{"id":18868,"date":"2025-03-26T23:55:39","date_gmt":"2025-03-26T20:25:39","guid":{"rendered":"https:\/\/rasanegaar.com\/blog\/%d8%b1%d9%88%d8%b4-%d8%a7%d8%b3%d8%aa%d8%ae%d8%b1%d8%a7%d8%ac-%d8%af%d8%a7%d8%af%d9%87-%d9%87%d8%a7%db%8c-%d8%aa%d8%ac%d8%b2%db%8c%d9%87-%d9%88-%d8%aa%d8%ad%d9%84%db%8c%d9%84-youtube-%d9%88-%d8%aa\/"},"modified":"2025-03-26T23:55:39","modified_gmt":"2025-03-26T20:25:39","slug":"%d8%b1%d9%88%d8%b4-%d8%a7%d8%b3%d8%aa%d8%ae%d8%b1%d8%a7%d8%ac-%d8%af%d8%a7%d8%af%d9%87-%d9%87%d8%a7%db%8c-%d8%aa%d8%ac%d8%b2%db%8c%d9%87-%d9%88-%d8%aa%d8%ad%d9%84%db%8c%d9%84-youtube-%d9%88-%d8%aa","status":"publish","type":"post","link":"https:\/\/rasanegaar.com\/blog\/%d8%b1%d9%88%d8%b4-%d8%a7%d8%b3%d8%aa%d8%ae%d8%b1%d8%a7%d8%ac-%d8%af%d8%a7%d8%af%d9%87-%d9%87%d8%a7%db%8c-%d8%aa%d8%ac%d8%b2%db%8c%d9%87-%d9%88-%d8%aa%d8%ad%d9%84%db%8c%d9%84-youtube-%d9%88-%d8%aa\/","title":{"rendered":"\u0631\u0648\u0634 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u062f\u0627\u062f\u0647 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href=\"https:\/\/rasanegaar.com\/blog\/%d8%b1%d9%88%d8%b4-%d8%a7%d8%b3%d8%aa%d8%ae%d8%b1%d8%a7%d8%ac-%d8%af%d8%a7%d8%af%d9%87-%d9%87%d8%a7%db%8c-%d8%aa%d8%ac%d8%b2%db%8c%d9%87-%d9%88-%d8%aa%d8%ad%d9%84%db%8c%d9%84-youtube-%d9%88-%d8%aa\/#%d8%a7%db%8c%d9%86_%da%86%db%8c%d8%b2%db%8c_%d8%a7%d8%b3%d8%aa_%da%a9%d9%87_%d9%85%d8%a7\" >\u0627\u06cc\u0646 \u0686\u06cc\u0632\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0645\u0627<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%b1%d9%88%d8%b4-%d8%a7%d8%b3%d8%aa%d8%ae%d8%b1%d8%a7%d8%ac-%d8%af%d8%a7%d8%af%d9%87-%d9%87%d8%a7%db%8c-%d8%aa%d8%ac%d8%b2%db%8c%d9%87-%d9%88-%d8%aa%d8%ad%d9%84%db%8c%d9%84-youtube-%d9%88-%d8%aa\/#%d9%be%db%8c%d8%b4_%d9%86%db%8c%d8%a7%d8%b2%d9%87%d8%a7%db%8c\" >\u067e\u06cc\u0634 \u0646\u06cc\u0627\u0632\u0647\u0627\u06cc<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" 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\u0628\u06cc\u0634\u062a\u0631 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u06a9\u0646\u06cc\u062f \u06cc\u0627 \u062a\u062c\u0633\u0645 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f. \u0634\u0645\u0627 \u062d\u062a\u06cc \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u062f\u0627\u0634\u0628\u0648\u0631\u062f \u0633\u0641\u0627\u0631\u0634\u06cc \u062e\u0648\u062f \u0631\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0645\u0627\u0646\u0646\u062f Streamlit \u060c \u0628\u0631\u0627\u0642 \u06cc\u0627 \u062f\u0627\u0634 \u0628\u0633\u0627\u0632\u06cc\u062f.<\/p>\n<h3 id=\"heading-heres-what-we\"><span class=\"ez-toc-section\" id=\"%d8%a7%db%8c%d9%86_%da%86%db%8c%d8%b2%db%8c_%d8%a7%d8%b3%d8%aa_%da%a9%d9%87_%d9%85%d8%a7\"><\/span>\u0627\u06cc\u0646 \u0686\u06cc\u0632\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0645\u0627<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li>\n<p>\u067e\u06cc\u0634 \u0646\u06cc\u0627\u0632\u0647\u0627\u06cc<\/p>\n<\/li>\n<li>\n<p>\u0645\u0631\u062d\u0644\u0647 1: \u0628\u06cc\u0627\u0646\u06cc\u0647 \u0645\u0634\u06a9\u0644 \u0631\u0627 \u0645\u0634\u062e\u0635 \u06a9\u0646\u06cc\u062f<\/p>\n<\/li>\n<li>\n<p>\u0645\u0631\u062d\u0644\u0647 2: \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u06a9\u0646\u06cc\u062f<\/p>\n<\/li>\n<li>\n<p>\u0645\u0631\u062d\u0644\u0647 3: \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u06a9\u0646\u06cc\u062f<\/p>\n<ul>\n<li>\n<p>\u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0647\u0645\u0628\u0633\u062a\u06af\u06cc<\/p>\n<\/li>\n<li>\n<p>\u062a\u062d\u0644\u06cc\u0644 \u062d\u0641\u0638 \u0645\u062e\u0627\u0637\u0628\u0627\u0646<\/p>\n<\/li>\n<\/ul>\n<\/li>\n<li>\n<p>\u067e\u0627\u06cc\u0627\u0646<\/p>\n<\/li>\n<\/ul>\n<h2 id=\"heading-prerequisites\"><span class=\"ez-toc-section\" id=\"%d9%be%db%8c%d8%b4_%d9%86%db%8c%d8%a7%d8%b2%d9%87%d8%a7%db%8c\"><\/span>\u067e\u06cc\u0634 \u0646\u06cc\u0627\u0632\u0647\u0627\u06cc<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<ul>\n<li>\n<p>\u062d\u0633\u0627\u0628 \u0627\u0633\u062a\u0648\u062f\u06cc\u0648\u06cc \u0641\u0639\u0627\u0644 YouTube \u0648 YouTube<\/p>\n<\/li>\n<li>\n<p>Jupyter  \u0646\u0648\u062a \u0628\u0648\u06a9 \u060c Google Colab \u060c Kaggle \u06cc\u0627 \u0647\u0631 \u0645\u062d\u06cc\u0637 \u062f\u06cc\u06af\u0631\u06cc \u06a9\u0647 \u0627\u0632 \u067e\u0627\u06cc\u062a\u0648\u0646 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0645\u06cc \u06a9\u0646\u062f<\/p>\n<\/li>\n<li>\n<p>\u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u067e\u0627\u0646\u062f\u0627\u0633 \u0646\u0635\u0628 \u0634\u062f\u0647 \u0627\u0633\u062a<\/p>\n<\/li>\n<li>\n<p>\u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 Seaborn \u0646\u0635\u0628 \u0634\u062f\u0647 \u0627\u0633\u062a<\/p>\n<\/li>\n<li>\n<p>\u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 matplotlib \u0646\u0635\u0628 \u0634\u062f\u0647 \u0627\u0633\u062a<\/p>\n<\/li>\n<\/ul>\n<h2 id=\"heading-step-1-identify-the-problem-statement\"><span class=\"ez-toc-section\" id=\"%d9%85%d8%b1%d8%ad%d9%84%d9%87_1_%d8%a8%db%8c%d8%a7%d9%86%db%8c%d9%87_%d9%85%d8%b4%da%a9%d9%84_%d8%b1%d8%a7_%d9%85%d8%b4%d8%ae%d8%b5_%da%a9%d9%86%db%8c%d8%af\"><\/span>\u0645\u0631\u062d\u0644\u0647 1: \u0628\u06cc\u0627\u0646\u06cc\u0647 \u0645\u0634\u06a9\u0644 \u0631\u0627 \u0645\u0634\u062e\u0635 \u06a9\u0646\u06cc\u062f<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0642\u0628\u0644 \u0627\u0632 \u0627\u062f\u0627\u0645\u0647 \u06a9\u0627\u0631 \u060c \u0645\u0627 \u0628\u0627\u06cc\u062f \u0628\u062f\u0627\u0646\u06cc\u0645 \u06a9\u0647 \u0628\u0647 \u062f\u0646\u0628\u0627\u0644 \u0686\u0647 \u0686\u06cc\u0632\u06cc \u0647\u0633\u062a\u06cc\u0645 &#8211; \u0632\u06cc\u0631\u0627 YouTube Analytics \u0645\u0639\u06cc\u0627\u0631\u0647\u0627\u06cc \u0632\u06cc\u0627\u062f\u06cc \u062f\u0627\u0631\u062f \u0648 \u0627\u06cc\u0646 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0633\u06cc\u0627\u0631 \u0632\u06cc\u0627\u062f \u0628\u0627\u0634\u062f. \u06a9\u0627\u0646\u0627\u0644 \u0645\u0646 \u06cc\u06a9 \u062a\u0646 \u0645\u0634\u062a\u0631\u06a9 \u0646\u062f\u0627\u0631\u062f \u060c \u0627\u0645\u0627 \u0645\u0646 \u0686\u0646\u062f \u0641\u06cc\u0644\u0645 \u0648 \u0646\u0645\u0627\u06cc\u0634 \u062f\u0627\u0631\u0645. \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0645\u0627 \u0627\u0632 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0645\u0646 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0646\u0645\u0648\u0646\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f.<\/p>\n<p>\u0641\u0642\u0637 \u062a\u0648\u062c\u0647 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f \u06a9\u0647 \u0627\u06cc\u0646 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u06a9\u0647 \u0645\u0646 \u062f\u0631 \u0627\u06cc\u0646 \u0622\u0645\u0648\u0632\u0634 \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc \u062f\u0647\u0645 \u0645\u062e\u0635\u0648\u0635 \u06a9\u0627\u0646\u0627\u0644 \u0645\u0646 \u0627\u0633\u062a \u0648 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0627\u0632 \u06a9\u0627\u0646\u0627\u0644 \u0628\u0647 \u06a9\u0627\u0646\u0627\u0644 \u0645\u062a\u0641\u0627\u0648\u062a \u0628\u0627\u0634\u062f. \u0634\u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u0632 \u062a\u06a9\u0646\u06cc\u06a9 \u0647\u0627\u06cc \u0627\u06cc\u0646\u062c\u0627 \u0628\u0631\u0627\u06cc \u067e\u0627\u0633\u062e \u0628\u0647 \u0633\u0624\u0627\u0644\u0627\u062a \u0645\u0634\u0627\u0628\u0647\/\u0645\u0634\u0627\u0628\u0647 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062e\u0648\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f \u060c \u0627\u0645\u0627 \u0646\u062a\u0627\u06cc\u062c \u0634\u0645\u0627 \u0628\u0627 \u0645\u0646 \u0645\u062a\u0641\u0627\u0648\u062a \u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f.<\/p>\n<p>\u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0633\u0624\u0627\u0644\u0627\u062a\u06cc \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f \u06a9\u0647 \u0645\u06cc \u062e\u0648\u0627\u0647\u0645 \u067e\u0627\u0633\u062e\u06cc \u0628\u0631\u0627\u06cc \u0622\u0646 \u067e\u06cc\u062f\u0627 \u06a9\u0646\u0645:<\/p>\n<ol>\n<li><strong>\u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0647\u0645\u0628\u0633\u062a\u06af\u06cc<\/strong><\/li>\n<\/ol>\n<ul>\n<li>\n<p><strong>\u0645\u0646\u0638\u0631\u0647 \u0648 \u0632\u0645\u0627\u0646 \u062a\u0645\u0627\u0634\u0627<\/strong> &#8211; \u0622\u06cc\u0627 \u0632\u0645\u0627\u0646 \u062a\u0645\u0627\u0634\u0627\u06cc \u0637\u0648\u0644\u0627\u0646\u06cc \u062a\u0631 \u0628\u0627 \u0646\u0645\u0627\u0647\u0627\u06cc \u0628\u0627\u0644\u0627\u062a\u0631 \u0647\u0645\u0631\u0627\u0647 \u0627\u0633\u062a\u061f<\/p>\n<\/li>\n<li>\n<p><strong>\u0646\u0645\u0627\u0647\u0627 \u0648 \u0645\u0634\u062a\u0631\u06a9\u06cc\u0646<\/strong> &#8211; \u0622\u06cc\u0627 \u062f\u06cc\u062f\u06af\u0627\u0647 \u0647\u0627\u06cc \u0628\u06cc\u0634\u062a\u0631 \u0628\u0647 \u0645\u0634\u062a\u0631\u06a9\u0627\u0646 \u0628\u06cc\u0634\u062a\u0631 \u062a\u0631\u062c\u0645\u0647 \u0645\u06cc \u0634\u0648\u062f\u061f<\/p>\n<\/li>\n<li>\n<p><strong>\u0628\u0631\u062f\u0627\u0634\u062a \u0647\u0627 \u0648 \u0646\u0631\u062e \u06a9\u0644\u06cc\u06a9 \u0627\u0632 \u0637\u0631\u06cc\u0642 (CTR \u066a)-<\/strong> \u0622\u06cc\u0627 \u062a\u0635\u0648\u0631 \u0642\u0648\u06cc \u062a\u0631 \u0645\u0646\u062c\u0631 \u0628\u0647 \u062a\u0639\u0627\u0645\u0644 \u0628\u0647\u062a\u0631 \u0645\u06cc \u0634\u0648\u062f\u061f<\/p>\n<\/li>\n<li>\n<p><strong>\u0632\u0645\u0627\u0646 \u062a\u0645\u0627\u0634\u0627\u06cc \u0648 \u0645\u06cc\u0627\u0646\u06af\u06cc\u0646 \u0645\u062f\u062a \u0632\u0645\u0627\u0646 \u0646\u0645\u0627\u06cc<\/strong> &#8211; \u0622\u06cc\u0627 \u0641\u06cc\u0644\u0645 \u0647\u0627\u06cc \u0637\u0648\u0644\u0627\u0646\u06cc \u062a\u0631 \u0628\u06cc\u0634\u062a\u0631 \u062a\u0645\u0627\u0634\u0627 \u0645\u06cc \u0634\u0648\u0646\u062f\u061f<\/p>\n<\/li>\n<\/ul>\n<ol start=\"2\">\n<li><strong>\u062a\u062d\u0644\u06cc\u0644 \u062d\u0641\u0638 \u0645\u062e\u0627\u0637\u0628\u0627\u0646<\/strong><\/li>\n<\/ol>\n<ul>\n<li>\n<p><strong>\u0645\u062f\u062a \u0632\u0645\u0627\u0646 \u0646\u0645\u0627\u06cc \u0645\u062a\u0648\u0633\u0637 \u200b\u200b\u062f\u0631 \u0645\u0642\u0627\u0628\u0644 \u0637\u0648\u0644 \u0641\u06cc\u0644\u0645<\/strong> &#8211; \u0622\u06cc\u0627 \u0641\u06cc\u0644\u0645 \u0647\u0627\u06cc \u0637\u0648\u0644\u0627\u0646\u06cc \u062a\u0631 \u0628\u0647 \u0637\u0648\u0631 \u06a9\u0627\u0645\u0644 \u062a\u0645\u0627\u0634\u0627 \u0645\u06cc \u0634\u0648\u0646\u062f\u061f<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u0645\u062a\u06cc\u0627\u0632\u0647\u0627\u06cc \u0627\u0641\u062a<\/strong> &#8211; \u06a9\u062f\u0627\u0645 \u0645\u062d\u062f\u0648\u062f\u0647 \u0645\u062f\u062a \u0628\u0647\u062a\u0631\u06cc\u0646 \u062d\u0641\u0638 \u0631\u0627 \u062f\u0627\u0631\u062f\u061f<\/p>\n<\/li>\n<li>\n<p><strong>\u0645\u06cc\u0632\u0627\u0646 \u0627\u062d\u062a\u0628\u0627\u0633 (\u066a)<\/strong> &#8211; \u0632\u0645\u0627\u0646 \u062a\u0645\u0627\u0634\u0627\u06cc \u062a\u0642\u0633\u06cc\u0645 \u0628\u0631 \u0645\u062f\u062a \u0632\u0645\u0627\u0646\u061f<\/p>\n<\/li>\n<\/ul>\n<h2 id=\"heading-step-2-extract-the-data\"><span class=\"ez-toc-section\" id=\"%d9%85%d8%b1%d8%ad%d9%84%d9%87_2_%d8%af%d8%a7%d8%af%d9%87_%d9%87%d8%a7_%d8%b1%d8%a7_%d8%a7%d8%b3%d8%aa%d8%ae%d8%b1%d8%a7%d8%ac_%da%a9%d9%86%db%8c%d8%af\"><\/span>\u0645\u0631\u062d\u0644\u0647 2: \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u06a9\u0646\u06cc\u062f<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0648\u0627\u0631\u062f \u062d\u0633\u0627\u0628 Studio YouTube \u062e\u0648\u062f \u0634\u0648\u06cc\u062f \u060c \u0628\u0647 \u0628\u0631\u06af\u0647 Analytics \u0628\u0631\u0648\u06cc\u062f \u0648 \u0631\u0648\u06cc Advanced Mode \u06a9\u0644\u06cc\u06a9 \u06a9\u0646\u06cc\u062f.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/rasanegaar.com\/blog\/wp-content\/uploads\/2025\/03\/1392de34-a280-4117-9a3d-feda80392f62.png\" alt=\"\u062a\u0635\u0648\u06cc\u0631 \u0646\u0645\u0627\u06cc\u0634 \u062f\u0627\u0634\u0628\u0648\u0631\u062f Analytics YouTube \u0648 \u062d\u0627\u0644\u062a \u067e\u06cc\u0634\u0631\u0641\u062a\u0647\" class=\"image--center mx-auto\" width=\"600\" height=\"400\" loading=\"lazy\" title=\"\"><\/p>\n<p>\u0627\u06cc\u0646 \u06cc\u06a9 \u062f\u0627\u0634\u0628\u0648\u0631\u062f \u0631\u0627 \u0628\u0627\u0632 \u0645\u06cc \u06a9\u0646\u062f \u06a9\u0647 \u0646\u0634\u0627\u0646 \u062f\u0647\u0646\u062f\u0647 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0647\u0627\u06cc \u062a\u0648\u0635\u06cc\u0641\u06cc \u062c\u0627\u0645\u0639 \u0627\u0632 \u06a9\u0627\u0646\u0627\u0644 YouTube \u0634\u0645\u0627 \u0627\u0633\u062a. \u0627\u06cc\u0646 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0633\u06cc\u0627\u0631 \u0632\u06cc\u0627\u062f \u0628\u0627\u0634\u062f \u060c \u0632\u06cc\u0631\u0627 \u0645\u0639\u06cc\u0627\u0631\u0647\u0627 \u0648 \u0641\u06cc\u0644\u062a\u0631\u0647\u0627\u06cc \u0632\u06cc\u0627\u062f\u06cc \u0628\u0627 \u0627\u0646\u0648\u0627\u0639 \u0645\u062e\u062a\u0644\u0641 \u062f\u0627\u062f\u0647 \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f. \u0628\u0647 \u0647\u0645\u06cc\u0646 \u062f\u0644\u06cc\u0644 \u0645\u0646 \u0628\u0631 \u0627\u0647\u0645\u06cc\u062a \u062f\u0627\u0646\u0633\u062a\u0646 \u0645\u0634\u06a9\u0644 \u0634\u0645\u0627 \u0648 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0633\u0648\u0627\u0644\u0627\u062a \u0634\u0645\u0627 \u0642\u0628\u0644 \u0627\u0632 \u063a\u0648\u0627\u0635\u06cc \u062a\u0623\u06a9\u06cc\u062f \u06a9\u0631\u062f\u0645.<\/p>\n<p>\u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0637\u06cc\u0641 \u0648\u0633\u06cc\u0639\u06cc \u0627\u0632 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0645\u0648\u0631\u062f \u0639\u0644\u0627\u0642\u0647 \u062e\u0648\u062f \u0631\u0627 \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Date Dropdown (1 \u062f\u0631 \u062a\u0635\u0648\u06cc\u0631 \u0632\u06cc\u0631) \u0648 \u062f\u06a9\u0645\u0647 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0628\u0627 (2) \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0646\u06cc\u062f \u062a\u0627 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u0627\u0632 \u0645\u062d\u062f\u0648\u062f\u0647 \u062a\u0627\u0631\u06cc\u062e \u0645\u062e\u062a\u0644\u0641 \u0645\u0642\u0627\u06cc\u0633\u0647 \u06a9\u0646\u06cc\u062f.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/rasanegaar.com\/blog\/wp-content\/uploads\/2025\/03\/3b8be0ea-769a-4723-b427-f911b3cfec83.png\" alt=\"\u062a\u0635\u0648\u06cc\u0631\u06cc \u06a9\u0647 \u0646\u0634\u0627\u0646 \u062f\u0647\u0646\u062f\u0647 \u06a9\u0634\u0648\u06cc\u06cc \u062a\u0627\u0631\u06cc\u062e \u0648 \u062f\u06a9\u0645\u0647 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0628\u0627 \u0622\u0646 \u0627\u0633\u062a\" class=\"image--center mx-auto\" width=\"600\" height=\"400\" loading=\"lazy\" title=\"\"><\/p>\n<p>\u0647\u062f\u0631\u0647\u0627\u06cc \u0633\u062a\u0648\u0646 \u06a9\u0647 \u062f\u0631 \u062f\u0627\u0634\u0628\u0648\u0631\u062f \u0645\u06cc \u0628\u06cc\u0646\u06cc\u062f \u0641\u06cc\u0644\u062a\u0631\u0647\u0627 \u0647\u0633\u062a\u0646\u062f. \u0647\u0631\u06a9\u062f\u0627\u0645 \u062f\u0627\u0631\u0627\u06cc \u0645\u0639\u06cc\u0627\u0631\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641\u06cc \u0647\u0633\u062a\u0646\u062f \u0648 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0628\u0631\u062e\u06cc \u0627\u0632 \u0645\u0639\u06cc\u0627\u0631\u0647\u0627 \u0631\u0627 \u062f\u0631 \u06cc\u06a9 \u06cc\u0627 \u0686\u0646\u062f \u0641\u06cc\u0644\u062a\u0631 \u067e\u06cc\u062f\u0627 \u06a9\u0646\u06cc\u062f. \u0628\u0631\u0627\u06cc \u062f\u0631\u06a9 \u0628\u0647\u062a\u0631 \u0622\u0646\u0647\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0628\u0627 \u0632\u0628\u0627\u0646\u0647 \u0647\u0627 \u0648 \u06a9\u0634\u0648\u06cc\u06cc \u0647\u0627 \u0628\u0627\u0632\u06cc \u06a9\u0646\u06cc\u062f.<\/p>\n<p>\u0627\u06cc\u0646 \u0641\u0642\u0637 \u067e\u0627\u06cc\u0647 \u0627\u06cc \u0628\u0631\u0627\u06cc \u062f\u0631\u06a9 \u0639\u0645\u0644\u06a9\u0631\u062f \u06a9\u0627\u0646\u0627\u0644 YouTube \u0634\u0645\u0627 \u0627\u0633\u062a. \u0627\u06af\u0631 \u06cc\u06a9 \u06a9\u0627\u0646\u0627\u0644 \u0637\u0648\u0644\u0627\u0646\u06cc \u0628\u0627 \u062a\u0639\u062f\u0627\u062f \u0632\u06cc\u0627\u062f\u06cc \u0627\u0632 \u0645\u0634\u062a\u0631\u06a9\u06cc\u0646 \u0648 \u062f\u06cc\u062f\u06af\u0627\u0647 \u0647\u0627 \u062f\u0627\u0631\u06cc\u062f \u060c \u0628\u0647 \u0645\u0646 \u0627\u0639\u062a\u0645\u0627\u062f \u06a9\u0646\u06cc\u062f-\u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u0632 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062e\u0648\u062f \u0628\u06cc\u0646\u0634 \u0632\u06cc\u0627\u062f\u06cc \u06a9\u0633\u0628 \u06a9\u0646\u06cc\u062f.<\/p>\n<p>\u0628\u0631\u0627\u06cc \u0627\u06cc\u0646 \u0622\u0645\u0648\u0632\u0634 \u060c \u0645\u0646 \u06a9\u0644 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc Lifetime (1) \u062e\u0648\u062f \u0631\u0627 \u0627\u0646\u062a\u062e\u0627\u0628 \u0645\u06cc \u06a9\u0646\u0645 \u0648 \u0631\u0648\u06cc \u062f\u06a9\u0645\u0647 \u0628\u0627\u0631\u06af\u06cc\u0631\u06cc \u062f\u0631 \u06af\u0648\u0634\u0647 \u0633\u0645\u062a \u0631\u0627\u0633\u062a \u0628\u0627\u0644\u0627 (2) \u06a9\u0644\u06cc\u06a9 \u0645\u06cc \u06a9\u0646\u0645.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/rasanegaar.com\/blog\/wp-content\/uploads\/2025\/03\/8fbddcac-98cb-4e52-9355-5383e6afc172.png\" alt=\"\u062a\u0635\u0648\u06cc\u0631 \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0646 \u06af\u0632\u06cc\u0646\u0647 Lifetime \u062f\u0631 \u0632\u06cc\u0631 \u06a9\u0634\u0648\u06cc\u06cc \u062a\u0627\u0631\u06cc\u062e\" class=\"image--center mx-auto\" width=\"600\" height=\"400\" loading=\"lazy\" title=\"\"><\/p>\n<p>\u0627\u06cc\u0646 \u062f\u0648 \u06af\u0632\u06cc\u0646\u0647 \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f: \u0622\u06cc\u0627 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u062f\u0631 \u0628\u0631\u06af\u0647 Google \u062f\u0631 \u06cc\u06a9 \u0628\u0631\u06af\u0647 \u062c\u062f\u06cc\u062f \u0628\u0627\u0632 \u06a9\u0646\u06cc\u062f \u06cc\u0627 \u0641\u0627\u06cc\u0644 CSV \u0631\u0627 \u0628\u0627\u0631\u06af\u06cc\u0631\u06cc \u06a9\u0646\u06cc\u062f.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/rasanegaar.com\/blog\/wp-content\/uploads\/2025\/03\/c8829a2b-228b-45fd-8789-45dfb397f2da.png\" alt=\"\u062a\u0635\u0648\u06cc\u0631\u06cc \u06a9\u0647 \u06af\u0632\u06cc\u0646\u0647 \u0647\u0627\u06cc \u0628\u0627\u0631\u06af\u06cc\u0631\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u0628\u0627\u0632 \u06a9\u0631\u062f\u0646 \u062f\u0627\u062f\u0647 \u0647\u0627 \u062f\u0631 \u0628\u0631\u06af\u0647 \u062c\u062f\u06cc\u062f Google Sheets \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f \u06cc\u0627 CSV \u0631\u0627 \u0628\u0627\u0631\u06af\u06cc\u0631\u06cc \u0645\u06cc \u06a9\u0646\u062f\" class=\"image--center mx-auto\" width=\"600\" height=\"400\" loading=\"lazy\" title=\"\"><\/p>\n<p>\u0627\u0632 \u0622\u0646\u062c\u0627 \u06a9\u0647 \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u0645 \u0627\u0632 \u062f\u0627\u062f\u0647 \u0647\u0627 \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u0645 \u060c \u06af\u0632\u06cc\u0646\u0647 \u0628\u0627\u0631\u06af\u06cc\u0631\u06cc \u0641\u0627\u06cc\u0644 CSV \u0631\u0627 \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0646\u06cc\u062f. \u067e\u0633 \u0627\u0632 \u0628\u0627\u0631\u06af\u06cc\u0631\u06cc \u0641\u0627\u06cc\u0644 \u060c \u067e\u0631\u0648\u0646\u062f\u0647 \u0647\u0627 \u0631\u0627 \u0627\u0632 \u067e\u0648\u0634\u0647 \u0632\u06cc\u067e \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u06a9\u0646\u06cc\u062f \u0648 \u062f\u0631 \u062f\u0627\u062e\u0644 \u067e\u0648\u0634\u0647 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0634\u062f\u0647 \u060c \u0633\u0647 \u067e\u0631\u0648\u0646\u062f\u0647 CSV \u0631\u0627 \u0645\u0634\u0627\u0647\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u062f \u06a9\u0631\u062f: <code>Chart data.csv<\/code>\u0628\u0627 <code>Table data.csv<\/code>\u0648\u062a <code>Totals.csv<\/code>\u0628\u0634\u0631<\/p>\n<p>\u0628\u0631\u0627\u06cc \u0627\u06cc\u0646 \u0622\u0645\u0648\u0632\u0634 \u060c \u0645\u0627 \u0628\u0647 <code>Table data.csv<\/code>\u0628\u0634\u0631 \u0628\u0631\u0627\u06cc \u0628\u0627\u0632 \u06a9\u0631\u062f\u0646 \u0648 \u0645\u0634\u0627\u0647\u062f\u0647 \u0622\u0646 \u062f\u0631 \u0627\u06a9\u0633\u0644 \u060c \u0631\u0648\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627 \u06a9\u0644\u06cc\u06a9 \u06a9\u0646\u06cc\u062f \u062a\u0627 \u0642\u0628\u0644 \u0627\u0632 \u0648\u0627\u0631\u062f \u06a9\u0631\u062f\u0646 \u062f\u0627\u062f\u0647 \u0647\u0627 \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646 \u060c \u0628\u0631\u062e\u06cc \u0627\u0632 \u062a\u0645\u06cc\u0632 \u06a9\u0631\u062f\u0646 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062f\u0633\u062a\u06cc \u0631\u0627 \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u06cc\u062f.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/rasanegaar.com\/blog\/wp-content\/uploads\/2025\/03\/ace69aaf-bb0e-40de-aa1e-e716bb4182aa.png\" alt=\"\u062a\u0635\u0648\u06cc\u0631\u06cc \u06a9\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062c\u062f\u0648\u0644 \u0631\u0627 \u062f\u0631 \u0627\u06a9\u0633\u0644 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f\" class=\"image--center mx-auto\" width=\"600\" height=\"400\" loading=\"lazy\" title=\"\"><\/p>\n<p>\u062f\u0627\u062f\u0647 \u0647\u0627 \u0644\u06cc\u0633\u062a\u06cc \u0627\u0632 \u0647\u0645\u0647 \u0641\u06cc\u0644\u0645 \u0647\u0627 \u0627\u0633\u062a \u0631\u0648\u06cc \u06a9\u0627\u0646\u0627\u0644 YouTube \u0645\u0646 \u060c \u06a9\u0647 \u0686\u0647\u0644 \u0633\u0627\u0644 \u0627\u0633\u062a (\u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0634\u0645\u0627 \u0628\u06cc\u0634\u062a\u0631 \u06cc\u0627 \u06a9\u0645\u062a\u0631 \u0628\u0627\u0634\u062f). \u0631\u062f\u06cc\u0641 \u0627\u0648\u0644 \u0631\u0627 \u06a9\u0647 \u0627\u0633\u062a \u062d\u0630\u0641 \u06a9\u0646\u06cc\u062f <code>Total<\/code> \u0631\u062f\u06cc\u0641 \u060c \u0648 \u062a\u063a\u06cc\u06cc\u0631\u0627\u062a \u0631\u0627 \u0630\u062e\u06cc\u0631\u0647 \u06a9\u0646\u06cc\u062f.<\/p>\n<p>\u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0633\u062a\u0648\u0646 \u0647\u0627\u06cc \u0645\u0648\u062c\u0648\u062f \u062f\u0631 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f:<\/p>\n<ul>\n<li>\n<p><code>Content<\/code>: \u0634\u0646\u0627\u0633\u0647 \u0648\u06cc\u062f\u06cc\u0648<\/p>\n<\/li>\n<li>\n<p><code>Video title<\/code>: \u0639\u0646\u0648\u0627\u0646 \u0648\u06cc\u062f\u06cc\u0648<\/p>\n<\/li>\n<li>\n<p><code>Video publish time<\/code>: \u0631\u0648\u0632\u06cc \u06a9\u0647 \u0627\u06cc\u0646 \u0641\u06cc\u0644\u0645 \u0645\u0646\u062a\u0634\u0631 \u0634\u062f<\/p>\n<\/li>\n<li>\n<p><code>Duration<\/code>: \u0645\u062f\u062a \u0632\u0645\u0627\u0646 \u0641\u06cc\u0644\u0645 \u062f\u0631 \u0686\u0646\u062f \u062b\u0627\u0646\u06cc\u0647<\/p>\n<\/li>\n<li>\n<p><code>Views<\/code>: \u062a\u0639\u062f\u0627\u062f \u0628\u0627\u0632\u062f\u06cc\u062f \u062f\u0631 \u0647\u0631 \u0648\u06cc\u062f\u0626\u0648<\/p>\n<\/li>\n<li>\n<p><code>Watch time<\/code>: \u0645\u0642\u062f\u0627\u0631 \u062a\u062e\u0645\u06cc\u0646\u06cc \u0632\u0645\u0627\u0646 \u0633\u0627\u0639\u062a \u0648\u06cc\u062f\u06cc\u0648\u06cc\u06cc \u062a\u0648\u0633\u0637 \u0645\u062e\u0627\u0637\u0628\u0627\u0646 \u0634\u0645\u0627 \u062f\u0631 \u0633\u0627\u0639\u062a \u0647\u0627<\/p>\n<\/li>\n<li>\n<p><code>Subscribers<\/code>: \u062a\u063a\u06cc\u06cc\u0631 \u062f\u0631 \u06a9\u0644 \u0645\u0634\u062a\u0631\u06a9\u0627\u0646 \u0645\u0648\u062c\u0648\u062f \u062f\u0631 \u06a9\u0645\u0628\u0648\u062f \u0645\u0634\u062a\u0631\u06a9\u0627\u0646 \u0627\u0632 \u062f\u0633\u062a \u0631\u0641\u062a\u0647 \u0627\u0632 \u0645\u0634\u062a\u0631\u06a9\u0627\u0646 \u0628\u0647 \u062f\u0633\u062a \u0622\u0645\u062f\u0647 \u0628\u0631\u0627\u06cc \u062a\u0627\u0631\u06cc\u062e \u0648 \u0645\u0646\u0637\u0642\u0647 \u0627\u0646\u062a\u062e\u0627\u0628 \u0634\u062f\u0647.<\/p>\n<\/li>\n<li>\n<p><code>Average view duration<\/code>: \u062a\u062e\u0645\u06cc\u0646 \u0632\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f \u062f\u0642\u06cc\u0642\u0647 \u0628\u0647 \u0637\u0648\u0631 \u0645\u062a\u0648\u0633\u0637 \u200b\u200b\u062f\u0631 \u0647\u0631 \u0648\u06cc\u062f\u06cc\u0648 \u062a\u0645\u0627\u0634\u0627 \u06a9\u0646\u06cc\u062f.<\/p>\n<\/li>\n<li>\n<p><code>Impressions<\/code>: \u062a\u0639\u062f\u0627\u062f \u062f\u0641\u0639\u0627\u062a\u06cc \u06a9\u0647 \u0641\u06cc\u0644\u0645 \u0647\u0627\u06cc \u0634\u0645\u0627 \u0628\u0647 \u0628\u06cc\u0646\u0646\u062f\u06af\u0627\u0646 \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a.<\/p>\n<\/li>\n<li>\n<p><code>Impressions click-through rate (%)<\/code>: \u062a\u0639\u062f\u0627\u062f \u062f\u0641\u0639\u0627\u062a \u0628\u06cc\u0646\u0646\u062f\u06af\u0627\u0646 \u067e\u0633 \u0627\u0632 \u062f\u06cc\u062f\u0646 \u062a\u0635\u0648\u0631 \u060c \u0631\u0648\u06cc \u0648\u06cc\u062f\u06cc\u0648\u06cc \u0634\u0645\u0627 \u06a9\u0644\u06cc\u06a9 \u06a9\u0631\u062f\u0646\u062f.<\/p>\n<\/li>\n<\/ul>\n<h2 id=\"heading-step-3-analyze-the-data-in-python\"><span class=\"ez-toc-section\" id=\"%d9%85%d8%b1%d8%ad%d9%84%d9%87_3_%d8%af%d8%a7%d8%af%d9%87_%d9%87%d8%a7_%d8%b1%d8%a7_%d8%af%d8%b1_%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86_%d8%aa%d8%ac%d8%b2%db%8c%d9%87_%d9%88_%d8%aa%d8%ad%d9%84%db%8c%d9%84_%da%a9%d9%86%db%8c%d8%af\"><\/span>\u0645\u0631\u062d\u0644\u0647 3: \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u06a9\u0646\u06cc\u062f<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0628\u0647 \u0633\u0645\u062a \u062e\u0648\u062f \u0628\u0631\u0648\u06cc\u062f Jupyter \u062f\u0641\u062a\u0631\u0686\u0647 \u06cc\u0627\u062f\u062f\u0627\u0634\u062a \u0648 import \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627\u06cc \u067e\u0627\u0646\u062f\u0627 \u060c Seaborn \u0648 Matplotlib.<\/p>\n<pre><code class=\"lang-python\"><span class=\"hljs-keyword\">import<\/span> pandas <span class=\"hljs-keyword\">as<\/span> pd\n<span class=\"hljs-keyword\">import<\/span> seaborn <span class=\"hljs-keyword\">as<\/span> sns\n<span class=\"hljs-keyword\">import<\/span> matplotlib.pyplot <span class=\"hljs-keyword\">as<\/span> plt\n<\/code><\/pre>\n<p>\u0628\u0639\u062f \u060c import \u062f\u0631 <code>Table data.csv<\/code> \u067e\u0631\u0648\u0646\u062f\u0647<\/p>\n<pre><code class=\"lang-python\"><span class=\"hljs-comment\"># Load data<\/span>\ndf = pd.read_csv(<span class=\"hljs-string\">\"\/content\/Table data.csv\"<\/span>)\n<\/code><\/pre>\n<h3 id=\"heading-correlation-analysis\"><span class=\"ez-toc-section\" id=\"%d8%aa%d8%ac%d8%b2%db%8c%d9%87_%d9%88_%d8%aa%d8%ad%d9%84%db%8c%d9%84_%d9%87%d9%85%d8%a8%d8%b3%d8%aa%da%af%db%8c\"><\/span>\u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0647\u0645\u0628\u0633\u062a\u06af\u06cc<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u062f\u0631 \u0645\u0648\u0631\u062f \u0628\u06cc\u0627\u0646\u06cc\u0647 \u0645\u0634\u06a9\u0644 \u0645\u0627 \u060c \u0645\u0627 \u0642\u0635\u062f \u062f\u0627\u0631\u06cc\u0645 \u06cc\u06a9 \u0646\u0642\u0634\u0647 \u06af\u0631\u0645\u0627\u06cc \u0647\u0645\u0628\u0633\u062a\u06af\u06cc \u0628\u06cc\u0646 \u0645\u062a\u063a\u06cc\u0631\u0647\u0627\u06cc \u0632\u06cc\u0631 \u062a\u0631\u0633\u06cc\u0645 \u06a9\u0646\u06cc\u0645: <code>Views<\/code>\u0628\u0627 <code>Watch time (hours)<\/code>\u0628\u0627 <code>Subscribers<\/code>\u0628\u0627 <code>Average view duration<\/code>\u0648\u062a <code>Impressions-click-through rate (%)<\/code> \u0628\u0631\u0627\u06cc \u062f\u06cc\u062f\u0646 \u0642\u062f\u0631\u062a \u0648 \u062c\u0647\u062a \u0631\u0627\u0628\u0637\u0647 \u0628\u06cc\u0646 \u0622\u0646\u0647\u0627.<\/p>\n<pre><code class=\"lang-python\"><span class=\"hljs-comment\"># Convert \"Average view duration\" (formatted as H:M:S) to seconds<\/span>\ndf[<span class=\"hljs-string\">'Average view duration'<\/span>] = pd.to_timedelta(df[<span class=\"hljs-string\">'Average view duration'<\/span>]).dt.total_seconds()\n\n<span class=\"hljs-comment\"># Select relevant columns for correlation analysis<\/span>\ncorrelation_data = df[[<span class=\"hljs-string\">'Views'<\/span>, <span class=\"hljs-string\">'Watch time (hours)'<\/span>, <span class=\"hljs-string\">'Subscribers'<\/span>, <span class=\"hljs-string\">'Average view duration'<\/span>, <span class=\"hljs-string\">'Impressions'<\/span>, <span class=\"hljs-string\">'Impressions click-through rate (%)'<\/span>]]\n\n<span class=\"hljs-comment\"># Compute correlation matrix<\/span>\ncorr_matrix = correlation_data.corr()\n\n<span class=\"hljs-comment\"># Visualization using a heatmap<\/span>\nplt.figure(figsize=(<span class=\"hljs-number\">10<\/span>, <span class=\"hljs-number\">6<\/span>))\nsns.heatmap(corr_matrix, annot=<span class=\"hljs-literal\">True<\/span>, cmap=<span class=\"hljs-string\">'coolwarm'<\/span>, fmt=<span class=\"hljs-string\">\".2f\"<\/span>, linewidths=<span class=\"hljs-number\">0.5<\/span>)\nplt.title(<span class=\"hljs-string\">\"YouTube Analytics Correlation Heatmap\"<\/span>)\nplt.show()\n<\/code><\/pre>\n<p><img decoding=\"async\" src=\"https:\/\/rasanegaar.com\/blog\/wp-content\/uploads\/2025\/03\/427811d8-09ca-4a8d-8fdc-98cdaf5b7033.png\" alt=\"\u0646\u0642\u0634\u0647 \u06af\u0631\u0645\u0627\u06cc \u0647\u0645\u0628\u0633\u062a\u06af\u06cc \u06a9\u0647 \u0631\u0627\u0628\u0637\u0647 \u0628\u06cc\u0646 \u0645\u062a\u063a\u06cc\u0631\u0647\u0627\u06cc \u0627\u0646\u062a\u062e\u0627\u0628 \u0634\u062f\u0647 \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f\" class=\"image--center mx-auto\" width=\"600\" height=\"400\" loading=\"lazy\" title=\"\"><\/p>\n<p>\u0636\u0631\u06cc\u0628 \u0647\u0645\u0628\u0633\u062a\u06af\u06cc \u0627\u0632 -1 \u062a\u0627 1 \u0645\u062a\u063a\u06cc\u0631 \u0627\u0633\u062a \u060c \u062c\u0627\u06cc\u06cc \u06a9\u0647 \u0645\u0642\u0627\u062f\u06cc\u0631 \u06a9\u0645\u062a\u0631 \u0627\u0632 0 \u0628\u0647 \u0645\u0639\u0646\u0627\u06cc \u0631\u0627\u0628\u0637\u0647 \u0645\u0646\u0641\u06cc \u0627\u0633\u062a \u060c \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 \u0622\u0646\u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0628\u0627\u0644\u0627\u062a\u0631 \u0627\u0632 0 \u0647\u0633\u062a\u0646\u062f \u0628\u0647 \u0645\u0639\u0646\u0627\u06cc \u0631\u0627\u0628\u0637\u0647 \u0645\u062b\u0628\u062a \u0647\u0633\u062a\u0646\u062f. \u0647\u0631\u0686\u0647 \u0627\u0631\u0632\u0634 \u062f\u0631 \u06cc\u06a9 \u0631\u0627\u0628\u0637\u0647 \u0645\u0646\u0641\u06cc \u067e\u0627\u06cc\u06cc\u0646 \u062a\u0631 \u0628\u0627\u0634\u062f \u060c \u0631\u0627\u0628\u0637\u0647 \u0645\u0646\u0641\u06cc \u0642\u0648\u06cc \u062a\u0631 \u0645\u06cc \u0634\u0648\u062f \u060c \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 \u0627\u0631\u0632\u0634 \u062f\u0631 \u06cc\u06a9 \u0631\u0627\u0628\u0637\u0647 \u0645\u062b\u0628\u062a \u0628\u0627\u0644\u0627\u062a\u0631 \u0627\u0633\u062a \u060c \u0631\u0627\u0628\u0637\u0647 \u0642\u0648\u06cc \u062a\u0631 \u0645\u06cc \u0634\u0648\u062f.<\/p>\n<p>\u0645\u0633\u062a\u0642\u0631 \u0631\u0648\u06cc \u0637\u0631\u062d \u0628\u0627\u0644\u0627 \u060c \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0628\u06cc\u0646\u0634 \u0647\u0627\u06cc \u06a9\u0644\u06cc\u062f\u06cc \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f:<\/p>\n<ul>\n<li>\n<p><strong>\u0645\u0646\u0638\u0631\u0647 \u0648 \u0632\u0645\u0627\u0646 \u062a\u0645\u0627\u0634\u0627<\/strong>: \u0628\u06cc\u0646 \u0646\u0645\u0627\u06cc\u0634 \u0647\u0627 \u0648 \u0632\u0645\u0627\u0646 \u062a\u0645\u0627\u0634\u0627\u06cc \u06cc\u06a9 \u0647\u0645\u0628\u0633\u062a\u06af\u06cc \u0642\u0648\u06cc (94\/0) \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f \u060c \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f \u06a9\u0647 \u0647\u0631\u0686\u0647 \u0641\u06cc\u0644\u0645 \u0647\u0627 \u0627\u0632 \u062f\u06cc\u062f \u0628\u06cc\u0634\u062a\u0631\u06cc \u0628\u0631\u062e\u0648\u0631\u062f\u0627\u0631 \u0645\u06cc \u0634\u0648\u0646\u062f \u060c \u0633\u0627\u0639\u0627\u062a \u0633\u0627\u0639\u062a \u0628\u06cc\u0634\u062a\u0631\u06cc \u0631\u0627 \u0646\u06cc\u0632 \u0628\u0647 \u0637\u0648\u0631 \u0645\u062a\u0646\u0627\u0633\u0628 \u062c\u0645\u0639 \u0645\u06cc \u06a9\u0646\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0646\u0645\u0627\u06cc\u0634 \u0647\u0627 \u0648 \u0628\u0631\u062f\u0627\u0634\u062a \u0647\u0627<\/strong>: \u0628\u06cc\u0646 \u062f\u06cc\u062f\u06af\u0627\u0647 \u0647\u0627 \u0648 \u0628\u0631\u062f\u0627\u0634\u062a \u0647\u0627 \u06cc\u06a9 \u0647\u0645\u0628\u0633\u062a\u06af\u06cc \u0642\u0648\u06cc (89\/0) \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f \u060c \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f \u06a9\u0647 \u0641\u06cc\u0644\u0645 \u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0628\u06cc\u0634\u062a\u0631 \u062f\u0631 \u062a\u0648\u0635\u06cc\u0647 \u0647\u0627 \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u0646\u062f \u0648 \u0646\u062a\u0627\u06cc\u062c \u062c\u0633\u062a\u062c\u0648 \u062a\u0645\u0627\u06cc\u0644 \u0628\u0647 \u0645\u0634\u0627\u0647\u062f\u0647 \u0628\u06cc\u0634\u062a\u0631 \u062f\u0627\u0631\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0645\u062f\u062a \u0632\u0645\u0627\u0646 \u0646\u0645\u0627\u06cc \u0645\u062a\u0648\u0633\u0637<\/strong>: \u0627\u06cc\u0646 \u0645\u062a\u0631\u06cc\u06a9 \u062a\u0642\u0631\u06cc\u0628\u0627\u064b \u0628\u0627 \u062a\u0645\u0627\u0645 \u0645\u0639\u06cc\u0627\u0631\u0647\u0627\u06cc \u062f\u06cc\u06af\u0631 \u0647\u0645\u0628\u0633\u062a\u06af\u06cc \u0628\u0633\u06cc\u0627\u0631 \u0636\u0639\u06cc\u0641\u06cc \u062f\u0627\u0631\u062f. \u0627\u06cc\u0646 \u0627\u0645\u0631 \u0628\u0647 \u0648\u06cc\u0698\u0647 \u062f\u0631 \u0646\u0645\u0627\u0647\u0627\u06cc (0.06) \u060c \u0645\u0634\u062a\u0631\u06a9\u06cc\u0646 (0.01) \u0648 \u0628\u0631\u062f\u0627\u0634\u062a (0.03) \u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u0647 \u0627\u0633\u062a.<\/p>\n<\/li>\n<li>\n<p><strong>\u0645\u0634\u062a\u0631\u06a9\u06cc\u0646 \u0648 \u0645\u0639\u06cc\u0627\u0631\u0647\u0627<\/strong>: \u0645\u0634\u062a\u0631\u06a9\u06cc\u0646 \u0628\u0627 \u0646\u0645\u0627\u06cc (0.75) \u0648 \u0628\u0631\u062f\u0627\u0634\u062a (79\/0) \u0648 \u0647\u0645\u0628\u0633\u062a\u06af\u06cc \u0636\u0639\u06cc\u0641 \u062a\u0631\u06cc \u0628\u0627 \u0646\u0631\u062e \u06a9\u0644\u06cc\u06a9 (0.54) \u0647\u0645\u0628\u0633\u062a\u06af\u06cc \u0645\u062a\u0648\u0633\u0637 \u200b\u200b\u0648 \u0642\u0648\u06cc \u062f\u0627\u0631\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u0632 \u0637\u0631\u06cc\u0642 \u0646\u0631\u062e \u06a9\u0644\u06cc\u06a9 \u06a9\u0646\u06cc\u062f<\/strong>: \u062f\u0627\u0631\u0627\u06cc \u0647\u0645\u0628\u0633\u062a\u06af\u06cc \u0645\u062a\u0648\u0633\u0637 \u200b\u200b\u0628\u0627 \u0646\u0645\u0627\u06cc\u0634 (0.69) \u0648 \u0632\u0645\u0627\u0646 \u0633\u0627\u0639\u062a (0.66) \u0627\u0645\u0627 \u0647\u0645\u0628\u0633\u062a\u06af\u06cc \u0636\u0639\u06cc\u0641 \u062a\u0631\u06cc \u0628\u0627 \u0645\u0634\u062a\u0631\u06a9\u0627\u0646 (0.54) \u062f\u0627\u0631\u062f.<\/p>\n<\/li>\n<\/ul>\n<p>\u0645\u0647\u0645\u062a\u0631\u06cc\u0646 \u0628\u06cc\u0646\u0634 \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u0628\u0647 \u0646\u0638\u0631 \u0645\u06cc \u0631\u0633\u062f \u0645\u062f\u062a \u0632\u0645\u0627\u0646 \u0645\u062a\u0648\u0633\u0637 \u200b\u200b\u0628\u0647 \u0637\u0648\u0631 \u0645\u0633\u062a\u0642\u0644 \u0627\u0632 \u0633\u0627\u06cc\u0631 \u0645\u0639\u06cc\u0627\u0631\u0647\u0627 \u06a9\u0627\u0631 \u0645\u06cc \u06a9\u0646\u062f. \u0627\u06cc\u0646 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f \u06a9\u0647 \u0631\u0648\u06cc \u06a9\u0627\u0646\u0627\u0644 YouTube \u0645\u0646 \u060c \u062a\u0648\u0627\u0646\u0627\u06cc\u06cc \u06cc\u06a9 \u0648\u06cc\u062f\u06cc\u0648 \u0628\u0631\u0627\u06cc \u062d\u0641\u0638 \u0628\u06cc\u0646\u0646\u062f\u06af\u0627\u0646 \u062f\u0631 \u0637\u0648\u0644 \u0637\u0648\u0644 \u0622\u0646 \u0644\u0632\u0648\u0645\u0627\u064b \u0628\u0647 \u062a\u0639\u062f\u0627\u062f \u0627\u0641\u0631\u0627\u062f \u062a\u0645\u0627\u0634\u0627\u06cc \u0622\u0646 \u060c \u0686\u0646\u062f \u0628\u0627\u0631 \u062a\u0648\u0635\u06cc\u0647 \u0645\u06cc \u0634\u0648\u062f \u060c \u06cc\u0627 \u0686\u0647 \u062a\u0639\u062f\u0627\u062f \u0645\u0634\u062a\u0631\u06a9\u06cc\u0646 \u06a9\u0627\u0646\u0627\u0644 \u062f\u0627\u0631\u0646\u062f.<\/p>\n<p>\u0627\u06cc\u0646 \u0628\u062f\u0627\u0646 \u0645\u0639\u0646\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0627\u0633\u062a\u0631\u0627\u062a\u0698\u06cc \u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0645\u0646 \u0628\u0631\u0627\u06cc \u0627\u0641\u0632\u0627\u06cc\u0634 \u062f\u06cc\u062f\u06af\u0627\u0647 \u0647\u0627 \u060c \u0645\u0634\u062a\u0631\u06a9\u06cc\u0646 \u0648 \u0628\u0631\u062f\u0627\u0634\u062a \u0647\u0627\u06cc \u062e\u0648\u062f \u0627\u062c\u0631\u0627 \u0645\u06cc \u06a9\u0646\u0645 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0628\u0627 \u0645\u0648\u0627\u0631\u062f\u06cc \u06a9\u0647 \u0628\u0631\u0627\u06cc \u0628\u0647\u0628\u0648\u062f \u0645\u062f\u062a \u0632\u0645\u0627\u0646 \u0645\u0634\u0627\u0647\u062f\u0647 \u060c \u0645\u062a\u0641\u0627\u0648\u062a \u0627\u0633\u062a \u060c \u06cc\u06a9 \u0639\u0627\u0645\u0644 \u0645\u0647\u0645 \u062f\u0631 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u062a\u0648\u0635\u06cc\u0647 YouTube \u0628\u0627\u0634\u062f. \u0627\u06cc\u0646 \u0628\u062f\u0627\u0646 \u0645\u0639\u0646\u0627\u0633\u062a \u06a9\u0647 \u0645\u0646 \u0628\u0627\u06cc\u062f \u0628\u0647 \u0633\u0627\u06cc\u0631 \u0645\u0639\u06cc\u0627\u0631\u0647\u0627\u06cc YouTube \u06a9\u0647 \u0628\u0627 \u0645\u062f\u062a \u0632\u0645\u0627\u0646 \u0645\u0634\u0627\u0647\u062f\u0647 \u0645\u062a\u0648\u0633\u0637 \u200b\u200b\u0631\u0627\u0628\u0637\u0647 \u062f\u0627\u0631\u0646\u062f \u060c \u0646\u06af\u0627\u0647 \u06a9\u0646\u0645 \u06a9\u0647 \u0627\u06cc\u0646 \u0645\u0648\u0636\u0648\u0639\u06cc \u0628\u0631\u0627\u06cc \u0645\u0642\u0627\u0644\u0647 \u062f\u06cc\u06af\u0631\u06cc \u0627\u0633\u062a.<\/p>\n<h3 id=\"heading-audience-retention-analysis\"><span class=\"ez-toc-section\" id=\"%d8%aa%d8%ad%d9%84%db%8c%d9%84_%d8%ad%d9%81%d8%b8_%d9%85%d8%ae%d8%a7%d8%b7%d8%a8%d8%a7%d9%86\"><\/span>\u062a\u062d\u0644\u06cc\u0644 \u062d\u0641\u0638 \u0645\u062e\u0627\u0637\u0628\u0627\u0646<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0628\u0631\u0627\u06cc \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062d\u0641\u0638 \u0645\u062e\u0627\u0637\u0628\u0627\u0646 \u060c \u0645\u0627 \u0628\u0627\u06cc\u062f \u06cc\u06a9 \u0645\u062a\u063a\u06cc\u0631 \u062c\u062f\u06cc\u062f \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u0645 <code>Retention Rate (%)<\/code>\u060c \u06a9\u0647 \u0628\u0627 \u062a\u0642\u0633\u06cc\u0645 \u06cc\u06a9 \u0641\u06cc\u0644\u0645 \u0645\u062d\u0627\u0633\u0628\u0647 \u0645\u06cc \u0634\u0648\u062f <code>Average view duration<\/code> \u062a\u0648\u0633\u0637 <code>Duration<\/code> \u0648 \u0628\u06cc\u0627\u0646 \u0622\u0646 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u062f\u0631\u0635\u062f.<\/p>\n<pre><code class=\"lang-python\">\n<span class=\"hljs-comment\"># Calculate retention rate as (Average View Duration \/ Total Video Duration) * 100<\/span>\ndf[<span class=\"hljs-string\">'Retention Rate (%)'<\/span>] = (df[<span class=\"hljs-string\">'Average view duration'<\/span>] \/ df[<span class=\"hljs-string\">'Duration'<\/span>]) * <span class=\"hljs-number\">100<\/span>\n<\/code><\/pre>\n<p>\u0628\u0639\u062f\u06cc \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u0641\u06cc\u0644\u0645 \u0647\u0627 \u0631\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a \u0635\u0639\u0648\u062f\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u0645\u0631\u062a\u0628 \u06a9\u0646\u06cc\u062f \u0631\u0648\u06cc <code>Retention Rate (%)<\/code>  \u0648 10 \u0641\u06cc\u0644\u0645 \u0628\u0631\u062a\u0631 \u0631\u0627 \u0628\u0627 \u0628\u0627\u0644\u0627\u062a\u0631\u06cc\u0646 \u0646\u0631\u062e \u0646\u06af\u0647\u062f\u0627\u0631\u06cc \u0646\u0645\u0627\u06cc\u0634 \u062f\u0647\u06cc\u062f.<\/p>\n<pre><code class=\"lang-python\"><span class=\"hljs-comment\"># Sort videos by retention rate<\/span>\ndf_sorted = df.sort_values(by=<span class=\"hljs-string\">'Retention Rate (%)'<\/span>, ascending=<span class=\"hljs-literal\">False<\/span>)\n\n<span class=\"hljs-comment\"># Display top 10 videos with highest retention<\/span>\ndf_sorted[[<span class=\"hljs-string\">'Video title'<\/span>, <span class=\"hljs-string\">'Duration'<\/span>, <span class=\"hljs-string\">'Average view duration'<\/span>, <span class=\"hljs-string\">'Retention Rate (%)'<\/span>]].head(<span class=\"hljs-number\">10<\/span>)\n<\/code><\/pre>\n<p><img decoding=\"async\" src=\"https:\/\/rasanegaar.com\/blog\/wp-content\/uploads\/2025\/03\/fc5bac65-18f3-467a-a8da-85f95ae00488.png\" alt=\"\u062a\u0635\u0648\u06cc\u0631\u06cc \u06a9\u0647 \u062f\u0647 \u0641\u06cc\u0644\u0645 \u0628\u0631\u062a\u0631 \u0631\u0627 \u0628\u0627 \u0646\u0631\u062e \u0646\u06af\u0647\u062f\u0627\u0631\u06cc \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f\" class=\"image--center mx-auto\" width=\"600\" height=\"400\" loading=\"lazy\" title=\"\"><\/p>\n<p>\u0627\u0632 \u062c\u062f\u0648\u0644 \u0628\u0627\u0644\u0627 \u0645\u062a\u0648\u062c\u0647 \u062e\u0648\u0627\u0647\u06cc\u062f \u0634\u062f \u06a9\u0647 \u0628\u06cc\u0634\u062a\u0631 \u0641\u06cc\u0644\u0645 \u0647\u0627 \u062f\u0631 10 \u0646\u0642\u0637\u0647 \u0628\u0631\u062a\u0631 \u0628\u0627\u0644\u0627\u062a\u0631 \u0627\u0632 503 \u062b\u0627\u0646\u06cc\u0647 \u0646\u06cc\u0633\u062a\u0646\u062f \u06a9\u0647 \u062a\u0642\u0631\u06cc\u0628\u0627\u064b 8 \u062f\u0642\u06cc\u0642\u0647 \u0627\u0633\u062a. \u0627\u06cc\u0646 \u0628\u062f\u0627\u0646 \u0645\u0639\u0646\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0645\u062e\u0627\u0637\u0628\u0627\u0646 \u0645\u0646 \u0628\u0647 \u0641\u06cc\u0644\u0645 \u0647\u0627\u06cc \u06a9\u0648\u062a\u0627\u0647 \u0648 \u0645\u06cc\u0627\u0646 \u0631\u062f\u0647 \u0639\u0644\u0627\u0642\u0647 \u062f\u0627\u0631\u0646\u062f.<\/p>\n<p>\u0628\u06cc\u0634\u062a\u0631 \u0641\u06cc\u0644\u0645 \u0647\u0627 \u0628\u0627 \u0645\u06cc\u0632\u0627\u0646 \u0627\u062d\u062a\u0628\u0627\u0633 \u0628\u0627\u0644\u0627 \u0645\u062f\u062a \u06a9\u0645\u062a\u0631 \u0627\u0632 4 \u062f\u0642\u06cc\u0642\u0647 \u062f\u0627\u0631\u0646\u062f \u0648 \u0646\u0631\u062e \u0627\u062d\u062a\u0628\u0627\u0633 \u0622\u0646 \u0627\u0632 27 \u066a &#8211; 40 \u066a \u0627\u0633\u062a. \u0628\u0627 \u0627\u06cc\u0646 \u0628\u06cc\u0646\u0634 \u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u0645 \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u062d\u0627\u0635\u0644 \u06a9\u0646\u0645 \u06a9\u0647 \u0641\u06cc\u0644\u0645 \u0647\u0627\u06cc \u0628\u0639\u062f\u06cc \u06a9\u0647 \u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc \u0645\u06cc \u06a9\u0646\u0645 \u0637\u06cc 5 \u062a\u0627 8 \u062f\u0642\u06cc\u0642\u0647 \u0627\u0633\u062a.<\/p>\n<p>\u0628\u06cc\u0627\u06cc\u06cc\u062f \u0646\u06af\u0627\u0647\u06cc \u0628\u0647 10 \u0641\u06cc\u0644\u0645 \u067e\u0627\u06cc\u06cc\u0646 \u0628\u0627 \u0646\u0631\u062e \u0646\u06af\u0647\u062f\u0627\u0631\u06cc \u067e\u0627\u06cc\u06cc\u0646 \u0628\u06cc\u0646\u062f\u0627\u0632\u06cc\u0645:<\/p>\n<pre><code class=\"lang-python\"><span class=\"hljs-comment\"># Sort videos by retention rate<\/span>\ndf_sorted = df.sort_values(by=<span class=\"hljs-string\">'Retention Rate (%)'<\/span>, ascending=<span class=\"hljs-literal\">False<\/span>)\n\n<span class=\"hljs-comment\"># Display bottom 10 videos with highest retention<\/span>\ndf_sorted[[<span class=\"hljs-string\">'Video title'<\/span>, <span class=\"hljs-string\">'Duration'<\/span>, <span class=\"hljs-string\">'Average view duration'<\/span>, <span class=\"hljs-string\">'Retention Rate (%)'<\/span>]].tail(<span class=\"hljs-number\">10<\/span>)\n<\/code><\/pre>\n<p><img decoding=\"async\" src=\"https:\/\/rasanegaar.com\/blog\/wp-content\/uploads\/2025\/03\/28b1d8e8-38d9-480e-8259-a30f659386a3.png\" alt=\"\u062a\u0635\u0648\u06cc\u0631 \u0646\u0645\u0627\u06cc\u0634 \u062f\u0647 \u0641\u06cc\u0644\u0645 \u067e\u0627\u06cc\u06cc\u0646 \u0628\u0627 \u0646\u0631\u062e \u0646\u06af\u0647\u062f\u0627\u0631\u06cc\" class=\"image--center mx-auto\" width=\"600\" height=\"400\" loading=\"lazy\" title=\"\"><\/p>\n<p>\u0627\u0632 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0641\u0648\u0642 \u060c \u0645\u062a\u0648\u062c\u0647 \u062e\u0648\u0627\u0647\u06cc\u062f \u0634\u062f \u06a9\u0647 \u0641\u06cc\u0644\u0645 \u0647\u0627\u06cc \u0637\u0648\u0644\u0627\u0646\u06cc \u062f\u0631 \u06a9\u0627\u0646\u0627\u0644 \u0645\u0646 \u06a9\u0647 \u062a\u0642\u0631\u06cc\u0628\u0627\u064b 22 &#8211; 58 \u062f\u0642\u06cc\u0642\u0647 \u062f\u0631 \u0622\u0646 \u0642\u0631\u0627\u0631 \u062f\u0627\u0631\u0646\u062f \u060c \u0645\u06cc\u0632\u0627\u0646 \u0627\u062d\u062a\u0628\u0627\u0633 \u06a9\u0645 \u062f\u0627\u0631\u0646\u062f. \u0627\u06cc\u0646 \u0628\u06cc\u0634\u062a\u0631 \u0627\u0632 \u0627\u062f\u0639\u0627\u06cc \u0641\u0648\u0642 \u062d\u0645\u0627\u06cc\u062a \u0645\u06cc \u06a9\u0646\u062f \u06a9\u0647 \u0645\u062e\u0627\u0637\u0628\u0627\u0646 \u0645\u0646 \u0628\u06cc\u0634\u062a\u0631 \u0628\u0647 \u0641\u06cc\u0644\u0645 \u0647\u0627\u06cc \u06a9\u0648\u062a\u0627\u0647 \u062a\u0631 \u0639\u0644\u0627\u0642\u0647 \u0645\u0646\u062f \u0647\u0633\u062a\u0646\u062f.<\/p>\n<p>\u0645\u0627 \u0628\u06cc\u0634\u062a\u0631 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u062a\u0635\u0645\u06cc\u0645 \u0628\u06af\u06cc\u0631\u06cc\u0645 \u06a9\u0647 \u06cc\u06a9 \u0637\u0631\u062d \u067e\u0631\u0627\u06a9\u0646\u062f\u0647 \u0631\u0627 \u062a\u0631\u0633\u06cc\u0645 \u06a9\u0646\u06cc\u0645 <code>Duration<\/code> \u062f\u0631 \u0645\u0642\u0627\u0628\u0644 <code>Retention Rate (%)<\/code> \u0628\u0631\u0627\u06cc \u062e\u0644\u0627\u0635\u0647 \u06a9\u0631\u062f\u0646 \u062c\u062f\u0627\u0648\u0644 \u0641\u0648\u0642.<\/p>\n<pre><code class=\"lang-python\"><span class=\"hljs-comment\"># Set style for plots<\/span>\nsns.set_style(<span class=\"hljs-string\">\"whitegrid\"<\/span>)\n\n<span class=\"hljs-comment\"># Plot Retention Rate vs. Video Duration<\/span>\nplt.figure(figsize=(<span class=\"hljs-number\">12<\/span>, <span class=\"hljs-number\">6<\/span>))\n\nsns.scatterplot(data=df, x=<span class=\"hljs-string\">'Duration'<\/span>, y=<span class=\"hljs-string\">'Retention Rate (%)'<\/span>, hue=<span class=\"hljs-string\">'Views'<\/span>, size=<span class=\"hljs-string\">'Views'<\/span>, sizes=(<span class=\"hljs-number\">20<\/span>, <span class=\"hljs-number\">200<\/span>), palette=<span class=\"hljs-string\">'coolwarm'<\/span>)\nplt.title(<span class=\"hljs-string\">\"Audience Retention vs. Video Duration\"<\/span>)\nplt.xlabel(<span class=\"hljs-string\">\"Video Duration (seconds)\"<\/span>)\nplt.ylabel(<span class=\"hljs-string\">\"Retention Rate (%)\"<\/span>)\nplt.legend(title=<span class=\"hljs-string\">\"Views\"<\/span>, loc=<span class=\"hljs-string\">\"upper right\"<\/span>)\n\nplt.show()\n<\/code><\/pre>\n<p><img decoding=\"async\" src=\"https:\/\/rasanegaar.com\/blog\/wp-content\/uploads\/2025\/03\/e024b61c-d86f-45d6-b8fb-13ff87e101e9.png\" alt=\"\u0637\u0631\u062d \u067e\u0631\u0627\u06a9\u0646\u062f\u06af\u06cc \u0646\u0634\u0627\u0646 \u062f\u0647\u0646\u062f\u0647 \u062d\u0641\u0638 \u0645\u062e\u0627\u0637\u0628 \u062f\u0631 \u0628\u0631\u0627\u0628\u0631 \u0645\u062f\u062a \u0632\u0645\u0627\u0646 \u0641\u06cc\u0644\u0645\" class=\"image--center mx-auto\" width=\"600\" height=\"400\" loading=\"lazy\" title=\"\"><\/p>\n<p>\u0637\u0631\u062d \u067e\u0631\u0627\u06a9\u0646\u062f\u06af\u06cc \u0628\u0627\u0644\u0627 \u0631\u0627\u0628\u0637\u0647 \u0628\u06cc\u0646 \u0645\u06cc\u0632\u0627\u0646 \u0627\u062d\u062a\u0628\u0627\u0633 \u0645\u062e\u0627\u0637\u0628\u0627\u0646 (\u0645\u062d\u0648\u0631 y \u060c \u0627\u0646\u062f\u0627\u0632\u0647 \u06af\u06cc\u0631\u06cc \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u062f\u0631\u0635\u062f) \u0648 \u0645\u062f\u062a \u0632\u0645\u0627\u0646 \u0641\u06cc\u0644\u0645 (\u0645\u062d\u0648\u0631 x \u060c \u06a9\u0647 \u062f\u0631 \u062b\u0627\u0646\u06cc\u0647 \u0627\u0646\u062f\u0627\u0632\u0647 \u06af\u06cc\u0631\u06cc \u0645\u06cc \u0634\u0648\u062f) \u0631\u0627 \u0628\u0631\u0627\u06cc \u0641\u06cc\u0644\u0645 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f. \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0645\u0634\u0627\u0647\u062f\u0627\u062a \u06a9\u0644\u06cc\u062f\u06cc \u0632\u06cc\u0631 \u0622\u0648\u0631\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a:<\/p>\n<ul>\n<li>\n<p>\u0628\u06cc\u0646 \u0645\u062f\u062a \u0632\u0645\u0627\u0646 \u0641\u06cc\u0644\u0645 \u0648 \u0645\u06cc\u0632\u0627\u0646 \u0627\u062d\u062a\u0628\u0627\u0633 \u0647\u0645\u0628\u0633\u062a\u06af\u06cc \u0645\u0646\u0641\u06cc \u0631\u0648\u0634\u0646\u06cc \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f &#8211; \u0627\u0632 \u0622\u0646\u062c\u0627 \u06a9\u0647 \u0641\u06cc\u0644\u0645 \u0647\u0627 \u0637\u0648\u0644\u0627\u0646\u06cc \u062a\u0631 \u0645\u06cc \u0634\u0648\u0646\u062f \u060c \u0645\u06cc\u0632\u0627\u0646 \u0627\u062d\u062a\u0628\u0627\u0633 \u0628\u0647 \u0637\u0648\u0631 \u06a9\u0644\u06cc \u06a9\u0627\u0647\u0634 \u0645\u06cc \u06cc\u0627\u0628\u062f.<\/p>\n<\/li>\n<li>\n<p>\u0628\u0627\u0644\u0627\u062a\u0631\u06cc\u0646 \u0646\u0631\u062e \u0627\u062d\u062a\u0628\u0627\u0633 (35-40 \u066a) \u062f\u0631 \u0641\u06cc\u0644\u0645 \u0647\u0627\u06cc \u06a9\u0648\u062a\u0627\u0647 \u062a\u0631 \u060c \u0639\u0645\u062f\u062a\u0627 \u0632\u06cc\u0631 500 \u062b\u0627\u0646\u06cc\u0647 (\u062d\u062f\u0648\u062f 8 \u062f\u0642\u06cc\u0642\u0647) \u06cc\u0627\u0641\u062a \u0645\u06cc \u0634\u0648\u062f.<\/p>\n<\/li>\n<li>\n<p>\u0641\u06cc\u0644\u0645 \u0647\u0627\u06cc \u0628\u06cc\u0634 \u0627\u0632 1500 \u062b\u0627\u0646\u06cc\u0647 (25 \u062f\u0642\u06cc\u0642\u0647) \u0628\u0647 \u0637\u0648\u0631 \u0645\u062f\u0627\u0648\u0645 \u0646\u0631\u062e \u0646\u06af\u0647\u062f\u0627\u0631\u06cc \u0632\u06cc\u0631 15 \u066a \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f.<\/p>\n<\/li>\n<li>\n<p>\u0627\u0646\u062f\u0627\u0632\u0647 \u0648 \u0631\u0646\u06af \u0646\u0642\u0627\u0637 \u0646\u0634\u0627\u0646 \u062f\u0647\u0646\u062f\u0647 \u062a\u0639\u062f\u0627\u062f \u0646\u0645\u0627\u0647\u0627 \u0627\u0633\u062a \u060c \u0628\u0627 \u0646\u0642\u0627\u0637 \u0628\u0632\u0631\u06af\u062a\u0631 \u0648 \u0642\u0631\u0645\u0632\u062a\u0631 \u06a9\u0647 \u0646\u0634\u0627\u0646\u06af\u0631 \u0646\u0645\u0627\u0647\u0627\u06cc \u0628\u06cc\u0634\u062a\u0631 (\u062d\u062f\u0627\u06a9\u062b\u0631 1000) \u0648 \u0646\u0642\u0627\u0637 \u0622\u0628\u06cc \u06a9\u0648\u0686\u06a9\u062a\u0631 \u0627\u0633\u062a \u06a9\u0647 \u0646\u0645\u0627\u06cc \u06a9\u0645\u062a\u0631\u06cc \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f (\u062d\u062f\u0648\u062f 200).<\/p>\n<\/li>\n<li>\n<p>\u062c\u0627\u0644\u0628 \u0627\u06cc\u0646\u062c\u0627\u0633\u062a \u06a9\u0647 \u0628\u0631\u062e\u06cc \u0627\u0632 \u0641\u06cc\u0644\u0645 \u0647\u0627\u06cc \u0645\u06cc\u0627\u0646\u06cc (\u062d\u062f\u0648\u062f 500 \u062b\u0627\u0646\u06cc\u0647) \u0647\u0631 \u062f\u0648 \u062a\u0639\u062f\u0627\u062f \u0646\u0645\u0627\u06cc \u0628\u0627\u0644\u0627\u062a\u0631 (\u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u062a\u0648\u0633\u0637 \u0646\u0642\u0627\u0637 \u0642\u0631\u0645\u0632 \u0628\u0632\u0631\u06af\u062a\u0631) \u0648 \u0646\u0631\u062e \u0646\u06af\u0647\u062f\u0627\u0631\u06cc \u0645\u0646\u0627\u0633\u0628 \u062f\u0631 \u062d\u062f\u0648\u062f 25 \u066a \u062f\u0627\u0631\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p>\u0637\u0648\u0644\u0627\u0646\u06cc \u062a\u0631\u06cc\u0646 \u0641\u06cc\u0644\u0645 \u062f\u0631 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 (\u062f\u0631 \u062d\u062f\u0648\u062f 3500 \u062b\u0627\u0646\u06cc\u0647 \u06cc\u0627 58 \u062f\u0642\u06cc\u0642\u0647) \u0645\u06cc\u0632\u0627\u0646 \u0627\u062d\u062a\u0628\u0627\u0633 \u062d\u062f\u0648\u062f 14 \u066a \u0648 \u062f\u06cc\u062f \u0646\u0633\u0628\u062a\u0627\u064b \u06a9\u0645\u06cc \u062f\u0627\u0631\u062f.<\/p>\n<\/li>\n<\/ul>\n<p>\u0627\u06cc\u0646 \u0637\u0631\u062d \u0628\u06cc\u0634\u062a\u0631 \u0627\u06cc\u0646 \u0627\u062f\u0639\u0627 \u0631\u0627 \u062a\u0623\u06cc\u06cc\u062f \u0645\u06cc \u06a9\u0646\u062f \u06a9\u0647 \u0641\u06cc\u0644\u0645 \u0647\u0627\u06cc \u06a9\u0648\u062a\u0627\u0647 \u062a\u0631 \u062a\u0645\u0627\u06cc\u0644 \u062f\u0627\u0631\u0646\u062f \u062a\u0648\u062c\u0647 \u0645\u062e\u0627\u0637\u0628\u0627\u0646 \u0631\u0627 \u0628\u0647\u062a\u0631 \u062d\u0641\u0638 \u06a9\u0646\u0646\u062f \u0631\u0648\u06cc \u06a9\u0627\u0646\u0627\u0644 \u0645\u0646 \u060c \u06af\u0631\u0686\u0647 \u0628\u0631\u062e\u06cc \u0627\u0632 \u0641\u06cc\u0644\u0645 \u0647\u0627\u06cc \u0645\u06cc\u0627\u0646 \u0645\u062f\u062a \u0647\u0646\u0648\u0632 \u0647\u0645 \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0627\u0632 \u0646\u0638\u0631 \u062d\u0641\u0638 \u0648 \u062a\u0639\u062f\u0627\u062f \u0645\u0634\u0627\u0647\u062f\u0647 \u0639\u0645\u0644\u06a9\u0631\u062f \u062e\u0648\u0628\u06cc \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u0646\u062f.<\/p>\n<h2 id=\"heading-conclusion\"><span class=\"ez-toc-section\" id=\"%d9%be%d8%a7%db%8c%d8%a7%d9%86\"><\/span>\u067e\u0627\u06cc\u0627\u0646<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0622\u0646\u0686\u0647 \u0645\u0627 \u0627\u0632 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0645\u0646 \u0622\u0645\u0648\u062e\u062a\u0647 \u0627\u06cc\u0645 \u0641\u0642\u0637 \u0646\u0648\u06a9 \u06a9\u0648\u0647 \u06cc\u062e \u0627\u0633\u062a. YouTube \u0645\u0639\u06cc\u0627\u0631\u0647\u0627\u06cc \u0632\u06cc\u0627\u062f\u06cc \u062f\u0627\u0631\u062f \u060c \u0648 \u0627\u0632 \u0622\u0646\u062c\u0627 \u0631\u0648\u06cc \u06a9\u0633\u0628 \u062f\u0631\u0622\u0645\u062f \u060c \u062c\u0645\u0639\u06cc\u062a \u0634\u0646\u0627\u0633\u06cc \u0648 \u0633\u0627\u06cc\u0631 \u0645\u0639\u06cc\u0627\u0631\u0647\u0627.<\/p>\n<p>\u0627\u0645\u0627 \u067e\u0633 \u0627\u0632 \u062e\u0648\u0627\u0646\u062f\u0646 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u060c \u0627\u0645\u06cc\u062f\u0648\u0627\u0631\u0645 \u06a9\u0647 \u0628\u062a\u0648\u0627\u0646\u06cc\u062f \u0628\u0647 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0628\u06cc \u067e\u0627\u06cc\u0627\u0646 \u06a9\u0647 \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u062f \u0628\u0631\u067e\u0627 \u06a9\u0646\u06cc\u062f \u0641\u06a9\u0631 \u06a9\u0646\u06cc\u062f \u0631\u0648\u06cc \u0627\u06cc\u0646 \u0645\u0639\u06cc\u0627\u0631\u0647\u0627 \u0634\u0645\u0627 \u062d\u062a\u06cc \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0646\u0638\u0631\u0627\u062a \u060c \u062a\u0639\u062f\u0627\u062f \u0645\u0634\u062a\u0631\u06a9\u06cc\u0646 \u0648 \u062f\u0631\u0622\u0645\u062f \u062e\u0648\u062f \u0631\u0627 \u0628\u0631\u0627\u06cc \u0631\u0648\u0632\u0647\u0627 \u06cc\u0627 \u0645\u0627\u0647 \u0647\u0627\u06cc \u0628\u0639\u062f\u06cc \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u06a9\u0646\u06cc\u062f. \u0647\u0645\u0686\u0646\u06cc\u0646 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u06cc\u06a9 \u062a\u062d\u0644\u06cc\u0644 \u0633\u0631\u06cc \u0632\u0645\u0627\u0646\u06cc \u0686\u0646\u062f \u0645\u062a\u063a\u06cc\u0631\u0647 \u0631\u0627 \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u06cc\u062f \u062a\u0627 \u0628\u0628\u06cc\u0646\u06cc\u062f \u06a9\u0647 \u0686\u06af\u0648\u0646\u0647 \u0627\u06cc\u0646 \u0639\u0648\u0627\u0645\u0644 \u0628\u0631 \u0645\u062a\u063a\u06cc\u0631 \u0627\u0635\u0644\u06cc \u0639\u0644\u0627\u0642\u0647 \u0634\u0645\u0627 \u062a\u0623\u062b\u06cc\u0631 \u0645\u06cc \u06af\u0630\u0627\u0631\u062f.<\/p>\n<p>\u0627\u06af\u0631 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0631\u0627 \u062c\u0627\u0644\u0628 \u062f\u06cc\u062f\u06cc\u062f \u060c \u0641\u0631\u0627\u0645\u0648\u0634 \u0646\u06a9\u0646\u06cc\u062f \u06a9\u0647 \u0648\u0628\u0644\u0627\u06af \u0645\u0646 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0633\u0627\u06cc\u0631 \u0645\u0642\u0627\u0644\u0627\u062a \u062c\u0627\u0644\u0628 \u062f\u06cc\u06af\u0631 \u0628\u0631\u0631\u0633\u06cc \u06a9\u0646\u06cc\u062f \u060c \u0645\u0631\u0627 \u062f\u0646\u0628\u0627\u0644 \u06a9\u0646\u06cc\u062f \u0631\u0648\u06cc \u0645\u062a\u0648\u0633\u0637 \u200b\u200b\u060c \u0627\u062a\u0635\u0627\u0644 \u0631\u0648\u06cc LinkedIn \u060c \u0648 \u062f\u0631 \u06a9\u0627\u0646\u0627\u0644 YouTube \u0645\u0646 \u0645\u0634\u062a\u0631\u06a9 \u0634\u0648\u06cc\u062f.<\/p>\n<\/section>\n<p><br \/>\n<br \/>\u0645\u0646\u062a\u0634\u0631 \u0634\u062f\u0647 \u062f\u0631 1404-03-26 23:55:13<br \/>\n<\/p>\n\n\n<div class=\"kk-star-ratings kksr-auto kksr-align-center kksr-valign-bottom\"\n    data-payload='{&quot;align&quot;:&quot;center&quot;,&quot;id&quot;:&quot;18868&quot;,&quot;slug&quot;:&quot;default&quot;,&quot;valign&quot;:&quot;bottom&quot;,&quot;ignore&quot;:&quot;&quot;,&quot;reference&quot;:&quot;auto&quot;,&quot;class&quot;:&quot;&quot;,&quot;count&quot;:&quot;0&quot;,&quot;legendonly&quot;:&quot;&quot;,&quot;readonly&quot;:&quot;&quot;,&quot;score&quot;:&quot;0&quot;,&quot;starsonly&quot;:&quot;&quot;,&quot;best&quot;:&quot;5&quot;,&quot;gap&quot;:&quot;5&quot;,&quot;greet&quot;:&quot;\u0627\u0645\u062a\u06cc\u0627\u0632 \u0634\u0645\u0627 \u0628\u0647 \u0627\u06cc\u0646 \u0645\u0637\u0644\u0628&quot;,&quot;legend&quot;:&quot;0\\\/5 (0 \u0631\u0627\u06cc)&quot;,&quot;size&quot;:&quot;30&quot;,&quot;title&quot;:&quot;\u0631\u0648\u0634 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 YouTube \u0648 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646&quot;,&quot;width&quot;:&quot;0&quot;,&quot;_legend&quot;:&quot;{score}\\\/{best} ({count} \u0631\u0627\u06cc)&quot;,&quot;font_factor&quot;:&quot;1.25&quot;}'>\n            \n<div class=\"kksr-stars\">\n    \n<div class=\"kksr-stars-inactive\">\n            <div class=\"kksr-star\" data-star=\"1\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"2\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"3\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"4\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"5\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n    <\/div>\n    \n<div class=\"kksr-stars-active\" style=\"width: 0px;\">\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n    <\/div>\n<\/div>\n                \n\n<div class=\"kksr-legend\" style=\"font-size: 24px;\">\n            <span class=\"kksr-muted\">\u0627\u0645\u062a\u06cc\u0627\u0632 \u0634\u0645\u0627 \u0628\u0647 \u0627\u06cc\u0646 \u0645\u0637\u0644\u0628<\/span>\n    <\/div>\n    <\/div>\n","protected":false},"excerpt":{"rendered":"<p><span class=\"span-reading-time rt-reading-time\" style=\"display: block;\"><span class=\"rt-label rt-prefix\">\u0632\u0645\u0627\u0646 \u0644\u0627\u0632\u0645 \u0628\u0631\u0627\u06cc \u0645\u0637\u0627\u0644\u0639\u0647: <\/span> <span class=\"rt-time\"> 8<\/span> <span class=\"rt-label rt-postfix\">\u062f\u0642\u06cc\u0642\u0647<\/span><\/span>\u0627\u06af\u0631 \u0634\u0645\u0627 \u06cc\u06a9 \u062e\u0627\u0644\u0642 \u0645\u062d\u062a\u0648\u0627\u06cc YouTube \u0647\u0633\u062a\u06cc\u062f \u060c \u0647\u0646\u06af\u0627\u0645 \u0627\u0631\u0633\u0627\u0644 \u0645\u062d\u062a\u0648\u0627 \u060c \u062a\u0635\u0645\u06cc\u0645\u0627\u062a \u0645\u062d\u0648\u0631 \u062f\u0627\u062f\u0647 \u0631\u0627 \u0645\u06cc \u06af\u06cc\u0631\u06cc\u062f. \u0627\u06cc\u0646 \u0628\u0647 \u0634\u0645\u0627 \u06a9\u0645\u06a9 \u0645\u06cc \u06a9\u0646\u062f \u062a\u0627 \u0647\u0646\u06af\u0627\u0645 \u0627\u06cc\u062c\u0627\u062f \u0641\u06cc\u0644\u0645 \u0647\u0627\u06cc \u062e\u0648\u062f \u060c \u0645\u062e\u0627\u0637\u0628\u0627\u0646 \u0645\u0646\u0627\u0633\u0628 \u0631\u0627 \u0647\u062f\u0641 \u0642\u0631\u0627\u0631 \u062f\u0647\u06cc\u062f. 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