0631\u0627\u064b \u0633\u0647\u0644\u0627\u064b \u0648\u0641\u0639\u0627\u0644\u0627\u064b. \u0647\u0630\u0647 \u0627\u0644\u0641\u0644\u0633\u0641\u0629 \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629 \u062a\u0636\u0645\u0646 \u0623\u0646 \u064a\u0643\u0648\u0646 \u0627\u0644\u0643\u0648\u062f \u0646\u0638\u064a\u0641\u0627\u064b\u060c \u0645\u0642\u0631\u0648\u0621\u0627\u064b\u060c \u0648\u0642\u0627\u0628\u0644\u0627\u064b \u0644\u0644\u062a\u0643\u0631\u0627\u0631.<\/span><\/span><\/span><\/div>\n<\/div>\n
\n
\u2022<\/span><\/span>ggplot2<\/span><\/span>:<\/span><\/span> \u064a\u064f\u0639\u062a\u0628\u0631 \u0627\u0644\u0645\u0639\u064a\u0627\u0631 \u0627\u0644\u0630\u0647\u0628\u064a \u0644\u0625\u0646\u0634\u0627\u0621 \u0631\u0633\u0648\u0645 \u0628\u064a\u0627\u0646\u064a\u0629 \u0625\u062d\u0635\u0627\u0626\u064a\u0629 \u0627\u062d\u062a\u0631\u0627\u0641\u064a\u0629 \u0648\u062c\u0645\u0627\u0644\u064a\u0629. \u0627\u0644\u0642\u062f\u0631\u0629 \u0639\u0644\u0649 \u0625\u0646\u0634\u0627\u0621 \u062a\u0635\u0648\u0631\u0627\u062a \u0645\u0639\u0642\u062f\u0629 \u0648\u0645\u062e\u0635\u0635\u0629 \u0647\u064a \u0645\u0647\u0627\u0631\u0629 \u062d\u0627\u0633\u0645\u0629 \u0641\u064a \u062a\u0648\u0635\u064a\u0644 \u0646\u062a\u0627\u0626\u062c \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a \u0628\u0641\u0639\u0627\u0644\u064a\u0629.<\/span><\/span><\/span><\/div>\n<\/div>\n
\n
\u2022<\/span><\/span>\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a:<\/span><\/span> \u062d\u0632\u0645 \u0645\u062a\u0642\u062f\u0645\u0629 \u0645\u062b\u0644 <\/span><\/span>caret<\/span><\/span> \u0648 <\/span><\/span>tidymodels<\/span><\/span> \u0644\u062a\u0637\u0628\u064a\u0642 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a <\/span><\/span>\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a (Machine Learning)<\/span><\/span>\u060c \u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643 \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u062e\u0637\u064a\u060c \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u0644\u0648\u062c\u0633\u062a\u064a\u060c \u0623\u0634\u062c\u0627\u0631 \u0627\u0644\u0642\u0631\u0627\u0631\u060c \u0648\u0627\u0644\u063a\u0627\u0628\u0627\u062a \u0627\u0644\u0639\u0634\u0648\u0627\u0626\u064a\u0629.<\/span><\/span><\/span><\/div>\n<\/div>\n
\n
\u2022<\/span><\/span>\u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0645\u0627\u0644\u064a:<\/span><\/span> \u062d\u0632\u0645 \u0645\u062b\u0644 <\/span><\/span>quantmod<\/span><\/span> \u0648 <\/span><\/span>tseries<\/span><\/span> \u0627\u0644\u062a\u064a \u062a\u0645\u0643\u0646 \u0645\u0646 \u0625\u062c\u0631\u0627\u0621 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0633\u0644\u0627\u0633\u0644 \u0627\u0644\u0632\u0645\u0646\u064a\u0629 \u0627\u0644\u0645\u062a\u0642\u062f\u0645 \u0648\u0646\u0645\u0630\u062c\u0629 \u0627\u0644\u062a\u0642\u0644\u0628\u0627\u062a \u0627\u0644\u0645\u0627\u0644\u064a\u0629\u060c \u0648\u0647\u0648 \u0623\u0645\u0631 \u062d\u064a\u0648\u064a \u0644\u0644\u0645\u0624\u0633\u0633\u0627\u062a \u0627\u0644\u0645\u0627\u0644\u064a\u0629 \u0641\u064a <\/span><\/span>\u062f\u0628\u064a<\/span><\/span>.<\/span><\/span><\/span><\/div>\n<\/div>\n
\n
\u062f\u0648\u0631\u0627\u062a \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a \u0627\u0644\u0645\u062a\u0642\u062f\u0645<\/span><\/span> \u0627\u0644\u062a\u064a \u062a\u0642\u062f\u0645\u0647\u0627 <\/span><\/span>\u0623\u0643\u0627\u062f\u064a\u0645\u064a\u0629 \u0627\u0644\u0646\u0627\u062f\u064a \u0627\u0644\u0639\u0644\u0645\u064a<\/span><\/span> \u062a\u0631\u0643\u0632 \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631 \u0639\u0644\u0649 \u0625\u062a\u0642\u0627\u0646 \u0647\u0630\u0647 \u0627\u0644\u062d\u0632\u0645 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0648\u0627\u0644\u0645\u062a\u0642\u062f\u0645\u0629\u060c \u0645\u0645\u0627 \u064a\u0636\u0645\u0646 \u0623\u0646 \u064a\u0643\u0648\u0646 \u0627\u0644\u0645\u062a\u062f\u0631\u0628 \u0642\u0627\u062f\u0631\u0627\u064b \u0639\u0644\u0649 \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0623\u064a \u062a\u062d\u062f\u064d \u0625\u062d\u0635\u0627\u0626\u064a.<\/span><\/span><\/div>\n<\/div>\n
\n

2.2 \u062a\u0637\u0628\u064a\u0642\u0627\u062a R \u0641\u064a \u0627\u0644\u0628\u062d\u062b \u0627\u0644\u0639\u0644\u0645\u064a \u0648\u0627\u0644\u0623\u0639\u0645\u0627\u0644<\/span><\/span><\/h3>\n<\/div>\n
\n
\u0641\u064a \u0627\u0644\u0623\u0648\u0633\u0627\u0637 \u0627\u0644\u0623\u0643\u0627\u062f\u064a\u0645\u064a\u0629\u060c \u0623\u0635\u0628\u062d\u062a <\/span><\/span>R<\/span><\/span> \u0647\u064a \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0645\u0641\u0636\u0644\u0629 \u0644\u0640 <\/span><\/span>\u0627\u0644\u0628\u062d\u062b \u0627\u0644\u0642\u0627\u0628\u0644 \u0644\u0644\u062a\u0643\u0631\u0627\u0631 (Reproducible Research)<\/span><\/span>\u060c \u062d\u064a\u062b \u064a\u0645\u0643\u0646 \u0644\u0644\u0628\u0627\u062d\u062b\u064a\u0646 \u0645\u0634\u0627\u0631\u0643\u0629 \u0627\u0644\u0623\u0643\u0648\u0627\u062f \u0648\u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0644\u0636\u0645\u0627\u0646 \u0634\u0641\u0627\u0641\u064a\u0629 \u0627\u0644\u0646\u062a\u0627\u0626\u062c. \u0623\u0645\u0627 \u0641\u064a \u0642\u0637\u0627\u0639 \u0627\u0644\u0623\u0639\u0645\u0627\u0644\u060c \u0641\u062a\u064f\u0633\u062a\u062e\u062f\u0645 R \u0641\u064a:<\/span><\/span><\/div>\n<\/div>\n
\n
\u2022<\/span><\/span>\u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0632\u0645\u0646\u064a (Time Series Analysis):<\/span><\/span> \u0627\u0644\u062a\u0646\u0628\u0624 \u0628\u0627\u0644\u0645\u0628\u064a\u0639\u0627\u062a \u0623\u0648 \u0623\u0633\u0639\u0627\u0631 \u0627\u0644\u0623\u0633\u0647\u0645\u060c \u0648\u0647\u0648 \u0623\u0645\u0631 \u0623\u0633\u0627\u0633\u064a \u0641\u064a \u0627\u0644\u062a\u062e\u0637\u064a\u0637 \u0627\u0644\u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a.<\/span><\/span><\/span><\/div>\n<\/div>\n
\n
\u2022<\/span><\/span>\u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0646\u0635\u064a (Text Mining):<\/span><\/span> \u062a\u062d\u0644\u064a\u0644 \u0622\u0631\u0627\u0621 \u0627\u0644\u0639\u0645\u0644\u0627\u0621 \u0648\u0627\u0644\u0645\u0634\u0627\u0639\u0631 \u0645\u0646 \u0648\u0633\u0627\u0626\u0644 \u0627\u0644\u062a\u0648\u0627\u0635\u0644 \u0627\u0644\u0627\u062c\u062a\u0645\u0627\u0639\u064a\u060c \u0645\u0645\u0627 \u064a\u0633\u0627\u0639\u062f \u0627\u0644\u0634\u0631\u0643\u0627\u062a \u0639\u0644\u0649 \u0641\u0647\u0645 \u0627\u0644\u0633\u0648\u0642 \u0641\u064a <\/span><\/span>\u0627\u0644\u0633\u0639\u0648\u062f\u064a\u0629 \u0648\u0627\u0644\u0625\u0645\u0627\u0631\u0627\u062a<\/span><\/span>.<\/span><\/span><\/span><\/div>\n<\/div>\n
\n
\u2022<\/span><\/span>\u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u062c\u063a\u0631\u0627\u0641\u064a \u0627\u0644\u0645\u0643\u0627\u0646\u064a (Geospatial Analysis):<\/span><\/span> \u0646\u0645\u0630\u062c\u0629 \u0627\u0644\u062a\u0648\u0632\u064a\u0639\u0627\u062a \u0627\u0644\u0645\u0643\u0627\u0646\u064a\u0629 \u0644\u0644\u0638\u0648\u0627\u0647\u0631\u060c \u0648\u0647\u0648 \u0645\u0647\u0645 \u0644\u0645\u0634\u0627\u0631\u064a\u0639 \u0627\u0644\u062a\u062e\u0637\u064a\u0637 \u0627\u0644\u0639\u0645\u0631\u0627\u0646\u064a \u0648\u0627\u0644\u0644\u0648\u062c\u0633\u062a\u064a\u0627\u062a \u0641\u064a \u0627\u0644\u0645\u062f\u0646 \u0627\u0644\u0630\u0643\u064a\u0629.<\/span><\/span><\/span><\/div>\n<\/div>\n
\n
\u2022<\/span><\/span>\u0627\u0644\u0646\u0645\u0630\u062c\u0629 \u0627\u0644\u0645\u062a\u0642\u062f\u0645\u0629:<\/span><\/span> \u062a\u0637\u0628\u064a\u0642 \u062a\u0642\u0646\u064a\u0627\u062a \u0645\u062b\u0644 <\/span><\/span>\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0639\u0648\u0627\u0645\u0644 (Factor Analysis)<\/span><\/span> \u0648 <\/span><\/span>\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0645\u0643\u0648\u0646\u0627\u062a \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 (PCA)<\/span><\/span> \u0644\u062a\u0628\u0633\u064a\u0637 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0639\u0642\u062f\u0629.<\/span><\/span><\/span><\/div>\n<\/div>\n
<\/div>\n
\n
\n
\n
\n
\"\u0634\u0627\u0634\u0629<\/span><\/div>\n
<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n
\n

2.3 \u0627\u0644\u062a\u0648\u0633\u0639 \u0641\u064a \u062a\u0642\u0646\u064a\u0627\u062a R \u0627\u0644\u0645\u062a\u0642\u062f\u0645\u0629 \u0641\u064a \u0627\u0644\u062f\u0648\u0631\u0627\u062a<\/span><\/span><\/h3>\n<\/div>\n
\n
\u0644\u062a\u062d\u0642\u064a\u0642 \u0645\u062a\u0637\u0644\u0628\u0627\u062a \u0627\u0644\u0633\u0648\u0642 \u0627\u0644\u0645\u062a\u0642\u062f\u0645\u0629\u060c \u062a\u062a\u0636\u0645\u0646 \u062f\u0648\u0631\u0627\u062a\u0646\u0627 \u0641\u064a <\/span><\/span>\u0623\u0643\u0627\u062f\u064a\u0645\u064a\u0629 \u0627\u0644\u0646\u0627\u062f\u064a \u0627\u0644\u0639\u0644\u0645\u064a<\/span><\/span> \u0648\u062d\u062f\u0627\u062a \u0645\u062a\u062e\u0635\u0635\u0629 \u0641\u064a:<\/span><\/span><\/div>\n<\/div>\n
\n
1.<\/span><\/span>\u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u0648\u0638\u064a\u0641\u064a\u0629 (Functional Programming):<\/span><\/span> \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0648\u0638\u0627\u0626\u0641 \u0645\u062b\u0644 <\/span><\/span>lapply<\/span><\/span> \u0648 <\/span><\/span>purrr<\/span><\/span> \u0644\u062a\u0633\u0631\u064a\u0639 \u0627\u0644\u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a\u0629 \u0627\u0644\u0645\u062a\u0643\u0631\u0631\u0629.<\/span><\/span><\/span><\/div>\n<\/div>\n
\n
2.<\/span><\/span>\u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0636\u062e\u0645\u0629 (Big Data) \u0641\u064a R:<\/span><\/span> \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062d\u0632\u0645 \u0645\u062b\u0644 <\/span><\/span>data.table<\/span><\/span> \u0644\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0643\u0628\u064a\u0631\u0629 \u0628\u0643\u0641\u0627\u0621\u0629 \u0639\u0627\u0644\u064a\u0629\u060c \u0623\u0648 \u0627\u0644\u062a\u0643\u0627\u0645\u0644 \u0645\u0639 \u0645\u0646\u0635\u0627\u062a \u0645\u062b\u0644 Apache Spark.<\/span><\/span><\/span><\/div>\n<\/div>\n
\n
3.<\/span><\/span>\u0625\u0646\u0634\u0627\u0621 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0648\u064a\u0628 \u062a\u0641\u0627\u0639\u0644\u064a\u0629 (Shiny):<\/span><\/span> \u062a\u0639\u0644\u064a\u0645 \u0627\u0644\u0645\u062a\u062f\u0631\u0628\u064a\u0646 \u0643\u064a\u0641\u064a\u0629 \u0628\u0646\u0627\u0621 \u0644\u0648\u062d\u0627\u062a \u0645\u0639\u0644\u0648\u0645\u0627\u062a (Dashboards) \u062a\u0641\u0627\u0639\u0644\u064a\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062d\u0632\u0645\u0629 <\/span><\/span>Shiny<\/span><\/span>\u060c \u0645\u0645\u0627 \u064a\u0645\u0643\u0646\u0647\u0645 \u0645\u0646 \u062a\u0642\u062f\u064a\u0645 \u0646\u062a\u0627\u0626\u062c \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a \u0628\u0637\u0631\u064a\u0642\u0629 \u0633\u0647\u0644\u0629 \u0648\u0645\u0641\u0647\u0648\u0645\u0629 \u0644\u0635\u0646\u0627\u0639 \u0627\u0644\u0642\u0631\u0627\u0631.<\/span><\/span><\/span><\/div>\n<\/div>\n
\n
\n
<\/div>\n<\/div>\n
<\/div>\n<\/div>\n
\n

\u0627\u0644\u0642\u0633\u0645 \u0627\u0644\u062b\u0627\u0644\u062b: \u0646\u0638\u0627\u0645 SAS.. \u0627\u0644\u0645\u0639\u064a\u0627\u0631 \u0627\u0644\u0630\u0647\u0628\u064a \u0644\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a \u0627\u0644\u0645\u0624\u0633\u0633\u064a<\/span><\/span><\/h2>\n<\/div>\n
\n
\u0641\u064a \u0627\u0644\u0645\u0642\u0627\u0628\u0644\u060c \u064a\u0642\u0641 <\/span><\/span>\u0646\u0638\u0627\u0645 SAS (Statistical Analysis System)<\/span><\/span> \u0643\u0639\u0645\u0644\u0627\u0642 \u0641\u064a \u0639\u0627\u0644\u0645 <\/span><\/span>\u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a \u0627\u0644\u0645\u0624\u0633\u0633\u064a<\/span><\/span>. \u0639\u0644\u0649 \u0627\u0644\u0631\u063a\u0645 \u0645\u0646 \u0643\u0648\u0646\u0647 \u0628\u0631\u0646\u0627\u0645\u062c\u0627\u064b \u062a\u062c\u0627\u0631\u064a\u0627\u064b\u060c \u0625\u0644\u0627 \u0623\u0646 \u0645\u0643\u0627\u0646\u062a\u0647 \u0644\u0627 \u062a\u064f\u0636\u0627\u0647\u0649 \u0641\u064a \u0627\u0644\u0635\u0646\u0627\u0639\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u062a\u0637\u0644\u0628 \u0623\u0639\u0644\u0649 \u0645\u0633\u062a\u0648\u064a\u0627\u062a \u0627\u0644\u062f\u0642\u0629\u060c \u0627\u0644\u0623\u0645\u0627\u0646\u060c \u0648\u0627\u0644\u0627\u0645\u062a\u062b\u0627\u0644 \u0627\u0644\u062a\u0646\u0638\u064a\u0645\u064a.<\/span><\/span><\/div>\n<\/div>\n
\n

3.1 \u062a\u0627\u0631\u064a\u062e SAS \u0648\u0645\u0643\u0627\u0646\u062a\u0647 \u0641\u064a \u0627\u0644\u0635\u0646\u0627\u0639\u0627\u062a \u0627\u0644\u062d\u0633\u0627\u0633\u0629<\/span><\/span><\/h3>\n<\/div>\n
\n
\u062a\u0623\u0633\u0633 <\/span><\/span>SAS<\/span><\/span> \u0641\u064a \u0627\u0644\u0633\u0628\u0639\u064a\u0646\u0627\u062a\u060c \u0648\u0645\u0646\u0630 \u0630\u0644\u0643 \u0627\u0644\u062d\u064a\u0646 \u0648\u0647\u0648 \u064a\u064f\u0639\u062a\u0628\u0631 \u0627\u0644\u0645\u0639\u064a\u0627\u0631 \u0627\u0644\u0630\u0647\u0628\u064a \u0641\u064a \u0642\u0637\u0627\u0639\u0627\u062a \u0645\u062b\u0644:<\/span><\/span><\/div>\n<\/div>\n
\n
\u2022<\/span><\/span>\u0627\u0644\u0635\u0646\u0627\u0639\u0627\u062a \u0627\u0644\u062f\u0648\u0627\u0626\u064a\u0629 (Pharmaceuticals):<\/span><\/span> \u062d\u064a\u062b \u064a\u064f\u0637\u0644\u0628 \u0627\u0644\u0627\u0645\u062a\u062b\u0627\u0644 \u0627\u0644\u0635\u0627\u0631\u0645 \u0644\u0644\u0648\u0627\u0626\u062d \u0647\u064a\u0626\u0629 \u0627\u0644\u063a\u0630\u0627\u0621 \u0648\u0627\u0644\u062f\u0648\u0627\u0621 \u0627\u0644\u0623\u0645\u0631\u064a\u0643\u064a\u0629 (FDA)\u060c \u0648\u063a\u0627\u0644\u0628\u0627\u064b \u0645\u0627 \u064a\u0643\u0648\u0646 <\/span><\/span>SAS<\/span><\/span> \u0647\u0648 \u0627\u0644\u0623\u062f\u0627\u0629 \u0627\u0644\u0648\u062d\u064a\u062f\u0629 \u0627\u0644\u0645\u0642\u0628\u0648\u0644\u0629 \u0644\u062a\u0642\u062f\u064a\u0645 \u0646\u062a\u0627\u0626\u062c \u0627\u0644\u062a\u062c\u0627\u0631\u0628 \u0627\u0644\u0633\u0631\u064a\u0631\u064a\u0629. \u0647\u0630\u0627 \u0627\u0644\u0627\u0645\u062a\u062b\u0627\u0644 \u0636\u0631\u0648\u0631\u064a \u0644\u0644\u0634\u0631\u0643\u0627\u062a \u0627\u0644\u0639\u0627\u0645\u0644\u0629 \u0641\u064a <\/span><\/span>\u062f\u0628\u064a<\/span><\/span> \u0627\u0644\u062a\u064a \u062a\u0633\u0639\u0649 \u0644\u0644\u062a\u0648\u0633\u0639 \u0639\u0627\u0644\u0645\u064a\u0627\u064b.<\/span><\/span><\/span><\/div>\n<\/div>\n
\n
\u2022<\/span><\/span>\u0627\u0644\u0642\u0637\u0627\u0639 \u0627\u0644\u0645\u0627\u0644\u064a \u0648\u0627\u0644\u0628\u0646\u0648\u0643:<\/span><\/span> \u0641\u064a \u0646\u0645\u0630\u062c\u0629 \u0627\u0644\u0645\u062e\u0627\u0637\u0631 \u0627\u0644\u0627\u0626\u062a\u0645\u0627\u0646\u064a\u0629 \u0648\u062a\u0637\u0628\u064a\u0642 \u0644\u0648\u0627\u0626\u062d \u0628\u0627\u0632\u0644 (Basel Accords)\u060c \u062d\u064a\u062b \u0627\u0644\u062f\u0642\u0629 \u0648\u0627\u0644\u0623\u0645\u0627\u0646 \u0644\u064a\u0633\u0627 \u062e\u064a\u0627\u0631\u0627\u064b \u0628\u0644 \u0636\u0631\u0648\u0631\u0629.<\/span><\/span><\/span><\/div>\n<\/div>\n
\n
\u2022<\/span><\/span>\u0627\u0644\u0642\u0637\u0627\u0639 \u0627\u0644\u062d\u0643\u0648\u0645\u064a:<\/span><\/span> \u0641\u064a \u0627\u0644\u0625\u062d\u0635\u0627\u0621\u0627\u062a \u0627\u0644\u0631\u0633\u0645\u064a\u0629 \u0648\u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0627\u0642\u062a\u0635\u0627\u062f\u064a\u060c \u062d\u064a\u062b \u062a\u062a\u0637\u0644\u0628 \u0627\u0644\u0645\u0634\u0627\u0631\u064a\u0639 \u0627\u0644\u0648\u0637\u0646\u064a\u0629 \u0627\u0644\u0643\u0628\u0631\u0649 \u0628\u0646\u064a\u0629 \u062a\u062d\u062a\u064a\u0629 \u0625\u062d\u0635\u0627\u0626\u064a\u0629 \u0645\u0648\u062b\u0648\u0642\u0629.<\/span><\/span><\/span><\/div>\n<\/div>\n
\n
\u0625\u0646 \u0625\u062a\u0642\u0627\u0646 <\/span><\/span>SAS<\/span><\/span> \u064a\u0641\u062a\u062d \u0644\u0643 \u0623\u0628\u0648\u0627\u0628\u0627\u064b \u0648\u0638\u064a\u0641\u064a\u0629 \u0641\u064a \u0643\u0628\u0631\u0649 \u0627\u0644\u0645\u0624\u0633\u0633\u0627\u062a \u0641\u064a <\/span><\/span>\u062f\u0628\u064a<\/span><\/span> \u0648 <\/span><\/span>\u0627\u0644\u0631\u064a\u0627\u0636<\/span><\/span> \u0627\u0644\u062a\u064a \u062a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0647\u0630\u0627 \u0627\u0644\u0646\u0638\u0627\u0645 \u0644\u0636\u0645\u0627\u0646 \u0645\u0648\u062b\u0648\u0642\u064a\u0629 \u0642\u0631\u0627\u0631\u0627\u062a\u0647\u0627.<\/span><\/span><\/div>\n<\/div>\n
\n

3.2 \u0645\u0632\u0627\u064a\u0627 SAS \u0641\u064a \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0636\u062e\u0645\u0629 \u0648\u0627\u0644\u0623\u0645\u0627\u0646<\/span><\/span><\/h3>\n<\/div>\n
\n
\u064a\u062a\u0645\u064a\u0632 <\/span><\/span>SAS<\/span><\/span> \u0628\u0642\u062f\u0631\u062a\u0647 \u0627\u0644\u0641\u0627\u0626\u0642\u0629 \u0639\u0644\u0649 \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 <\/span><\/span>\u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0636\u062e\u0645\u0629<\/span><\/span> \u0628\u0643\u0641\u0627\u0621\u0629 \u0639\u0627\u0644\u064a\u0629\u060c \u0648\u0630\u0644\u0643 \u0628\u0641\u0636\u0644 \u0628\u0646\u064a\u062a\u0647 \u0627\u0644\u0642\u0648\u064a\u0629 \u0648\u0627\u0644\u0645\u064f\u062d\u0633\u064e\u0651\u0646\u0629 \u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0639\u0644\u0649 \u0645\u0633\u062a\u0648\u0649 \u0627\u0644\u062e\u0627\u062f\u0645. \u0643\u0645\u0627 \u064a\u0648\u0641\u0631:<\/span><\/span><\/div>\n<\/div>\n
\n
\u2022<\/span><\/span>\u0623\u0645\u0627\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a:<\/span><\/span> \u0645\u064a\u0632\u0627\u062a \u0623\u0645\u0627\u0646 \u0645\u062a\u0642\u062f\u0645\u0629 \u0648\u062d\u0648\u0643\u0645\u0629 \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a (Data Governance) \u0644\u0627 \u062a\u062a\u0648\u0641\u0631 \u0628\u0633\u0647\u0648\u0644\u0629 \u0641\u064a \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0645\u0635\u062f\u0631\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647 \u0627\u0644\u062e\u064a\u0627\u0631 \u0627\u0644\u0623\u0648\u0644 \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062d\u0633\u0627\u0633\u0629.<\/span><\/span><\/span><\/div>\n<\/div>\n
\n
\u2022<\/span><\/span>\u062f\u0639\u0645 \u0641\u0646\u064a \u0645\u0624\u0633\u0633\u064a:<\/span><\/span> \u062f\u0639\u0645 \u0645\u0648\u062b\u0648\u0642 \u0648\u0645\u0633\u062a\u0645\u0631\u060c \u0648\u0647\u0648 \u0623\u0645\u0631 \u0628\u0627\u0644\u063a \u0627\u0644\u0623\u0647\u0645\u064a\u0629 \u0644\u0644\u0645\u0624\u0633\u0633\u0627\u062a \u0627\u0644\u062a\u064a \u0644\u0627 \u064a\u0645\u0643\u0646\u0647\u0627 \u062a\u062d\u0645\u0644 \u0623\u064a \u062a\u0648\u0642\u0641 \u0641\u064a \u0627\u0644\u0639\u0645\u0644.<\/span><\/span><\/span><\/div>\n<\/div>\n
\n
\u2022<\/span><\/span>\u0648\u0627\u062c\u0647\u0629 \u0645\u0633\u062a\u062e\u062f\u0645 \u0633\u0647\u0644\u0629:<\/span><\/span> \u0639\u0644\u0649 \u0627\u0644\u0631\u063a\u0645 \u0645\u0646 \u0642\u0648\u0629 \u0644\u063a\u0629 \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0647 (SAS Language)\u060c \u0625\u0644\u0627 \u0623\u0646\u0647 \u064a\u0648\u0641\u0631 \u0648\u0627\u062c\u0647\u0627\u062a \u0631\u0633\u0648\u0645\u064a\u0629 \u062a\u0633\u0647\u0644 \u0639\u0644\u0649 \u0627\u0644\u0645\u0628\u062a\u062f\u0626\u064a\u0646 \u0625\u062c\u0631\u0627\u0621 \u0627\u0644\u062a\u062d\u0644\u064a\u0644\u0627\u062a \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629.<\/span><\/span><\/span><\/div>\n<\/div>\n
<\/div>\n
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\"\u0648\u0627\u062c\u0647\u0629<\/span><\/div>\n
<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n
\n

3.3 \u0648\u062d\u062f\u0627\u062a SAS \u0627\u0644\u0645\u062a\u0642\u062f\u0645\u0629 \u0627\u0644\u062a\u064a \u062a\u063a\u0637\u064a\u0647\u0627 \u062f\u0648\u0631\u0627\u062a\u0646\u0627<\/span><\/span><\/h3>\n<\/div>\n
\n
\u062a\u063a\u0637\u064a <\/span><\/span>\u062f\u0648\u0631\u0627\u062a \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a \u0627\u0644\u0645\u062a\u0642\u062f\u0645<\/span><\/span> \u0641\u064a <\/span><\/span>\u0623\u0643\u0627\u062f\u064a\u0645\u064a\u0629 \u0627\u0644\u0646\u0627\u062f\u064a \u0627\u0644\u0639\u0644\u0645\u064a<\/span><\/span> \u0627\u0644\u0648\u062d\u062f\u0627\u062a \u0627\u0644\u0623\u0643\u062b\u0631 \u0637\u0644\u0628\u0627\u064b \u0641\u064a \u0627\u0644\u0633\u0648\u0642\u060c \u0645\u0639 \u0627\u0644\u062a\u0631\u0643\u064a\u0632 \u0639\u0644\u0649 \u0627\u0644\u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a\u0629 \u0627\u0644\u0645\u0639\u0642\u062f\u0629:<\/span><\/span><\/div>\n<\/div>\n
\n
1.<\/span><\/span>Base SAS:<\/span><\/span> \u0623\u0633\u0627\u0633\u064a\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0648\u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 <\/span><\/span>PROC SQL<\/span><\/span> \u0644\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/span><\/span><\/span><\/div>\n<\/div>\n
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\n
2.<\/span><\/span>SAS\/STAT:<\/span><\/span> \u0645\u062c\u0645\u0648\u0639\u0629 \u0648\u0627\u0633\u0639\u0629 \u0645\u0646 \u0627\u0644\u0625\u062c\u0631\u0627\u0621\u0627\u062a \u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a\u0629 \u0627\u0644\u0645\u062a\u0642\u062f\u0645\u0629\u060c \u0645\u062b\u0644:<\/span><\/span><\/span><\/div>\n<\/div>\n
\n
\n
\u2022<\/span><\/span>PROC MIXED<\/span><\/span>:<\/span><\/span> \u0644\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062e\u0637\u064a\u0629 \u0627\u0644\u0645\u062e\u062a\u0644\u0637\u0629\u060c \u0648\u0647\u064a \u0636\u0631\u0648\u0631\u064a\u0629 \u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 \u0642\u064a\u0627\u0633\u0627\u062a \u0645\u062a\u0643\u0631\u0631\u0629 \u0623\u0648 \u0647\u064a\u0627\u0643\u0644 \u0645\u062a\u062f\u0627\u062e\u0644\u0629 (Nested Data).<\/span><\/span><\/span><\/div>\n<\/div>\n
\n
\u2022<\/span><\/span>PROC PHREG<\/span><\/span>:<\/span><\/span> \u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u0642\u0627\u0621 (Survival Analysis)\u060c \u0648\u0647\u0648 \u062d\u064a\u0648\u064a \u0641\u064a \u0627\u0644\u0623\u0628\u062d\u0627\u062b \u0627\u0644\u0637\u0628\u064a\u0629 \u0648\u0627\u0644\u062a\u0623\u0645\u064a\u0646.<\/span><\/span><\/span><\/div>\n<\/div>\n
\n
\u2022<\/span><\/span>PROC GLM<\/span><\/span>:<\/span><\/span> \u0644\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062e\u0637\u064a\u0629 \u0627\u0644\u0639\u0627\u0645\u0629\u060c \u0627\u0644\u062a\u064a \u062a\u0634\u0645\u0644 \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0648\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u062a\u0628\u0627\u064a\u0646.<\/span><\/span><\/span><\/div>\n<\/div>\n<\/div>\n<\/div>\n
\n
3.<\/span><\/span>SAS\/GRAPH:<\/span><\/span> \u0644\u0625\u0646\u0634\u0627\u0621 \u0631\u0633\u0648\u0645 \u0628\u064a\u0627\u0646\u064a\u0629 \u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u062c\u0648\u062f\u0629 \u0644\u062a\u0642\u0627\u0631\u064a\u0631 \u0627\u0644\u0634\u0631\u0643\u0627\u062a\u060c \u0645\u0639 \u0627\u0644\u062a\u0631\u0643\u064a\u0632 \u0639\u0644\u0649 \u0627\u0644\u062a\u062e\u0635\u064a\u0635 \u0648\u0627\u0644\u0627\u062d\u062a\u0631\u0627\u0641\u064a\u0629.<\/span><\/span><\/span><\/div>\n<\/div>\n
\n
4.<\/span><\/span>SAS Enterprise Miner:<\/span><\/span> \u0644\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0648\u0627\u0633\u062a\u0643\u0634\u0627\u0641 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0648\u062a\u0637\u0648\u064a\u0631 \u0646\u0645\u0627\u0630\u062c \u062a\u0646\u0628\u0624\u064a\u0629 \u0645\u062a\u0642\u062f\u0645\u0629.<\/span><\/span><\/span><\/div>\n<\/div>\n
\n
\n
<\/div>\n<\/div>\n
<\/div>\n<\/div>\n
\n

\u0627\u0644\u0642\u0633\u0645 \u0627\u0644\u0631\u0627\u0628\u0639: \u062f\u0648\u0631\u0627\u062a \u0623\u0643\u0627\u062f\u064a\u0645\u064a\u0629 \u0627\u0644\u0646\u0627\u062f\u064a \u0627\u0644\u0639\u0644\u0645\u064a.. \u0627\u0644\u062a\u0645\u064a\u0632 \u0641\u064a \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0645\u062a\u0642\u062f\u0645<\/span><\/span><\/h2>\n<\/div>\n
\n
\u062a\u062f\u0631\u0643 <\/span><\/span>\u0623\u0643\u0627\u062f\u064a\u0645\u064a\u0629 \u0627\u0644\u0646\u0627\u062f\u064a \u0627\u0644\u0639\u0644\u0645\u064a<\/span><\/span> \u0623\u0646 \u0633\u0648\u0642 \u0627\u0644\u0639\u0645\u0644 \u0641\u064a <\/span><\/span>\u062f\u0628\u064a<\/span><\/span> \u0648 <\/span><\/span>\u0627\u0644\u0633\u0639\u0648\u062f\u064a\u0629<\/span><\/span> \u0644\u0627 \u064a\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u0645\u062c\u0631\u062f \u062d\u0627\u0645\u0644 \u0634\u0647\u0627\u062f\u0629\u060c \u0628\u0644 \u0625\u0644\u0649 <\/span><\/span>\u0645\u062d\u0644\u0644 \u0628\u064a\u0627\u0646\u0627\u062a<\/span><\/span> \u0642\u0627\u062f\u0631 \u0639\u0644\u0649 \u062d\u0644 \u0627\u0644\u0645\u0634\u0643\u0644\u0627\u062a \u0627\u0644\u0645\u0639\u0642\u062f\u0629. \u0644\u0630\u0627\u060c \u0635\u064f\u0645\u0645\u062a <\/span><\/span>\u062f\u0648\u0631\u0627\u062a \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a \u0627\u0644\u0645\u062a\u0642\u062f\u0645<\/span><\/span> \u0644\u062a\u0643\u0648\u0646 \u062c\u0633\u0631\u0627\u064b \u0628\u064a\u0646 \u0627\u0644\u0645\u0639\u0631\u0641\u0629 \u0627\u0644\u0646\u0638\u0631\u064a\u0629 \u0648\u0627\u0644\u062a\u0637\u0628\u064a\u0642 \u0627\u0644\u0645\u0647\u0646\u064a.<\/span><\/span><\/div>\n<\/div>\n
\n

4.1 \u0645\u0646\u0647\u062c\u064a\u0629 \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0645\u0639\u062a\u0645\u062f\u0629 \u0639\u0644\u0649 \u0627\u0644\u062a\u0637\u0628\u064a\u0642 \u0627\u0644\u0639\u0645\u0644\u064a<\/span><\/span><\/h3>\n<\/div>\n
\n
\u062a\u0639\u062a\u0645\u062f \u0627\u0644\u0623\u0643\u0627\u062f\u064a\u0645\u064a\u0629 \u0639\u0644\u0649 \u0645\u0646\u0647\u062c\u064a\u0629 “\u0627\u0644\u062a\u0639\u0644\u0645 \u0628\u0627\u0644\u0645\u0645\u0627\u0631\u0633\u0629”\u060c \u062d\u064a\u062b \u064a\u062a\u0645 \u062a\u062e\u0635\u064a\u0635 \u0623\u0643\u062b\u0631 \u0645\u0646 70% \u0645\u0646 \u0648\u0642\u062a \u0627\u0644\u062f\u0648\u0631\u0629 \u0644\u0644\u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0639\u0645\u0644\u064a \u0639\u0644\u0649 <\/span><\/span>\u062f\u0631\u0627\u0633\u0627\u062a \u062d\u0627\u0644\u0629 \u0648\u0627\u0642\u0639\u064a\u0629<\/span><\/span> \u0645\u0633\u062a\u0645\u062f\u0629 \u0645\u0646 \u0623\u0633\u0648\u0627\u0642 <\/span><\/span>\u0627\u0644\u062e\u0644\u064a\u062c \u0627\u0644\u0639\u0631\u0628\u064a<\/span><\/span>.<\/span><\/span><\/div>\n<\/div>\n
\n
\u2022<\/span><\/span>\u0627\u0644\u0645\u062f\u0631\u0628\u0648\u0646:<\/span><\/span> \u0646\u062e\u0628\u0629 \u0645\u0646 \u0627\u0644\u062e\u0628\u0631\u0627\u0621 \u0648\u0627\u0644\u0645\u0633\u062a\u0634\u0627\u0631\u064a\u0646 \u0627\u0644\u0630\u064a\u0646 \u0639\u0645\u0644\u0648\u0627 \u0641\u064a \u0643\u0628\u0631\u0649 \u0627\u0644\u0634\u0631\u0643\u0627\u062a \u0648\u0627\u0644\u0645\u0624\u0633\u0633\u0627\u062a \u0627\u0644\u0623\u0643\u0627\u062f\u064a\u0645\u064a\u0629\u060c \u0648\u0644\u062f\u064a\u0647\u0645 \u062e\u0628\u0631\u0629 \u0645\u0628\u0627\u0634\u0631\u0629 \u0641\u064a \u062a\u0637\u0628\u064a\u0642 <\/span><\/span>R<\/span><\/span> \u0648 <\/span><\/span>SAS<\/span><\/span> \u0641\u064a \u0628\u064a\u0626\u0627\u062a \u0627\u0644\u0639\u0645\u0644 \u0627\u0644\u062d\u0642\u064a\u0642\u064a\u0629.<\/span><\/span><\/span><\/div>\n<\/div>\n
\n
\u2022<\/span><\/span>\u0627\u0644\u0645\u0634\u0627\u0631\u064a\u0639 \u0627\u0644\u0646\u0647\u0627\u0626\u064a\u0629:<\/span><\/span> \u064a\u064f\u0637\u0644\u0628 \u0645\u0646 \u0643\u0644 \u0645\u062a\u062f\u0631\u0628 \u0625\u0643\u0645\u0627\u0644 \u0645\u0634\u0631\u0648\u0639 \u062a\u062d\u0644\u064a\u0644\u064a \u0645\u062a\u0643\u0627\u0645\u0644 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 <\/span><\/span>R<\/span><\/span> \u0623\u0648 <\/span><\/span>SAS<\/span><\/span>\u060c \u064a\u0645\u0643\u0646 \u0625\u0636\u0627\u0641\u062a\u0647 \u0645\u0628\u0627\u0634\u0631\u0629 \u0625\u0644\u0649 \u0645\u062d\u0641\u0638\u0629 \u0623\u0639\u0645\u0627\u0644\u0647.<\/span><\/span><\/span><\/div>\n<\/div>\n
\n
\u2022<\/span><\/span>\u0627\u0644\u062f\u0639\u0645 \u0627\u0644\u0645\u0633\u062a\u0645\u0631:<\/span><\/span> \u062a\u0648\u0641\u064a\u0631 \u062f\u0639\u0645 \u0645\u0627 \u0628\u0639\u062f \u0627\u0644\u062f\u0648\u0631\u0629 \u0644\u0636\u0645\u0627\u0646 \u0642\u062f\u0631\u0629 \u0627\u0644\u0645\u062a\u062f\u0631\u0628 \u0639\u0644\u0649 \u062a\u0637\u0628\u064a\u0642 \u0645\u0627 \u062a\u0639\u0644\u0645\u0647 \u0641\u064a \u0628\u064a\u0626\u0629 \u0639\u0645\u0644\u0647\u060c \u0628\u0627\u0644\u0625\u0636\u0627\u0641\u0629 \u0625\u0644\u0649 \u062c\u0644\u0633\u0627\u062a \u0627\u0633\u062a\u0634\u0627\u0631\u064a\u0629 \u0641\u0631\u062f\u064a\u0629.<\/span><\/span><\/span><\/div>\n<\/div>\n
<\/div>\n
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\"\u0645\u062c\u0645\u0648\u0639\u0629<\/span><\/div>\n
<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n
\n

4.2 \u062a\u0641\u0627\u0635\u064a\u0644 \u062f\u0648\u0631\u0629 R \u0627\u0644\u0645\u062a\u0642\u062f\u0645\u0629: \u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062e\u0627\u0645 \u0625\u0644\u0649 \u0627\u0644\u0631\u0624\u0649<\/span><\/span><\/h3>\n<\/div>\n
\n
\u062a\u0633\u062a\u0647\u062f\u0641 \u0647\u0630\u0647 \u0627\u0644\u062f\u0648\u0631\u0629 \u0627\u0644\u0628\u0627\u062d\u062b\u064a\u0646 \u0648\u0639\u0644\u0645\u0627\u0621 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0630\u064a\u0646 \u064a\u0631\u063a\u0628\u0648\u0646 \u0641\u064a \u0627\u0633\u062a\u063a\u0644\u0627\u0644 \u0627\u0644\u0642\u0648\u0629 \u0627\u0644\u0643\u0627\u0645\u0644\u0629 \u0644\u0640 <\/span><\/span>R<\/span><\/span>.<\/span><\/span><\/div>\n<\/div>\n
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\n\n\n\n\n\n\n\n
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\u0627\u0644\u0645\u062d\u0648\u0631<\/span><\/span><\/div>\n<\/td>\n
\n
\u0627\u0644\u0645\u0648\u0636\u0648\u0639\u0627\u062a \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0627\u0644\u0645\u063a\u0637\u0627\u0629<\/span><\/span><\/div>\n<\/td>\n
\n
\u0627\u0644\u0645\u062e\u0631\u062c\u0627\u062a \u0627\u0644\u0645\u062a\u0648\u0642\u0639\u0629<\/span><\/span><\/div>\n<\/td>\n<\/tr>\n
\n
\u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062a\u0642\u062f\u0645\u0629<\/span><\/span><\/div>\n<\/td>\n
\n
\u062a\u0646\u0638\u064a\u0641 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 <\/span><\/span>dplyr<\/span><\/span>\u060c \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0641\u0642\u0648\u062f\u0629 (Imputation)\u060c \u062f\u0645\u062c \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0639\u0642\u062f\u0629.<\/span><\/span><\/div>\n<\/td>\n
\n
\u0625\u062a\u0642\u0627\u0646 \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0636\u062e\u0645\u0629 \u0648\u0627\u0644\u0645\u0639\u0642\u062f\u0629 \u0628\u0643\u0641\u0627\u0621\u0629 \u0639\u0627\u0644\u064a\u0629.<\/span><\/span><\/div>\n<\/td>\n<\/tr>\n
\n
\u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a\u0629 \u0627\u0644\u0645\u0639\u0642\u062f\u0629<\/span><\/span><\/div>\n<\/td>\n
\n
\u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u0644\u0648\u062c\u0633\u062a\u064a \u0627\u0644\u0645\u062a\u0639\u062f\u062f\u060c \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u0645\u062a\u0639\u062f\u062f\u060c \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0633\u0644\u0627\u0633\u0644 \u0627\u0644\u0632\u0645\u0646\u064a\u0629 (ARIMA, GARCH)\u060c \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u0642\u0627\u0621.<\/span><\/span><\/div>\n<\/td>\n
\n
\u0627\u0644\u0642\u062f\u0631\u0629 \u0639\u0644\u0649 \u0628\u0646\u0627\u0621 \u0648\u0627\u062e\u062a\u0628\u0627\u0631 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0646\u0628\u0624\u064a\u0629 \u0648\u0627\u0644\u0648\u0635\u0641\u064a\u0629 \u0627\u0644\u0645\u062a\u0642\u062f\u0645\u0629.<\/span><\/span><\/div>\n<\/td>\n<\/tr>\n
\n
\u062a\u0635\u0648\u0631 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u0641\u0627\u0639\u0644\u064a<\/span><\/span><\/div>\n<\/td>\n
\n
\u0625\u062a\u0642\u0627\u0646 <\/span><\/span>ggplot2<\/span><\/span>\u060c \u0625\u0646\u0634\u0627\u0621 \u0644\u0648\u062d\u0627\u062a \u0645\u0639\u0644\u0648\u0645\u0627\u062a \u062a\u0641\u0627\u0639\u0644\u064a\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 <\/span><\/span>Shiny<\/span><\/span>\u060c \u0648\u062a\u0635\u062f\u064a\u0631 \u0627\u0644\u062a\u0642\u0627\u0631\u064a\u0631 \u0627\u0644\u0622\u0644\u064a\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 <\/span><\/span>R Markdown<\/span><\/span>.<\/span><\/span><\/div>\n<\/td>\n
\n
\u0625\u0646\u062a\u0627\u062c \u0631\u0633\u0648\u0645 \u0628\u064a\u0627\u0646\u064a\u0629 \u0627\u062d\u062a\u0631\u0627\u0641\u064a\u0629 \u0648\u0645\u0642\u0646\u0639\u0629 \u0648\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0648\u064a\u0628 \u0644\u0644\u062a\u062d\u0644\u064a\u0644.<\/span><\/span><\/div>\n<\/td>\n<\/tr>\n
\n
\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0627\u0644\u0645\u062a\u0642\u062f\u0645<\/span><\/span><\/div>\n<\/td>\n
\n
\u062a\u0637\u0628\u064a\u0642 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u062a\u0635\u0646\u064a\u0641 \u0648\u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u0645\u062a\u0642\u062f\u0645\u0629 (SVM, Neural Networks)\u060c \u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u062a\u062d\u0642\u0642 \u0627\u0644\u0645\u062a\u0628\u0627\u062f\u0644 (Cross-Validation)\u060c \u0648\u0636\u0628\u0637 \u0627\u0644\u0645\u0639\u0627\u0645\u0644\u0627\u062a \u0627\u0644\u0641\u0627\u0626\u0642\u0629 (Hyperparameter Tuning).<\/span><\/span><\/div>\n<\/td>\n
\n
\u062a\u0637\u0628\u064a\u0642 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0648\u0627\u0644\u0645\u062a\u0642\u062f\u0645\u0629 \u0644\u062d\u0644 \u0645\u0634\u0643\u0644\u0627\u062a \u0627\u0644\u0623\u0639\u0645\u0627\u0644.<\/span><\/span><\/div>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n
<\/div>\n<\/div>\n<\/div>\n
\n

4.3 \u062a\u0641\u0627\u0635\u064a\u0644 \u062f\u0648\u0631\u0629 SAS \u0627\u0644\u0645\u062a\u0642\u062f\u0645\u0629: \u0627\u0644\u0627\u062d\u062a\u0631\u0627\u0641\u064a\u0629 \u0641\u064a \u0627\u0644\u0628\u064a\u0626\u0629 \u0627\u0644\u0645\u0624\u0633\u0633\u064a\u0629<\/span><\/span><\/h3>\n<\/div>\n
\n
\u0635\u064f\u0645\u0645\u062a \u0647\u0630\u0647 \u0627\u0644\u062f\u0648\u0631\u0629 \u062e\u0635\u064a\u0635\u0627\u064b \u0644\u0644\u0645\u0647\u0646\u064a\u064a\u0646 \u0627\u0644\u0630\u064a\u0646 \u064a\u0639\u0645\u0644\u0648\u0646 \u0641\u064a \u0628\u064a\u0626\u0627\u062a \u062a\u062a\u0637\u0644\u0628 \u0627\u0644\u0627\u0645\u062a\u062b\u0627\u0644 \u0648\u0627\u0644\u0623\u0645\u0627\u0646\u060c \u0645\u062b\u0644 \u0627\u0644\u0628\u0646\u0648\u0643 \u0648\u0634\u0631\u0643\u0627\u062a \u0627\u0644\u0623\u062f\u0648\u064a\u0629 \u0641\u064a <\/span><\/span>\u062f\u0628\u064a<\/span><\/span> \u0648 <\/span><\/span>\u0627\u0644\u0631\u064a\u0627\u0636<\/span><\/span>.<\/span><\/span><\/div>\n<\/div>\n
\n
\n
\n\n\n\n\n\n\n\n
\n
\u0627\u0644\u0645\u062d\u0648\u0631<\/span><\/span><\/div>\n<\/td>\n
\n
\u0627\u0644\u0645\u0648\u0636\u0648\u0639\u0627\u062a \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0627\u0644\u0645\u063a\u0637\u0627\u0629<\/span><\/span><\/div>\n<\/td>\n
\n
\u0627\u0644\u0645\u062e\u0631\u062c\u0627\u062a \u0627\u0644\u0645\u062a\u0648\u0642\u0639\u0629<\/span><\/span><\/div>\n<\/td>\n<\/tr>\n
\n
\u0628\u0631\u0645\u062c\u0629 SAS \u0627\u0644\u0645\u062a\u0642\u062f\u0645\u0629<\/span><\/span><\/div>\n<\/td>\n
\n
\u062e\u0637\u0648\u0627\u062a DATA \u0648 PROC\u060c \u0627\u0633\u062a\u062e\u062f\u0627\u0645 <\/span><\/span>MACRO<\/span><\/span> \u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u0645\u062a\u0643\u0631\u0631\u0629\u060c \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0643\u0628\u064a\u0631\u0629 \u0628\u0643\u0641\u0627\u0621\u0629.<\/span><\/span><\/div>\n<\/td>\n
\n
\u0625\u062a\u0642\u0627\u0646 \u0644\u063a\u0629 SAS \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629 \u0644\u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0644\u062a\u062d\u0643\u0645 \u0641\u064a \u0633\u064a\u0631 \u0627\u0644\u0639\u0645\u0644.<\/span><\/span><\/div>\n<\/td>\n<\/tr>\n
\n
\u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a \u0627\u0644\u0645\u062a\u0642\u062f\u0645<\/span><\/span><\/div>\n<\/td>\n
\n
\u0627\u0633\u062a\u062e\u062f\u0627\u0645 <\/span><\/span>PROC MIXED<\/span><\/span>\u060c <\/span><\/span>PROC GLM<\/span><\/span>\u060c <\/span><\/span>PROC LOGISTIC<\/span><\/span>\u060c \u0648\u0646\u0645\u0630\u062c\u0629 \u0627\u0644\u0645\u0639\u0627\u062f\u0644\u0627\u062a \u0627\u0644\u0647\u064a\u0643\u0644\u064a\u0629 (SEM) \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 <\/span><\/span>PROC CALIS<\/span><\/span>.<\/span><\/span><\/div>\n<\/td>\n
\n
\u0625\u062c\u0631\u0627\u0621 \u062a\u062d\u0644\u064a\u0644\u0627\u062a \u0625\u062d\u0635\u0627\u0626\u064a\u0629 \u0645\u0639\u0642\u062f\u0629 \u0628\u062f\u0642\u0629 \u0645\u0624\u0633\u0633\u064a\u0629 \u0648\u062a\u0641\u0633\u064a\u0631 \u0627\u0644\u0646\u062a\u0627\u0626\u062c.<\/span><\/span><\/div>\n<\/td>\n<\/tr>\n
\n
\u0627\u0644\u062a\u0642\u0627\u0631\u064a\u0631 \u0627\u0644\u0645\u0624\u0633\u0633\u064a\u0629 \u0648\u0627\u0644\u0627\u0645\u062a\u062b\u0627\u0644<\/span><\/span><\/div>\n<\/td>\n
\n
\u0627\u0633\u062a\u062e\u062f\u0627\u0645 ODS (Output Delivery System) \u0644\u0625\u0646\u0634\u0627\u0621 \u062a\u0642\u0627\u0631\u064a\u0631 PDF \u0648 HTML \u0648 RTF\u060c \u0648\u062a\u0637\u0628\u064a\u0642 \u0645\u0639\u0627\u064a\u064a\u0631 CDISC (Clinical Data Interchange Standards Consortium) \u0641\u064a \u0627\u0644\u0623\u0628\u062d\u0627\u062b \u0627\u0644\u0637\u0628\u064a\u0629.<\/span><\/span><\/div>\n<\/td>\n
\n
\u0625\u0646\u062a\u0627\u062c \u062a\u0642\u0627\u0631\u064a\u0631 \u0625\u062d\u0635\u0627\u0626\u064a\u0629 \u062c\u0627\u0647\u0632\u0629 \u0644\u0644\u0645\u0631\u0627\u062c\u0639\u0629 \u0627\u0644\u062a\u0646\u0638\u064a\u0645\u064a\u0629 \u0648\u0627\u0644\u0627\u0645\u062a\u062b\u0627\u0644.<\/span><\/span><\/div>\n<\/td>\n<\/tr>\n
\n
\u0627\u0644\u062a\u062d\u0643\u0645 \u0641\u064a \u0627\u0644\u062c\u0648\u062f\u0629 \u0648\u0627\u0644\u062a\u062d\u0642\u0642<\/span><\/span><\/div>\n<\/td>\n
\n
\u062a\u0637\u0628\u064a\u0642 \u0625\u062c\u0631\u0627\u0621\u0627\u062a \u0627\u0644\u062a\u062d\u0642\u0642 \u0645\u0646 \u0635\u062d\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0644\u0646\u062a\u0627\u0626\u062c\u060c \u0648\u0636\u0645\u0627\u0646 \u062c\u0648\u062f\u0629 \u0627\u0644\u0643\u0648\u062f \u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a.<\/span><\/span><\/div>\n<\/td>\n
\n
\u0636\u0645\u0627\u0646 \u0623\u0639\u0644\u0649 \u0645\u0633\u062a\u0648\u064a\u0627\u062a \u0627\u0644\u062f\u0642\u0629 \u0648\u0627\u0644\u0627\u0645\u062a\u062b\u0627\u0644 \u0641\u064a \u0628\u064a\u0626\u0627\u062a \u0627\u0644\u0639\u0645\u0644 \u0627\u0644\u062d\u0633\u0627\u0633\u0629.<\/span><\/span><\/div>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n
<\/div>\n<\/div>\n<\/div>\n
\n

4.4 \u0634\u0647\u0627\u062f\u0627\u062a \u0627\u0644\u0627\u0639\u062a\u0645\u0627\u062f \u0648\u0627\u0644\u0627\u0639\u062a\u0631\u0627\u0641 \u0627\u0644\u0625\u0642\u0644\u064a\u0645\u064a<\/span><\/span><\/h3>\n<\/div>\n
\n
\u062a\u064f\u0645\u0646\u062d <\/span><\/span>\u0623\u0643\u0627\u062f\u064a\u0645\u064a\u0629 \u0627\u0644\u0646\u0627\u062f\u064a \u0627\u0644\u0639\u0644\u0645\u064a<\/span><\/span> \u0634\u0647\u0627\u062f\u0627\u062a \u0645\u0639\u062a\u0645\u062f\u0629 \u062a\u0639\u0643\u0633 \u0645\u0633\u062a\u0648\u0649 \u0627\u0644\u0625\u062a\u0642\u0627\u0646 \u0627\u0644\u0630\u064a \u0648\u0635\u0644 \u0625\u0644\u064a\u0647 \u0627\u0644\u0645\u062a\u062f\u0631\u0628. \u0647\u0630\u0647 \u0627\u0644\u0634\u0647\u0627\u062f\u0627\u062a \u062a\u062d\u0638\u0649 \u0628\u0627\u0639\u062a\u0631\u0627\u0641 \u0648\u0627\u0633\u0639 \u0641\u064a \u0633\u0648\u0642 \u0627\u0644\u0639\u0645\u0644 \u0627\u0644\u062e\u0644\u064a\u062c\u064a\u060c \u0648\u062a\u064f\u0639\u062f \u0625\u0636\u0627\u0641\u0629 \u0642\u0648\u064a\u0629 \u0644\u0633\u064a\u0631\u062a\u0643 \u0627\u0644\u0630\u0627\u062a\u064a\u0629\u060c \u062e\u0627\u0635\u0629 \u0639\u0646\u062f \u0627\u0644\u062a\u0642\u062f\u0645 \u0644\u0648\u0638\u0627\u0626\u0641 \u062a\u062a\u0637\u0644\u0628 \u062e\u0628\u0631\u0629 \u0641\u064a <\/span><\/span>\u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a \u0627\u0644\u0645\u062a\u0642\u062f\u0645 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 R \u0648 SAS<\/span><\/span>.<\/span><\/span><\/div>\n<\/div>\n
\n
\n
<\/div>\n<\/div>\n
<\/div>\n<\/div>\n
\n

\u0627\u0644\u0642\u0633\u0645 \u0627\u0644\u062e\u0627\u0645\u0633: \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0627\u062a \u0627\u0644\u0646\u062c\u0627\u062d \u0641\u064a \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a \u0627\u0644\u0645\u062a\u0642\u062f\u0645<\/span><\/span><\/h2>\n<\/div>\n
\n
\u0644\u0627 \u064a\u0642\u062a\u0635\u0631 \u0627\u0644\u0646\u062c\u0627\u062d \u0641\u064a \u0647\u0630\u0627 \u0627\u0644\u0645\u062c\u0627\u0644 \u0639\u0644\u0649 \u0625\u062a\u0642\u0627\u0646 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0641\u062d\u0633\u0628\u060c \u0628\u0644 \u064a\u062a\u0637\u0644\u0628 \u0623\u064a\u0636\u0627\u064b \u062a\u0628\u0646\u064a \u0639\u0642\u0644\u064a\u0629 \u062a\u062d\u0644\u064a\u0644\u064a\u0629 \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0629.<\/span><\/span><\/div>\n<\/div>\n
\n

5.1 \u0628\u0646\u0627\u0621 \u0645\u062d\u0641\u0638\u0629 \u0623\u0639\u0645\u0627\u0644 \u0642\u0648\u064a\u0629 (Portfolio)<\/span><\/span><\/h3>\n<\/div>\n
\n
\u0625\u0646 \u0623\u0641\u0636\u0644 \u0637\u0631\u064a\u0642\u0629 \u0644\u0625\u062b\u0628\u0627\u062a \u0643\u0641\u0627\u0621\u062a\u0643 \u0647\u064a \u0645\u0646 \u062e\u0644\u0627\u0644 <\/span><\/span>\u0645\u062d\u0641\u0638\u0629 \u0623\u0639\u0645\u0627\u0644 (Portfolio)<\/span><\/span> \u0642\u0648\u064a\u0629. \u062a\u0634\u062c\u0639 <\/span><\/span>\u0623\u0643\u0627\u062f\u064a\u0645\u064a\u0629 \u0627\u0644\u0646\u0627\u062f\u064a \u0627\u0644\u0639\u0644\u0645\u064a<\/span><\/span> \u0627\u0644\u0645\u062a\u062f\u0631\u0628\u064a\u0646 \u0639\u0644\u0649:<\/span><\/span><\/div>\n<\/div>\n
\n
\u2022<\/span><\/span>\u0627\u0644\u0645\u0634\u0627\u0631\u0643\u0629 \u0641\u064a \u062a\u062d\u062f\u064a\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a:<\/span><\/span> \u0645\u062b\u0644 Kaggle \u0623\u0648 \u062a\u062d\u062f\u064a\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062d\u0643\u0648\u0645\u064a\u0629 \u0641\u064a \u0627\u0644\u0625\u0645\u0627\u0631\u0627\u062a \u0648\u0627\u0644\u0633\u0639\u0648\u062f\u064a\u0629.<\/span><\/span><\/span><\/div>\n<\/div>\n
\n
\u2022<\/span><\/span>\u062a\u0648\u062b\u064a\u0642 \u0627\u0644\u0645\u0634\u0627\u0631\u064a\u0639:<\/span><\/span> \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0645\u0646\u0635\u0627\u062a \u0645\u062b\u0644 GitHub \u0644\u0639\u0631\u0636 \u0627\u0644\u0623\u0643\u0648\u0627\u062f \u0648\u0627\u0644\u062a\u062d\u0644\u064a\u0644\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0645 \u0625\u062c\u0631\u0627\u0624\u0647\u0627 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 <\/span><\/span>R<\/span><\/span> \u0648 <\/span><\/span>SAS<\/span><\/span>.<\/span><\/span><\/span><\/div>\n<\/div>\n
\n
\u2022<\/span><\/span>\u0627\u0644\u062a\u0631\u0643\u064a\u0632 \u0639\u0644\u0649 \u0627\u0644\u0642\u0635\u0629:<\/span><\/span> \u0644\u0627 \u064a\u0643\u0641\u064a \u0639\u0631\u0636 \u0627\u0644\u0623\u0631\u0642\u0627\u0645\u060c \u0628\u0644 \u064a\u062c\u0628 \u0623\u0646 \u062a\u0643\u0648\u0646 \u0642\u0627\u062f\u0631\u0627\u064b \u0639\u0644\u0649 \u0633\u0631\u062f <\/span><\/span>\u0642\u0635\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/span><\/span> \u0648\u0643\u064a\u0641 \u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u0624\u062f\u064a \u0625\u0644\u0649 \u0642\u0631\u0627\u0631\u0627\u062a \u0639\u0645\u0644 \u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u062a\u0646\u0641\u064a\u0630.<\/span><\/span><\/span><\/div>\n<\/div>\n
\n

5.2 \u062f\u0648\u0631 \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a \u0641\u064a \u0627\u062a\u062e\u0627\u0630 \u0627\u0644\u0642\u0631\u0627\u0631\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0629<\/span><\/span><\/h3>\n<\/div>\n
\n
\u0641\u064a \u0646\u0647\u0627\u064a\u0629 \u0627\u0644\u0645\u0637\u0627\u0641\u060c \u0627\u0644\u0647\u062f\u0641 \u0645\u0646 <\/span><\/span>\u062f\u0648\u0631\u0627\u062a \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a \u0627\u0644\u0645\u062a\u0642\u062f\u0645<\/span><\/span> \u0647\u0648 \u062a\u062d\u0648\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0625\u0644\u0649 <\/span><\/span>\u0642\u0648\u0629 \u062f\u0627\u0641\u0639\u0629<\/span><\/span> \u0644\u0644\u0646\u0645\u0648.<\/span><\/span><\/div>\n<\/div>\n
\n
\u2022<\/span><\/span>\u0645\u0646 \u0627\u0644\u062a\u0646\u0628\u0624 \u0625\u0644\u0649 \u0627\u0644\u0648\u0635\u0641:<\/span><\/span> \u0627\u0644\u0627\u0646\u062a\u0642\u0627\u0644 \u0645\u0646 \u0645\u062c\u0631\u062f \u0648\u0635\u0641 \u0645\u0627 \u062d\u062f\u062b (\u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0648\u0635\u0641\u064a) \u0625\u0644\u0649 \u0627\u0644\u062a\u0646\u0628\u0624 \u0628\u0645\u0627 \u0633\u064a\u062d\u062f\u062b (\u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u062a\u0646\u0628\u0624\u064a) \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u0645\u062a\u0642\u062f\u0645\u0629 \u0648\u0627\u0644\u0633\u0644\u0627\u0633\u0644 \u0627\u0644\u0632\u0645\u0646\u064a\u0629.<\/span><\/span><\/span><\/div>\n<\/div>\n
\n
\u2022<\/span><\/span>\u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0625\u0631\u0634\u0627\u062f\u064a (Prescriptive Analytics):<\/span><\/span> \u0648\u0647\u0648 \u0627\u0644\u0645\u0633\u062a\u0648\u0649 \u0627\u0644\u0623\u0639\u0644\u0649\u060c \u062d\u064a\u062b \u0644\u0627 \u064a\u0643\u062a\u0641\u064a \u0627\u0644\u0645\u062d\u0644\u0644 \u0628\u0627\u0644\u062a\u0646\u0628\u0624\u060c \u0628\u0644 \u064a\u0642\u062f\u0645 \u062a\u0648\u0635\u064a\u0627\u062a \u0648\u0627\u0636\u062d\u0629 \u0648\u0645\u062d\u062f\u062f\u0629 \u0644\u0644\u0625\u062c\u0631\u0627\u0621\u0627\u062a \u0627\u0644\u062a\u064a \u064a\u062c\u0628 \u0627\u062a\u062e\u0627\u0630\u0647\u0627\u060c \u0645\u062b\u0644 “\u0645\u0627 \u0647\u064a \u0627\u0644\u0625\u062c\u0631\u0627\u0621\u0627\u062a \u0627\u0644\u062a\u064a \u064a\u062c\u0628 \u0627\u062a\u062e\u0627\u0630\u0647\u0627 \u0644\u062a\u0642\u0644\u064a\u0644 \u0645\u062e\u0627\u0637\u0631 \u0627\u0644\u062a\u062e\u0644\u0641 \u0639\u0646 \u0627\u0644\u0633\u062f\u0627\u062f \u0628\u0646\u0633\u0628\u0629 10%\u061f”.<\/span><\/span><\/span><\/div>\n<\/div>\n
\n
\u0625\u0646 \u0625\u062a\u0642\u0627\u0646 <\/span><\/span>R<\/span><\/span> \u0648 <\/span><\/span>SAS<\/span><\/span> \u064a\u0645\u0646\u062d\u0643 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u0644\u0627\u0632\u0645\u0629 \u0644\u0644\u0648\u0635\u0648\u0644 \u0625\u0644\u0649 \u0647\u0630\u0627 \u0627\u0644\u0645\u0633\u062a\u0648\u0649 \u0645\u0646 \u0627\u0644\u062a\u062d\u0644\u064a\u0644.<\/span><\/span><\/div>\n<\/div>\n
\n
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\n

\u062e\u0637\u0648\u062a\u0643 \u0627\u0644\u0623\u0648\u0644\u0649 \u0646\u062d\u0648 \u0645\u0633\u062a\u0642\u0628\u0644 \u0645\u0647\u0646\u064a \u0648\u0627\u0639\u062f<\/span><\/span><\/h2>\n<\/div>\n
\n
\u0644\u0642\u062f \u0623\u0635\u0628\u062d <\/span><\/span>\u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a \u0627\u0644\u0645\u062a\u0642\u062f\u0645<\/span><\/span> \u0647\u0648 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0645\u0634\u062a\u0631\u0643\u0629 \u0644\u0644\u0627\u0628\u062a\u0643\u0627\u0631 \u0648\u0627\u0644\u0646\u0645\u0648 \u0627\u0644\u0627\u0642\u062a\u0635\u0627\u062f\u064a \u0641\u064a <\/span><\/span>\u062f\u0628\u064a<\/span><\/span> \u0648 <\/span><\/span>\u0627\u0644\u062e\u0644\u064a\u062c \u0627\u0644\u0639\u0631\u0628\u064a<\/span><\/span>. \u0633\u0648\u0627\u0621 \u0643\u0646\u062a \u0628\u0627\u062d\u062b\u0627\u064b \u0623\u0643\u0627\u062f\u064a\u0645\u064a\u0627\u064b \u062a\u0633\u0639\u0649 \u0644\u0625\u0646\u0647\u0627\u0621 \u0631\u0633\u0627\u0644\u062a\u0643 \u0628\u062f\u0642\u0629 \u0644\u0627 \u062a\u064f\u0636\u0627\u0647\u0649\u060c \u0623\u0648 \u0645\u0647\u0646\u064a\u0627\u064b \u062a\u0637\u0645\u062d \u0644\u0642\u064a\u0627\u062f\u0629 \u0641\u0631\u0642 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0641\u064a \u0643\u0628\u0631\u0649 \u0627\u0644\u0645\u0624\u0633\u0633\u0627\u062a\u060c \u0641\u0625\u0646 \u0625\u062a\u0642\u0627\u0646 <\/span><\/span>R<\/span><\/span> \u0648 <\/span><\/span>SAS<\/span><\/span> \u0647\u0648 \u0627\u0633\u062a\u062b\u0645\u0627\u0631\u0643 \u0627\u0644\u0623\u0647\u0645.<\/span><\/span><\/div>\n<\/div>\n
\n
\u0623\u0643\u0627\u062f\u064a\u0645\u064a\u0629 \u0627\u0644\u0646\u0627\u062f\u064a \u0627\u0644\u0639\u0644\u0645\u064a<\/span><\/span> \u0647\u064a \u0634\u0631\u064a\u0643\u0643 \u0641\u064a \u0647\u0630\u0647 \u0627\u0644\u0631\u062d\u0644\u0629\u060c \u062d\u064a\u062b \u0646\u0648\u0641\u0631 \u0644\u0643 \u0644\u064a\u0633 \u0641\u0642\u0637 \u0627\u0644\u0645\u0639\u0631\u0641\u0629\u060c \u0628\u0644 \u0627\u0644\u062b\u0642\u0629 \u0648\u0627\u0644\u0645\u0647\u0627\u0631\u0627\u062a \u0627\u0644\u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u0644\u0627\u0632\u0645\u0629 \u0644\u0644\u062a\u0641\u0648\u0642.<\/span><\/span><\/div>\n<\/div>\n
\n
\u0644\u0627 \u062a\u062f\u0639 \u0627\u0644\u0641\u0631\u0635\u0629 \u062a\u0641\u0648\u062a\u0643!<\/span><\/span><\/div>\n<\/div>\n
\n
\u0627\u0646\u0636\u0645 \u0627\u0644\u0622\u0646 \u0625\u0644\u0649 <\/span><\/span>\u062f\u0648\u0631\u0627\u062a \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a \u0627\u0644\u0645\u062a\u0642\u062f\u0645: \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 R \u0648 SAS \u0641\u064a \u062f\u0628\u064a<\/span><\/span> \u0648\u0627\u0628\u062f\u0623 \u0641\u064a \u0635\u064a\u0627\u063a\u0629 \u0645\u0633\u062a\u0642\u0628\u0644\u0643 \u0627\u0644\u0645\u0647\u0646\u064a.<\/span><\/span><\/div>\n<\/div>\n
\n
\u0644\u0644\u062a\u0633\u062c\u064a\u0644 \u0648\u0627\u0644\u0627\u0633\u062a\u0641\u0633\u0627\u0631\u060c \u062a\u0648\u0627\u0635\u0644 \u0645\u0639\u0646\u0627 \u0645\u0628\u0627\u0634\u0631\u0629:<\/span><\/span><\/div>\n<\/div>\n
\n
\ud83d\udcde 01027550208<\/span><\/span><\/div>\n<\/div>\n
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\n

\u0627\u0644\u0645\u0631\u0627\u062c\u0639<\/span><\/span><\/h2>\n<\/div>\n
[1]\u00a0<\/span>\u0627\u0644\u062a\u062d\u0648\u0644 \u0627\u0644\u0631\u0642\u0645\u064a \u0641\u064a \u0627\u0644\u0625\u0645\u0627\u0631\u0627\u062a: \u0646\u0638\u0631\u0629 \u0639\u0644\u0649 \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0629 \u062f\u0628\u064a \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u062f\u0648\u0631\u0647\u0627 \u0641\u064a \u0627\u0644\u0627\u0642\u062a\u0635\u0627\u062f \u0627\u0644\u0645\u0639\u0631\u0641\u064a.<\/span><\/span><\/a><\/div>\n
[2]\u00a0<\/span>\u0645\u0642\u0627\u0631\u0646\u0629 \u0628\u064a\u0646 R \u0648 SAS: \u062a\u062d\u0644\u064a\u0644 \u0634\u0627\u0645\u0644 \u0644\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a \u0627\u0644\u0623\u0643\u062b\u0631 \u0634\u064a\u0648\u0639\u0627\u064b \u0641\u064a \u0627\u0644\u0635\u0646\u0627\u0639\u0629.<\/span><\/span><\/a><\/div>\n

[3]\u00a0<\/span>\u0623\u0647\u0645\u064a\u0629 SAS \u0641\u064a \u0627\u0644\u0642\u0637\u0627\u0639 \u0627\u0644\u0645\u0627\u0644\u064a: \u0643\u064a\u0641 \u062a\u0636\u0645\u0646 \u0627\u0644\u0645\u0624\u0633\u0633\u0627\u062a \u0627\u0644\u0645\u0627\u0644\u064a\u0629 \u0627\u0644\u0627\u0645\u062a\u062b\u0627\u0644 \u0627\u0644\u062a\u0646\u0638\u064a\u0645\u064a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 SAS.<\/span><\/span><\/a><\/p>\n

[4]\u00a0<\/span>R \u0641\u064a \u0627\u0644\u0628\u062d\u062b \u0627\u0644\u0639\u0644\u0645\u064a: \u062f\u0648\u0631 \u0627\u0644\u062d\u0632\u0645 \u0627\u0644\u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0645\u0635\u062f\u0631 \u0641\u064a \u062a\u0639\u0632\u064a\u0632 \u0634\u0641\u0627\u0641\u064a\u0629 \u0648\u0642\u0627\u0628\u0644\u064a\u0629 \u062a\u0643\u0631\u0627\u0631 \u0627\u0644\u0623\u0628\u062d\u0627\u062b.<\/span><\/span><\/a><\/div>\n
[5]\u00a0<\/span>\u0633\u0648\u0642 \u0627\u0644\u0639\u0645\u0644 \u0627\u0644\u062e\u0644\u064a\u062c\u064a: \u062a\u0642\u0627\u0631\u064a\u0631 \u062d\u0648\u0644 \u0646\u0645\u0648 \u0648\u0638\u0627\u0626\u0641 \u0639\u0644\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a \u0641\u064a \u0627\u0644\u0633\u0639\u0648\u062f\u064a\u0629 \u0648\u0627\u0644\u0625\u0645\u0627\u0631\u0627\u062a.<\/span><\/span><\/a><\/div>\n
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<\/div>\n<\/div>\n<\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"

\u0623\u0647\u0645\u064a\u0629 \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a \u0627\u0644\u0645\u062a\u0642\u062f\u0645 \u0641\u064a \u0639\u0635\u0631 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0641\u064a \u062e\u0636\u0645 \u0627\u0644\u062b\u0648\u0631\u0629 \u0627\u0644\u0631\u0642\u0645\u064a\u0629 \u0627\u0644\u062a\u064a \u064a\u0634\u0647\u062f\u0647\u0627 \u0627\u0644\u0639\u0627\u0644\u0645\u060c \u0644\u0645 \u064a\u0639\u062f \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a \u0645\u062c\u0631\u062f \u0623\u062f\u0627\u0629 \u0623\u0643\u0627\u062f\u064a\u0645\u064a\u0629\u060c \u0628\u0644 \u0623\u0635\u0628\u062d \u0627\u0644\u0639\u0645\u0648\u062f \u0627\u0644\u0641\u0642\u0631\u064a \u0644\u0643\u0644 \u0642\u0631\u0627\u0631 \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a \u0646\u0627\u062c\u062d\u060c \u0633\u0648\u0627\u0621 \u0641\u064a \u0642\u0637\u0627\u0639 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\u0645\u0647\u0627\u0631\u0629 \u062d\u0627\u0633\u0645\u0629 \u0641\u064a \u062a\u0648\u0635\u064a\u0644 \u0646\u062a\u0627\u0626\u062c \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a \u0628\u0641\u0639\u0627\u0644\u064a\u0629. \u2022\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a: \u062d\u0632\u0645 \u0645\u062a\u0642\u062f\u0645\u0629 \u0645\u062b\u0644 caret \u0648 tidymodels \u0644\u062a\u0637\u0628\u064a\u0642 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a (Machine Learning)\u060c \u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643 \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u062e\u0637\u064a\u060c \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u0644\u0648\u062c\u0633\u062a\u064a\u060c \u0623\u0634\u062c\u0627\u0631 \u0627\u0644\u0642\u0631\u0627\u0631\u060c \u0648\u0627\u0644\u063a\u0627\u0628\u0627\u062a \u0627\u0644\u0639\u0634\u0648\u0627\u0626\u064a\u0629. \u2022\u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0645\u0627\u0644\u064a: \u062d\u0632\u0645 \u0645\u062b\u0644 quantmod \u0648 tseries \u0627\u0644\u062a\u064a \u062a\u0645\u0643\u0646 \u0645\u0646 \u0625\u062c\u0631\u0627\u0621 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0633\u0644\u0627\u0633\u0644 \u0627\u0644\u0632\u0645\u0646\u064a\u0629 \u0627\u0644\u0645\u062a\u0642\u062f\u0645 \u0648\u0646\u0645\u0630\u062c\u0629 \u0627\u0644\u062a\u0642\u0644\u0628\u0627\u062a \u0627\u0644\u0645\u0627\u0644\u064a\u0629\u060c \u0648\u0647\u0648 \u0623\u0645\u0631 \u062d\u064a\u0648\u064a \u0644\u0644\u0645\u0624\u0633\u0633\u0627\u062a \u0627\u0644\u0645\u0627\u0644\u064a\u0629 \u0641\u064a \u062f\u0628\u064a. \u062f\u0648\u0631\u0627\u062a \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a \u0627\u0644\u0645\u062a\u0642\u062f\u0645 \u0627\u0644\u062a\u064a \u062a\u0642\u062f\u0645\u0647\u0627 \u0623\u0643\u0627\u062f\u064a\u0645\u064a\u0629 \u0627\u0644\u0646\u0627\u062f\u064a \u0627\u0644\u0639\u0644\u0645\u064a \u062a\u0631\u0643\u0632 \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631 \u0639\u0644\u0649 \u0625\u062a\u0642\u0627\u0646 \u0647\u0630\u0647 \u0627\u0644\u062d\u0632\u0645 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0648\u0627\u0644\u0645\u062a\u0642\u062f\u0645\u0629\u060c \u0645\u0645\u0627 \u064a\u0636\u0645\u0646 \u0623\u0646 \u064a\u0643\u0648\u0646 \u0627\u0644\u0645\u062a\u062f\u0631\u0628 \u0642\u0627\u062f\u0631\u0627\u064b \u0639\u0644\u0649 \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0623\u064a \u062a\u062d\u062f\u064d \u0625\u062d\u0635\u0627\u0626\u064a. 2.2 \u062a\u0637\u0628\u064a\u0642\u0627\u062a R \u0641\u064a \u0627\u0644\u0628\u062d\u062b \u0627\u0644\u0639\u0644\u0645\u064a \u0648\u0627\u0644\u0623\u0639\u0645\u0627\u0644 \u0641\u064a \u0627\u0644\u0623\u0648\u0633\u0627\u0637 \u0627\u0644\u0623\u0643\u0627\u062f\u064a\u0645\u064a\u0629\u060c \u0623\u0635\u0628\u062d\u062a R \u0647\u064a \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0645\u0641\u0636\u0644\u0629 \u0644\u0640 \u0627\u0644\u0628\u062d\u062b \u0627\u0644\u0642\u0627\u0628\u0644 \u0644\u0644\u062a\u0643\u0631\u0627\u0631 (Reproducible Research)\u060c \u062d\u064a\u062b \u064a\u0645\u0643\u0646 \u0644\u0644\u0628\u0627\u062d\u062b\u064a\u0646 \u0645\u0634\u0627\u0631\u0643\u0629 \u0627\u0644\u0623\u0643\u0648\u0627\u062f \u0648\u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0644\u0636\u0645\u0627\u0646 \u0634\u0641\u0627\u0641\u064a\u0629 \u0627\u0644\u0646\u062a\u0627\u0626\u062c. \u0623\u0645\u0627 \u0641\u064a \u0642\u0637\u0627\u0639 \u0627\u0644\u0623\u0639\u0645\u0627\u0644\u060c \u0641\u062a\u064f\u0633\u062a\u062e\u062f\u0645 R \u0641\u064a: \u2022\u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0632\u0645\u0646\u064a (Time Series Analysis): \u0627\u0644\u062a\u0646\u0628\u0624 \u0628\u0627\u0644\u0645\u0628\u064a\u0639\u0627\u062a \u0623\u0648 \u0623\u0633\u0639\u0627\u0631 \u0627\u0644\u0623\u0633\u0647\u0645\u060c \u0648\u0647\u0648 \u0623\u0645\u0631 \u0623\u0633\u0627\u0633\u064a \u0641\u064a \u0627\u0644\u062a\u062e\u0637\u064a\u0637 \u0627\u0644\u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a. \u2022\u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0646\u0635\u064a (Text Mining): \u062a\u062d\u0644\u064a\u0644 \u0622\u0631\u0627\u0621 \u0627\u0644\u0639\u0645\u0644\u0627\u0621 \u0648\u0627\u0644\u0645\u0634\u0627\u0639\u0631 \u0645\u0646 \u0648\u0633\u0627\u0626\u0644 \u0627\u0644\u062a\u0648\u0627\u0635\u0644 \u0627\u0644\u0627\u062c\u062a\u0645\u0627\u0639\u064a\u060c \u0645\u0645\u0627 \u064a\u0633\u0627\u0639\u062f \u0627\u0644\u0634\u0631\u0643\u0627\u062a \u0639\u0644\u0649 \u0641\u0647\u0645 \u0627\u0644\u0633\u0648\u0642 \u0641\u064a \u0627\u0644\u0633\u0639\u0648\u062f\u064a\u0629 \u0648\u0627\u0644\u0625\u0645\u0627\u0631\u0627\u062a. \u2022\u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u062c\u063a\u0631\u0627\u0641\u064a \u0627\u0644\u0645\u0643\u0627\u0646\u064a (Geospatial Analysis): \u0646\u0645\u0630\u062c\u0629 \u0627\u0644\u062a\u0648\u0632\u064a\u0639\u0627\u062a \u0627\u0644\u0645\u0643\u0627\u0646\u064a\u0629 \u0644\u0644\u0638\u0648\u0627\u0647\u0631\u060c \u0648\u0647\u0648 \u0645\u0647\u0645 \u0644\u0645\u0634\u0627\u0631\u064a\u0639 \u0627\u0644\u062a\u062e\u0637\u064a\u0637 \u0627\u0644\u0639\u0645\u0631\u0627\u0646\u064a \u0648\u0627\u0644\u0644\u0648\u062c\u0633\u062a\u064a\u0627\u062a \u0641\u064a \u0627\u0644\u0645\u062f\u0646 \u0627\u0644\u0630\u0643\u064a\u0629. \u2022\u0627\u0644\u0646\u0645\u0630\u062c\u0629 \u0627\u0644\u0645\u062a\u0642\u062f\u0645\u0629: \u062a\u0637\u0628\u064a\u0642 \u062a\u0642\u0646\u064a\u0627\u062a \u0645\u062b\u0644 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0639\u0648\u0627\u0645\u0644 (Factor Analysis) \u0648 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0645\u0643\u0648\u0646\u0627\u062a \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 (PCA) \u0644\u062a\u0628\u0633\u064a\u0637 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0639\u0642\u062f\u0629. 2.3 \u0627\u0644\u062a\u0648\u0633\u0639 \u0641\u064a \u062a\u0642\u0646\u064a\u0627\u062a R \u0627\u0644\u0645\u062a\u0642\u062f\u0645\u0629 \u0641\u064a \u0627\u0644\u062f\u0648\u0631\u0627\u062a \u0644\u062a\u062d\u0642\u064a\u0642 \u0645\u062a\u0637\u0644\u0628\u0627\u062a \u0627\u0644\u0633\u0648\u0642 \u0627\u0644\u0645\u062a\u0642\u062f\u0645\u0629\u060c \u062a\u062a\u0636\u0645\u0646 \u062f\u0648\u0631\u0627\u062a\u0646\u0627 \u0641\u064a \u0623\u0643\u0627\u062f\u064a\u0645\u064a\u0629 \u0627\u0644\u0646\u0627\u062f\u064a \u0627\u0644\u0639\u0644\u0645\u064a \u0648\u062d\u062f\u0627\u062a \u0645\u062a\u062e\u0635\u0635\u0629 \u0641\u064a: 1.\u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u0648\u0638\u064a\u0641\u064a\u0629 (Functional Programming): \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0648\u0638\u0627\u0626\u0641 \u0645\u062b\u0644 lapply \u0648 purrr \u0644\u062a\u0633\u0631\u064a\u0639 \u0627\u0644\u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a\u0629 \u0627\u0644\u0645\u062a\u0643\u0631\u0631\u0629. 2.\u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0636\u062e\u0645\u0629 (Big Data) \u0641\u064a R: \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062d\u0632\u0645 \u0645\u062b\u0644 data.table \u0644\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0643\u0628\u064a\u0631\u0629 \u0628\u0643\u0641\u0627\u0621\u0629 \u0639\u0627\u0644\u064a\u0629\u060c \u0623\u0648 \u0627\u0644\u062a\u0643\u0627\u0645\u0644 \u0645\u0639 \u0645\u0646\u0635\u0627\u062a \u0645\u062b\u0644 Apache Spark. 3.\u0625\u0646\u0634\u0627\u0621 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0648\u064a\u0628 \u062a\u0641\u0627\u0639\u0644\u064a\u0629 (Shiny): \u062a\u0639\u0644\u064a\u0645 \u0627\u0644\u0645\u062a\u062f\u0631\u0628\u064a\u0646 \u0643\u064a\u0641\u064a\u0629 \u0628\u0646\u0627\u0621 \u0644\u0648\u062d\u0627\u062a \u0645\u0639\u0644\u0648\u0645\u0627\u062a (Dashboards) \u062a\u0641\u0627\u0639\u0644\u064a\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062d\u0632\u0645\u0629 Shiny\u060c \u0645\u0645\u0627 \u064a\u0645\u0643\u0646\u0647\u0645 \u0645\u0646 \u062a\u0642\u062f\u064a\u0645 \u0646\u062a\u0627\u0626\u062c \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a \u0628\u0637\u0631\u064a\u0642\u0629 \u0633\u0647\u0644\u0629 \u0648\u0645\u0641\u0647\u0648\u0645\u0629 \u0644\u0635\u0646\u0627\u0639 \u0627\u0644\u0642\u0631\u0627\u0631. \u0627\u0644\u0642\u0633\u0645 \u0627\u0644\u062b\u0627\u0644\u062b: \u0646\u0638\u0627\u0645 SAS.. \u0627\u0644\u0645\u0639\u064a\u0627\u0631 \u0627\u0644\u0630\u0647\u0628\u064a \u0644\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a \u0627\u0644\u0645\u0624\u0633\u0633\u064a \u0641\u064a \u0627\u0644\u0645\u0642\u0627\u0628\u0644\u060c \u064a\u0642\u0641 \u0646\u0638\u0627\u0645 SAS (Statistical Analysis System) \u0643\u0639\u0645\u0644\u0627\u0642 \u0641\u064a \u0639\u0627\u0644\u0645 \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a \u0627\u0644\u0645\u0624\u0633\u0633\u064a. \u0639\u0644\u0649 \u0627\u0644\u0631\u063a\u0645 \u0645\u0646 \u0643\u0648\u0646\u0647 \u0628\u0631\u0646\u0627\u0645\u062c\u0627\u064b \u062a\u062c\u0627\u0631\u064a\u0627\u064b\u060c \u0625\u0644\u0627 \u0623\u0646 \u0645\u0643\u0627\u0646\u062a\u0647 \u0644\u0627 \u062a\u064f\u0636\u0627\u0647\u0649 \u0641\u064a \u0627\u0644\u0635\u0646\u0627\u0639\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u062a\u0637\u0644\u0628 \u0623\u0639\u0644\u0649 \u0645\u0633\u062a\u0648\u064a\u0627\u062a \u0627\u0644\u062f\u0642\u0629\u060c \u0627\u0644\u0623\u0645\u0627\u0646\u060c \u0648\u0627\u0644\u0627\u0645\u062a\u062b\u0627\u0644 \u0627\u0644\u062a\u0646\u0638\u064a\u0645\u064a. 3.1 \u062a\u0627\u0631\u064a\u062e SAS \u0648\u0645\u0643\u0627\u0646\u062a\u0647 \u0641\u064a \u0627\u0644\u0635\u0646\u0627\u0639\u0627\u062a \u0627\u0644\u062d\u0633\u0627\u0633\u0629 \u062a\u0623\u0633\u0633 SAS \u0641\u064a \u0627\u0644\u0633\u0628\u0639\u064a\u0646\u0627\u062a\u060c \u0648\u0645\u0646\u0630 \u0630\u0644\u0643 \u0627\u0644\u062d\u064a\u0646 \u0648\u0647\u0648 \u064a\u064f\u0639\u062a\u0628\u0631 \u0627\u0644\u0645\u0639\u064a\u0627\u0631 \u0627\u0644\u0630\u0647\u0628\u064a \u0641\u064a \u0642\u0637\u0627\u0639\u0627\u062a \u0645\u062b\u0644: \u2022\u0627\u0644\u0635\u0646\u0627\u0639\u0627\u062a \u0627\u0644\u062f\u0648\u0627\u0626\u064a\u0629 (Pharmaceuticals): \u062d\u064a\u062b \u064a\u064f\u0637\u0644\u0628 \u0627\u0644\u0627\u0645\u062a\u062b\u0627\u0644 \u0627\u0644\u0635\u0627\u0631\u0645 \u0644\u0644\u0648\u0627\u0626\u062d \u0647\u064a\u0626\u0629 \u0627\u0644\u063a\u0630\u0627\u0621 \u0648\u0627\u0644\u062f\u0648\u0627\u0621 \u0627\u0644\u0623\u0645\u0631\u064a\u0643\u064a\u0629 (FDA)\u060c \u0648\u063a\u0627\u0644\u0628\u0627\u064b \u0645\u0627 \u064a\u0643\u0648\u0646 SAS \u0647\u0648 \u0627\u0644\u0623\u062f\u0627\u0629 \u0627\u0644\u0648\u062d\u064a\u062f\u0629 \u0627\u0644\u0645\u0642\u0628\u0648\u0644\u0629 \u0644\u062a\u0642\u062f\u064a\u0645 \u0646\u062a\u0627\u0626\u062c \u0627\u0644\u062a\u062c\u0627\u0631\u0628 \u0627\u0644\u0633\u0631\u064a\u0631\u064a\u0629. \u0647\u0630\u0627 \u0627\u0644\u0627\u0645\u062a\u062b\u0627\u0644 \u0636\u0631\u0648\u0631\u064a \u0644\u0644\u0634\u0631\u0643\u0627\u062a \u0627\u0644\u0639\u0627\u0645\u0644\u0629 \u0641\u064a \u062f\u0628\u064a \u0627\u0644\u062a\u064a \u062a\u0633\u0639\u0649 \u0644\u0644\u062a\u0648\u0633\u0639 \u0639\u0627\u0644\u0645\u064a\u0627\u064b. \u2022\u0627\u0644\u0642\u0637\u0627\u0639 \u0627\u0644\u0645\u0627\u0644\u064a \u0648\u0627\u0644\u0628\u0646\u0648\u0643: \u0641\u064a \u0646\u0645\u0630\u062c\u0629 \u0627\u0644\u0645\u062e\u0627\u0637\u0631 \u0627\u0644\u0627\u0626\u062a\u0645\u0627\u0646\u064a\u0629 \u0648\u062a\u0637\u0628\u064a\u0642 \u0644\u0648\u0627\u0626\u062d \u0628\u0627\u0632\u0644 (Basel Accords)\u060c \u062d\u064a\u062b \u0627\u0644\u062f\u0642\u0629 \u0648\u0627\u0644\u0623\u0645\u0627\u0646 \u0644\u064a\u0633\u0627 \u062e\u064a\u0627\u0631\u0627\u064b \u0628\u0644 \u0636\u0631\u0648\u0631\u0629. \u2022\u0627\u0644\u0642\u0637\u0627\u0639 \u0627\u0644\u062d\u0643\u0648\u0645\u064a: \u0641\u064a \u0627\u0644\u0625\u062d\u0635\u0627\u0621\u0627\u062a \u0627\u0644\u0631\u0633\u0645\u064a\u0629 \u0648\u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0627\u0642\u062a\u0635\u0627\u062f\u064a\u060c \u062d\u064a\u062b \u062a\u062a\u0637\u0644\u0628 \u0627\u0644\u0645\u0634\u0627\u0631\u064a\u0639 \u0627\u0644\u0648\u0637\u0646\u064a\u0629 \u0627\u0644\u0643\u0628\u0631\u0649 \u0628\u0646\u064a\u0629 \u062a\u062d\u062a\u064a\u0629 \u0625\u062d\u0635\u0627\u0626\u064a\u0629 \u0645\u0648\u062b\u0648\u0642\u0629. \u0625\u0646 \u0625\u062a\u0642\u0627\u0646 SAS \u064a\u0641\u062a\u062d \u0644\u0643 \u0623\u0628\u0648\u0627\u0628\u0627\u064b \u0648\u0638\u064a\u0641\u064a\u0629 \u0641\u064a \u0643\u0628\u0631\u0649 \u0627\u0644\u0645\u0624\u0633\u0633\u0627\u062a \u0641\u064a \u062f\u0628\u064a \u0648 \u0627\u0644\u0631\u064a\u0627\u0636 \u0627\u0644\u062a\u064a \u062a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0647\u0630\u0627 \u0627\u0644\u0646\u0638\u0627\u0645 \u0644\u0636\u0645\u0627\u0646 \u0645\u0648\u062b\u0648\u0642\u064a\u0629 \u0642\u0631\u0627\u0631\u0627\u062a\u0647\u0627. 3.2 \u0645\u0632\u0627\u064a\u0627 SAS \u0641\u064a \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0636\u062e\u0645\u0629 \u0648\u0627\u0644\u0623\u0645\u0627\u0646 \u064a\u062a\u0645\u064a\u0632 SAS \u0628\u0642\u062f\u0631\u062a\u0647 \u0627\u0644\u0641\u0627\u0626\u0642\u0629 \u0639\u0644\u0649 \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0636\u062e\u0645\u0629 \u0628\u0643\u0641\u0627\u0621\u0629 \u0639\u0627\u0644\u064a\u0629\u060c \u0648\u0630\u0644\u0643 \u0628\u0641\u0636\u0644 \u0628\u0646\u064a\u062a\u0647 \u0627\u0644\u0642\u0648\u064a\u0629 \u0648\u0627\u0644\u0645\u064f\u062d\u0633\u064e\u0651\u0646\u0629 \u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0639\u0644\u0649 \u0645\u0633\u062a\u0648\u0649 \u0627\u0644\u062e\u0627\u062f\u0645. \u0643\u0645\u0627 \u064a\u0648\u0641\u0631: \u2022\u0623\u0645\u0627\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a: \u0645\u064a\u0632\u0627\u062a \u0623\u0645\u0627\u0646 \u0645\u062a\u0642\u062f\u0645\u0629 \u0648\u062d\u0648\u0643\u0645\u0629 \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a (Data Governance) \u0644\u0627 \u062a\u062a\u0648\u0641\u0631 \u0628\u0633\u0647\u0648\u0644\u0629 \u0641\u064a \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0645\u0635\u062f\u0631\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647 \u0627\u0644\u062e\u064a\u0627\u0631 \u0627\u0644\u0623\u0648\u0644 \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062d\u0633\u0627\u0633\u0629. \u2022\u062f\u0639\u0645 \u0641\u0646\u064a \u0645\u0624\u0633\u0633\u064a: \u062f\u0639\u0645 \u0645\u0648\u062b\u0648\u0642 \u0648\u0645\u0633\u062a\u0645\u0631\u060c \u0648\u0647\u0648 \u0623\u0645\u0631 \u0628\u0627\u0644\u063a \u0627\u0644\u0623\u0647\u0645\u064a\u0629 \u0644\u0644\u0645\u0624\u0633\u0633\u0627\u062a \u0627\u0644\u062a\u064a \u0644\u0627 \u064a\u0645\u0643\u0646\u0647\u0627 \u062a\u062d\u0645\u0644 \u0623\u064a \u062a\u0648\u0642\u0641 \u0641\u064a \u0627\u0644\u0639\u0645\u0644. \u2022\u0648\u0627\u062c\u0647\u0629 \u0645\u0633\u062a\u062e\u062f\u0645 \u0633\u0647\u0644\u0629: \u0639\u0644\u0649 \u0627\u0644\u0631\u063a\u0645 \u0645\u0646 \u0642\u0648\u0629 \u0644\u063a\u0629 \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0647 (SAS Language)\u060c \u0625\u0644\u0627 \u0623\u0646\u0647 \u064a\u0648\u0641\u0631 \u0648\u0627\u062c\u0647\u0627\u062a \u0631\u0633\u0648\u0645\u064a\u0629 \u062a\u0633\u0647\u0644 \u0639\u0644\u0649 \u0627\u0644\u0645\u0628\u062a\u062f\u0626\u064a\u0646 \u0625\u062c\u0631\u0627\u0621 \u0627\u0644\u062a\u062d\u0644\u064a\u0644\u0627\u062a \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629. 3.3 \u0648\u062d\u062f\u0627\u062a SAS \u0627\u0644\u0645\u062a\u0642\u062f\u0645\u0629 \u0627\u0644\u062a\u064a \u062a\u063a\u0637\u064a\u0647\u0627 \u062f\u0648\u0631\u0627\u062a\u0646\u0627 \u062a\u063a\u0637\u064a \u062f\u0648\u0631\u0627\u062a \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a \u0627\u0644\u0645\u062a\u0642\u062f\u0645 \u0641\u064a \u0623\u0643\u0627\u062f\u064a\u0645\u064a\u0629 \u0627\u0644\u0646\u0627\u062f\u064a \u0627\u0644\u0639\u0644\u0645\u064a \u0627\u0644\u0648\u062d\u062f\u0627\u062a \u0627\u0644\u0623\u0643\u062b\u0631 \u0637\u0644\u0628\u0627\u064b \u0641\u064a \u0627\u0644\u0633\u0648\u0642\u060c \u0645\u0639 \u0627\u0644\u062a\u0631\u0643\u064a\u0632 \u0639\u0644\u0649 \u0627\u0644\u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a\u0629 \u0627\u0644\u0645\u0639\u0642\u062f\u0629: 1.Base SAS: \u0623\u0633\u0627\u0633\u064a\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0648\u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 PROC SQL \u0644\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a. 2.SAS\/STAT: \u0645\u062c\u0645\u0648\u0639\u0629 \u0648\u0627\u0633\u0639\u0629 \u0645\u0646 \u0627\u0644\u0625\u062c\u0631\u0627\u0621\u0627\u062a \u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a\u0629 \u0627\u0644\u0645\u062a\u0642\u062f\u0645\u0629\u060c \u0645\u062b\u0644: \u2022PROC MIXED: \u0644\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062e\u0637\u064a\u0629 \u0627\u0644\u0645\u062e\u062a\u0644\u0637\u0629\u060c \u0648\u0647\u064a \u0636\u0631\u0648\u0631\u064a\u0629 \u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 \u0642\u064a\u0627\u0633\u0627\u062a \u0645\u062a\u0643\u0631\u0631\u0629 \u0623\u0648 \u0647\u064a\u0627\u0643\u0644 \u0645\u062a\u062f\u0627\u062e\u0644\u0629 (Nested Data). \u2022PROC PHREG: \u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u0642\u0627\u0621 (Survival Analysis)\u060c \u0648\u0647\u0648 \u062d\u064a\u0648\u064a \u0641\u064a \u0627\u0644\u0623\u0628\u062d\u0627\u062b \u0627\u0644\u0637\u0628\u064a\u0629 \u0648\u0627\u0644\u062a\u0623\u0645\u064a\u0646. \u2022PROC GLM: \u0644\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062e\u0637\u064a\u0629 \u0627\u0644\u0639\u0627\u0645\u0629\u060c \u0627\u0644\u062a\u064a \u062a\u0634\u0645\u0644 \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0648\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u062a\u0628\u0627\u064a\u0646. 3.SAS\/GRAPH: \u0644\u0625\u0646\u0634\u0627\u0621 \u0631\u0633\u0648\u0645 \u0628\u064a\u0627\u0646\u064a\u0629 \u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u062c\u0648\u062f\u0629 \u0644\u062a\u0642\u0627\u0631\u064a\u0631 \u0627\u0644\u0634\u0631\u0643\u0627\u062a\u060c \u0645\u0639 \u0627\u0644\u062a\u0631\u0643\u064a\u0632 \u0639\u0644\u0649 \u0627\u0644\u062a\u062e\u0635\u064a\u0635 \u0648\u0627\u0644\u0627\u062d\u062a\u0631\u0627\u0641\u064a\u0629. 4.SAS Enterprise Miner: \u0644\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0648\u0627\u0633\u062a\u0643\u0634\u0627\u0641 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0648\u062a\u0637\u0648\u064a\u0631 \u0646\u0645\u0627\u0630\u062c \u062a\u0646\u0628\u0624\u064a\u0629 \u0645\u062a\u0642\u062f\u0645\u0629. \u0627\u0644\u0642\u0633\u0645 \u0627\u0644\u0631\u0627\u0628\u0639: \u062f\u0648\u0631\u0627\u062a \u0623\u0643\u0627\u062f\u064a\u0645\u064a\u0629 \u0627\u0644\u0646\u0627\u062f\u064a \u0627\u0644\u0639\u0644\u0645\u064a.. \u0627\u0644\u062a\u0645\u064a\u0632 \u0641\u064a \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0645\u062a\u0642\u062f\u0645 \u062a\u062f\u0631\u0643 \u0623\u0643\u0627\u062f\u064a\u0645\u064a\u0629 \u0627\u0644\u0646\u0627\u062f\u064a \u0627\u0644\u0639\u0644\u0645\u064a \u0623\u0646 \u0633\u0648\u0642 \u0627\u0644\u0639\u0645\u0644 \u0641\u064a \u062f\u0628\u064a \u0648 \u0627\u0644\u0633\u0639\u0648\u062f\u064a\u0629 \u0644\u0627 \u064a\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u0645\u062c\u0631\u062f \u062d\u0627\u0645\u0644 \u0634\u0647\u0627\u062f\u0629\u060c \u0628\u0644 \u0625\u0644\u0649 \u0645\u062d\u0644\u0644 \u0628\u064a\u0627\u0646\u0627\u062a \u0642\u0627\u062f\u0631 \u0639\u0644\u0649 \u062d\u0644 \u0627\u0644\u0645\u0634\u0643\u0644\u0627\u062a \u0627\u0644\u0645\u0639\u0642\u062f\u0629. \u0644\u0630\u0627\u060c \u0635\u064f\u0645\u0645\u062a \u062f\u0648\u0631\u0627\u062a \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a \u0627\u0644\u0645\u062a\u0642\u062f\u0645 \u0644\u062a\u0643\u0648\u0646 \u062c\u0633\u0631\u0627\u064b \u0628\u064a\u0646 \u0627\u0644\u0645\u0639\u0631\u0641\u0629 \u0627\u0644\u0646\u0638\u0631\u064a\u0629 \u0648\u0627\u0644\u062a\u0637\u0628\u064a\u0642 \u0627\u0644\u0645\u0647\u0646\u064a. 4.1 \u0645\u0646\u0647\u062c\u064a\u0629 \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0645\u0639\u062a\u0645\u062f\u0629 \u0639\u0644\u0649 \u0627\u0644\u062a\u0637\u0628\u064a\u0642 \u0627\u0644\u0639\u0645\u0644\u064a \u062a\u0639\u062a\u0645\u062f \u0627\u0644\u0623\u0643\u0627\u062f\u064a\u0645\u064a\u0629 \u0639\u0644\u0649 \u0645\u0646\u0647\u062c\u064a\u0629 “\u0627\u0644\u062a\u0639\u0644\u0645 \u0628\u0627\u0644\u0645\u0645\u0627\u0631\u0633\u0629”\u060c \u062d\u064a\u062b \u064a\u062a\u0645 \u062a\u062e\u0635\u064a\u0635 \u0623\u0643\u062b\u0631 \u0645\u0646 70% \u0645\u0646 \u0648\u0642\u062a \u0627\u0644\u062f\u0648\u0631\u0629 \u0644\u0644\u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0639\u0645\u0644\u064a \u0639\u0644\u0649 \u062f\u0631\u0627\u0633\u0627\u062a \u062d\u0627\u0644\u0629 \u0648\u0627\u0642\u0639\u064a\u0629 \u0645\u0633\u062a\u0645\u062f\u0629 \u0645\u0646 \u0623\u0633\u0648\u0627\u0642 \u0627\u0644\u062e\u0644\u064a\u062c \u0627\u0644\u0639\u0631\u0628\u064a. \u2022\u0627\u0644\u0645\u062f\u0631\u0628\u0648\u0646: \u0646\u062e\u0628\u0629 \u0645\u0646 \u0627\u0644\u062e\u0628\u0631\u0627\u0621 \u0648\u0627\u0644\u0645\u0633\u062a\u0634\u0627\u0631\u064a\u0646 \u0627\u0644\u0630\u064a\u0646 \u0639\u0645\u0644\u0648\u0627 \u0641\u064a \u0643\u0628\u0631\u0649 \u0627\u0644\u0634\u0631\u0643\u0627\u062a \u0648\u0627\u0644\u0645\u0624\u0633\u0633\u0627\u062a \u0627\u0644\u0623\u0643\u0627\u062f\u064a\u0645\u064a\u0629\u060c \u0648\u0644\u062f\u064a\u0647\u0645 \u062e\u0628\u0631\u0629 \u0645\u0628\u0627\u0634\u0631\u0629 \u0641\u064a \u062a\u0637\u0628\u064a\u0642 R \u0648 SAS \u0641\u064a \u0628\u064a\u0626\u0627\u062a \u0627\u0644\u0639\u0645\u0644 \u0627\u0644\u062d\u0642\u064a\u0642\u064a\u0629. \u2022\u0627\u0644\u0645\u0634\u0627\u0631\u064a\u0639 \u0627\u0644\u0646\u0647\u0627\u0626\u064a\u0629: \u064a\u064f\u0637\u0644\u0628 \u0645\u0646 \u0643\u0644 \u0645\u062a\u062f\u0631\u0628 \u0625\u0643\u0645\u0627\u0644 \u0645\u0634\u0631\u0648\u0639 \u062a\u062d\u0644\u064a\u0644\u064a \u0645\u062a\u0643\u0627\u0645\u0644 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 R \u0623\u0648 SAS\u060c \u064a\u0645\u0643\u0646 \u0625\u0636\u0627\u0641\u062a\u0647 \u0645\u0628\u0627\u0634\u0631\u0629 \u0625\u0644\u0649 \u0645\u062d\u0641\u0638\u0629 \u0623\u0639\u0645\u0627\u0644\u0647. \u2022\u0627\u0644\u062f\u0639\u0645 \u0627\u0644\u0645\u0633\u062a\u0645\u0631: \u062a\u0648\u0641\u064a\u0631 \u062f\u0639\u0645 \u0645\u0627 \u0628\u0639\u062f \u0627\u0644\u062f\u0648\u0631\u0629 \u0644\u0636\u0645\u0627\u0646 \u0642\u062f\u0631\u0629 \u0627\u0644\u0645\u062a\u062f\u0631\u0628 \u0639\u0644\u0649 \u062a\u0637\u0628\u064a\u0642 \u0645\u0627 \u062a\u0639\u0644\u0645\u0647 \u0641\u064a \u0628\u064a\u0626\u0629 \u0639\u0645\u0644\u0647\u060c \u0628\u0627\u0644\u0625\u0636\u0627\u0641\u0629 \u0625\u0644\u0649 \u062c\u0644\u0633\u0627\u062a \u0627\u0633\u062a\u0634\u0627\u0631\u064a\u0629 \u0641\u0631\u062f\u064a\u0629. 4.2 \u062a\u0641\u0627\u0635\u064a\u0644 \u062f\u0648\u0631\u0629 R \u0627\u0644\u0645\u062a\u0642\u062f\u0645\u0629: \u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062e\u0627\u0645 \u0625\u0644\u0649 \u0627\u0644\u0631\u0624\u0649 \u062a\u0633\u062a\u0647\u062f\u0641 \u0647\u0630\u0647 \u0627\u0644\u062f\u0648\u0631\u0629 \u0627\u0644\u0628\u0627\u062d\u062b\u064a\u0646 \u0648\u0639\u0644\u0645\u0627\u0621 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0630\u064a\u0646 \u064a\u0631\u063a\u0628\u0648\u0646 \u0641\u064a \u0627\u0633\u062a\u063a\u0644\u0627\u0644 \u0627\u0644\u0642\u0648\u0629 \u0627\u0644\u0643\u0627\u0645\u0644\u0629 \u0644\u0640 R. \u0627\u0644\u0645\u062d\u0648\u0631 \u0627\u0644\u0645\u0648\u0636\u0648\u0639\u0627\u062a \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0627\u0644\u0645\u063a\u0637\u0627\u0629 \u0627\u0644\u0645\u062e\u0631\u062c\u0627\u062a \u0627\u0644\u0645\u062a\u0648\u0642\u0639\u0629 \u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062a\u0642\u062f\u0645\u0629 \u062a\u0646\u0638\u064a\u0641 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 dplyr\u060c \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0641\u0642\u0648\u062f\u0629 (Imputation)\u060c \u062f\u0645\u062c \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0639\u0642\u062f\u0629. \u0625\u062a\u0642\u0627\u0646 \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0636\u062e\u0645\u0629 \u0648\u0627\u0644\u0645\u0639\u0642\u062f\u0629 \u0628\u0643\u0641\u0627\u0621\u0629 \u0639\u0627\u0644\u064a\u0629. \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a\u0629 \u0627\u0644\u0645\u0639\u0642\u062f\u0629 \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u0644\u0648\u062c\u0633\u062a\u064a \u0627\u0644\u0645\u062a\u0639\u062f\u062f\u060c \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u0645\u062a\u0639\u062f\u062f\u060c \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0633\u0644\u0627\u0633\u0644 \u0627\u0644\u0632\u0645\u0646\u064a\u0629 (ARIMA, GARCH)\u060c \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u0642\u0627\u0621. \u0627\u0644\u0642\u062f\u0631\u0629 \u0639\u0644\u0649 \u0628\u0646\u0627\u0621 \u0648\u0627\u062e\u062a\u0628\u0627\u0631 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0646\u0628\u0624\u064a\u0629 \u0648\u0627\u0644\u0648\u0635\u0641\u064a\u0629 \u0627\u0644\u0645\u062a\u0642\u062f\u0645\u0629. \u062a\u0635\u0648\u0631 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u0641\u0627\u0639\u0644\u064a \u0625\u062a\u0642\u0627\u0646 ggplot2\u060c \u0625\u0646\u0634\u0627\u0621 \u0644\u0648\u062d\u0627\u062a \u0645\u0639\u0644\u0648\u0645\u0627\u062a \u062a\u0641\u0627\u0639\u0644\u064a\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 Shiny\u060c \u0648\u062a\u0635\u062f\u064a\u0631 \u0627\u0644\u062a\u0642\u0627\u0631\u064a\u0631 \u0627\u0644\u0622\u0644\u064a\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 R Markdown. \u0625\u0646\u062a\u0627\u062c \u0631\u0633\u0648\u0645 \u0628\u064a\u0627\u0646\u064a\u0629 \u0627\u062d\u062a\u0631\u0627\u0641\u064a\u0629 \u0648\u0645\u0642\u0646\u0639\u0629 \u0648\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0648\u064a\u0628 \u0644\u0644\u062a\u062d\u0644\u064a\u0644. \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0627\u0644\u0645\u062a\u0642\u062f\u0645 \u062a\u0637\u0628\u064a\u0642 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u062a\u0635\u0646\u064a\u0641 \u0648\u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u0645\u062a\u0642\u062f\u0645\u0629 (SVM, Neural Networks)\u060c \u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u062a\u062d\u0642\u0642 \u0627\u0644\u0645\u062a\u0628\u0627\u062f\u0644 (Cross-Validation)\u060c \u0648\u0636\u0628\u0637 \u0627\u0644\u0645\u0639\u0627\u0645\u0644\u0627\u062a \u0627\u0644\u0641\u0627\u0626\u0642\u0629 (Hyperparameter Tuning). \u062a\u0637\u0628\u064a\u0642 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0648\u0627\u0644\u0645\u062a\u0642\u062f\u0645\u0629 \u0644\u062d\u0644 \u0645\u0634\u0643\u0644\u0627\u062a \u0627\u0644\u0623\u0639\u0645\u0627\u0644. 4.3 \u062a\u0641\u0627\u0635\u064a\u0644 \u062f\u0648\u0631\u0629 SAS \u0627\u0644\u0645\u062a\u0642\u062f\u0645\u0629: \u0627\u0644\u0627\u062d\u062a\u0631\u0627\u0641\u064a\u0629 \u0641\u064a \u0627\u0644\u0628\u064a\u0626\u0629 \u0627\u0644\u0645\u0624\u0633\u0633\u064a\u0629 \u0635\u064f\u0645\u0645\u062a \u0647\u0630\u0647 \u0627\u0644\u062f\u0648\u0631\u0629 \u062e\u0635\u064a\u0635\u0627\u064b \u0644\u0644\u0645\u0647\u0646\u064a\u064a\u0646 \u0627\u0644\u0630\u064a\u0646 \u064a\u0639\u0645\u0644\u0648\u0646 \u0641\u064a \u0628\u064a\u0626\u0627\u062a \u062a\u062a\u0637\u0644\u0628 \u0627\u0644\u0627\u0645\u062a\u062b\u0627\u0644 \u0648\u0627\u0644\u0623\u0645\u0627\u0646\u060c \u0645\u062b\u0644 \u0627\u0644\u0628\u0646\u0648\u0643 \u0648\u0634\u0631\u0643\u0627\u062a \u0627\u0644\u0623\u062f\u0648\u064a\u0629 \u0641\u064a \u062f\u0628\u064a \u0648 \u0627\u0644\u0631\u064a\u0627\u0636. \u0627\u0644\u0645\u062d\u0648\u0631 \u0627\u0644\u0645\u0648\u0636\u0648\u0639\u0627\u062a \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0627\u0644\u0645\u063a\u0637\u0627\u0629 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\u0627\u0644\u062a\u0646\u0628\u0624 \u0628\u0645\u0627 \u0633\u064a\u062d\u062f\u062b (\u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u062a\u0646\u0628\u0624\u064a) \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u0645\u062a\u0642\u062f\u0645\u0629 \u0648\u0627\u0644\u0633\u0644\u0627\u0633\u0644 \u0627\u0644\u0632\u0645\u0646\u064a\u0629. \u2022\u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0625\u0631\u0634\u0627\u062f\u064a (Prescriptive Analytics): \u0648\u0647\u0648 \u0627\u0644\u0645\u0633\u062a\u0648\u0649 \u0627\u0644\u0623\u0639\u0644\u0649\u060c \u062d\u064a\u062b \u0644\u0627 \u064a\u0643\u062a\u0641\u064a \u0627\u0644\u0645\u062d\u0644\u0644 \u0628\u0627\u0644\u062a\u0646\u0628\u0624\u060c \u0628\u0644 \u064a\u0642\u062f\u0645 \u062a\u0648\u0635\u064a\u0627\u062a \u0648\u0627\u0636\u062d\u0629 \u0648\u0645\u062d\u062f\u062f\u0629 \u0644\u0644\u0625\u062c\u0631\u0627\u0621\u0627\u062a \u0627\u0644\u062a\u064a \u064a\u062c\u0628 \u0627\u062a\u062e\u0627\u0630\u0647\u0627\u060c \u0645\u062b\u0644 “\u0645\u0627 \u0647\u064a \u0627\u0644\u0625\u062c\u0631\u0627\u0621\u0627\u062a \u0627\u0644\u062a\u064a \u064a\u062c\u0628 \u0627\u062a\u062e\u0627\u0630\u0647\u0627 \u0644\u062a\u0642\u0644\u064a\u0644 \u0645\u062e\u0627\u0637\u0631 \u0627\u0644\u062a\u062e\u0644\u0641 \u0639\u0646 \u0627\u0644\u0633\u062f\u0627\u062f \u0628\u0646\u0633\u0628\u0629 10%\u061f”. \u0625\u0646 \u0625\u062a\u0642\u0627\u0646 R \u0648 SAS \u064a\u0645\u0646\u062d\u0643 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u0644\u0627\u0632\u0645\u0629 \u0644\u0644\u0648\u0635\u0648\u0644 \u0625\u0644\u0649 \u0647\u0630\u0627 \u0627\u0644\u0645\u0633\u062a\u0648\u0649 \u0645\u0646 \u0627\u0644\u062a\u062d\u0644\u064a\u0644. \u062e\u0637\u0648\u062a\u0643 \u0627\u0644\u0623\u0648\u0644\u0649 \u0646\u062d\u0648 \u0645\u0633\u062a\u0642\u0628\u0644 \u0645\u0647\u0646\u064a \u0648\u0627\u0639\u062f \u0644\u0642\u062f \u0623\u0635\u0628\u062d \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a \u0627\u0644\u0645\u062a\u0642\u062f\u0645 \u0647\u0648 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0645\u0634\u062a\u0631\u0643\u0629 \u0644\u0644\u0627\u0628\u062a\u0643\u0627\u0631 \u0648\u0627\u0644\u0646\u0645\u0648 \u0627\u0644\u0627\u0642\u062a\u0635\u0627\u062f\u064a \u0641\u064a \u062f\u0628\u064a \u0648 \u0627\u0644\u062e\u0644\u064a\u062c \u0627\u0644\u0639\u0631\u0628\u064a. \u0633\u0648\u0627\u0621 \u0643\u0646\u062a \u0628\u0627\u062d\u062b\u0627\u064b \u0623\u0643\u0627\u062f\u064a\u0645\u064a\u0627\u064b \u062a\u0633\u0639\u0649 \u0644\u0625\u0646\u0647\u0627\u0621 \u0631\u0633\u0627\u0644\u062a\u0643 \u0628\u062f\u0642\u0629 \u0644\u0627 \u062a\u064f\u0636\u0627\u0647\u0649\u060c \u0623\u0648 \u0645\u0647\u0646\u064a\u0627\u064b \u062a\u0637\u0645\u062d \u0644\u0642\u064a\u0627\u062f\u0629 \u0641\u0631\u0642 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0641\u064a \u0643\u0628\u0631\u0649 \u0627\u0644\u0645\u0624\u0633\u0633\u0627\u062a\u060c \u0641\u0625\u0646 \u0625\u062a\u0642\u0627\u0646 R \u0648 SAS \u0647\u0648 \u0627\u0633\u062a\u062b\u0645\u0627\u0631\u0643 \u0627\u0644\u0623\u0647\u0645. \u0623\u0643\u0627\u062f\u064a\u0645\u064a\u0629 \u0627\u0644\u0646\u0627\u062f\u064a \u0627\u0644\u0639\u0644\u0645\u064a \u0647\u064a \u0634\u0631\u064a\u0643\u0643 \u0641\u064a \u0647\u0630\u0647 \u0627\u0644\u0631\u062d\u0644\u0629\u060c \u062d\u064a\u062b \u0646\u0648\u0641\u0631 \u0644\u0643 \u0644\u064a\u0633 \u0641\u0642\u0637 \u0627\u0644\u0645\u0639\u0631\u0641\u0629\u060c \u0628\u0644 \u0627\u0644\u062b\u0642\u0629 \u0648\u0627\u0644\u0645\u0647\u0627\u0631\u0627\u062a \u0627\u0644\u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u0644\u0627\u0632\u0645\u0629 \u0644\u0644\u062a\u0641\u0648\u0642. \u0644\u0627 \u062a\u062f\u0639 \u0627\u0644\u0641\u0631\u0635\u0629 \u062a\u0641\u0648\u062a\u0643! \u0627\u0646\u0636\u0645 \u0627\u0644\u0622\u0646 \u0625\u0644\u0649 \u062f\u0648\u0631\u0627\u062a \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a \u0627\u0644\u0645\u062a\u0642\u062f\u0645: \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 R \u0648 SAS \u0641\u064a \u062f\u0628\u064a \u0648\u0627\u0628\u062f\u0623 \u0641\u064a \u0635\u064a\u0627\u063a\u0629 \u0645\u0633\u062a\u0642\u0628\u0644\u0643 \u0627\u0644\u0645\u0647\u0646\u064a. \u0644\u0644\u062a\u0633\u062c\u064a\u0644 \u0648\u0627\u0644\u0627\u0633\u062a\u0641\u0633\u0627\u0631\u060c \u062a\u0648\u0627\u0635\u0644 \u0645\u0639\u0646\u0627 \u0645\u0628\u0627\u0634\u0631\u0629: \ud83d\udcde 01027550208 \u0627\u0644\u0645\u0631\u0627\u062c\u0639 [1]\u00a0\u0627\u0644\u062a\u062d\u0648\u0644 \u0627\u0644\u0631\u0642\u0645\u064a \u0641\u064a \u0627\u0644\u0625\u0645\u0627\u0631\u0627\u062a: \u0646\u0638\u0631\u0629 \u0639\u0644\u0649 \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0629 \u062f\u0628\u064a \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u062f\u0648\u0631\u0647\u0627 \u0641\u064a \u0627\u0644\u0627\u0642\u062a\u0635\u0627\u062f \u0627\u0644\u0645\u0639\u0631\u0641\u064a. [2]\u00a0\u0645\u0642\u0627\u0631\u0646\u0629 \u0628\u064a\u0646 R \u0648 SAS: \u062a\u062d\u0644\u064a\u0644 \u0634\u0627\u0645\u0644 \u0644\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a \u0627\u0644\u0623\u0643\u062b\u0631 \u0634\u064a\u0648\u0639\u0627\u064b \u0641\u064a \u0627\u0644\u0635\u0646\u0627\u0639\u0629. [3]\u00a0\u0623\u0647\u0645\u064a\u0629 SAS \u0641\u064a \u0627\u0644\u0642\u0637\u0627\u0639 \u0627\u0644\u0645\u0627\u0644\u064a: \u0643\u064a\u0641 \u062a\u0636\u0645\u0646 \u0627\u0644\u0645\u0624\u0633\u0633\u0627\u062a \u0627\u0644\u0645\u0627\u0644\u064a\u0629 \u0627\u0644\u0627\u0645\u062a\u062b\u0627\u0644 \u0627\u0644\u062a\u0646\u0638\u064a\u0645\u064a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 SAS. [4]\u00a0R \u0641\u064a \u0627\u0644\u0628\u062d\u062b \u0627\u0644\u0639\u0644\u0645\u064a: \u062f\u0648\u0631 \u0627\u0644\u062d\u0632\u0645 \u0627\u0644\u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0645\u0635\u062f\u0631 \u0641\u064a \u062a\u0639\u0632\u064a\u0632 \u0634\u0641\u0627\u0641\u064a\u0629 \u0648\u0642\u0627\u0628\u0644\u064a\u0629 \u062a\u0643\u0631\u0627\u0631 \u0627\u0644\u0623\u0628\u062d\u0627\u062b. [5]\u00a0\u0633\u0648\u0642 \u0627\u0644\u0639\u0645\u0644 \u0627\u0644\u062e\u0644\u064a\u062c\u064a: \u062a\u0642\u0627\u0631\u064a\u0631 \u062d\u0648\u0644 \u0646\u0645\u0648 \u0648\u0638\u0627\u0626\u0641 \u0639\u0644\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a \u0641\u064a \u0627\u0644\u0633\u0639\u0648\u062f\u064a\u0629 … <\/i>Read More<\/span><\/a><\/p>\n","protected":false},"author":4,"featured_media":2342,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[200],"tags":[],"class_list":["post-2341","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-200"],"yoast_head":"\n\u062f\u0648\u0631\u0627\u062a \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a \u0627\u0644\u0645\u062a\u0642\u062f\u0645<\/title>\n<meta name=\"description\" content=\"\u062a\u0639\u0631\u0651\u0641 \u0639\u0644\u0649 \u0623\u0647\u0645\u064a\u0629 \u062f\u0648\u0631\u0627\u062a \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a \u0627\u0644\u0645\u062a\u0642\u062f\u0645 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 R \u0648SAS\u060c \u0648\u0645\u0645\u064a\u0632\u0627\u062a \u062a\u0639\u0644\u0645 \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a \u0648\u0641\u0631\u0635\u0647 \u0627\u0644\u0648\u0638\u064a\u0641\u064a\u0629 \u0645\u0639 \u0623\u0643\u0627\u062f\u064a\u0645\u064a\u0629 Science Club.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/scienceclubacademy.com\/ar\/\u062f\u0648\u0631\u0627\u062a-\u0627\u0644\u062a\u062d\u0644\u064a\u0644-\u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a-\u0627\u0644\u0645\u062a\u0642\u062f\u0645-\u0628\u0627\u0633\u062a\u062e\/\" \/>\n<meta property=\"og:locale\" content=\"ar_AR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u0623\u0641\u0636\u0644 \u062f\u0648\u0631\u0627\u062a \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 R \u0648 SAS \u0641\u064a \u062f\u0628\u064a | \u0623\u0643\u0627\u062f\u064a\u0645\u064a\u0629 \u0627\u0644\u0646\u0627\u062f\u064a \u0627\u0644\u0639\u0644\u0645\u064a | 01027550208\" \/>\n<meta property=\"og:description\" content=\"\u062a\u0639\u0631\u0651\u0641 \u0639\u0644\u0649 \u0623\u0647\u0645\u064a\u0629 \u062f\u0648\u0631\u0627\u062a \u0627\u0644\u062a\u062d\u0644\u064a\u0644 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\u0627\u0644\u062a\u0639\u0644\u064a\u0645 \u0648\u0627\u0644\u062f\u0639\u0645 \u0627\u0644\u0623\u0643\u0627\u062f\u064a\u0645\u064a\" \/>\n<meta property=\"article:published_time\" content=\"2026-01-30T01:25:24+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2026-01-30T20:08:41+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/scienceclubacademy.com\/wp-content\/uploads\/2026\/01\/main_cover-1024x683.png\" \/>\n\t<meta property=\"og:image:width\" content=\"1024\" \/>\n\t<meta property=\"og:image:height\" content=\"683\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"\u0627\u0643\u0627\u062f\u0645\u064a\u0647 \u0627\u0644\u0646\u0627\u062f\u064a \u0627\u0644\u0639\u0644\u0645\u064a\" \/>\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=\"\u0627\u0643\u0627\u062f\u0645\u064a\u0647 \u0627\u0644\u0646\u0627\u062f\u064a \u0627\u0644\u0639\u0644\u0645\u064a\" \/>\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=\"21 \u062f\u0642\u064a\u0642\u0629\" \/>\n<script type=\"application\/ld+json\" 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