{"id":101584,"date":"2025-03-15T03:54:43","date_gmt":"2025-03-15T00:24:43","guid":{"rendered":"https:\/\/nabfollower.com\/blog\/%da%86%da%af%d9%88%d9%86%d9%87-%d9%87%d9%88%d8%b4-%d9%85%d8%b5%d9%86%d9%88%d8%b9%db%8c-%d8%af%d8%b1-%d8%a7%db%8c%d8%ac%d8%a7%d8%af-%d9%86%d9%82%d8%b5-%d9%88%d8%a8-%d8%aa%da%a9%d9%86%db%8c%da%a9\/"},"modified":"2025-03-15T03:54:43","modified_gmt":"2025-03-15T00:24:43","slug":"%da%86%da%af%d9%88%d9%86%d9%87-%d9%87%d9%88%d8%b4-%d9%85%d8%b5%d9%86%d9%88%d8%b9%db%8c-%d8%af%d8%b1-%d8%a7%db%8c%d8%ac%d8%a7%d8%af-%d9%86%d9%82%d8%b5-%d9%88%d8%a8-%d8%aa%da%a9%d9%86%db%8c%da%a9","status":"publish","type":"post","link":"https:\/\/nabfollower.com\/blog\/%da%86%da%af%d9%88%d9%86%d9%87-%d9%87%d9%88%d8%b4-%d9%85%d8%b5%d9%86%d9%88%d8%b9%db%8c-%d8%af%d8%b1-%d8%a7%db%8c%d8%ac%d8%a7%d8%af-%d9%86%d9%82%d8%b5-%d9%88%d8%a8-%d8%aa%da%a9%d9%86%db%8c%da%a9\/","title":{"rendered":"\u0686\u06af\u0648\u0646\u0647 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u062f\u0631 \u0627\u06cc\u062c\u0627\u062f \u0646\u0642\u0635 \u0648\u0628: \u062a\u06a9\u0646\u06cc\u06a9 \u0647\u0627 \u0648 \u0646\u0645\u0648\u0646\u0647 \u0647\u0627\u06cc \u06a9\u062f \u0645\u062a\u062d\u0648\u0644 \u0645\u06cc \u0634\u0648\u062f"},"content":{"rendered":"<div data-article-id=\"2333851\" id=\"article-body\">\n<p>\u062e\u0631\u0627\u0634 \u0648\u0628 \u0633\u0646\u062a\u06cc \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u062f\u0627\u062f\u0647 \u0647\u0627 \u0628\u0647 \u0642\u0648\u0627\u0646\u06cc\u0646 \u0627\u0632 \u067e\u06cc\u0634 \u062a\u0639\u0631\u06cc\u0641 \u0634\u062f\u0647 (\u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644 \u060c \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0646\u0646\u062f\u06af\u0627\u0646 CSS \u06cc\u0627 XPath) \u0645\u062a\u06a9\u06cc \u0627\u0633\u062a. \u0627\u0645\u0627 \u0647\u0631\u0686\u0647 \u0648\u0628 \u0633\u0627\u06cc\u062a \u0647\u0627 \u067e\u06cc\u0686\u06cc\u062f\u0647 \u062a\u0631 \u0645\u06cc \u0634\u0648\u0646\u062f-\u0628\u0627 \u0686\u06cc\u062f\u0645\u0627\u0646 \u067e\u0648\u06cc\u0627 \u060c \u0633\u06cc\u0633\u062a\u0645 \u0647\u0627\u06cc \u0636\u062f \u0628\u0648\u062a\u0647 \u0648 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0628\u062f\u0648\u0646 \u0633\u0627\u062e\u062a\u0627\u0631-AI \u062f\u0631 \u062d\u0627\u0644 \u062a\u0628\u062f\u06cc\u0644 \u0634\u062f\u0646 \u0628\u0647 \u06cc\u06a9 \u062a\u063a\u06cc\u06cc\u0631 \u062f\u0647\u0646\u062f\u0647 \u0628\u0627\u0632\u06cc \u0627\u0633\u062a. \u0627\u0632 \u062a\u062c\u0632\u06cc\u0647 \u0645\u062a\u0646 \u06a9\u062b\u06cc\u0641 \u06af\u0631\u0641\u062a\u0647 \u062a\u0627 \u062f\u0648\u0631 \u0632\u062f\u0646 Captchas \u060c \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0628\u0647 Scrapers \u0627\u06cc\u0646 \u0627\u0645\u06a9\u0627\u0646 \u0631\u0627 \u0645\u06cc \u062f\u0647\u062f \u062a\u0627 \u0633\u0627\u0632\u06af\u0627\u0631 \u060c \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0648 \u0645\u0642\u06cc\u0627\u0633 \u0634\u0648\u0646\u062f.  <\/p>\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u0648\u0628\u0644\u0627\u06af \u060c \u0645\u0627 \u0631\u0648\u0634\u0647\u0627\u06cc \u0639\u0645\u0644\u06cc \u0628\u0631\u0627\u06cc \u0627\u062f\u063a\u0627\u0645 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0631\u0627 \u062f\u0631 \u06af\u0631\u062f\u0634 \u06a9\u0627\u0631 \u062f\u0631 \u0648\u0628 \u060c \u0628\u0627 \u0646\u0645\u0648\u0646\u0647 \u0647\u0627\u06cc \u06a9\u062f \u06a9\u0627\u0645\u0644 \u0645\u06cc \u06a9\u0646\u06cc\u0645.  <\/p>\n<hr\/>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_81 counter-hierarchy ez-toc-counter-rtl ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">\u0641\u0647\u0631\u0633\u062a \u0645\u0637\u0627\u0644\u0628<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/nabfollower.com\/blog\/%da%86%da%af%d9%88%d9%86%d9%87-%d9%87%d9%88%d8%b4-%d9%85%d8%b5%d9%86%d9%88%d8%b9%db%8c-%d8%af%d8%b1-%d8%a7%db%8c%d8%ac%d8%a7%d8%af-%d9%86%d9%82%d8%b5-%d9%88%d8%a8-%d8%aa%da%a9%d9%86%db%8c%da%a9\/#%DA%86%D8%B1%D8%A7_%D8%A7%D8%B2_%D9%87%D9%88%D8%B4_%D9%85%D8%B5%D9%86%D9%88%D8%B9%DB%8C_%D8%AF%D8%B1_%D8%AE%D8%B1%D8%A7%D8%B4_%D9%88%D8%A8_%D8%A7%D8%B3%D8%AA%D9%81%D8%A7%D8%AF%D9%87_%D9%85%DB%8C_%DA%A9%D9%86%DB%8C%D8%AF%D8%9F\" >\u0686\u0631\u0627 \u0627\u0632 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u062f\u0631 \u062e\u0631\u0627\u0634 \u0648\u0628 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u062f\u061f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/nabfollower.com\/blog\/%da%86%da%af%d9%88%d9%86%d9%87-%d9%87%d9%88%d8%b4-%d9%85%d8%b5%d9%86%d9%88%d8%b9%db%8c-%d8%af%d8%b1-%d8%a7%db%8c%d8%ac%d8%a7%d8%af-%d9%86%d9%82%d8%b5-%d9%88%d8%a8-%d8%aa%da%a9%d9%86%db%8c%da%a9\/#1_%D8%AA%D8%B4%D8%AE%DB%8C%D8%B5_%D8%B9%D9%86%D8%A7%D8%B5%D8%B1_%D8%A8%D8%A7_%D9%82%D8%AF%D8%B1%D8%AA_AI_%D8%AF%DB%8C%D8%AF_%D8%B1%D8%A7%DB%8C%D8%A7%D9%86%D9%87\" >1. \u062a\u0634\u062e\u06cc\u0635 \u0639\u0646\u0627\u0635\u0631 \u0628\u0627 \u0642\u062f\u0631\u062a AI (\u062f\u06cc\u062f \u0631\u0627\u06cc\u0627\u0646\u0647)<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/nabfollower.com\/blog\/%da%86%da%af%d9%88%d9%86%d9%87-%d9%87%d9%88%d8%b4-%d9%85%d8%b5%d9%86%d9%88%d8%b9%db%8c-%d8%af%d8%b1-%d8%a7%db%8c%d8%ac%d8%a7%d8%af-%d9%86%d9%82%d8%b5-%d9%88%d8%a8-%d8%aa%da%a9%d9%86%db%8c%da%a9\/#2_%D9%BE%D8%B1%D8%AF%D8%A7%D8%B2%D8%B4_%D8%B2%D8%A8%D8%A7%D9%86_%D8%B7%D8%A8%DB%8C%D8%B9%DB%8C_NLP_%D8%A8%D8%B1%D8%A7%DB%8C_%D8%AF%D8%A7%D8%AF%D9%87_%D9%87%D8%A7%DB%8C_%D8%A8%D8%AF%D9%88%D9%86_%D8%B3%D8%A7%D8%AE%D8%AA%D8%A7%D8%B1\" >2. \u067e\u0631\u062f\u0627\u0632\u0634 \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc (NLP) \u0628\u0631\u0627\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0628\u062f\u0648\u0646 \u0633\u0627\u062e\u062a\u0627\u0631<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/nabfollower.com\/blog\/%da%86%da%af%d9%88%d9%86%d9%87-%d9%87%d9%88%d8%b4-%d9%85%d8%b5%d9%86%d9%88%d8%b9%db%8c-%d8%af%d8%b1-%d8%a7%db%8c%d8%ac%d8%a7%d8%af-%d9%86%d9%82%d8%b5-%d9%88%d8%a8-%d8%aa%da%a9%d9%86%db%8c%da%a9\/#3_%D8%AF%D9%88%D8%B1_%D8%B2%D8%AF%D9%86_CAPTCHAS_%D8%A8%D8%A7_AI\" >3. \u062f\u0648\u0631 \u0632\u062f\u0646 CAPTCHAS \u0628\u0627 AI<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/nabfollower.com\/blog\/%da%86%da%af%d9%88%d9%86%d9%87-%d9%87%d9%88%d8%b4-%d9%85%d8%b5%d9%86%d9%88%d8%b9%db%8c-%d8%af%d8%b1-%d8%a7%db%8c%d8%ac%d8%a7%d8%af-%d9%86%d9%82%d8%b5-%d9%88%d8%a8-%d8%aa%da%a9%d9%86%db%8c%da%a9\/#4_%D8%AE%D8%B1%D8%A7%D8%B4_%D8%B3%D8%A7%D8%B2%DA%AF%D8%A7%D8%B1_%D8%A8%D8%A7_%D9%87%D9%88%D8%B4_%D9%85%D8%B5%D9%86%D9%88%D8%B9%DB%8C_%D8%AE%D9%88%D8%AF_%D8%AF%D8%B1%D9%85%D8%A7%D9%86%DB%8C\" >4. \u062e\u0631\u0627\u0634 \u0633\u0627\u0632\u06af\u0627\u0631 \u0628\u0627 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u062e\u0648\u062f \u062f\u0631\u0645\u0627\u0646\u06cc<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/nabfollower.com\/blog\/%da%86%da%af%d9%88%d9%86%d9%87-%d9%87%d9%88%d8%b4-%d9%85%d8%b5%d9%86%d9%88%d8%b9%db%8c-%d8%af%d8%b1-%d8%a7%db%8c%d8%ac%d8%a7%d8%af-%d9%86%d9%82%d8%b5-%d9%88%d8%a8-%d8%aa%da%a9%d9%86%db%8c%da%a9\/#%D9%85%D9%84%D8%A7%D8%AD%D8%B8%D8%A7%D8%AA_%D8%A7%D8%AE%D9%84%D8%A7%D9%82%DB%8C\" >\u0645\u0644\u0627\u062d\u0638\u0627\u062a \u0627\u062e\u0644\u0627\u0642\u06cc<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/nabfollower.com\/blog\/%da%86%da%af%d9%88%d9%86%d9%87-%d9%87%d9%88%d8%b4-%d9%85%d8%b5%d9%86%d9%88%d8%b9%db%8c-%d8%af%d8%b1-%d8%a7%db%8c%d8%ac%d8%a7%d8%af-%d9%86%d9%82%d8%b5-%d9%88%d8%a8-%d8%aa%da%a9%d9%86%db%8c%da%a9\/#%D8%A2%DB%8C%D9%86%D8%AF%D9%87_%D9%87%D9%88%D8%B4_%D9%85%D8%B5%D9%86%D9%88%D8%B9%DB%8C_%D8%AF%D8%B1_%D8%AE%D8%B1%D8%A7%D8%B4_%D8%AF%D8%A7%D8%AF%D9%86\" >\u0622\u06cc\u0646\u062f\u0647 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u062f\u0631 \u062e\u0631\u0627\u0634 \u062f\u0627\u062f\u0646<\/a><\/li><\/ul><\/nav><\/div>\n<h3><span class=\"ez-toc-section\" id=\"%DA%86%D8%B1%D8%A7_%D8%A7%D8%B2_%D9%87%D9%88%D8%B4_%D9%85%D8%B5%D9%86%D9%88%D8%B9%DB%8C_%D8%AF%D8%B1_%D8%AE%D8%B1%D8%A7%D8%B4_%D9%88%D8%A8_%D8%A7%D8%B3%D8%AA%D9%81%D8%A7%D8%AF%D9%87_%D9%85%DB%8C_%DA%A9%D9%86%DB%8C%D8%AF%D8%9F\"><\/span>\n<p>  <strong>\u0686\u0631\u0627 \u0627\u0632 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u062f\u0631 \u062e\u0631\u0627\u0634 \u0648\u0628 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u062f\u061f<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ol>\n<li>\n<strong>\u0631\u0633\u06cc\u062f\u06af\u06cc \u0628\u0647 \u0645\u062d\u062a\u0648\u0627\u06cc \u067e\u0648\u06cc\u0627<\/strong>: AI \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0686\u06cc\u062f\u0645\u0627\u0646 \u0647\u0627\u06cc \u0628\u0635\u0631\u06cc (\u0627\u0632 \u0637\u0631\u06cc\u0642 \u062f\u06cc\u062f \u0631\u0627\u06cc\u0627\u0646\u0647) \u06cc\u0627 \u0645\u062a\u0646 \u0628\u062f\u0648\u0646 \u0633\u0627\u062e\u062a\u0627\u0631 (\u0627\u0632 \u0637\u0631\u06cc\u0642 NLP) \u0631\u0627 \u062a\u0641\u0633\u06cc\u0631 \u06a9\u0646\u062f.\n<\/li>\n<li>\n<strong>\u0641\u0631\u0627\u0631 \u0636\u062f \u0631\u0628\u0627\u062a<\/strong>: \u0628\u0631\u0627\u06cc \u062c\u0644\u0648\u06af\u06cc\u0631\u06cc \u0627\u0632 \u062a\u0634\u062e\u06cc\u0635 \u060c \u0627\u0632 \u0627\u0644\u06af\u0648\u0647\u0627\u06cc \u0631\u0641\u062a\u0627\u0631\u06cc \u0627\u0646\u0633\u0627\u0646 \u062a\u0642\u0644\u06cc\u062f \u0645\u06cc \u06a9\u0646\u062f.\n<\/li>\n<li>\n<strong>\u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647 \u0647\u0627<\/strong>: \u0628\u06cc\u0646\u0634 \u0631\u0627 \u0627\u0632 \u0645\u062a\u0646 \u060c \u062a\u0635\u0627\u0648\u06cc\u0631 \u06cc\u0627 PDF \u0628\u0627 \u0641\u0631\u0645 \u0622\u0632\u0627\u062f \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u06a9\u0646\u06cc\u062f.\n<\/li>\n<li>\n<strong>\u062e\u0631\u0627\u0634 \u0633\u0627\u0632\u06af\u0627\u0631<\/strong>: \u062e\u0631\u0627\u0634\u06af\u0631\u0647\u0627\u06cc \u062e\u0648\u062f \u062f\u0631\u0645\u0627\u0646\u06cc \u06a9\u0647 \u0628\u0627 \u062a\u063a\u06cc\u06cc\u0631\u0627\u062a \u0648\u0628 \u0633\u0627\u06cc\u062a \u062a\u0646\u0638\u06cc\u0645 \u0645\u06cc \u0634\u0648\u0646\u062f.\n<\/li>\n<\/ol>\n<hr\/>\n<h3><span class=\"ez-toc-section\" id=\"1_%D8%AA%D8%B4%D8%AE%DB%8C%D8%B5_%D8%B9%D9%86%D8%A7%D8%B5%D8%B1_%D8%A8%D8%A7_%D9%82%D8%AF%D8%B1%D8%AA_AI_%D8%AF%DB%8C%D8%AF_%D8%B1%D8%A7%DB%8C%D8%A7%D9%86%D9%87\"><\/span>\n<p>  <strong>1. \u062a\u0634\u062e\u06cc\u0635 \u0639\u0646\u0627\u0635\u0631 \u0628\u0627 \u0642\u062f\u0631\u062a AI (\u062f\u06cc\u062f \u0631\u0627\u06cc\u0627\u0646\u0647)<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><strong>\u0645\u0648\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647<\/strong>: \u06cc\u06a9 \u0648\u0628 \u0633\u0627\u06cc\u062a \u0631\u0627 \u0628\u062f\u0648\u0646 \u0633\u0627\u062e\u062a\u0627\u0631 HTML \u0633\u0627\u0632\u06af\u0627\u0631 \u0628\u06a9\u0634\u06cc\u062f.<\/p>\n<p><strong>\u0627\u0628\u0632\u0627\u0631<\/strong>: \u0646\u0645\u0627\u06cc\u0634\u0646\u0627\u0645\u0647 \u0646\u0648\u06cc\u0633 + yolo (\u0645\u062f\u0644 \u062a\u0634\u062e\u06cc\u0635 \u0634\u06cc).<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"c1\"># Install dependencies: pip install playwright torch ultralytics numpy  \n<\/span><span class=\"kn\">from<\/span> <span class=\"n\">playwright.sync_api<\/span> <span class=\"kn\">import<\/span> <span class=\"n\">sync_playwright<\/span>\n<span class=\"kn\">from<\/span> <span class=\"n\">PIL<\/span> <span class=\"kn\">import<\/span> <span class=\"n\">Image<\/span>\n<span class=\"kn\">import<\/span> <span class=\"n\">numpy<\/span> <span class=\"k\">as<\/span> <span class=\"n\">np<\/span>\n<span class=\"kn\">from<\/span> <span class=\"n\">ultralytics<\/span> <span class=\"kn\">import<\/span> <span class=\"n\">YOLO<\/span>\n\n<span class=\"k\">def<\/span> <span class=\"nf\">detect_elements<\/span><span class=\"p\">():<\/span>\n    <span class=\"n\">model<\/span> <span class=\"o\">=<\/span> <span class=\"nc\">YOLO<\/span><span class=\"p\">(<\/span><span class=\"sh\">\"<\/span><span class=\"s\">yolov8n.pt<\/span><span class=\"sh\">\"<\/span><span class=\"p\">)<\/span>  <span class=\"c1\"># Pre-trained model\n<\/span>    <span class=\"k\">with<\/span> <span class=\"nf\">sync_playwright<\/span><span class=\"p\">()<\/span> <span class=\"k\">as<\/span> <span class=\"n\">p<\/span><span class=\"p\">:<\/span>\n        <span class=\"n\">browser<\/span> <span class=\"o\">=<\/span> <span class=\"n\">p<\/span><span class=\"p\">.<\/span><span class=\"n\">chromium<\/span><span class=\"p\">.<\/span><span class=\"nf\">launch<\/span><span class=\"p\">()<\/span>\n        <span class=\"n\">page<\/span> <span class=\"o\">=<\/span> <span class=\"n\">browser<\/span><span class=\"p\">.<\/span><span class=\"nf\">new_page<\/span><span class=\"p\">()<\/span>\n        <span class=\"n\">page<\/span><span class=\"p\">.<\/span><span class=\"nf\">goto<\/span><span class=\"p\">(<\/span><span class=\"sh\">\"<\/span><span class=\"s\">https:\/\/example.com<\/span><span class=\"sh\">\"<\/span><span class=\"p\">)<\/span>\n\n        <span class=\"c1\"># Capture screenshot\n<\/span>        <span class=\"n\">page<\/span><span class=\"p\">.<\/span><span class=\"nf\">screenshot<\/span><span class=\"p\">(<\/span><span class=\"n\">path<\/span><span class=\"o\">=<\/span><span class=\"sh\">\"<\/span><span class=\"s\">screenshot.png<\/span><span class=\"sh\">\"<\/span><span class=\"p\">)<\/span>\n        <span class=\"n\">img<\/span> <span class=\"o\">=<\/span> <span class=\"n\">Image<\/span><span class=\"p\">.<\/span><span class=\"nf\">open<\/span><span class=\"p\">(<\/span><span class=\"sh\">\"<\/span><span class=\"s\">screenshot.png<\/span><span class=\"sh\">\"<\/span><span class=\"p\">)<\/span>\n\n        <span class=\"c1\"># Detect elements (e.g., buttons, text)\n<\/span>        <span class=\"n\">results<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">model<\/span><span class=\"p\">(<\/span><span class=\"n\">img<\/span><span class=\"p\">)<\/span>\n        <span class=\"n\">boxes<\/span> <span class=\"o\">=<\/span> <span class=\"n\">results<\/span><span class=\"p\">[<\/span><span class=\"mi\">0<\/span><span class=\"p\">].<\/span><span class=\"n\">boxes<\/span><span class=\"p\">.<\/span><span class=\"n\">xyxy<\/span>  <span class=\"c1\"># Bounding boxes\n<\/span>\n        <span class=\"c1\"># Extract coordinates of detected elements\n<\/span>        <span class=\"k\">for<\/span> <span class=\"n\">box<\/span> <span class=\"ow\">in<\/span> <span class=\"n\">boxes<\/span><span class=\"p\">:<\/span>\n            <span class=\"n\">x1<\/span><span class=\"p\">,<\/span> <span class=\"n\">y1<\/span><span class=\"p\">,<\/span> <span class=\"n\">x2<\/span><span class=\"p\">,<\/span> <span class=\"n\">y2<\/span> <span class=\"o\">=<\/span> <span class=\"n\">box<\/span><span class=\"p\">.<\/span><span class=\"nf\">numpy<\/span><span class=\"p\">()<\/span>\n            <span class=\"nf\">print<\/span><span class=\"p\">(<\/span><span class=\"sa\">f<\/span><span class=\"sh\">\"<\/span><span class=\"s\">Detected element at position: (<\/span><span class=\"si\">{<\/span><span class=\"n\">x1<\/span><span class=\"si\">}<\/span><span class=\"s\">, <\/span><span class=\"si\">{<\/span><span class=\"n\">y1<\/span><span class=\"si\">}<\/span><span class=\"s\">) to (<\/span><span class=\"si\">{<\/span><span class=\"n\">x2<\/span><span class=\"si\">}<\/span><span class=\"s\">, <\/span><span class=\"si\">{<\/span><span class=\"n\">y2<\/span><span class=\"si\">}<\/span><span class=\"s\">)<\/span><span class=\"sh\">\"<\/span><span class=\"p\">)<\/span>\n\n        <span class=\"n\">browser<\/span><span class=\"p\">.<\/span><span class=\"nf\">close<\/span><span class=\"p\">()<\/span>\n\n<span class=\"nf\">detect_elements<\/span><span class=\"p\">()<\/span>\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p><strong>\u0686\u06af\u0648\u0646\u0647 \u06a9\u0627\u0631 \u0645\u06cc \u06a9\u0646\u062f<\/strong>:  <\/p>\n<ul>\n<li>\u0646\u0645\u0627\u06cc\u0634\u0646\u0627\u0645\u0647 \u0646\u0648\u06cc\u0633 \u062a\u0635\u0648\u06cc\u0631\u06cc \u0627\u0632 \u0635\u0641\u062d\u0647 \u0631\u0627 \u0636\u0628\u0637 \u0645\u06cc \u06a9\u0646\u062f.\n<\/li>\n<li>Yolo \u0639\u0646\u0627\u0635\u0631 UI (\u062f\u06a9\u0645\u0647 \u0647\u0627 \u060c \u0628\u0644\u0648\u06a9 \u0647\u0627\u06cc \u0645\u062a\u0646) \u0631\u0627 \u062f\u0631 \u062a\u0635\u0648\u06cc\u0631 \u062a\u0634\u062e\u06cc\u0635 \u0645\u06cc \u062f\u0647\u062f.\n<\/li>\n<li>\u0628\u0631\u0627\u06cc \u062a\u0639\u0627\u0645\u0644 \u0628\u0627 \u0639\u0646\u0627\u0635\u0631 \u0627\u0632 \u0645\u062e\u062a\u0635\u0627\u062a \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f (\u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644 \u060c \u0628\u0627 \u06a9\u0644\u06cc\u06a9 \u0628\u0631 \u0631\u0648\u06cc \u06cc\u06a9 \u062f\u06a9\u0645\u0647).\n<\/li>\n<\/ul>\n<hr\/>\n<h3><span class=\"ez-toc-section\" id=\"2_%D9%BE%D8%B1%D8%AF%D8%A7%D8%B2%D8%B4_%D8%B2%D8%A8%D8%A7%D9%86_%D8%B7%D8%A8%DB%8C%D8%B9%DB%8C_NLP_%D8%A8%D8%B1%D8%A7%DB%8C_%D8%AF%D8%A7%D8%AF%D9%87_%D9%87%D8%A7%DB%8C_%D8%A8%D8%AF%D9%88%D9%86_%D8%B3%D8%A7%D8%AE%D8%AA%D8%A7%D8%B1\"><\/span>\n<p>  <strong>2. \u067e\u0631\u062f\u0627\u0632\u0634 \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc (NLP) \u0628\u0631\u0627\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0628\u062f\u0648\u0646 \u0633\u0627\u062e\u062a\u0627\u0631<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><strong>\u0645\u0648\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647<\/strong>: \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0633\u0627\u062e\u062a\u0627\u0631\u06cc \u0631\u0627 \u0627\u0632 \u0645\u062a\u0646 \u0628\u062f\u0648\u0646 \u0633\u0627\u062e\u062a\u0627\u0631 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u06a9\u0646\u06cc\u062f (\u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644 \u060c \u0628\u0631\u0631\u0633\u06cc \u0647\u0627 \u060c \u0627\u062e\u0628\u0627\u0631).<\/p>\n<p><strong>\u0627\u0628\u0632\u0627\u0631<\/strong>: \u067e\u0627\u06cc\u062a\u0648\u0646 + \u062a\u0631\u0627\u0646\u0633\u0641\u0648\u0631\u0645\u0627\u062a\u0648\u0631 (\u0628\u063a\u0644 \u06a9\u0631\u062f\u0646 \u0635\u0648\u0631\u062a).<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"c1\"># Install: pip install transformers requests beautifulsoup4  \n<\/span><span class=\"kn\">from<\/span> <span class=\"n\">transformers<\/span> <span class=\"kn\">import<\/span> <span class=\"n\">pipeline<\/span>\n<span class=\"kn\">import<\/span> <span class=\"n\">requests<\/span>\n<span class=\"kn\">from<\/span> <span class=\"n\">bs4<\/span> <span class=\"kn\">import<\/span> <span class=\"n\">BeautifulSoup<\/span>\n\n<span class=\"c1\"># Scrape raw text\n<\/span><span class=\"n\">url<\/span> <span class=\"o\">=<\/span> <span class=\"sh\">\"<\/span><span class=\"s\">https:\/\/example-news.com\/article<\/span><span class=\"sh\">\"<\/span>\n<span class=\"n\">response<\/span> <span class=\"o\">=<\/span> <span class=\"n\">requests<\/span><span class=\"p\">.<\/span><span class=\"nf\">get<\/span><span class=\"p\">(<\/span><span class=\"n\">url<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">soup<\/span> <span class=\"o\">=<\/span> <span class=\"nc\">BeautifulSoup<\/span><span class=\"p\">(<\/span><span class=\"n\">response<\/span><span class=\"p\">.<\/span><span class=\"n\">text<\/span><span class=\"p\">,<\/span> <span class=\"sh\">\"<\/span><span class=\"s\">html.parser<\/span><span class=\"sh\">\"<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">article_text<\/span> <span class=\"o\">=<\/span> <span class=\"n\">soup<\/span><span class=\"p\">.<\/span><span class=\"nf\">find<\/span><span class=\"p\">(<\/span><span class=\"sh\">\"<\/span><span class=\"s\">div<\/span><span class=\"sh\">\"<\/span><span class=\"p\">,<\/span> <span class=\"n\">class_<\/span><span class=\"o\">=<\/span><span class=\"sh\">\"<\/span><span class=\"s\">article-body<\/span><span class=\"sh\">\"<\/span><span class=\"p\">).<\/span><span class=\"n\">text<\/span>\n\n<span class=\"c1\"># Use NLP to extract entities (people, organizations)\n<\/span><span class=\"n\">ner_pipeline<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">pipeline<\/span><span class=\"p\">(<\/span><span class=\"sh\">\"<\/span><span class=\"s\">ner<\/span><span class=\"sh\">\"<\/span><span class=\"p\">,<\/span> <span class=\"n\">model<\/span><span class=\"o\">=<\/span><span class=\"sh\">\"<\/span><span class=\"s\">dslim\/bert-base-NER<\/span><span class=\"sh\">\"<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">entities<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">ner_pipeline<\/span><span class=\"p\">(<\/span><span class=\"n\">article_text<\/span><span class=\"p\">)<\/span>\n\n<span class=\"c1\"># Filter and print entities\n<\/span><span class=\"k\">for<\/span> <span class=\"n\">entity<\/span> <span class=\"ow\">in<\/span> <span class=\"n\">entities<\/span><span class=\"p\">:<\/span>\n    <span class=\"k\">if<\/span> <span class=\"n\">entity<\/span><span class=\"p\">[<\/span><span class=\"sh\">\"<\/span><span class=\"s\">score<\/span><span class=\"sh\">\"<\/span><span class=\"p\">]<\/span> <span class=\"o\">&gt;<\/span> <span class=\"mf\">0.9<\/span><span class=\"p\">:<\/span>\n        <span class=\"nf\">print<\/span><span class=\"p\">(<\/span><span class=\"sa\">f<\/span><span class=\"sh\">\"<\/span><span class=\"si\">{<\/span><span class=\"n\">entity<\/span><span class=\"p\">[<\/span><span class=\"sh\">'<\/span><span class=\"s\">word<\/span><span class=\"sh\">'<\/span><span class=\"p\">]<\/span><span class=\"si\">}<\/span><span class=\"s\"> (<\/span><span class=\"si\">{<\/span><span class=\"n\">entity<\/span><span class=\"p\">[<\/span><span class=\"sh\">'<\/span><span class=\"s\">entity<\/span><span class=\"sh\">'<\/span><span class=\"p\">]<\/span><span class=\"si\">}<\/span><span class=\"s\">)<\/span><span class=\"sh\">\"<\/span><span class=\"p\">)<\/span>\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p><strong>\u062e\u0631\u0648\u062c\u06cc<\/strong>:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code>Apple (ORG)  \nElon Musk (PER)  \nNew York (LOC)  \n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<hr\/>\n<h3><span class=\"ez-toc-section\" id=\"3_%D8%AF%D9%88%D8%B1_%D8%B2%D8%AF%D9%86_CAPTCHAS_%D8%A8%D8%A7_AI\"><\/span>\n<p>  <strong>3. \u062f\u0648\u0631 \u0632\u062f\u0646 CAPTCHAS \u0628\u0627 AI<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><strong>\u0645\u0648\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647<\/strong>: CAPTCHAS \u0631\u0627 \u0628\u0647 \u0637\u0648\u0631 \u062e\u0648\u062f\u06a9\u0627\u0631 \u062f\u0631 \u062d\u06cc\u0646 \u062e\u0631\u0627\u0634 \u062d\u0644 \u06a9\u0646\u06cc\u062f.<\/p>\n<p><strong>\u0627\u0628\u0632\u0627\u0631<\/strong>: \u0646\u0645\u0627\u06cc\u0634\u0646\u0627\u0645\u0647 \u0646\u0648\u06cc\u0633 + 2Captcha API.<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight javascript\"><code><span class=\"kd\">const<\/span> <span class=\"p\">{<\/span> <span class=\"nx\">chromium<\/span> <span class=\"p\">}<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">require<\/span><span class=\"p\">(<\/span><span class=\"dl\">'<\/span><span class=\"s1\">playwright<\/span><span class=\"dl\">'<\/span><span class=\"p\">);<\/span>\n<span class=\"kd\">const<\/span> <span class=\"nx\">axios<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">require<\/span><span class=\"p\">(<\/span><span class=\"dl\">'<\/span><span class=\"s1\">axios<\/span><span class=\"dl\">'<\/span><span class=\"p\">);<\/span>\n\n<span class=\"p\">(<\/span><span class=\"k\">async <\/span><span class=\"p\">()<\/span> <span class=\"o\">=&gt;<\/span> <span class=\"p\">{<\/span>\n  <span class=\"kd\">const<\/span> <span class=\"nx\">browser<\/span> <span class=\"o\">=<\/span> <span class=\"k\">await<\/span> <span class=\"nx\">chromium<\/span><span class=\"p\">.<\/span><span class=\"nf\">launch<\/span><span class=\"p\">({<\/span> <span class=\"na\">headless<\/span><span class=\"p\">:<\/span> <span class=\"kc\">false<\/span> <span class=\"p\">});<\/span>\n  <span class=\"kd\">const<\/span> <span class=\"nx\">page<\/span> <span class=\"o\">=<\/span> <span class=\"k\">await<\/span> <span class=\"nx\">browser<\/span><span class=\"p\">.<\/span><span class=\"nf\">newPage<\/span><span class=\"p\">();<\/span>\n  <span class=\"k\">await<\/span> <span class=\"nx\">page<\/span><span class=\"p\">.<\/span><span class=\"nf\">goto<\/span><span class=\"p\">(<\/span><span class=\"dl\">'<\/span><span class=\"s1\">https:\/\/website-with-captcha.com<\/span><span class=\"dl\">'<\/span><span class=\"p\">);<\/span>\n\n  <span class=\"c1\">\/\/ Solve CAPTCHA using 2Captcha API<\/span>\n  <span class=\"kd\">const<\/span> <span class=\"nx\">captchaImage<\/span> <span class=\"o\">=<\/span> <span class=\"k\">await<\/span> <span class=\"nx\">page<\/span><span class=\"p\">.<\/span><span class=\"nf\">$eval<\/span><span class=\"p\">(<\/span><span class=\"dl\">'<\/span><span class=\"s1\">#captcha-image<\/span><span class=\"dl\">'<\/span><span class=\"p\">,<\/span> <span class=\"nx\">el<\/span> <span class=\"o\">=&gt;<\/span> <span class=\"nx\">el<\/span><span class=\"p\">.<\/span><span class=\"nx\">src<\/span><span class=\"p\">);<\/span>\n  <span class=\"kd\">const<\/span> <span class=\"nx\">apiKey<\/span> <span class=\"o\">=<\/span> <span class=\"dl\">'<\/span><span class=\"s1\">YOUR_2CAPTCHA_KEY<\/span><span class=\"dl\">'<\/span><span class=\"p\">;<\/span>\n\n  <span class=\"c1\">\/\/ Submit CAPTCHA to 2Captcha for solving<\/span>\n  <span class=\"kd\">const<\/span> <span class=\"p\">{<\/span> <span class=\"na\">data<\/span><span class=\"p\">:<\/span> <span class=\"p\">{<\/span> <span class=\"nx\">requestId<\/span> <span class=\"p\">}<\/span> <span class=\"p\">}<\/span> <span class=\"o\">=<\/span> <span class=\"k\">await<\/span> <span class=\"nx\">axios<\/span><span class=\"p\">.<\/span><span class=\"nf\">post<\/span><span class=\"p\">(<\/span>\n    <span class=\"s2\">`https:\/\/2captcha.com\/in.php?key=<\/span><span class=\"p\">${<\/span><span class=\"nx\">apiKey<\/span><span class=\"p\">}<\/span><span class=\"s2\">&amp;method=base64&amp;body=<\/span><span class=\"p\">${<\/span><span class=\"nx\">captchaImage<\/span><span class=\"p\">}<\/span><span class=\"s2\">`<\/span>\n  <span class=\"p\">);<\/span>\n\n  <span class=\"c1\">\/\/ Poll for solution<\/span>\n  <span class=\"kd\">let<\/span> <span class=\"nx\">solution<\/span><span class=\"p\">;<\/span>\n  <span class=\"k\">while <\/span><span class=\"p\">(<\/span><span class=\"o\">!<\/span><span class=\"nx\">solution<\/span><span class=\"p\">)<\/span> <span class=\"p\">{<\/span>\n    <span class=\"kd\">const<\/span> <span class=\"p\">{<\/span> <span class=\"nx\">data<\/span> <span class=\"p\">}<\/span> <span class=\"o\">=<\/span> <span class=\"k\">await<\/span> <span class=\"nx\">axios<\/span><span class=\"p\">.<\/span><span class=\"nf\">get<\/span><span class=\"p\">(<\/span>\n      <span class=\"s2\">`https:\/\/2captcha.com\/res.php?key=<\/span><span class=\"p\">${<\/span><span class=\"nx\">apiKey<\/span><span class=\"p\">}<\/span><span class=\"s2\">&amp;action=get&amp;id=<\/span><span class=\"p\">${<\/span><span class=\"nx\">requestId<\/span><span class=\"p\">}<\/span><span class=\"s2\">`<\/span>\n    <span class=\"p\">);<\/span>\n    <span class=\"k\">if <\/span><span class=\"p\">(<\/span><span class=\"nx\">data<\/span><span class=\"p\">.<\/span><span class=\"nf\">includes<\/span><span class=\"p\">(<\/span><span class=\"dl\">'<\/span><span class=\"s1\">OK<\/span><span class=\"dl\">'<\/span><span class=\"p\">))<\/span> <span class=\"p\">{<\/span>\n      <span class=\"nx\">solution<\/span> <span class=\"o\">=<\/span> <span class=\"nx\">data<\/span><span class=\"p\">.<\/span><span class=\"nf\">split<\/span><span class=\"p\">(<\/span><span class=\"dl\">'<\/span><span class=\"s1\">|<\/span><span class=\"dl\">'<\/span><span class=\"p\">)[<\/span><span class=\"mi\">1<\/span><span class=\"p\">];<\/span>\n      <span class=\"k\">break<\/span><span class=\"p\">;<\/span>\n    <span class=\"p\">}<\/span>\n    <span class=\"k\">await<\/span> <span class=\"k\">new<\/span> <span class=\"nc\">Promise<\/span><span class=\"p\">(<\/span><span class=\"nx\">resolve<\/span> <span class=\"o\">=&gt;<\/span> <span class=\"nf\">setTimeout<\/span><span class=\"p\">(<\/span><span class=\"nx\">resolve<\/span><span class=\"p\">,<\/span> <span class=\"mi\">5000<\/span><span class=\"p\">));<\/span>\n  <span class=\"p\">}<\/span>\n\n  <span class=\"c1\">\/\/ Submit solved CAPTCHA<\/span>\n  <span class=\"k\">await<\/span> <span class=\"nx\">page<\/span><span class=\"p\">.<\/span><span class=\"nf\">fill<\/span><span class=\"p\">(<\/span><span class=\"dl\">'<\/span><span class=\"s1\">#captcha-input<\/span><span class=\"dl\">'<\/span><span class=\"p\">,<\/span> <span class=\"nx\">solution<\/span><span class=\"p\">);<\/span>\n  <span class=\"k\">await<\/span> <span class=\"nx\">page<\/span><span class=\"p\">.<\/span><span class=\"nf\">click<\/span><span class=\"p\">(<\/span><span class=\"dl\">'<\/span><span class=\"s1\">#submit<\/span><span class=\"dl\">'<\/span><span class=\"p\">);<\/span>\n  <span class=\"k\">await<\/span> <span class=\"nx\">browser<\/span><span class=\"p\">.<\/span><span class=\"nf\">close<\/span><span class=\"p\">();<\/span>\n<span class=\"p\">})();<\/span>\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<hr\/>\n<h3><span class=\"ez-toc-section\" id=\"4_%D8%AE%D8%B1%D8%A7%D8%B4_%D8%B3%D8%A7%D8%B2%DA%AF%D8%A7%D8%B1_%D8%A8%D8%A7_%D9%87%D9%88%D8%B4_%D9%85%D8%B5%D9%86%D9%88%D8%B9%DB%8C_%D8%AE%D9%88%D8%AF_%D8%AF%D8%B1%D9%85%D8%A7%D9%86%DB%8C\"><\/span>\n<p>  <strong>4. \u062e\u0631\u0627\u0634 \u0633\u0627\u0632\u06af\u0627\u0631 \u0628\u0627 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u062e\u0648\u062f \u062f\u0631\u0645\u0627\u0646\u06cc<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><strong>\u0645\u0648\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647<\/strong>: \u0647\u0646\u06af\u0627\u0645 \u062a\u063a\u06cc\u06cc\u0631 \u0648\u0628 \u0633\u0627\u06cc\u062a \u0647\u0627 \u060c \u0628\u0647 \u0637\u0648\u0631 \u062e\u0648\u062f\u06a9\u0627\u0631 \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0646\u0646\u062f\u0647 \u0647\u0627 \u0631\u0627 \u062a\u0646\u0638\u06cc\u0645 \u06a9\u0646\u06cc\u062f.<\/p>\n<p><strong>\u0627\u0628\u0632\u0627\u0631<\/strong>: Python + Scropy + Learning Machine.<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"c1\"># Simplified example: Train a model to predict CSS selectors\n<\/span><span class=\"kn\">from<\/span> <span class=\"n\">sklearn.ensemble<\/span> <span class=\"kn\">import<\/span> <span class=\"n\">RandomForestClassifier<\/span>\n<span class=\"kn\">import<\/span> <span class=\"n\">pandas<\/span> <span class=\"k\">as<\/span> <span class=\"n\">pd<\/span>\n\n<span class=\"c1\"># Sample training data (features: HTML attributes, label: selector)\n<\/span><span class=\"n\">training_data<\/span> <span class=\"o\">=<\/span> <span class=\"n\">pd<\/span><span class=\"p\">.<\/span><span class=\"nc\">DataFrame<\/span><span class=\"p\">([<\/span>\n    <span class=\"p\">{<\/span><span class=\"sh\">\"<\/span><span class=\"s\">tag<\/span><span class=\"sh\">\"<\/span><span class=\"p\">:<\/span> <span class=\"sh\">\"<\/span><span class=\"s\">div<\/span><span class=\"sh\">\"<\/span><span class=\"p\">,<\/span> <span class=\"sh\">\"<\/span><span class=\"s\">class<\/span><span class=\"sh\">\"<\/span><span class=\"p\">:<\/span> <span class=\"sh\">\"<\/span><span class=\"s\">price<\/span><span class=\"sh\">\"<\/span><span class=\"p\">,<\/span> <span class=\"sh\">\"<\/span><span class=\"s\">id<\/span><span class=\"sh\">\"<\/span><span class=\"p\">:<\/span> <span class=\"sh\">\"<\/span><span class=\"s\">price<\/span><span class=\"sh\">\"<\/span><span class=\"p\">,<\/span> <span class=\"sh\">\"<\/span><span class=\"s\">selector<\/span><span class=\"sh\">\"<\/span><span class=\"p\">:<\/span> <span class=\"sh\">\"<\/span><span class=\"s\">.price<\/span><span class=\"sh\">\"<\/span><span class=\"p\">},<\/span>\n    <span class=\"p\">{<\/span><span class=\"sh\">\"<\/span><span class=\"s\">tag<\/span><span class=\"sh\">\"<\/span><span class=\"p\">:<\/span> <span class=\"sh\">\"<\/span><span class=\"s\">h1<\/span><span class=\"sh\">\"<\/span><span class=\"p\">,<\/span> <span class=\"sh\">\"<\/span><span class=\"s\">class<\/span><span class=\"sh\">\"<\/span><span class=\"p\">:<\/span> <span class=\"sh\">\"<\/span><span class=\"s\">title<\/span><span class=\"sh\">\"<\/span><span class=\"p\">,<\/span> <span class=\"sh\">\"<\/span><span class=\"s\">id<\/span><span class=\"sh\">\"<\/span><span class=\"p\">:<\/span> <span class=\"bp\">None<\/span><span class=\"p\">,<\/span> <span class=\"sh\">\"<\/span><span class=\"s\">selector<\/span><span class=\"sh\">\"<\/span><span class=\"p\">:<\/span> <span class=\"sh\">\"<\/span><span class=\"s\">h1.title<\/span><span class=\"sh\">\"<\/span><span class=\"p\">},<\/span>\n<span class=\"p\">])<\/span>\n\n<span class=\"n\">X<\/span> <span class=\"o\">=<\/span> <span class=\"n\">training_data<\/span><span class=\"p\">[[<\/span><span class=\"sh\">\"<\/span><span class=\"s\">tag<\/span><span class=\"sh\">\"<\/span><span class=\"p\">,<\/span> <span class=\"sh\">\"<\/span><span class=\"s\">class<\/span><span class=\"sh\">\"<\/span><span class=\"p\">,<\/span> <span class=\"sh\">\"<\/span><span class=\"s\">id<\/span><span class=\"sh\">\"<\/span><span class=\"p\">]]<\/span>\n<span class=\"n\">y<\/span> <span class=\"o\">=<\/span> <span class=\"n\">training_data<\/span><span class=\"p\">[<\/span><span class=\"sh\">\"<\/span><span class=\"s\">selector<\/span><span class=\"sh\">\"<\/span><span class=\"p\">]<\/span>\n\n<span class=\"n\">model<\/span> <span class=\"o\">=<\/span> <span class=\"nc\">RandomForestClassifier<\/span><span class=\"p\">()<\/span>\n<span class=\"n\">model<\/span><span class=\"p\">.<\/span><span class=\"nf\">fit<\/span><span class=\"p\">(<\/span><span class=\"n\">pd<\/span><span class=\"p\">.<\/span><span class=\"nf\">get_dummies<\/span><span class=\"p\">(<\/span><span class=\"n\">X<\/span><span class=\"p\">),<\/span> <span class=\"n\">y<\/span><span class=\"p\">)<\/span>\n\n<span class=\"c1\"># Predict selector for new element\n<\/span><span class=\"n\">new_element<\/span> <span class=\"o\">=<\/span> <span class=\"p\">{<\/span><span class=\"sh\">\"<\/span><span class=\"s\">tag<\/span><span class=\"sh\">\"<\/span><span class=\"p\">:<\/span> <span class=\"sh\">\"<\/span><span class=\"s\">span<\/span><span class=\"sh\">\"<\/span><span class=\"p\">,<\/span> <span class=\"sh\">\"<\/span><span class=\"s\">class<\/span><span class=\"sh\">\"<\/span><span class=\"p\">:<\/span> <span class=\"sh\">\"<\/span><span class=\"s\">price-new<\/span><span class=\"sh\">\"<\/span><span class=\"p\">,<\/span> <span class=\"sh\">\"<\/span><span class=\"s\">id<\/span><span class=\"sh\">\"<\/span><span class=\"p\">:<\/span> <span class=\"bp\">None<\/span><span class=\"p\">}<\/span>\n<span class=\"n\">predicted_selector<\/span> <span class=\"o\">=<\/span> <span class=\"n\">model<\/span><span class=\"p\">.<\/span><span class=\"nf\">predict<\/span><span class=\"p\">(<\/span><span class=\"n\">pd<\/span><span class=\"p\">.<\/span><span class=\"nf\">get_dummies<\/span><span class=\"p\">(<\/span><span class=\"n\">pd<\/span><span class=\"p\">.<\/span><span class=\"nc\">DataFrame<\/span><span class=\"p\">([<\/span><span class=\"n\">new_element<\/span><span class=\"p\">])))[<\/span><span class=\"mi\">0<\/span><span class=\"p\">]<\/span>\n<span class=\"nf\">print<\/span><span class=\"p\">(<\/span><span class=\"sa\">f<\/span><span class=\"sh\">\"<\/span><span class=\"s\">Predicted selector: <\/span><span class=\"si\">{<\/span><span class=\"n\">predicted_selector<\/span><span class=\"si\">}<\/span><span class=\"sh\">\"<\/span><span class=\"p\">)<\/span>\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<hr\/>\n<h3><span class=\"ez-toc-section\" id=\"%D9%85%D9%84%D8%A7%D8%AD%D8%B8%D8%A7%D8%AA_%D8%A7%D8%AE%D9%84%D8%A7%D9%82%DB%8C\"><\/span>\n<p>  <strong>\u0645\u0644\u0627\u062d\u0638\u0627\u062a \u0627\u062e\u0644\u0627\u0642\u06cc<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li>\n<strong>\u0634\u0641\u0627\u0641\u06cc\u062a<\/strong>: \u062f\u0631 \u0635\u0648\u0631\u062a \u0646\u06cc\u0627\u0632 \u0628\u0647 \u0634\u0631\u0627\u06cc\u0637 \u0648\u0628 \u0633\u0627\u06cc\u062a \u060c \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0631\u0627 \u0641\u0627\u0634 \u06a9\u0646\u06cc\u062f.\n<\/li>\n<li>\n<strong>\u062a\u0639\u0635\u0628<\/strong>: \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u062d\u0627\u0635\u0644 \u06a9\u0646\u06cc\u062f \u06a9\u0647 \u0645\u062f\u0644 \u0647\u0627\u06cc NLP \u062f\u0631 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062e\u0631\u0627\u0634\u06cc\u062f\u0647 \u062a\u0639\u0635\u0628 \u0631\u0627 \u062a\u062d\u0631\u06cc\u06a9 \u0646\u0645\u06cc \u06a9\u0646\u0646\u062f.\n<\/li>\n<li>\n<strong>\u062e\u0644\u0648\u062a<\/strong>: \u0627\u0632 \u062e\u0631\u0627\u0634 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0634\u062e\u0635\u06cc \u062e\u0648\u062f\u062f\u0627\u0631\u06cc \u06a9\u0646\u06cc\u062f \u060c \u062d\u062a\u06cc \u0627\u06af\u0631 AI \u0627\u06cc\u0646 \u0627\u0645\u06a9\u0627\u0646 \u0631\u0627 \u0641\u0631\u0627\u0647\u0645 \u06a9\u0646\u062f.\n<\/li>\n<\/ul>\n<hr\/>\n<h3><span class=\"ez-toc-section\" id=\"%D8%A2%DB%8C%D9%86%D8%AF%D9%87_%D9%87%D9%88%D8%B4_%D9%85%D8%B5%D9%86%D9%88%D8%B9%DB%8C_%D8%AF%D8%B1_%D8%AE%D8%B1%D8%A7%D8%B4_%D8%AF%D8%A7%D8%AF%D9%86\"><\/span>\n<p>  <strong>\u0622\u06cc\u0646\u062f\u0647 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u062f\u0631 \u062e\u0631\u0627\u0634 \u062f\u0627\u062f\u0646<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ol>\n<li>\n<strong>\u0645\u062f\u0644 \u0647\u0627\u06cc \u0628\u06cc\u0646\u0627\u06cc\u06cc \u0632\u0628\u0627\u0646 (VLMS)<\/strong>: \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u0645\u0633\u062a\u0642\u06cc\u0645\u0627\u064b \u0627\u0632 \u062a\u0635\u0627\u0648\u06cc\u0631\/pdfs \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f.\n<\/li>\n<li>\n<strong>\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u062a\u0642\u0648\u06cc\u062a \u06a9\u0646\u0646\u062f\u0647<\/strong>: \u0631\u0628\u0627\u062a\u0647\u0627 \u0631\u0627 \u0628\u0631\u0627\u06cc \u062d\u0631\u06a9\u062a \u062f\u0631 \u0648\u0628 \u0633\u0627\u06cc\u062a \u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f \u0627\u0646\u0633\u0627\u0646 \u0622\u0645\u0648\u0632\u0634 \u062f\u0647\u06cc\u062f.\n<\/li>\n<li>\n<strong>\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0635\u0641\u0631<\/strong>: \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u0628\u062f\u0648\u0646 \u0646\u0645\u0648\u0646\u0647 \u0647\u0627\u06cc \u0627\u0632 \u067e\u06cc\u0634 \u0628\u0631\u0686\u0633\u0628 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u06a9\u0646\u06cc\u062f.\n<\/li>\n<\/ol>\n<hr\/>\n<p><strong>\u067e\u0627\u06cc\u0627\u0646<\/strong><\/p>\n<p>\u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u060c \u062e\u0631\u0627\u0634 \u0648\u0628 \u0631\u0627 \u0627\u0632 \u06cc\u06a9 \u0641\u0631\u0622\u06cc\u0646\u062f \u0627\u0633\u062a\u0627\u062a\u06cc\u06a9 \u0648 \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u0642\u0627\u0646\u0648\u0646 \u0628\u0647 \u06cc\u06a9 \u0633\u06cc\u0633\u062a\u0645 \u067e\u0648\u06cc\u0627 \u0648 \u0633\u0627\u0632\u06af\u0627\u0631 \u062a\u0628\u062f\u06cc\u0644 \u0645\u06cc \u06a9\u0646\u062f. \u0627\u06cc\u0646 \u06a9\u0647 \u0622\u06cc\u0627 \u0634\u0645\u0627 \u062f\u0631 \u062d\u0627\u0644 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0645\u062a\u0646 \u0628\u062f\u0648\u0646 \u0633\u0627\u062e\u062a\u0627\u0631 \u060c \u0641\u0631\u0627\u0631 \u0627\u0632 \u0633\u06cc\u0633\u062a\u0645 \u0647\u0627\u06cc \u0636\u062f \u0628\u0648\u062a\u0647 \u06cc\u0627 \u0633\u0627\u062e\u062a\u0646 \u0627\u0633\u06a9\u0631\u0627\u067e\u0631\u0647\u0627\u06cc \u062e\u0648\u062f \u062f\u0631\u0645\u0627\u0646\u06cc \u0647\u0633\u062a\u06cc\u062f \u060c \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0645\u0627\u0646\u0646\u062f \u0628\u06cc\u0646\u0627\u06cc\u06cc \u0631\u0627\u06cc\u0627\u0646\u0647 \u0648 NLP \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0645\u062f\u0631\u0646 \u0636\u0631\u0648\u0631\u06cc \u0647\u0633\u062a\u0646\u062f.<\/p>\n<\/p><\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u062e\u0631\u0627\u0634 \u0648\u0628 \u0633\u0646\u062a\u06cc \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u062f\u0627\u062f\u0647 \u0647\u0627 \u0628\u0647 \u0642\u0648\u0627\u0646\u06cc\u0646 \u0627\u0632 \u067e\u06cc\u0634 \u062a\u0639\u0631\u06cc\u0641 \u0634\u062f\u0647 (\u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644 \u060c \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0646\u0646\u062f\u06af\u0627\u0646 CSS \u06cc\u0627 XPath) \u0645\u062a\u06a9\u06cc \u0627\u0633\u062a. \u0627\u0645\u0627 \u0647\u0631\u0686\u0647 \u0648\u0628 \u0633\u0627\u06cc\u062a \u0647\u0627 \u067e\u06cc\u0686\u06cc\u062f\u0647 \u062a\u0631 \u0645\u06cc \u0634\u0648\u0646\u062f-\u0628\u0627 \u0686\u06cc\u062f\u0645\u0627\u0646 \u067e\u0648\u06cc\u0627 \u060c \u0633\u06cc\u0633\u062a\u0645 \u0647\u0627\u06cc \u0636\u062f \u0628\u0648\u062a\u0647 \u0648 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0628\u062f\u0648\u0646 \u0633\u0627\u062e\u062a\u0627\u0631-AI \u062f\u0631 \u062d\u0627\u0644 \u062a\u0628\u062f\u06cc\u0644 \u0634\u062f\u0646 \u0628\u0647 \u06cc\u06a9 \u062a\u063a\u06cc\u06cc\u0631 \u062f\u0647\u0646\u062f\u0647 \u0628\u0627\u0632\u06cc \u0627\u0633\u062a. &hellip;<\/p>\n","protected":false},"author":2,"featured_media":101585,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"fifu_image_url":"https:\/\/media2.dev.to\/dynamic\/image\/width=1000,height=500,fit=cover,gravity=auto,format=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F31p9qato7neb45o0z3z5.png","fifu_image_alt":"","footnotes":""},"categories":[339],"tags":[],"class_list":["post-101584","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-dev"],"_links":{"self":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts\/101584","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/comments?post=101584"}],"version-history":[{"count":0,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts\/101584\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media\/101585"}],"wp:attachment":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media?parent=101584"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/categories?post=101584"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/tags?post=101584"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}