{"id":13731,"date":"2024-01-02T23:09:24","date_gmt":"2024-01-02T19:39:24","guid":{"rendered":"https:\/\/rasanegar.com\/blog\/%d8%a8%d8%a7-python-%d9%88-scikit-learn-%d8%a7%d9%87%d9%85%db%8c%d8%aa-%d9%88%db%8c%da%98%da%af%db%8c%d9%87%d8%a7-%d8%b1%d8%a7-%d8%a8%d8%b1%d8%a7%db%8c-%d8%ac%d9%86%da%af%d9%84-%d8%aa%d8%b5\/"},"modified":"2024-01-02T23:09:24","modified_gmt":"2024-01-02T19:39:24","slug":"%d8%a8%d8%a7-python-%d9%88-scikit-learn-%d8%a7%d9%87%d9%85%db%8c%d8%aa-%d9%88%db%8c%da%98%da%af%db%8c%d9%87%d8%a7-%d8%b1%d8%a7-%d8%a8%d8%b1%d8%a7%db%8c-%d8%ac%d9%86%da%af%d9%84-%d8%aa%d8%b5","status":"publish","type":"post","link":"https:\/\/rasanegaar.com\/blog\/%d8%a8%d8%a7-python-%d9%88-scikit-learn-%d8%a7%d9%87%d9%85%db%8c%d8%aa-%d9%88%db%8c%da%98%da%af%db%8c%d9%87%d8%a7-%d8%b1%d8%a7-%d8%a8%d8%b1%d8%a7%db%8c-%d8%ac%d9%86%da%af%d9%84-%d8%aa%d8%b5\/","title":{"rendered":"\u0628\u0627 Python \u0648 Scikit-Learn \u0627\u0647\u0645\u06cc\u062a \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627 \u0631\u0627 \u0628\u0631\u0627\u06cc \u062c\u0646\u06af\u0644 \u062a\u0635\u0627\u062f\u0641\u06cc \u062f\u0631\u06cc\u0627\u0641\u062a \u06a9\u0646\u06cc\u062f"},"content":{"rendered":"<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_85 counter-hierarchy ez-toc-counter ez-toc-custom ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\"><p class=\"ez-toc-title\" style=\"cursor:inherit\">\u0633\u0631\u0641\u0635\u0644\u0647\u0627\u06cc \u0645\u0637\u0644\u0628<\/p>\n<\/div><nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%a8%d8%a7-python-%d9%88-scikit-learn-%d8%a7%d9%87%d9%85%db%8c%d8%aa-%d9%88%db%8c%da%98%da%af%db%8c%d9%87%d8%a7-%d8%b1%d8%a7-%d8%a8%d8%b1%d8%a7%db%8c-%d8%ac%d9%86%da%af%d9%84-%d8%aa%d8%b5\/#%d9%85%d8%b9%d8%b1%d9%81%db%8c\" >\u0645\u0639\u0631\u0641\u06cc<\/a><\/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%a8%d8%a7-python-%d9%88-scikit-learn-%d8%a7%d9%87%d9%85%db%8c%d8%aa-%d9%88%db%8c%da%98%da%af%db%8c%d9%87%d8%a7-%d8%b1%d8%a7-%d8%a8%d8%b1%d8%a7%db%8c-%d8%ac%d9%86%da%af%d9%84-%d8%aa%d8%b5\/#%d9%88%d8%a7%d8%b1%d8%af%d8%a7%d8%aa_%da%a9%d8%aa%d8%a7%d8%a8%d8%ae%d8%a7%d9%86%d9%87_%d9%87%d8%a7\" >\u0648\u0627\u0631\u062f\u0627\u062a \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%a8%d8%a7-python-%d9%88-scikit-learn-%d8%a7%d9%87%d9%85%db%8c%d8%aa-%d9%88%db%8c%da%98%da%af%db%8c%d9%87%d8%a7-%d8%b1%d8%a7-%d8%a8%d8%b1%d8%a7%db%8c-%d8%ac%d9%86%da%af%d9%84-%d8%aa%d8%b5\/#%d8%aa%d9%82%d8%b3%db%8c%d9%85_%d8%af%d8%a7%d8%af%d9%87_%d9%87%d8%a7\" >\u062a\u0642\u0633\u06cc\u0645 \u062f\u0627\u062f\u0647 \u0647\u0627<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%a8%d8%a7-python-%d9%88-scikit-learn-%d8%a7%d9%87%d9%85%db%8c%d8%aa-%d9%88%db%8c%da%98%da%af%db%8c%d9%87%d8%a7-%d8%b1%d8%a7-%d8%a8%d8%b1%d8%a7%db%8c-%d8%ac%d9%86%da%af%d9%84-%d8%aa%d8%b5\/#%d8%a8%d9%87_%d8%af%d8%b3%d8%aa_%d8%a2%d9%88%d8%b1%d8%af%d9%86_%d8%a7%d9%87%d9%85%db%8c%d8%aa_%d9%88%db%8c%da%98%da%af%db%8c_%d9%87%d8%a7\" >\u0628\u0647 \u062f\u0633\u062a \u0622\u0648\u0631\u062f\u0646 \u0627\u0647\u0645\u06cc\u062a \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%a8%d8%a7-python-%d9%88-scikit-learn-%d8%a7%d9%87%d9%85%db%8c%d8%aa-%d9%88%db%8c%da%98%da%af%db%8c%d9%87%d8%a7-%d8%b1%d8%a7-%d8%a8%d8%b1%d8%a7%db%8c-%d8%ac%d9%86%da%af%d9%84-%d8%aa%d8%b5\/#%d8%aa%d8%ac%d8%b3%d9%85_%d8%a7%d9%87%d9%85%db%8c%d8%aa_%d9%88%db%8c%da%98%da%af%db%8c\" >\u062a\u062c\u0633\u0645 \u0627\u0647\u0645\u06cc\u062a \u0648\u06cc\u0698\u06af\u06cc<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%a8%d8%a7-python-%d9%88-scikit-learn-%d8%a7%d9%87%d9%85%db%8c%d8%aa-%d9%88%db%8c%da%98%da%af%db%8c%d9%87%d8%a7-%d8%b1%d8%a7-%d8%a8%d8%b1%d8%a7%db%8c-%d8%ac%d9%86%da%af%d9%84-%d8%aa%d8%b5\/#%d9%86%d8%aa%db%8c%d8%ac%d9%87\" >\u0646\u062a\u06cc\u062c\u0647<\/a><\/li><\/ul><\/nav><\/div>\n<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\"> 5<\/span> <span class=\"rt-label rt-postfix\">\u062f\u0642\u06cc\u0642\u0647<\/span><\/span><p> <br \/>\n<\/p>\n<div><noscript><\/noscript><\/p>\n<h2 id=\"introduction\"><span class=\"ez-toc-section\" id=\"%d9%85%d8%b9%d8%b1%d9%81%db%8c\"><\/span>\u0645\u0639\u0631\u0641\u06cc<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0631\u0627 <em>\u062c\u0646\u06af\u0644 \u062a\u0635\u0627\u062f\u0641\u06cc<\/em> \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u06cc\u06a9 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0646\u0638\u0627\u0631\u062a \u0634\u062f\u0647 \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u062f\u0631\u062e\u062a \u0627\u0633\u062a \u06a9\u0647 \u0627\u0632 \u0645\u062c\u0645\u0648\u0639\u0647 \u0627\u06cc \u0627\u0632 \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0647\u0627\u06cc \u0628\u0633\u06cc\u0627\u0631\u06cc \u0627\u0632 \u062f\u0631\u062e\u062a\u0627\u0646 \u062a\u0635\u0645\u06cc\u0645 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f\u060c \u06cc\u0627 \u0628\u0631\u0627\u06cc \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u06cc\u06a9 \u0646\u0642\u0637\u0647 \u062f\u0627\u062f\u0647 \u06cc\u0627 \u062a\u0639\u06cc\u06cc\u0646 \u0645\u0642\u062f\u0627\u0631 \u062a\u0642\u0631\u06cc\u0628\u06cc \u0622\u0646.  \u0627\u06cc\u0646 \u0628\u062f\u0627\u0646 \u0645\u0639\u0646\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0627\u0632 \u0622\u0646 \u0628\u0631\u0627\u06cc \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u06cc\u0627 \u0631\u06af\u0631\u0633\u06cc\u0648\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f.<\/p>\n<p>\u0647\u0646\u06af\u0627\u0645\u06cc \u06a9\u0647 \u0628\u0631\u0627\u06cc \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u0627\u0639\u0645\u0627\u0644 \u0645\u06cc \u0634\u0648\u062f\u060c \u06a9\u0644\u0627\u0633 \u0646\u0642\u0637\u0647 \u062f\u0627\u062f\u0647 \u0628\u0631 \u0627\u0633\u0627\u0633 \u0627\u0646\u062a\u062e\u0627\u0628 \u0645\u06cc \u0634\u0648\u062f \u0631\u0648\u06cc \u0637\u0628\u0642\u0647 \u0627\u06cc \u06a9\u0647 \u0628\u06cc\u0634\u062a\u0631\u06cc\u0646 \u0631\u0627\u06cc \u0631\u0627 \u062f\u0631\u062e\u062a\u0627\u0646 \u062f\u0631\u06cc\u0627\u0641\u062a \u06a9\u0631\u062f\u0646\u062f.  \u0648 \u0647\u0646\u06af\u0627\u0645\u06cc \u06a9\u0647 \u0628\u0631\u0627\u06cc \u0631\u06af\u0631\u0633\u06cc\u0648\u0646 \u0627\u0639\u0645\u0627\u0644 \u0645\u06cc \u0634\u0648\u062f\u060c \u0645\u0642\u062f\u0627\u0631 \u0646\u0642\u0637\u0647 \u062f\u0627\u062f\u0647 \u0645\u06cc\u0627\u0646\u06af\u06cc\u0646 \u062a\u0645\u0627\u0645 \u0645\u0642\u0627\u062f\u06cc\u0631 \u062e\u0631\u0648\u062c\u06cc \u062a\u0648\u0633\u0637 \u062f\u0631\u062e\u062a\u0627\u0646 \u0627\u0633\u062a.<\/p>\n<blockquote>\n<p>\u0646\u06a9\u062a\u0647 \u0645\u0647\u0645\u06cc \u06a9\u0647 \u0647\u0646\u06af\u0627\u0645 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062c\u0646\u06af\u0644 \u0647\u0627\u06cc \u062a\u0635\u0627\u062f\u0641\u06cc \u0628\u0627\u06cc\u062f \u0628\u0647 \u062e\u0627\u0637\u0631 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u062a\u0639\u062f\u0627\u062f \u062f\u0631\u062e\u062a \u0647\u0627 \u06cc\u06a9 \u0641\u0631\u0627\u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u0627\u0633\u062a \u0648 \u0642\u0628\u0644 \u0627\u0632 \u0627\u062c\u0631\u0627\u06cc \u0645\u062f\u0644 \u062a\u0639\u0631\u06cc\u0641 \u0645\u06cc \u0634\u0648\u062f.<\/p>\n<\/blockquote>\n<p>\u0647\u0646\u06af\u0627\u0645 \u06a9\u0627\u0631 \u062f\u0631 \u0639\u0644\u0645 \u062f\u0627\u062f\u0647\u060c \u06cc\u06a9\u06cc \u0627\u0632 \u062f\u0644\u0627\u06cc\u0644\u06cc \u06a9\u0647 \u0686\u0631\u0627 \u06cc\u06a9 \u0645\u062f\u0644 \u062c\u0646\u06af\u0644 \u062a\u0635\u0627\u062f\u0641\u06cc \u0628\u0631\u0627\u06cc \u06cc\u06a9 \u067e\u0631\u0648\u0698\u0647 \u062e\u0627\u0635 \u0627\u0646\u062a\u062e\u0627\u0628 \u0634\u062f\u0647 \u0627\u0633\u062a\u060c \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0628\u0647 \u062a\u0648\u0627\u0646\u0627\u06cc\u06cc \u0646\u06af\u0627\u0647 \u06a9\u0631\u062f\u0646 \u0628\u0647 \u062f\u0631\u062e\u062a\u0627\u0646 \u062a\u0631\u06a9\u06cc\u0628\u06cc \u0648 \u062f\u0631\u06a9 \u0622\u0646 \u0645\u0631\u0628\u0648\u0637 \u0628\u0627\u0634\u062f. <em>\u0686\u0631\u0627<\/em> \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u0627\u0646\u062c\u0627\u0645 \u0634\u062f\u060c \u06cc\u0627 <em>\u0686\u0631\u0627<\/em> \u06cc\u06a9 \u0645\u0642\u062f\u0627\u0631 \u062f\u0627\u062f\u0647 \u0634\u062f &#8211; \u0627\u06cc\u0646 \u0646\u0627\u0645\u06cc\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f <strong>\u062a\u0648\u0636\u06cc\u062d \u067e\u0630\u06cc\u0631\u06cc<\/strong>.<\/p>\n<p>\u0628\u0627 \u062f\u0631 \u0646\u0638\u0631 \u06af\u0631\u0641\u062a\u0646 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0647\u0627\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u062f\u0631\u062e\u062a\u060c \u062a\u0644\u0627\u0634 \u0628\u0631\u0627\u06cc \u062a\u0648\u0636\u06cc\u062d \u06cc\u06a9 \u0645\u062f\u0644 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0647 \u0631\u0648\u0634 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641\u06cc \u0627\u0646\u062c\u0627\u0645 \u0634\u0648\u062f\u060c \u0628\u0627 \u0646\u0645\u0627\u06cc\u0634 \u0648 \u0645\u0634\u0627\u0647\u062f\u0647 \u0647\u0631 \u062f\u0631\u062e\u062a (\u0627\u06af\u0631 \u0645\u062f\u0644 \u062f\u0627\u0631\u0627\u06cc 200 \u062f\u0631\u062e\u062a \u06cc\u0627 \u0628\u06cc\u0634\u062a\u0631 \u0628\u0627\u0634\u062f\u060c \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0633\u062e\u062a \u0628\u0627\u0634\u062f)\u060c \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 <a target=\"_blank\" rel=\"nofollow noopener noreferrer\" href=\"https:\/\/shap.readthedocs.io\/en\/latest\/index.html\">\u0645\u0642\u0627\u062f\u06cc\u0631 Shapley (\u06cc\u0627 SHAP).<\/a>\u060c \u0628\u0627 \u0646\u06af\u0627\u0647\u06cc \u0628\u0647 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0628\u06cc\u0634\u062a\u0631 \u062a\u0648\u0633\u0637 \u0645\u062f\u0644 \u0645\u0648\u0631\u062f \u062a\u0648\u062c\u0647 \u0642\u0631\u0627\u0631 \u06af\u0631\u0641\u062a\u060c \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 <a target=\"_blank\" rel=\"nofollow noopener noreferrer\" href=\"https:\/\/github.com\/marcotcr\/lime\">\u0627\u0647\u06a9<\/a> \u0628\u0631\u0627\u06cc \u0628\u0631\u0631\u0633\u06cc \u0631\u0648\u0627\u0628\u0637 \u0628\u06cc\u0646 \u0648\u0631\u0648\u062f\u06cc \u0648 \u062e\u0631\u0648\u062c\u06cc \u0645\u062f\u0644 \u0648 \u063a\u06cc\u0631\u0647. \u0645\u0639\u0645\u0648\u0644\u0627\u064b \u062a\u0631\u06a9\u06cc\u0628\u06cc \u0627\u0632 \u0647\u0645\u0647 \u0631\u0648\u0634 \u0647\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f.<\/p>\n<blockquote>\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u0631\u0627\u0647\u0646\u0645\u0627\u06cc \u0633\u0631\u06cc\u0639\u060c \u0645\u0627 \u062a\u0645\u0631\u06a9\u0632 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f \u0631\u0648\u06cc \u0627\u06cc\u062c\u0627\u062f \u0646\u0645\u0648\u062f\u0627\u0631\u06cc \u0627\u0632 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0628\u0631\u0627\u06cc \u062a\u0635\u0645\u06cc\u0645 \u06af\u06cc\u0631\u06cc \u0645\u062f\u0644 \u062f\u0631 \u0647\u0646\u06af\u0627\u0645 \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u067e\u0646\u06af\u0648\u0626\u0646 \u0647\u0627 \u0645\u0647\u0645 \u062f\u0631 \u0646\u0638\u0631 \u06af\u0631\u0641\u062a\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a.  \u0627\u06cc\u0646 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u062a\u062d\u0642\u06cc\u0642 \u062f\u0631 \u0645\u0648\u0631\u062f <strong>\u0627\u0647\u0645\u06cc\u062a \u0648\u06cc\u0698\u06af\u06cc<\/strong>\u060c \u0648 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0647 \u0633\u0627\u06cc\u0631 \u0627\u0639\u0636\u0627\u06cc \u062a\u06cc\u0645 (\u0641\u0646\u06cc \u0648 \u063a\u06cc\u0631 \u0641\u0646\u06cc) \u0645\u0646\u062a\u0642\u0644 \u0634\u0648\u062f \u062a\u0627 \u0646\u06af\u0627\u0647\u06cc \u0627\u062c\u0645\u0627\u0644\u06cc \u0628\u0647 \u0631\u0648\u0634 \u062a\u0635\u0645\u06cc\u0645 \u06af\u06cc\u0631\u06cc \u0627\u0631\u0627\u0626\u0647 \u062f\u0647\u062f.<\/p>\n<\/blockquote>\n<p>\u0628\u0631\u0627\u06cc \u0627\u0646\u062c\u0627\u0645 \u0627\u06cc\u0646 \u06a9\u0627\u0631\u060c \u0627\u062c\u0627\u0632\u0647 \u062f\u0647\u06cc\u062f import \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627\u06cc \u0644\u0627\u0632\u0645\u060c \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u067e\u0627\u0644\u0645\u0631 \u067e\u0646\u06af\u0648\u0626\u0646 \u0647\u0627 \u0631\u0627 \u0628\u0627\u0631\u06af\u06cc\u0631\u06cc \u06a9\u0646\u06cc\u062f\u060c \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u062a\u0642\u0633\u06cc\u0645 \u06a9\u0646\u06cc\u062f\u060c \u0645\u062f\u0644 \u0631\u0627 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f\u060c \u0627\u0647\u0645\u06cc\u062a \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627 \u0631\u0627 \u0628\u0647 \u062f\u0633\u062a \u0622\u0648\u0631\u06cc\u062f\u060c \u0648 \u0627\u0632 Seaborn \u0628\u0631\u0627\u06cc \u0631\u0633\u0645 \u0622\u0646\u0647\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f!  \u0645\u0627 \u0632\u06cc\u0627\u062f \u06a9\u0627\u0648\u0634 \u0646\u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f \u0631\u0648\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627\u060c EDA \u06cc\u0627 \u062e\u0648\u062f \u0645\u062f\u0644 &#8211; \u0627\u06cc\u0646\u0647\u0627 \u0645\u0648\u0636\u0648\u0639 \u0631\u0627\u0647\u0646\u0645\u0627\u06cc \u0627\u062e\u062a\u0635\u0627\u0635\u06cc \u0647\u0633\u062a\u0646\u062f.<\/p>\n<div class=\"alert alert-note\">\n<div class=\"flex\">\n<div class=\"flex-shrink-0 mr-3\"><\/div>\n<div class=\"w-full\">\n<p><strong>\u062a\u0648\u062c\u0647 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f:<\/strong> \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0631\u0627 \u0627\u0632 \u0627\u06cc\u0646\u062c\u0627 \u062f\u0627\u0646\u0644\u0648\u062f \u06a9\u0646\u06cc\u062f <a target=\"_blank\" href=\"https:\/\/gist.github.com\/cassiasamp\/197b4e070f5f4da890ca4d226d088d1f\" rel=\"noopener\">GitHub<\/a> \u06cc\u0627 \u0645\u0633\u062a\u0642\u06cc\u0645\u0627\u064b \u0627\u0632 \u06a9\u062f.<\/p>\n<\/p><\/div><\/div><\/div>\n<h2 id=\"importinglibraries\"><span class=\"ez-toc-section\" id=\"%d9%88%d8%a7%d8%b1%d8%af%d8%a7%d8%aa_%da%a9%d8%aa%d8%a7%d8%a8%d8%ae%d8%a7%d9%86%d9%87_%d9%87%d8%a7\"><\/span>\u0648\u0627\u0631\u062f\u0627\u062a \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0628\u06cc\u0627\u06cc\u06cc\u062f \u0628\u0627 \u0648\u0627\u0631\u062f \u06a9\u0631\u062f\u0646 \u0686\u0646\u062f \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u06a9\u0647 \u0627\u0632 \u0622\u0646\u0647\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f \u0634\u0631\u0648\u0639 \u06a9\u0646\u06cc\u0645:<\/p>\n<pre><code class=\"hljs\">\n<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<span class=\"hljs-keyword\">from<\/span> sklearn.model_selection <span class=\"hljs-keyword\">import<\/span> train_test_split\n<span class=\"hljs-keyword\">from<\/span> sklearn.ensemble <span class=\"hljs-keyword\">import<\/span> RandomForestClassifier\n\n\nraw_data_url = <span class=\"hljs-string\">\"https:\/\/gist.githubusercontent.com\/cassiasamp\/197b4e070f5f4da890ca4d226d088d1f\/raw\/38c9d4906ed121481b4dc201fa2004f2b3d0065f\/penguins.csv\"<\/span>\ndf = pd.read_csv(raw_data_url)\n<\/code><\/pre>\n<h2 id=\"splittingthedata\"><span class=\"ez-toc-section\" id=\"%d8%aa%d9%82%d8%b3%db%8c%d9%85_%d8%af%d8%a7%d8%af%d9%87_%d9%87%d8%a7\"><\/span>\u062a\u0642\u0633\u06cc\u0645 \u062f\u0627\u062f\u0647 \u0647\u0627<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0628\u06cc\u0627\u06cc\u06cc\u062f \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 \u0648 \u0622\u0632\u0645\u0627\u06cc\u0634 \u062a\u0642\u0633\u06cc\u0645 \u06a9\u0646\u06cc\u0645:<\/p>\n<pre><code class=\"hljs\">\ndf = df.dropna().drop(<span class=\"hljs-string\">\"rowid\"<\/span>, axis=<span class=\"hljs-number\">1<\/span>)\n\n\ny = df(<span class=\"hljs-string\">\"species\"<\/span>)\nX = df((<span class=\"hljs-string\">\"bill_length_mm\"<\/span>, <span class=\"hljs-string\">\"bill_depth_mm\"<\/span>, <span class=\"hljs-string\">\"flipper_length_mm\"<\/span>))\n\n\nX_train, X_test, y_train, y_test = train_test_split(X, y, random_state=<span class=\"hljs-number\">42<\/span>)\n<\/code><\/pre>\n<h2 id=\"obtainingfeatureimportances\"><span class=\"ez-toc-section\" id=\"%d8%a8%d9%87_%d8%af%d8%b3%d8%aa_%d8%a2%d9%88%d8%b1%d8%af%d9%86_%d8%a7%d9%87%d9%85%db%8c%d8%aa_%d9%88%db%8c%da%98%da%af%db%8c_%d9%87%d8%a7\"><\/span>\u0628\u0647 \u062f\u0633\u062a \u0622\u0648\u0631\u062f\u0646 \u0627\u0647\u0645\u06cc\u062a \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u062f\u0631 \u0646\u0647\u0627\u06cc\u062a &#8211; \u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u06cc\u06a9 \u0645\u062f\u0644 \u0648 export \u0627\u0647\u0645\u06cc\u062a \u0648\u06cc\u0698\u06af\u06cc \u0628\u0627:<\/p>\n<pre><code class=\"hljs\">\nrf = RandomForestClassifier()\n\n\nrf.fit(X_train, y_train)\n\n\nrf.feature_importances_\n<\/code><\/pre>\n<p>\u0627\u06cc\u0646 \u062e\u0631\u0648\u062c\u06cc:<\/p>\n<pre><code class=\"hljs\">array((0.41267633, 0.30107056, 0.28625311))\n<\/code><\/pre>\n<p>\u0627\u06cc\u0646 \u0645\u0642\u0627\u062f\u06cc\u0631 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0633\u062a\u0646\u062f\u060c \u0628\u0631\u0627\u06cc \u062f\u06cc\u062f\u0646 \u0646\u0627\u0645 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u060c \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f:<\/p>\n<pre><code class=\"hljs\">\nrf.feature_names_in_\n<\/code><\/pre>\n<p>\u0627\u06cc\u0646 \u0645\u0646\u062c\u0631 \u0628\u0647 \u0646\u0627\u0645 \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u0647\u0631 \u0648\u06cc\u0698\u06af\u06cc \u0645\u06cc \u0634\u0648\u062f:<\/p>\n<pre><code class=\"hljs\">array(('bill_length_mm', 'bill_depth_mm', 'flipper_length_mm'),\n      dtype=object)\n<\/code><\/pre>\n<p>\u0627\u06cc\u0646 \u0628\u0647 \u0627\u06cc\u0646 \u0645\u0639\u0646\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0645\u0647\u0645 \u062a\u0631\u06cc\u0646 \u0648\u06cc\u0698\u06af\u06cc \u0628\u0631\u0627\u06cc \u062a\u0635\u0645\u06cc\u0645 \u06af\u06cc\u0631\u06cc \u06a9\u0644\u0627\u0633 \u0647\u0627\u06cc \u067e\u0646\u06af\u0648\u0626\u0646 \u0628\u0631\u0627\u06cc \u0627\u06cc\u0646 \u0645\u062f\u0644 \u062e\u0627\u0635 \u0628\u0648\u062f <code>bill_length_mm<\/code>!<\/p>\n<p>\u0627\u0647\u0645\u06cc\u062a \u0646\u0633\u0628\u062a \u0628\u0647 \u0627\u0646\u062f\u0627\u0632\u0647 \u06af\u06cc\u0631\u06cc \u0645\u06cc\u0632\u0627\u0646 \u062a\u0641\u06a9\u06cc\u06a9 \u062f\u0627\u062f\u0647 \u0647\u0627 \u062f\u0631 \u0647\u0631 \u06cc\u06a9 \u0627\u0633\u062a node \u062a\u0642\u0633\u06cc\u0645 &#8211; \u062f\u0631 \u0627\u06cc\u0646 \u0645\u0648\u0631\u062f\u060c \u0627\u0646\u062f\u0627\u0632\u0647 \u06af\u06cc\u0631\u06cc \u062a\u0648\u0633\u0637 <strong>\u0634\u0627\u062e\u0635 \u062c\u06cc\u0646\u06cc<\/strong> &#8211; \u0633\u067e\u0633 \u0645\u0642\u062f\u0627\u0631 Gini \u0628\u0627 \u062a\u0639\u062f\u0627\u062f \u0631\u062f\u06cc\u0641 \u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0647\u0646\u06af\u0627\u0645 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0622\u0646 \u062a\u0642\u0633\u06cc\u0645 \u0634\u062f\u0647 \u0627\u0646\u062f \u0648\u0632\u0646 \u0645\u06cc \u0634\u0648\u062f <code>bill_length_mm<\/code> \u0648\u06cc\u0698\u06af\u06cc \u0648 \u0645\u06cc\u0627\u0646\u06af\u06cc\u0646 \u0628\u06cc\u0634 \u0627\u0632 100 \u062f\u0631\u062e\u062a \u062f\u0631 \u06af\u0631\u0648\u0647 \u0627\u0633\u062a.  \u0646\u062a\u06cc\u062c\u0647 \u0622\u0646 \u0645\u0631\u0627\u062d\u0644 \u0628\u0647 \u062d\u0633\u0627\u0628 \u0645\u06cc \u0622\u06cc\u062f <code>0.41267633<\/code>\u060c \u06cc\u0627 \u062f\u0631 \u0627\u06cc\u0646 \u0645\u0648\u0631\u062f \u0628\u06cc\u0634 \u0627\u0632 40\u066a \u0627\u0633\u062a.<\/p>\n<h2 id=\"visualizingfeatureimportance\"><span class=\"ez-toc-section\" id=\"%d8%aa%d8%ac%d8%b3%d9%85_%d8%a7%d9%87%d9%85%db%8c%d8%aa_%d9%88%db%8c%da%98%da%af%db%8c\"><\/span>\u062a\u062c\u0633\u0645 \u0627\u0647\u0645\u06cc\u062a \u0648\u06cc\u0698\u06af\u06cc<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u06cc\u06a9 \u0631\u0648\u0634 \u0631\u0627\u06cc\u062c \u0628\u0631\u0627\u06cc \u0646\u0645\u0627\u06cc\u0634 \u0645\u0642\u0627\u062f\u06cc\u0631 \u0627\u0647\u0645\u06cc\u062a\u060c \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627\u06cc \u0645\u06cc\u0644\u0647 \u0627\u06cc \u0627\u0633\u062a.  \u0628\u06cc\u0627\u06cc\u06cc\u062f \u0627\u0628\u062a\u062f\u0627 \u06cc\u06a9 \u062f\u06cc\u062a\u0627\u0641\u0631\u06cc\u0645 \u0628\u0627 \u0646\u0627\u0645 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627 \u0648 \u0627\u0647\u0645\u06cc\u062a \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u0622\u0646\u0647\u0627 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u0645 \u0648 \u0633\u067e\u0633 \u0622\u0646\u0647\u0627 \u0631\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Seaborn \u062a\u062c\u0633\u0645 \u06a9\u0646\u06cc\u0645. <code>barplot()<\/code>:<\/p>\n<pre><code class=\"hljs\">\nimportances_df = pd.DataFrame({<span class=\"hljs-string\">\"feature_names\"<\/span> : rf.feature_names_in_, \n                               <span class=\"hljs-string\">\"importances\"<\/span> : rf.feature_importances_})\n                             \n\ng = sns.barplot(x=importances_df(<span class=\"hljs-string\">\"feature_names\"<\/span>), \n                y=importances_df(<span class=\"hljs-string\">\"importances\"<\/span>))\ng.set_title(<span class=\"hljs-string\">\"Feature importances\"<\/span>, fontsize=<span class=\"hljs-number\">14<\/span>);                          \n<\/code><\/pre>\n<p><img decoding=\"async\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/feature-importances-chart-1.png\" alt=\"\" title=\"\"><\/p>\n<div class=\"alert alert-note\">\n<div class=\"flex\">\n<div class=\"flex-shrink-0 mr-3\"><\/div>\n<div class=\"w-full\">\n<p><strong>\u062a\u0648\u0635\u06cc\u0647:<\/strong> \u06cc\u06a9 \u0631\u0648\u0634 \u062e\u0648\u0628 \u0647\u0646\u06af\u0627\u0645 \u0627\u0631\u0627\u0626\u0647 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u0645\u0642\u0627\u062f\u06cc\u0631 \u0631\u0627 \u0628\u0647 \u062a\u0631\u062a\u06cc\u0628 \u0635\u0639\u0648\u062f\u06cc \u06cc\u0627 \u0646\u0632\u0648\u0644\u06cc \u0645\u0631\u062a\u0628 \u06a9\u0646\u06cc\u062f.  \u062f\u0631 \u0627\u06cc\u0646 \u0645\u0648\u0631\u062f\u060c \u062f\u0627\u062f\u0647 \u0647\u0627 \u0627\u0632 \u0642\u0628\u0644 \u0645\u0631\u062a\u0628 \u0634\u062f\u0647 \u0627\u0646\u062f\u060c \u0628\u0627 \u0627\u0648\u0644\u06cc\u0646 \u0645\u0642\u062f\u0627\u0631\u06cc \u06a9\u0647 \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u0645 \u0628\u062f\u0627\u0646\u06cc\u0645.  \u0648\u0642\u062a\u06cc \u0627\u06cc\u0646\u0637\u0648\u0631 \u0646\u06cc\u0633\u062a\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u062f\u06cc\u062a\u0627\u0641\u0631\u06cc\u0645 \u0631\u0627 \u0628\u0627 \u0622\u0646 \u0633\u0641\u0627\u0631\u0634 \u062f\u0647\u06cc\u062f <code>sort_values<\/code>.  \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0642\u0627\u0628\u0644 \u0627\u0646\u062c\u0627\u0645 \u0627\u0633\u062a \u0631\u0648\u06cc \u0647\u0631 \u0633\u062a\u0648\u0646 \u0628\u0647 \u062a\u0631\u062a\u06cc\u0628 \u0635\u0639\u0648\u062f\u06cc \u06cc\u0627 \u0646\u0632\u0648\u0644\u06cc: <code>importances_df.sort_values(by=\"importances\", ascending=False)<\/code>.<\/p>\n<\/p><\/div><\/div><\/div>\n<p>\u0648\u0642\u062a\u06cc \u0628\u0647 \u0627\u0648\u0644\u06cc\u0646 \u0646\u0645\u0648\u062f\u0627\u0631 \u0646\u06af\u0627\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645\u060c \u062a\u0641\u0633\u06cc\u0631 \u0627\u0631\u0632\u0634 \u0627\u0647\u0645\u06cc\u062a \u0647\u0631 \u0648\u06cc\u0698\u06af\u06cc \u062f\u0634\u0648\u0627\u0631\u062a\u0631 \u0627\u0633\u062a.  \u0648\u0627\u0636\u062d \u0627\u0633\u062a \u06a9\u0647 \u0637\u0648\u0644 \u0635\u0648\u0631\u062a\u062d\u0633\u0627\u0628 \u0628\u0632\u0631\u06af\u062a\u0631 \u0627\u0632 \u062f\u0648 \u0645\u06cc\u0644\u0647 \u062f\u06cc\u06af\u0631 \u0627\u0633\u062a\u060c \u0627\u0645\u0627 \u0646\u0647 \u062f\u0642\u06cc\u0642\u0627\u064b <code>bill_depth_mm<\/code> \u0628\u0631\u0627\u0628\u0631 \u0627\u0633\u062a \u0628\u0627 <code>0.30107056<\/code>\u060c \u0648 \u0627\u06cc\u0646\u06a9\u0647 <code>flipper_length_mm<\/code> 0.28625311 \u0627\u0633\u062a.  \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646\u060c \u0627\u06cc\u0646 \u0646\u0645\u0648\u062f\u0627\u0631 \u0627\u0648\u0644 \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0628\u0627 \u0646\u0645\u0627\u06cc\u0634 \u0645\u0642\u062f\u0627\u0631 \u0647\u0631 \u0646\u0648\u0627\u0631 \u0628\u0647\u0628\u0648\u062f \u0628\u062e\u0634\u06cc\u062f.  \u0627\u06cc\u0646 \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0628\u0627 \u062f\u0633\u062a\u0631\u0633\u06cc \u0628\u0647 Seaborn \u0627\u0646\u062c\u0627\u0645 \u062f\u0627\u062f <code>containers<\/code> \u0647\u062f\u0641 &#8211; \u0634\u06cc.  \u0627\u06cc\u0646 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0647\u0631 \u0646\u0648\u0627\u0631 \u0631\u0627 \u0630\u062e\u06cc\u0631\u0647 \u0645\u06cc \u06a9\u0646\u062f \u0648 \u0645\u0642\u0627\u062f\u06cc\u0631 \u0631\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0628\u0631\u0686\u0633\u0628 \u0646\u0648\u0627\u0631 \u0627\u0631\u0633\u0627\u0644 \u0645\u06cc \u06a9\u0646\u062f:<\/p>\n<pre><code class=\"hljs\">g = sns.barplot(data=importances_df, \n                x=<span class=\"hljs-string\">\"importances\"<\/span>, \n                y=<span class=\"hljs-string\">\"feature_names\"<\/span>)\ng.set_title(<span class=\"hljs-string\">\"Feature importances\"<\/span>, fontsize=<span class=\"hljs-number\">14<\/span>)\n<span class=\"hljs-keyword\">for<\/span> value <span class=\"hljs-keyword\">in<\/span> g.containers:\n    g.bar_label(value)\n<\/code><\/pre>\n<p><img decoding=\"async\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/feature-importances-chart-2.png\" alt=\"\" title=\"\"><\/p>\n<p>\u0627\u06a9\u0646\u0648\u0646\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u0645 \u0647\u0631 \u0645\u0642\u062f\u0627\u0631 \u0627\u0647\u0645\u06cc\u062a \u0631\u0627 \u0628\u0647 \u0648\u0636\u0648\u062d \u06cc\u0627 \u062a\u0642\u0631\u06cc\u0628\u0627\u064b \u0648\u0627\u0636\u062d \u0628\u0628\u06cc\u0646\u06cc\u0645\u060c \u0632\u06cc\u0631\u0627 <code>bill_length_mm<\/code> \u0645\u0642\u062f\u0627\u0631 \u062a\u0648\u0633\u0637 \u06cc\u06a9 \u062e\u0637 \u0639\u0645\u0648\u062f\u06cc \u06a9\u0647 \u0628\u062e\u0634\u06cc \u0627\u0632 \u0645\u0631\u0632 \u0628\u06cc\u0631\u0648\u0646\u06cc \u0646\u0645\u0648\u062f\u0627\u0631 \u0627\u0633\u062a \u0628\u0631\u06cc\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f.  \u0627\u0632 \u0645\u0631\u0632\u0647\u0627 \u0628\u0631\u0627\u06cc \u0645\u062d\u0635\u0648\u0631 \u06a9\u0631\u062f\u0646 \u06cc\u06a9 \u0645\u0646\u0637\u0642\u0647 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0648\u0633\u06cc\u0644\u0647 \u0627\u06cc \u0628\u0631\u0627\u06cc \u062a\u0645\u0631\u06a9\u0632 \u0628\u06cc\u0634\u062a\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f \u0631\u0648\u06cc \u0622\u0646 \u0631\u0627\u060c \u0627\u0645\u0627 \u062f\u0631 \u0627\u06cc\u0646 \u0645\u0648\u0631\u062f\u060c \u0645\u0627 \u0646\u06cc\u0627\u0632\u06cc \u0628\u0647 \u0645\u062d\u0635\u0648\u0631 \u06a9\u0631\u062f\u0646 \u0646\u062f\u0627\u0631\u06cc\u0645\u060c \u0632\u06cc\u0631\u0627 \u062a\u0646\u0647\u0627 \u06cc\u06a9 \u0646\u0645\u0648\u062f\u0627\u0631 \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f.  \u0628\u06cc\u0627\u06cc\u06cc\u062f \u062d\u0627\u0634\u06cc\u0647 \u0631\u0627 \u062d\u0630\u0641 \u06a9\u0646\u06cc\u0645 \u0648 \u062e\u0648\u0627\u0646\u0627\u06cc\u06cc \u0627\u0639\u062f\u0627\u062f \u0631\u0627 \u0628\u0647\u0628\u0648\u062f \u0628\u0628\u062e\u0634\u06cc\u0645:<\/p>\n<pre><code class=\"hljs\">g = sns.barplot(data=importances_df, \n                x=<span class=\"hljs-string\">\"importances\"<\/span>, \n                y=<span class=\"hljs-string\">\"feature_names\"<\/span>)\n                \n\nsns.despine(bottom=<span class=\"hljs-literal\">True<\/span>, left=<span class=\"hljs-literal\">True<\/span>)\ng.set_title(<span class=\"hljs-string\">\"Feature importances\"<\/span>, fontsize=<span class=\"hljs-number\">14<\/span>)\n<span class=\"hljs-keyword\">for<\/span> value <span class=\"hljs-keyword\">in<\/span> g.containers:\n    g.bar_label(value)\n<\/code><\/pre>\n<p><img decoding=\"async\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/feature-importances-chart-3.png\" alt=\"\" title=\"\"><\/p>\n<p>\u0628\u0647 \u0646\u0638\u0631 \u0645\u06cc \u0631\u0633\u062f \u0646\u0645\u0648\u062f\u0627\u0631 \u0631\u0627\u062d\u062a \u062a\u0631 \u062e\u0648\u0627\u0646\u062f\u0647 \u0634\u0648\u062f\u060c \u0627\u0645\u0627 \u062a\u06cc\u06a9 \u062f\u0627\u0631\u062f \u0631\u0648\u06cc \u0628\u0647 \u0646\u0638\u0631 \u0645\u06cc \u0631\u0633\u062f \u06a9\u0647 \u0645\u062d\u0648\u0631 X \u0634\u0646\u0627\u0648\u0631 \u0627\u0633\u062a \u0648 \u0645\u0627 \u0627\u0632 \u0642\u0628\u0644 \u0645\u0642\u0627\u062f\u06cc\u0631 \u0631\u0627 \u0628\u0647 \u0647\u0645\u0631\u0627\u0647 \u0645\u06cc\u0644\u0647 \u0647\u0627 \u062f\u0627\u0631\u06cc\u0645\u060c \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0622\u0646 \u0631\u0627 \u062d\u0630\u0641 \u06a9\u0646\u06cc\u0645. <code>xticks<\/code>:<\/p>\n<pre><code class=\"hljs\">g = sns.barplot(data=importances_df, \n                x=<span class=\"hljs-string\">\"importances\"<\/span>, \n                y=<span class=\"hljs-string\">\"feature_names\"<\/span>)\nsns.despine(bottom=<span class=\"hljs-literal\">True<\/span>, left=<span class=\"hljs-literal\">True<\/span>)\n\n\ng.<span class=\"hljs-built_in\">set<\/span>(xticks=())\ng.set_title(<span class=\"hljs-string\">\"Feature importances\"<\/span>, fontsize=<span class=\"hljs-number\">14<\/span>)\n<span class=\"hljs-keyword\">for<\/span> value <span class=\"hljs-keyword\">in<\/span> g.containers:\n    g.bar_label(value)\n<\/code><\/pre>\n<p><img decoding=\"async\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/feature-importances-chart-4.png\" alt=\"\" title=\"\"><\/p>\n<p>\u062a\u0648\u062c\u0647 \u06a9\u0646\u06cc\u062f \u06a9\u0647 \u0686\u06af\u0648\u0646\u0647 \u067e\u0633 \u0627\u0632 \u062d\u0630\u0641 \u062a\u06cc\u06a9 \u0647\u0627\u060c \u062e\u0648\u0627\u0646\u062f\u0646 \u0628\u0631\u0686\u0633\u0628 \u0647\u0627\u06cc Y \u0648 X \u06a9\u0645\u06cc \u0633\u062e\u062a \u0627\u0633\u062a.  \u0628\u0631\u0686\u0633\u0628 Y\u060c <code>feature_names<\/code>\u060c \u0639\u0645\u0648\u062f\u06cc \u0627\u0633\u062a \u0648 \u062f\u0631 \u0645\u062d\u0648\u0631 X \u0641\u0642\u0637 \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f <code>importances<\/code>.  \u0627\u0632 \u0622\u0646\u062c\u0627\u06cc\u06cc \u06a9\u0647 \u0639\u0646\u0648\u0627\u0646 \u0642\u0628\u0644\u0627\u064b \u0628\u06cc\u0627\u0646 \u0645\u06cc \u06a9\u0646\u062f \u06a9\u0647 \u0646\u0645\u0648\u062f\u0627\u0631 \u0627\u0632 <em>\u0627\u0647\u0645\u06cc\u062a \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627<\/em>\u060c \u0647\u0645\u0686\u0646\u06cc\u0646 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0628\u0631\u0686\u0633\u0628 \u0647\u0627\u06cc \u0645\u062d\u0648\u0631 \u0631\u0627 \u062d\u0630\u0641 \u06a9\u0646\u06cc\u0645:<\/p>\n<pre><code class=\"hljs\">g = sns.barplot(data=importances_df, \n                x=<span class=\"hljs-string\">\"importances\"<\/span>, \n                y=<span class=\"hljs-string\">\"feature_names\"<\/span>)\nsns.despine(bottom=<span class=\"hljs-literal\">True<\/span>, left=<span class=\"hljs-literal\">True<\/span>)\ng.set_title(<span class=\"hljs-string\">\"Feature importances\"<\/span>, fontsize=<span class=\"hljs-number\">14<\/span>)\ng.<span class=\"hljs-built_in\">set<\/span>(xticks=())\n\n\ng.<span class=\"hljs-built_in\">set<\/span>(xlabel=<span class=\"hljs-literal\">None<\/span>)\ng.<span class=\"hljs-built_in\">set<\/span>(ylabel=<span class=\"hljs-literal\">None<\/span>)\n<span class=\"hljs-keyword\">for<\/span> value <span class=\"hljs-keyword\">in<\/span> g.containers:\n    g.bar_label(value)\n<\/code><\/pre>\n<p><img decoding=\"async\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/feature-importances-chart-5.png\" alt=\"\" title=\"\"><\/p>\n<p>\u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u0628\u0628\u06cc\u0646\u06cc\u062f \u06a9\u0647 \u0686\u06af\u0648\u0646\u0647 \u0627\u06cc\u0646 \u0646\u0645\u0648\u062f\u0627\u0631 \u062f\u0631 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0628\u0627 \u0646\u0645\u0648\u062f\u0627\u0631 \u0627\u0648\u0644 \u062a\u0645\u06cc\u0632\u062a\u0631\u060c \u062e\u0648\u0627\u0646\u062f\u0646 \u0648 \u062f\u0631\u06a9 \u0622\u0646 \u0622\u0633\u0627\u0646\u200c\u062a\u0631 \u0627\u0633\u062a.  \u0647\u0646\u0648\u0632 \u06a9\u0627\u0631\u0647\u0627\u06cc\u06cc \u0647\u0633\u062a \u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u06cc\u0645.  \u062a\u0648\u062c\u0647 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f \u06a9\u0647 \u0627\u0639\u062f\u0627\u062f \u0648\u0627\u0642\u0639\u0627\u064b \u0628\u0647 \u0645\u06cc\u0644\u0647\u200c\u0647\u0627 \u0646\u0632\u062f\u06cc\u06a9 \u0647\u0633\u062a\u0646\u062f\u060c \u0627\u06af\u0631 \u06a9\u0645\u06cc \u0641\u0627\u0635\u0644\u0647 \u0628\u06cc\u0646 \u0622\u0646\u0647\u0627 \u0648\u062c\u0648\u062f \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u062f\u060c \u062e\u0648\u0627\u0646\u062f\u0646 \u0631\u0627\u062d\u062a\u200c\u062a\u0631 \u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f.<\/p>\n<p>\u06cc\u06a9\u06cc \u062f\u06cc\u06af\u0631 \u0627\u0632 \u0639\u0646\u0627\u0635\u0631 \u0627\u06cc\u0646 \u0637\u0631\u062d \u0631\u0646\u06af \u0647\u0627 \u0647\u0633\u062a\u0646\u062f\u060c \u0632\u0645\u0627\u0646\u06cc \u06a9\u0647 \u0627\u0632 \u0631\u0646\u06af \u0647\u0627\u06cc \u0645\u062a\u0636\u0627\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f\u060c \u0627\u06cc\u062f\u0647 \u062c\u062f\u0627\u06cc\u06cc \u0631\u0627 \u0645\u0646\u062a\u0642\u0644 \u0645\u06cc \u06a9\u0646\u062f. \u0631\u0648\u06cc \u0628\u0631\u0639\u06a9\u0633\u060c \u0648\u0642\u062a\u06cc \u0631\u0646\u06af\u200c\u0647\u0627\u06cc \u0645\u0634\u0627\u0628\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f\u060c \u0627\u06cc\u062f\u0647\u200c\u0627\u06cc \u0627\u0632 \u0648\u062d\u062f\u062a \u06cc\u0627 \u0628\u062e\u0634\u200c\u0647\u0627\u06cc\u06cc \u0627\u0632 \u06cc\u06a9 \u06a9\u0644 \u0631\u0627 \u0645\u0646\u062a\u0642\u0644 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f.  \u0627\u0632 \u0622\u0646\u062c\u0627\u06cc\u06cc \u06a9\u0647 \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627 \u0647\u0645\u0647 \u0628\u062e\u0634\u06cc \u0627\u0632 \u067e\u0646\u06af\u0648\u0626\u0646\u200c\u0647\u0627 \u0647\u0633\u062a\u0646\u062f\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u0645 \u0627\u0632 \u0631\u0646\u06af\u200c\u0647\u0627\u06cc\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u0645 \u06a9\u0647 \u062f\u0631 \u0639\u06cc\u0646 \u062d\u0641\u0638 \u0648\u062d\u062f\u062a\u060c \u0647\u0631 \u0646\u0648\u0627\u0631 \u0631\u0627 \u0645\u062a\u0645\u0627\u06cc\u0632 \u06a9\u0646\u062f:<\/p>\n<pre><code class=\"hljs\">g = sns.barplot(data=importances_df, \n                x=<span class=\"hljs-string\">\"importances\"<\/span>, \n                y=<span class=\"hljs-string\">\"feature_names\"<\/span>,\n                \n                \n                palette=<span class=\"hljs-string\">\"mako\"<\/span>)\nsns.despine(bottom=<span class=\"hljs-literal\">True<\/span>, left=<span class=\"hljs-literal\">True<\/span>)\ng.set_title(<span class=\"hljs-string\">\"Feature importances\"<\/span>, fontsize=<span class=\"hljs-number\">14<\/span>)\ng.<span class=\"hljs-built_in\">set<\/span>(xticks=())\ng.<span class=\"hljs-built_in\">set<\/span>(xlabel=<span class=\"hljs-literal\">None<\/span>)\ng.<span class=\"hljs-built_in\">set<\/span>(ylabel=<span class=\"hljs-literal\">None<\/span>)\n<span class=\"hljs-keyword\">for<\/span> value <span class=\"hljs-keyword\">in<\/span> g.containers:\n    g.bar_label(value, \n                padding=<span class=\"hljs-number\">2<\/span>) \n<\/code><\/pre>\n<p><img decoding=\"async\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/feature-importances-chart-6.png\" alt=\"\" title=\"\"><\/p>\n<p>\u0627\u06af\u0631 \u0645\u06cc\u200c\u062e\u0648\u0627\u0647\u06cc\u062f \u0646\u062a\u0627\u06cc\u062c \u0631\u0627 \u0645\u0633\u062a\u0642\u06cc\u0645\u200c\u062a\u0631 \u0646\u0634\u0627\u0646 \u062f\u0647\u06cc\u062f\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u0639\u0646\u0648\u0627\u0646 \u0631\u0627 \u062a\u063a\u06cc\u06cc\u0631 \u062f\u0647\u06cc\u062f \u0648 \u0646\u062a\u06cc\u062c\u0647\u200c\u06af\u06cc\u0631\u06cc \u0631\u0627 \u0627\u0636\u0627\u0641\u0647 \u06a9\u0646\u06cc\u062f.  \u0622\u0646\u0686\u0647 \u0645\u0634\u062e\u0635 \u0627\u0633\u062a \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u0637\u0648\u0644 \u0642\u0628\u0636 \u0628\u0627 \u062a\u0648\u062c\u0647 \u0628\u0647 \u0645\u0639\u06cc\u0627\u0631\u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0642\u0628\u0644\u0627\u064b \u0645\u0637\u0631\u062d \u06a9\u0631\u062f\u06cc\u0645 \u0645\u0647\u0645\u062a\u0631\u06cc\u0646 \u0648\u06cc\u0698\u06af\u06cc \u062f\u0631 \u0646\u0638\u0631 \u06af\u0631\u0641\u062a\u0647 \u0634\u062f.  \u0627\u06cc\u0646 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0627\u0648\u0644\u06cc\u0646 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0628\u0631\u0627\u06cc \u06a9\u0633\u06cc \u0628\u0627\u0634\u062f \u06a9\u0647 \u0628\u0647 \u0637\u0631\u062d \u0646\u06af\u0627\u0647 \u0645\u06cc \u06a9\u0646\u062f\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0628\u06af\u0648\u06cc\u06cc\u0645 <em>\u0637\u0648\u0644 \u0642\u0628\u0636 \u067e\u0646\u06af\u0648\u0626\u0646 \u0645\u0647\u0645\u062a\u0631\u06cc\u0646 \u0648\u06cc\u0698\u06af\u06cc \u0628\u0631\u0627\u06cc \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u06af\u0648\u0646\u0647 \u0647\u0627 \u062f\u0631 \u0645\u062f\u0644 \u067e\u0627\u06cc\u0647 \u062c\u0646\u06af\u0644 \u062a\u0635\u0627\u062f\u0641\u06cc (RF) \u0628\u0648\u062f.<\/em> :<\/p>\n<pre><code class=\"hljs\">g = sns.barplot(data=importances_df, \n                x=<span class=\"hljs-string\">\"importances\"<\/span>, \n                y=<span class=\"hljs-string\">\"feature_names\"<\/span>, \n                palette=<span class=\"hljs-string\">\"mako\"<\/span>)\nsns.despine(bottom=<span class=\"hljs-literal\">True<\/span>, left=<span class=\"hljs-literal\">True<\/span>)\ng.set_title(<span class=\"hljs-string\">\"The penguin's bill length was the most important feature for species classification (RF base model)\"<\/span>, fontsize=<span class=\"hljs-number\">14<\/span>)\ng.<span class=\"hljs-built_in\">set<\/span>(xticks=())\ng.<span class=\"hljs-built_in\">set<\/span>(xlabel=<span class=\"hljs-literal\">None<\/span>)\ng.<span class=\"hljs-built_in\">set<\/span>(ylabel=<span class=\"hljs-literal\">None<\/span>)\n<span class=\"hljs-keyword\">for<\/span> value <span class=\"hljs-keyword\">in<\/span> g.containers:\n    g.bar_label(value, padding=<span class=\"hljs-number\">2<\/span>)\n<\/code><\/pre>\n<p>\u0627\u06cc\u0646 \u0646\u062a\u06cc\u062c\u0647 \u0646\u0647\u0627\u06cc\u06cc \u0646\u0645\u0648\u062f\u0627\u0631 \u0627\u0647\u0645\u06cc\u062a \u0648\u06cc\u0698\u06af\u06cc \u0627\u0633\u062a:<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/feature-importances-chart-7.png\" alt=\"\" title=\"\"><\/p>\n<h2 id=\"conclusion\"><span class=\"ez-toc-section\" id=\"%d9%86%d8%aa%db%8c%d8%ac%d9%87\"><\/span>\u0646\u062a\u06cc\u062c\u0647<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u0631\u0627\u0647\u0646\u0645\u0627 &#8211; \u0645\u0627 \u06cc\u06a9 \u0637\u0628\u0642\u0647\u200c\u0628\u0646\u062f\u06cc \u062c\u0646\u06af\u0644 \u062a\u0635\u0627\u062f\u0641\u06cc \u0633\u0627\u062e\u062a\u0647\u200c\u0627\u06cc\u0645 &#8211; \u0648 \u0627\u0647\u0645\u06cc\u062a \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627\u06cc\u06cc \u0631\u0627 \u06a9\u0647 \u0628\u0631\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 \u0645\u062f\u0644 \u0645\u0648\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0642\u0631\u0627\u0631 \u06af\u0631\u0641\u062a\u0647\u200c\u0627\u0646\u062f\u060c \u0628\u0631\u0631\u0633\u06cc \u06a9\u0631\u062f\u0647\u200c\u0627\u06cc\u0645. <em>\u062a\u0648\u0636\u06cc\u062d<\/em> \u0622\u0646\u0686\u0647 \u06cc\u06a9 \u0645\u062f\u0644 \u0622\u0645\u0648\u062e\u062a\u0647 \u0627\u0633\u062a \u0648 \u0686\u0647 \u0686\u06cc\u0632\u06cc \u0628\u0631 \u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0622\u0646 \u062a\u0623\u062b\u06cc\u0631 \u0645\u06cc \u06af\u0630\u0627\u0631\u062f.<\/p>\n<\/div>\n<p><script>\n                        !function(f,b,e,v,n,t,s)\n                        {if(f.fbq)return;n=f.fbq=function(){n.callMethod?\n                        n.callMethod.apply(n,arguments):n.queue.push(arguments)};\n                        if(!f._fbq)f._fbq=n;n.push=n;n.loaded=!0;n.version='2.0';\n                        n.queue=();t=b.createElement(e);t.async=!0;\n                        t.src=v;s=b.getElementsByTagName(e)(0);\n                        s.parentNode.insertBefore(t,s)}(window, document,'script',\n                        'https:\/\/connect.facebook.net\/en_US\/fbevents.js');\n                        fbq('init', '525232124909042');\n                        fbq('track', 'PageView');\n                    <\/script>    (\u0628\u0631\u0686\u0633\u0628\u200c\u0647\u0627 \u0628\u0647 \u062a\u0631\u062c\u0645\u0647)# python<br \/>\n<br \/><br \/>\n<br \/>\u0645\u0646\u062a\u0634\u0631 \u0634\u062f\u0647 \u062f\u0631 1403-01-02 23:09:09<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;13731&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;\u0628\u0627 Python \u0648 Scikit-Learn \u0627\u0647\u0645\u06cc\u062a \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627 \u0631\u0627 \u0628\u0631\u0627\u06cc \u062c\u0646\u06af\u0644 \u062a\u0635\u0627\u062f\u0641\u06cc \u062f\u0631\u06cc\u0627\u0641\u062a \u06a9\u0646\u06cc\u062f&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\"> 5<\/span> <span class=\"rt-label rt-postfix\">\u062f\u0642\u06cc\u0642\u0647<\/span><\/span>\u0645\u0639\u0631\u0641\u06cc \u0631\u0627 \u062c\u0646\u06af\u0644 \u062a\u0635\u0627\u062f\u0641\u06cc 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