{"id":459,"date":"2024-11-19T09:45:45","date_gmt":"2024-11-19T09:45:45","guid":{"rendered":"https:\/\/momenmedhat.com\/2024\/11\/19\/the-role-of-quantitative-analysis-in-developing-automated-trading-strategies-tools-and-applications\/"},"modified":"2024-12-12T21:10:40","modified_gmt":"2024-12-12T21:10:40","slug":"the-role-of-quantitative-analysis-in-developing-automated-trading-strategies-tools-and-applications","status":"publish","type":"post","link":"https:\/\/momenmedhat.com\/ar\/2024\/11\/19\/the-role-of-quantitative-analysis-in-developing-automated-trading-strategies-tools-and-applications\/","title":{"rendered":"\u062f\u0648\u0631 \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0643\u0645\u064a \u0641\u064a \u062a\u0637\u0648\u064a\u0631 \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0627\u062a \u0627\u0644\u062a\u062f\u0627\u0648\u0644 \u0627\u0644\u0622\u0644\u064a \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0648\u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a"},"content":{"rendered":"\t\t
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\u062f\u0648\u0631 \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0643\u0645\u064a \u0641\u064a \u062a\u0637\u0648\u064a\u0631 \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0627\u062a \u0627\u0644\u062a\u062f\u0627\u0648\u0644 \u0627\u0644\u0622\u0644\u064a \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0648\u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a<\/h2>\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t
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\u0627\u0647\u0644\u0627 \u0628\u064a\u0643\u0645 \u0641\u064a \u0645\u0642\u0627\u0644 \u062c\u062f\u064a\u062f \u0645\u0646 \u0633\u0644\u0633\u0644\u0629 \u062a\u0639\u0644\u064a\u0645 \u0627\u0644\u062a\u062f\u0627\u0648\u0644 \u0627\u0644\u0622\u0644\u064a \u0641\u064a \u0639\u0627\u0644\u0645 \u0627\u0644\u0623\u0633\u0648\u0627\u0642 \u0627\u0644\u0645\u0627\u0644\u064a\u0629\u060c \u0625\u0630\u0627 \u0643\u0627\u0646 \u0644\u062f\u064a\u0643 \u0634\u063a\u0641 \u0644\u0644\u062a\u062f\u0627\u0648\u0644\u060c \u0641\u0628\u0627\u0644\u062a\u0623\u0643\u064a\u062f \u0633\u0645\u0639\u062a \u0639\u0646 \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0643\u0645\u064a. \u0644\u0643\u0646 \u0625\u064a\u0647 \u0647\u0648 \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0643\u0645\u064a \u0628\u0627\u0644\u0636\u0628\u0637\u061f \u0625\u0632\u0627\u064a \u0645\u0645\u0643\u0646 \u064a\u0633\u0627\u0639\u062f\u0643 \u0641\u064a \u062a\u0637\u0648\u064a\u0631 \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0627\u062a \u0627\u0644\u062a\u062f\u0627\u0648\u0644 \u0627\u0644\u0622\u0644\u064a\u061f \u0641\u064a \u0627\u0644\u0645\u0642\u0627\u0644 \u062f\u0647\u060c \u0647\u0646\u062a\u0643\u0644\u0645 \u0639\u0646 \u0643\u0644 \u0627\u0644\u062a\u0641\u0627\u0635\u064a\u0644 \u0627\u0644\u0645\u062a\u0639\u0644\u0642\u0629 \u0628\u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0643\u0645\u064a\u060c \u0648\u0623\u0647\u0645\u064a\u062a\u0647\u060c \u0643\u0645\u0627\u0646 \u0647\u0646\u062a\u0646\u0627\u0648\u0644 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0648\u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u064a\u0647\u060c \u0648\u0643\u0645\u0627\u0646 \u0627\u0644\u062a\u062d\u062f\u064a\u0627\u062a \u0627\u0644\u0644\u064a \u0645\u0645\u0643\u0646 \u062a\u0642\u0627\u0628\u0644\u0643 \u0648\u0623\u0646\u062a \u0628\u062a\u0637\u0628\u0642 \u0627\u0644\u0623\u0633\u0627\u0644\u064a\u0628 \u062f\u064a.<\/span><\/p>

\u00a0<\/p>

\u0645\u0627 \u0647\u0648 \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0643\u0645\u064a (Quantitative Analysis)<\/b><\/p>

\u062e\u0644\u064a\u0646\u0627 \u0646\u0628\u062f\u0623 \u0645\u0646 \u0627\u0644\u0628\u062f\u0627\u064a\u0629. \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0643\u0645\u064a \u0647\u0648 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0631\u064a\u0627\u0636\u064a\u0629 \u0648\u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a\u0629 \u0639\u0634\u0627\u0646 \u0646\u0641\u0647\u0645 \u0633\u0644\u0648\u0643 \u0627\u0644\u0633\u0648\u0642 \u0648\u0646\u062a\u062e\u0630 \u0642\u0631\u0627\u0631\u0627\u062a \u062a\u062f\u0627\u0648\u0644 \u0645\u062f\u0631\u0648\u0633\u0629. \u064a\u0639\u0646\u064a \u0628\u0628\u0633\u0627\u0637\u0629\u060c \u0628\u062f\u0644\u0627\u064b \u0645\u0646 \u0627\u0644\u062a\u062e\u0645\u064a\u0646\u060c \u0628\u0646\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062d\u0642\u064a\u0642\u064a\u0629. \u0641\u064a \u0639\u0627\u0644\u0645 \u0627\u0644\u062a\u062f\u0627\u0648\u0644 \u0627\u0644\u0622\u0644\u064a\u060c \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0643\u0645\u064a \u0628\u064a\u0639\u062a\u0628\u0631 \u0623\u062f\u0627\u0629 \u0631\u0626\u064a\u0633\u064a\u0629 \u0644\u0644\u0645\u062a\u062f\u0627\u0648\u0644\u064a\u0646 \u0627\u0644\u0645\u062d\u062a\u0631\u0641\u064a\u0646 \u0644\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0642\u064a\u0645\u0629 \u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0636\u062e\u0645\u0629 \u0627\u0644\u0645\u062a\u0627\u062d\u0629 \u0641\u064a \u0627\u0644\u0623\u0633\u0648\u0627\u0642 \u0627\u0644\u0645\u0627\u0644\u064a\u0629.<\/span><\/p>

\u00a0<\/p>

\u0644\u064a\u0647 \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0643\u0645\u064a \u0645\u0647\u0645\u061f<\/b><\/p>

\u0647\u062a\u0633\u0623\u0644 \u0646\u0641\u0633\u0643\u060c \u0644\u064a\u0647 \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0643\u0645\u064a \u0645\u0647\u0645\u061f \u0627\u0644\u062d\u0642\u064a\u0642\u0629\u060c \u0625\u0646 \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0643\u0645\u064a \u0628\u064a\u0648\u0641\u0631 \u0648\u0633\u064a\u0644\u0629 \u0645\u0646\u0638\u0645\u0629 \u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0633\u0648\u0642 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0627\u0644\u0623\u0631\u0642\u0627\u0645. \u064a\u0639\u0646\u064a\u060c \u0628\u062f\u0644 \u0645\u0627 \u0646\u0633\u064a\u0628 \u0639\u0648\u0627\u0637\u0641\u0646\u0627 \u062a\u0624\u062b\u0631 \u0639\u0644\u0649 \u0642\u0631\u0627\u0631\u0627\u062a\u0646\u0627\u060c \u0628\u0646\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0627\u0644\u062d\u0642\u0627\u0626\u0642 \u0648\u0627\u0644\u0623\u0631\u0642\u0627\u0645. \u0643\u0645\u0627\u0646\u060c \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0643\u0645\u064a \u0628\u064a\u0633\u0627\u0639\u062f\u0643 \u0641\u064a \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0623\u0646\u0645\u0627\u0637 \u0627\u0644\u0645\u062a\u0643\u0631\u0631\u0629 \u0644\u062d\u0631\u0643\u0627\u062a \u0627\u0644\u0623\u0633\u0639\u0627\u0631\u060c \u0648\u0643\u0645\u0627\u0646 \u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0627\u062a\u062c\u0627\u0647\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644\u064a\u0629.<\/span><\/p>

\u00a0<\/p>

\u0645\u0645\u0643\u0646 \u062a\u0643\u0648\u0646 \u0645\u0628\u062a\u062f\u0626 \u0623\u0648 \u0645\u062a\u062f\u0627\u0648\u0644 \u0645\u062d\u062a\u0631\u0641\u060c \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0623\u0633\u0627\u0644\u064a\u0628 \u0627\u0644\u0643\u0645\u064a\u0629 \u0647\u064a\u0633\u0627\u0639\u062f\u0643 \u0641\u064a \u0627\u062a\u062e\u0627\u0630 \u0642\u0631\u0627\u0631\u0627\u062a \u0645\u0628\u0646\u064a\u0629 \u0639\u0644\u0649 \u0627\u0644\u062d\u0642\u0627\u0626\u0642\u060c \u0645\u0634 \u0639\u0644\u0649 \u0627\u0644\u062a\u062e\u0645\u064a\u0646. \u0648\u0645\u0639 \u0645\u0631\u0648\u0631 \u0627\u0644\u0648\u0642\u062a\u060c \u0647\u062a\u0643\u062a\u0634\u0641 \u0625\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0643\u0645\u064a \u0628\u064a\u0642\u0644\u0644 \u062a\u0623\u062b\u064a\u0631 \u0627\u0644\u0645\u0634\u0627\u0639\u0631 \u0641\u064a \u0627\u0644\u062a\u062f\u0627\u0648\u0644\u060c \u0648\u062f\u0647 \u0647\u064a\u0633\u0627\u0639\u062f\u0643 \u0639\u0644\u0649 \u062a\u062d\u0633\u064a\u0646 \u0623\u062f\u0627\u0621 \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0627\u062a\u0643.<\/span><\/p>

\u00a0<\/p>

\u0627\u0644\u0639\u0648\u0627\u0645\u0644 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0641\u064a \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0643\u0645\u064a<\/b><\/p>

\u062f\u0639\u0648\u0646\u0627 \u0646\u0644\u0642\u064a \u0646\u0638\u0631\u0629 \u0639\u0644\u0649 \u0628\u0639\u0636 \u0627\u0644\u0639\u0648\u0627\u0645\u0644 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0627\u0644\u0644\u064a \u0628\u062a\u0639\u062a\u0645\u062f \u0639\u0644\u064a\u0647\u0627 \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0627\u062a \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0643\u0645\u064a. \u0647\u0646\u0631\u0643\u0632 \u0639\u0644\u0649 \u062d\u0627\u062c\u062a\u064a\u0646 \u0645\u0647\u0645\u062a\u064a\u0646: \u0627\u0644\u0645\u062a\u0648\u0633\u0637 \u0648\u0627\u0644\u0627\u0646\u062d\u0631\u0627\u0641 \u0627\u0644\u0645\u0639\u064a\u0627\u0631\u064a \u0648\u0627\u0631\u062a\u0628\u0627\u0637 \u0627\u0644\u0623\u0635\u0648\u0644.<\/span><\/p>

\u00a0<\/p>

  1. \u0627\u0644\u0645\u062a\u0648\u0633\u0637\u00a0 (Mean)\u00a0 \u0648\u0627\u0644\u0627\u0646\u062d\u0631\u0627\u0641 \u0627\u0644\u0645\u0639\u064a\u0627\u0631\u064a (Standard Deviation)<\/b><\/li><\/ol>

    \u0627\u0644\u0645\u062a\u0648\u0633\u0637 (Mean) \u0647\u0648 \u0628\u0628\u0633\u0627\u0637\u0629 \u0627\u0644\u0642\u064a\u0645\u0629 \u0627\u0644\u0648\u0633\u0637\u064a\u0629 \u0644\u0645\u062c\u0645\u0648\u0639\u0629 \u0645\u0646 \u0627\u0644\u0623\u0631\u0642\u0627\u0645. \u0641\u064a \u0633\u064a\u0627\u0642 \u0627\u0644\u062a\u062f\u0627\u0648\u0644\u060c \u0645\u0645\u0643\u0646 \u062a\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u0645\u062a\u0648\u0633\u0637 \u0644\u062d\u0633\u0627\u0628 \u0645\u062a\u0648\u0633\u0637 \u0633\u0639\u0631 \u0633\u0647\u0645 \u0645\u0639\u064a\u0646 \u0639\u0644\u0649 \u0645\u062f\u0649 \u0641\u062a\u0631\u0629 \u0632\u0645\u0646\u064a\u0629 \u0645\u062d\u062f\u062f\u0629. \u0645\u062b\u0644\u0627\u064b\u060c \u0644\u0648 \u0639\u0627\u0648\u0632 \u062a\u0639\u0631\u0641 \u0645\u062a\u0648\u0633\u0637 \u0633\u0639\u0631 \u0633\u0647\u0645 \u0639\u0644\u0649 \u0645\u062f\u0627\u0631 \u0633\u062a\u0629 \u0634\u0647\u0648\u0631\u060c \u0647\u062a\u062c\u0645\u0639 \u0643\u0644 \u0627\u0644\u0623\u0633\u0639\u0627\u0631 \u0627\u0644\u064a\u0648\u0645\u064a\u0629 \u0648\u062a\u0642\u0633\u0645\u0647\u0627 \u0639\u0644\u0649 \u0639\u062f\u062f \u0627\u0644\u0623\u064a\u0627\u0645.<\/span><\/p>

    \u00a0<\/p>

    \u0623\u0645\u0627 \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0640 \u0627\u0644\u0627\u0646\u062d\u0631\u0627\u0641 \u0627\u0644\u0645\u0639\u064a\u0627\u0631\u064a (Standard Deviation)\u060c<\/b> \u0641\u0647\u0648 \u0628\u064a\u0645\u062b\u0644 \u062f\u0631\u062c\u0629 \u062a\u0642\u0644\u0628 \u0627\u0644\u0623\u0633\u0639\u0627\u0631 \u0628\u0639\u064a\u062f\u064b\u0627 \u0639\u0646 \u0627\u0644\u0645\u062a\u0648\u0633\u0637. \u0643\u0644\u0645\u0627 \u0643\u0627\u0646 \u0627\u0644\u0627\u0646\u062d\u0631\u0627\u0641 \u0627\u0644\u0645\u0639\u064a\u0627\u0631\u064a \u0623\u0639\u0644\u0649\u060c \u0643\u0627\u0646 \u064a\u0639\u0646\u064a \u0625\u0646 \u0627\u0644\u0623\u0633\u0639\u0627\u0631 \u0628\u062a\u0634\u0647\u062f \u062a\u0642\u0644\u0628\u0627\u062a \u0623\u0643\u0628\u0631. \u0627\u0644\u0639\u0643\u0633 \u0635\u062d\u064a\u062d\u060c \u0644\u0648 \u0627\u0644\u0627\u0646\u062d\u0631\u0627\u0641 \u0627\u0644\u0645\u0639\u064a\u0627\u0631\u064a \u0645\u0646\u062e\u0641\u0636\u060c \u064a\u0639\u0646\u064a \u0625\u0646 \u0627\u0644\u0623\u0633\u0639\u0627\u0631 \u0645\u0633\u062a\u0642\u0631\u0629 \u0646\u0633\u0628\u064a\u064b\u0627 \u062d\u0648\u0644 \u0627\u0644\u0645\u062a\u0648\u0633\u0637.<\/span><\/p>

    \u00a0<\/p>

    1. 2<\/span>. \u0627\u0631\u062a\u0628\u0627\u0637 \u0627\u0644\u0623\u0635\u0648\u0644 – (Assets Correlation)<\/b><\/li><\/ol>

      \u0627\u0631\u062a\u0628\u0627\u0637 \u0627\u0644\u0623\u0635\u0648\u0644 \u0647\u0648 \u0645\u0642\u064a\u0627\u0633 \u0644\u0645\u062f\u0649 \u062a\u062d\u0631\u0643 \u0623\u0635\u0644\u064a\u0646 \u0645\u0639\u064b\u0627. \u0644\u0648 \u0643\u0627\u0646 \u0641\u064a\u0647 \u0639\u0644\u0627\u0642\u0629 \u0625\u064a\u062c\u0627\u0628\u064a\u0629 \u0628\u064a\u0646 \u0633\u0647\u0645\u064a\u0646\u060c \u062f\u0647 \u064a\u0639\u0646\u064a \u0625\u0646\u0647\u0645\u0627 \u0628\u064a\u062a\u062d\u0631\u0643\u0648\u0627 \u0641\u064a \u0646\u0641\u0633 \u0627\u0644\u0627\u062a\u062c\u0627\u0647. \u0644\u0648 \u0643\u0627\u0646 \u0627\u0644\u0627\u0631\u062a\u0628\u0627\u0637 \u0633\u0644\u0628\u064a\u060c \u062f\u0647 \u0645\u0639\u0646\u0627\u0647 \u0625\u0646 \u0627\u0644\u0623\u0635\u0648\u0644 \u0628\u062a\u062d\u0631\u0643 \u0641\u064a \u0627\u062a\u062c\u0627\u0647\u0627\u062a \u0645\u062e\u062a\u0644\u0641\u0629.<\/span><\/p>

      \u00a0<\/p>

      \u0641\u0647\u0645 \u0627\u0631\u062a\u0628\u0627\u0637 \u0627\u0644\u0623\u0635\u0648\u0644 \u0645\u0647\u0645 \u062c\u062f\u064b\u0627 \u0641\u064a \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0643\u0645\u064a \u0644\u0623\u0646\u0647 \u0628\u064a\u0633\u0627\u0639\u062f \u0627\u0644\u0645\u062a\u062f\u0627\u0648\u0644\u064a\u0646 \u0641\u064a \u062a\u0642\u0644\u064a\u0644 \u0627\u0644\u0645\u062e\u0627\u0637\u0631. \u064a\u0639\u0646\u064a\u060c \u0644\u0645\u0627 \u062a\u0646\u0648\u0639 \u0627\u0633\u062a\u062b\u0645\u0627\u0631\u0627\u062a\u0643 \u0628\u064a\u0646 \u0623\u0635\u0648\u0644 \u063a\u064a\u0631 \u0645\u0631\u062a\u0628\u0637\u0629\u060c \u0647\u062a\u0642\u0644\u0644 \u0645\u0646 \u0627\u062d\u062a\u0645\u0627\u0644\u064a\u0629 \u0627\u0644\u062e\u0633\u0627\u0626\u0631.<\/span><\/p>

      \u00a0<\/p>

      \u0643\u064a\u0641 \u064a\u062a\u0645 \u062a\u0637\u0628\u064a\u0642 \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0643\u0645\u064a \u0641\u064a \u0627\u0644\u062a\u062f\u0627\u0648\u0644\u061f<\/b><\/p>

      \u0628\u0639\u062f \u0645\u0627 \u0641\u0647\u0645\u0646\u0627 \u0627\u0644\u0639\u0648\u0627\u0645\u0644 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629\u060c \u0647\u0646\u062a\u0643\u0644\u0645 \u0639\u0646 \u0643\u064a\u0641\u064a\u0629 \u062a\u0637\u0628\u064a\u0642 \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0643\u0645\u064a \u0641\u064a \u0627\u0644\u062a\u062f\u0627\u0648\u0644 \u0627\u0644\u0622\u0644\u064a. \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0643\u0645\u064a \u0623\u062f\u0627\u0629 \u0642\u0648\u064a\u0629 \u0647\u062a\u0633\u0627\u0639\u062f\u0643 \u0641\u064a \u0628\u0646\u0627\u0621 \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0627\u062a \u062a\u062f\u0627\u0648\u0644 \u062a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/span><\/p>

      \u00a0<\/p>

      1. \u0628\u0646\u0627\u0621 \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0629 \u0643\u0645\u064a\u0629<\/b><\/li><\/ol>

        \u0623\u0648\u0644 \u062e\u0637\u0648\u0629 \u0647\u064a \u0628\u0646\u0627\u0621 \u0627\u0644\u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0629. \u0627\u0628\u062f\u0623 \u0628\u062c\u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0644\u064a \u0639\u0627\u0648\u0632 \u062a\u062d\u0644\u0644\u0647\u0627\u060c \u0632\u064a \u0627\u0644\u0623\u0633\u0639\u0627\u0631\u060c \u0648\u0623\u062d\u062c\u0627\u0645 \u0627\u0644\u062a\u062f\u0627\u0648\u0644 (Volume)\u060c \u0648\u0627\u0644\u0645\u0624\u0634\u0631\u0627\u062a \u0627\u0644\u0627\u0642\u062a\u0635\u0627\u062f\u064a\u0629. \u0628\u0639\u062f \u0643\u062f\u0647\u060c \u0627\u0633\u062a\u062e\u062f\u0645 \u0623\u062f\u0648\u0627\u062a \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0643\u0645\u064a \u0632\u064a \u0627\u0644\u0645\u062a\u0648\u0633\u0637 \u0648\u0627\u0644\u0627\u0646\u062d\u0631\u0627\u0641 \u0627\u0644\u0645\u0639\u064a\u0627\u0631\u064a \u0639\u0634\u0627\u0646 \u062a\u0643\u062a\u0634\u0641 \u0627\u0644\u0623\u0646\u0645\u0627\u0637 \u0627\u0644\u0645\u062a\u0643\u0631\u0631\u0629 \u0648\u0627\u0644\u0627\u0631\u062a\u0628\u0627\u0637\u0627\u062a \u0628\u064a\u0646 \u0627\u0644\u0623\u0635\u0648\u0644.<\/span><\/p>

        \u00a0<\/p>

        \u0627\u0644\u0628\u0646\u0627\u0621 \u0627\u0644\u0633\u0644\u064a\u0645 \u0644\u0644\u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0629 \u0628\u064a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u062a\u062d\u062f\u064a\u062f \u0645\u0639\u0627\u064a\u064a\u0631 \u062f\u0642\u064a\u0642\u0629 \u0644\u0644\u062f\u062e\u0648\u0644 \u0648\u0627\u0644\u062e\u0631\u0648\u062c \u0645\u0646 \u0627\u0644\u0635\u0641\u0642\u0627\u062a. \u0645\u0645\u0643\u0646 \u062a\u0634\u0645\u0644 \u0627\u0644\u0645\u0639\u0627\u064a\u064a\u0631 \u0625\u0634\u0627\u0631\u0627\u062a \u0645\u0639\u064a\u0646\u0629 \u062a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0623\u0633\u0639\u0627\u0631 \u0645\u062d\u062f\u062f\u0629 \u0623\u0648 \u062a\u063a\u064a\u064a\u0631\u0627\u062a \u0641\u064a \u062d\u062c\u0645 \u0627\u0644\u062a\u062f\u0627\u0648\u0644.<\/span><\/p>

        \u00a0<\/p>

        1. \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631 \u0641\u064a \u0627\u0644\u0645\u0627\u0636\u064a \u0648\u0627\u0644\u062a\u062d\u0633\u064a\u0646 (Backtesting & Optimization)<\/b><\/li><\/ol>

          \u0627\u0644\u062e\u0637\u0648\u0629 \u0627\u0644\u062b\u0627\u0646\u064a\u0629 \u0647\u064a \u0627\u062e\u062a\u0628\u0627\u0631 \u0627\u0644\u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0629 \u0639\u0644\u0649 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u0627\u0631\u064a\u062e\u064a\u0629\u060c \u0648\u062f\u0647 \u0627\u0644\u0644\u064a \u0628\u0646\u0633\u0645\u064a\u0647 Backtesting. \u0647\u0646\u0627\u060c \u0647\u062a\u062e\u062a\u0628\u0631 \u0627\u0644\u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0629 \u0627\u0644\u0644\u064a \u0637\u0648\u0631\u062a\u0647\u0627 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0628\u064a\u0627\u0646\u0627\u062a \u0642\u062f\u064a\u0645\u0629 \u0639\u0634\u0627\u0646 \u062a\u0642\u064a\u0645 \u0623\u062f\u0627\u0626\u0647\u0627. \u0627\u0644\u062e\u0637\u0648\u0629 \u062f\u064a \u0628\u062a\u0633\u0627\u0639\u062f\u0643 \u0641\u064a \u0645\u0639\u0631\u0641\u0629 \u0645\u062f\u0649 \u0641\u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0629 \u0641\u064a \u0638\u0631\u0648\u0641 \u0627\u0644\u0633\u0648\u0642 \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629.<\/span><\/p>

          \u00a0<\/p>

          \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631 \u0641\u064a \u0627\u0644\u0645\u0627\u0636\u064a \u0645\u0634 \u0645\u062c\u0631\u062f \u0648\u0633\u064a\u0644\u0629 \u0644\u0631\u0624\u064a\u0629 \u0623\u062f\u0627\u0621 \u0627\u0644\u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0629\u060c \u0644\u0643\u0646 \u0643\u0645\u0627\u0646 \u062e\u0637\u0648\u0629 \u0623\u0633\u0627\u0633\u064a\u0629 \u0641\u064a \u062a\u062d\u0633\u064a\u0646\u0647\u0627. \u0628\u0639\u062f \u0645\u0627 \u062a\u062d\u062f\u062f \u0627\u0644\u0639\u0648\u0627\u0645\u0644 \u0627\u0644\u0645\u0624\u062b\u0631\u0629 \u0641\u064a \u0627\u0644\u0623\u062f\u0627\u0621\u060c \u0647\u062a\u0628\u062f\u0623 \u062a\u0639\u062f\u0644 \u0641\u064a \u0627\u0644\u0645\u0624\u0634\u0631\u0627\u062a \u0623\u0648 \u0646\u0642\u0627\u0637 \u0627\u0644\u062e\u0631\u0648\u062c \u0644\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0646\u062a\u0627\u0626\u062c.<\/span><\/p>

          \u00a0<\/p>

          \u0643\u064a\u0641 \u064a\u0633\u0647\u0645 \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0643\u0645\u064a \u0641\u064a \u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u062a\u062f\u0627\u0648\u0644\u061f<\/b><\/p>

          \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0643\u0645\u064a \u0645\u0634 \u0628\u0633 \u0623\u062f\u0627\u0629 \u0644\u062a\u0648\u0642\u0639 \u0627\u062a\u062c\u0627\u0647\u0627\u062a \u0627\u0644\u0633\u0648\u0642\u060c \u0644\u0643\u0646 \u0643\u0645\u0627\u0646 \u0648\u0633\u064a\u0644\u0629 \u0644\u062a\u0642\u0644\u064a\u0644 \u0627\u0644\u0645\u062e\u0627\u0637\u0631 \u0648\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0627\u062a.<\/span><\/p>

          \u00a0<\/p>

          1. \u0627\u062a\u062e\u0627\u0630 \u0642\u0631\u0627\u0631\u0627\u062a \u0645\u0628\u0646\u064a\u0629 \u0639\u0644\u0649 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/b><\/li><\/ol>

            \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0623\u062f\u0648\u0627\u062a \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0643\u0645\u064a\u060c \u0647\u062a\u0642\u062f\u0631 \u062a\u0633\u062a\u0641\u064a\u062f \u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0636\u062e\u0645\u0629 \u0641\u064a \u0627\u0644\u0623\u0633\u0648\u0627\u0642 \u0627\u0644\u0645\u0627\u0644\u064a\u0629 \u0644\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0623\u0646\u0645\u0627\u0637 \u0648\u062a\u062d\u0644\u064a\u0644\u0647\u0627 \u0628\u0634\u0643\u0644 \u0639\u0645\u064a\u0642. \u062f\u0647 \u0647\u064a\u0633\u0627\u0639\u062f\u0643 \u0641\u064a \u0627\u062a\u062e\u0627\u0630 \u0642\u0631\u0627\u0631\u0627\u062a \u0645\u0633\u062a\u0646\u062f\u0629 \u0625\u0644\u0649 \u0627\u0644\u062d\u0642\u0627\u0626\u0642 \u0648\u0627\u0644\u0623\u0631\u0642\u0627\u0645\u060c \u0628\u062f\u0644 \u0645\u0627 \u062a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0627\u0644\u0639\u0648\u0627\u0637\u0641 \u0623\u0648 \u0627\u0644\u062a\u0643\u0647\u0646\u0627\u062a.<\/span><\/p>

            \u00a0<\/p>

            1. \u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0627\u062a \u0648\u062a\u0642\u0644\u064a\u0644 \u0627\u0644\u0645\u062e\u0627\u0637\u0631<\/b><\/li><\/ol>

              \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0643\u0645\u064a \u0645\u0645\u0643\u0646 \u064a\u0633\u0627\u0639\u062f\u0643 \u0641\u064a \u062a\u062d\u0633\u064a\u0646 \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0627\u062a\u0643 \u0627\u0644\u062d\u0627\u0644\u064a\u0629 \u0645\u0646 \u062e\u0644\u0627\u0644 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u062e\u062a\u0628\u0627\u0631 \u0627\u0644\u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0627\u062a \u0627\u0644\u0633\u0627\u0628\u0642\u0629. \u0628\u0641\u0636\u0644 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u062f\u064a\u060c \u0647\u062a\u0642\u062f\u0631 \u062a\u062d\u062f\u062f \u0627\u0644\u0646\u0642\u0627\u0637 \u0627\u0644\u0636\u0639\u064a\u0641\u0629 \u0641\u064a \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u062a\u0643 \u0648\u062a\u062d\u0633\u0646\u0647\u0627 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0627\u0644\u0623\u062f\u0627\u0621 \u0627\u0644\u0633\u0627\u0628\u0642.<\/span><\/p>

              \u00a0<\/p>

              1. \u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u0645\u062e\u0627\u0637\u0631 \u0628\u0634\u0643\u0644 \u0623\u0641\u0636\u0644<\/b><\/li><\/ol>

                \u0641\u0647\u0645 \u0627\u0644\u0627\u0631\u062a\u0628\u0627\u0637 \u0628\u064a\u0646 \u0627\u0644\u0623\u0635\u0648\u0644 \u0648\u062a\u0648\u0632\u064a\u0639 \u0627\u0644\u0627\u0633\u062a\u062b\u0645\u0627\u0631\u0627\u062a \u0628\u064a\u0646 \u0623\u0635\u0648\u0644 \u063a\u064a\u0631 \u0645\u0631\u062a\u0628\u0637\u0629 \u0647\u064a\u0633\u0627\u0639\u062f\u0643 \u0641\u064a \u062a\u0642\u0644\u064a\u0644 \u0645\u062e\u0627\u0637\u0631 \u0627\u0644\u0633\u0648\u0642. \u0644\u0645\u0627 \u062a\u0643\u0648\u0646 \u0627\u0633\u062a\u062b\u0645\u0627\u0631\u0627\u062a\u0643 \u0645\u0648\u0632\u0639\u0629 \u0628\u0634\u0643\u0644 \u062c\u064a\u062f\u060c \u0647\u062a\u0642\u0644\u0644 \u0645\u0646 \u0627\u062d\u062a\u0645\u0627\u0644\u064a\u0629 \u0627\u0644\u062e\u0633\u0627\u0631\u0629 \u0627\u0644\u0634\u0627\u0645\u0644\u0629 \u0641\u064a \u062d\u0627\u0644\u0629 \u062d\u062f\u0648\u062b \u062a\u0642\u0644\u0628\u0627\u062a \u0643\u0628\u064a\u0631\u0629.<\/span><\/p>

                \u00a0<\/p>

                \u062a\u062d\u062f\u064a\u0627\u062a \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0643\u0645\u064a \u0641\u064a \u0627\u0644\u062a\u062f\u0627\u0648\u0644<\/b><\/p>

                \u0628\u0627\u0644\u0631\u063a\u0645 \u0645\u0646 \u0627\u0644\u0641\u0648\u0627\u0626\u062f \u0627\u0644\u0643\u0628\u064a\u0631\u0629\u060c \u0641\u064a \u0628\u0639\u0636 \u0627\u0644\u062a\u062d\u062f\u064a\u0627\u062a \u0627\u0644\u0644\u064a \u0644\u0627\u0632\u0645 \u0646\u0627\u062e\u062f\u0647\u0627 \u0641\u064a \u0627\u0644\u0627\u0639\u062a\u0628\u0627\u0631.<\/span><\/p>

                1. \u062a\u0639\u0642\u064a\u062f \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0648\u0627\u0644\u0646\u0645\u0627\u0630\u062c<\/b><\/li><\/ol>

                  \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0643\u0645\u064a \u064a\u062a\u0637\u0644\u0628 \u0641\u0647\u0645 \u0639\u0645\u064a\u0642 \u0644\u0644\u0631\u064a\u0627\u0636\u064a\u0627\u062a \u0648\u0627\u0644\u0625\u062d\u0635\u0627\u0621\u060c \u0648\u0643\u0645\u0627\u0646 \u0627\u0644\u0642\u062f\u0631\u0629 \u0639\u0644\u0649 \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0643\u0628\u064a\u0631\u0629. \u0644\u0630\u0627\u060c \u0644\u0627\u0632\u0645 \u062a\u0643\u0648\u0646 \u0645\u0633\u062a\u0639\u062f \u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0623\u062f\u0648\u0627\u062a \u0645\u062a\u0642\u062f\u0645\u0629 \u0648\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0645\u0633\u062a\u0645\u0631.<\/span><\/p>

                  1. \u0627\u0644\u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u0628\u064a\u0627\u0646\u0627\u062a \u062f\u0642\u064a\u0642\u0629<\/b><\/li><\/ol>

                    \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0627\u062a \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0643\u0645\u064a \u062a\u0639\u062a\u0645\u062f \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631 \u0639\u0644\u0649 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u0627\u0631\u064a\u062e\u064a\u0629. \u0623\u064a \u062e\u0637\u0623 \u0641\u064a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0645\u0643\u0646 \u064a\u0624\u062f\u064a \u0625\u0644\u0649 \u0646\u062a\u0627\u0626\u062c \u063a\u064a\u0631 \u062f\u0642\u064a\u0642\u0629 \u062a\u0624\u062b\u0631 \u0639\u0644\u0649 \u0642\u0631\u0627\u0631\u0627\u062a \u0627\u0644\u062a\u062f\u0627\u0648\u0644.<\/span><\/p>

                    1. \u062a\u0642\u0644\u0628\u0627\u062a \u0627\u0644\u0633\u0648\u0642<\/b><\/li><\/ol>

                      \u0631\u063a\u0645 \u0625\u0646 \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0643\u0645\u064a \u064a\u0648\u0641\u0631 \u0631\u0624\u0649 \u062f\u0642\u064a\u0642\u0629\u060c \u0644\u0643\u0646 \u0641\u064a\u0647 \u0639\u0648\u0627\u0645\u0644 \u063a\u064a\u0631 \u0645\u062a\u0648\u0642\u0639\u0629 \u0645\u0645\u0643\u0646 \u062a\u0623\u062b\u0631 \u0639\u0644\u0649 \u0627\u0644\u0623\u062f\u0627\u0621\u060c \u0632\u064a \u0627\u0644\u0623\u062e\u0628\u0627\u0631 \u0627\u0644\u0627\u0642\u062a\u0635\u0627\u062f\u064a\u0629 \u0623\u0648 \u0627\u0644\u0643\u0648\u0627\u0631\u062b \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629\u060c \u0648\u0627\u0644\u0644\u064a \u0645\u0634 \u0645\u0645\u0643\u0646 \u0627\u0644\u062a\u0646\u0628\u0624 \u0628\u064a\u0647\u0627 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u0643\u0645\u064a\u0629.<\/span><\/p>

                      \u00a0<\/p>

                      \u0627\u0644\u0645\u0644\u062e\u0635 \u0641\u064a \u0633\u0637\u0631\u064a\u0646..<\/b><\/p>

                      \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0643\u0645\u064a \u0647\u0648 \u0623\u0633\u0627\u0633 \u0642\u0648\u064a \u064a\u0633\u0627\u0639\u062f\u0643 \u0641\u064a \u0628\u0646\u0627\u0621 \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0627\u062a \u062a\u062f\u0627\u0648\u0644 \u0645\u062f\u0631\u0648\u0633\u0629 \u062a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a. \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u0631\u064a\u0627\u0636\u064a\u0629 \u0645\u062b\u0644 \u0627\u0644\u0645\u062a\u0648\u0633\u0637 \u0648\u0627\u0644\u0627\u0646\u062d\u0631\u0627\u0641 \u0627\u0644\u0645\u0639\u064a\u0627\u0631\u064a \u0648\u0641\u0647\u0645 \u0627\u0631\u062a\u0628\u0627\u0637 \u0627\u0644\u0623\u0635\u0648\u0644\u060c \u0645\u0645\u0643\u0646 \u062a\u062d\u0633\u0646 \u0623\u062f\u0627\u0621 \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u062a\u0643 \u0648\u062a\u0642\u0644\u064a\u0644 \u0627\u0644\u0645\u062e\u0627\u0637\u0631.<\/span><\/p>

                      \u0644\u0643\u0646\u060c \u0644\u0627\u0632\u0645 \u0646\u0641\u0647\u0645 \u0625\u0646 \u0627\u0644\u0623\u0645\u0631 \u0645\u0634 \u0628\u0633 \u0639\u0646 \u0628\u0646\u0627\u0621 \u0627\u0644\u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0629. \u062f\u0647 \u0643\u0645\u0627\u0646 \u064a\u062a\u0637\u0644\u0628 \u0627\u062e\u062a\u0628\u0627\u0631 \u0648\u062a\u062d\u0633\u064a\u0646 \u0645\u0633\u062a\u0645\u0631\u064a\u0646 \u0639\u0634\u0627\u0646 \u062a\u0648\u0627\u0643\u0628 \u0627\u0644\u062a\u063a\u064a\u0631\u0627\u062a \u0641\u064a \u0627\u0644\u0633\u0648\u0642. \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0643\u0645\u064a \u0628\u0634\u0643\u0644 \u0635\u062d\u064a\u062d \u0647\u064a\u0633\u0627\u0639\u062f\u0643 \u062a\u062d\u0642\u0642 \u0645\u0643\u0627\u0633\u0628 \u0645\u0633\u062a\u062f\u0627\u0645\u0629 \u0648\u062a\u0642\u0644\u0644 \u0645\u0646 \u0627\u0644\u0645\u062e\u0627\u0637\u0631 \u0641\u064a \u0627\u0644\u062a\u062f\u0627\u0648\u0644.<\/span><\/p>

                      \u0641\u0625\u0630\u0627 \u0643\u0646\u062a \u0645\u0647\u062a\u0645 \u0628\u0627\u0644\u062a\u062f\u0627\u0648\u0644 \u0627\u0644\u0622\u0644\u064a\u060c \u0627\u0628\u062f\u0623 \u0628\u062a\u0637\u0628\u064a\u0642 \u0627\u0644\u0623\u0633\u0627\u0644\u064a\u0628 \u0627\u0644\u0643\u0645\u064a\u0629 \u0641\u064a \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0627\u062a\u0643\u060c \u0648\u0647\u062a\u0644\u0627\u062d\u0638 \u0627\u0644\u0641\u0631\u0642 \u0641\u064a \u0627\u0644\u0623\u062f\u0627\u0621 \u0648\u0627\u0644\u0646\u062a\u0627\u0626\u062c!\u00a0<\/span><\/p>

                      \u00a0<\/p>

                      \u062a\u0642\u062f\u0631 \u062a\u0639\u0631\u0641 \u0627\u0643\u062a\u0631 \u0639\u0646 \u0623\u0633\u0631\u0627\u0631 \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0643\u0645\u064a \u0641\u064a \u0627\u0644\u062a\u062f\u0627\u0648\u0644 \u0627\u0644\u0622\u0644\u064a \u0628\u0634\u0643\u0644 \u062a\u0641\u0627\u0639\u0644\u064a \u0645\u0646 \u0647\u0646\u0627<\/a>\u00a0<\/span><\/p>

                      \u00a0\u062a\u0642\u062f\u0631 \u0643\u0645\u0627\u0646 \u062a\u062a\u0627\u0628\u0639 \u0643\u0644 \u0645\u0627 \u064a\u062e\u0635 \u0627\u0644\u062a\u062f\u0627\u0648\u0644 \u0627\u0644\u0622\u0644\u064a \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u0633\u0644\u0633\u0644\u0629 \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u064a\u0629 \u0627\u0644\u062c\u062f\u064a\u062f\u0629 \u0639\u0644\u0649 \u0642\u0646\u0627\u0629 \u0627\u0644\u064a\u0648\u062a\u064a\u0648\u0628 \u0645\u0646 \u0647\u0646\u0627<\/a><\/span><\/p>

                      \u00a0<\/p>

                      \u00a0<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"

                      \u062f\u0648\u0631 \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0643\u0645\u064a \u0641\u064a \u062a\u0637\u0648\u064a\u0631 \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0627\u062a \u0627\u0644\u062a\u062f\u0627\u0648\u0644 \u0627\u0644\u0622\u0644\u064a \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0648\u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0647\u0644\u0627 \u0628\u064a\u0643\u0645 \u0641\u064a \u0645\u0642\u0627\u0644 \u062c\u062f\u064a\u062f \u0645\u0646 \u0633\u0644\u0633\u0644\u0629 \u062a\u0639\u0644\u064a\u0645 \u0627\u0644\u062a\u062f\u0627\u0648\u0644 \u0627\u0644\u0622\u0644\u064a \u0641\u064a \u0639\u0627\u0644\u0645 \u0627\u0644\u0623\u0633\u0648\u0627\u0642 \u0627\u0644\u0645\u0627\u0644\u064a\u0629\u060c \u0625\u0630\u0627 \u0643\u0627\u0646 \u0644\u062f\u064a\u0643 \u0634\u063a\u0641 \u0644\u0644\u062a\u062f\u0627\u0648\u0644\u060c \u0641\u0628\u0627\u0644\u062a\u0623\u0643\u064a\u062f \u0633\u0645\u0639\u062a \u0639\u0646 \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0643\u0645\u064a. \u0644\u0643\u0646 \u0625\u064a\u0647 \u0647\u0648 \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0643\u0645\u064a \u0628\u0627\u0644\u0636\u0628\u0637\u061f \u0625\u0632\u0627\u064a \u0645\u0645\u0643\u0646 \u064a\u0633\u0627\u0639\u062f\u0643 \u0641\u064a \u062a\u0637\u0648\u064a\u0631 \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0627\u062a \u0627\u0644\u062a\u062f\u0627\u0648\u0644 \u0627\u0644\u0622\u0644\u064a\u061f \u0641\u064a \u0627\u0644\u0645\u0642\u0627\u0644 \u062f\u0647\u060c \u0647\u0646\u062a\u0643\u0644\u0645 \u0639\u0646 \u0643\u0644 \u0627\u0644\u062a\u0641\u0627\u0635\u064a\u0644 […]<\/p>\n","protected":false},"author":2,"featured_media":462,"comment_status":"open","ping_status":"open","sticky":false,"template":"elementor_header_footer","format":"standard","meta":{"footnotes":""},"categories":[20],"tags":[],"class_list":["post-459","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-20"],"brizy_media":[],"_links":{"self":[{"href":"https:\/\/momenmedhat.com\/ar\/wp-json\/wp\/v2\/posts\/459","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/momenmedhat.com\/ar\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/momenmedhat.com\/ar\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/momenmedhat.com\/ar\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/momenmedhat.com\/ar\/wp-json\/wp\/v2\/comments?post=459"}],"version-history":[{"count":5,"href":"https:\/\/momenmedhat.com\/ar\/wp-json\/wp\/v2\/posts\/459\/revisions"}],"predecessor-version":[{"id":466,"href":"https:\/\/momenmedhat.com\/ar\/wp-json\/wp\/v2\/posts\/459\/revisions\/466"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/momenmedhat.com\/ar\/wp-json\/wp\/v2\/media\/462"}],"wp:attachment":[{"href":"https:\/\/momenmedhat.com\/ar\/wp-json\/wp\/v2\/media?parent=459"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/momenmedhat.com\/ar\/wp-json\/wp\/v2\/categories?post=459"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/momenmedhat.com\/ar\/wp-json\/wp\/v2\/tags?post=459"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}