{"id":3087,"date":"2023-10-19T09:55:10","date_gmt":"2023-10-19T04:55:10","guid":{"rendered":"http:\/\/vestnik.polytech.tj\/?p=3087"},"modified":"2023-10-19T10:03:43","modified_gmt":"2023-10-19T05:03:43","slug":"%d0%bf%d1%80%d0%b8%d0%bc%d0%b5%d0%bd%d0%b5%d0%bd%d0%b8%d0%b5-%d0%ba%d0%bb%d0%b0%d1%81%d1%81%d0%b8%d1%84%d0%b8%d0%ba%d0%b0%d1%82%d0%be%d1%80%d0%be%d0%b2-%d0%bc%d0%b0%d1%88%d0%b8%d0%bd%d0%bd%d0%be%d0%b3","status":"publish","type":"post","link":"https:\/\/vestnik.polytech.tj\/?p=3087&lang=ru","title":{"rendered":"\u041f\u0420\u0418\u041c\u0415\u041d\u0415\u041d\u0418\u0415 \u041a\u041b\u0410\u0421\u0421\u0418\u0424\u0418\u041a\u0410\u0422\u041e\u0420\u041e\u0412 \u041c\u0410\u0428\u0418\u041d\u041d\u041e\u0413\u041e \u041e\u0411\u0423\u0427\u0415\u041d\u0418\u042f \u041f\u0420\u0418 \u041e\u041f\u0420\u0415\u0414\u0415\u041b\u0415\u041d\u0418\u0418 \u041a\u0410\u0427\u0415\u0421\u0422\u0412\u0410 \u0421\u0418\u0413\u041d\u0410\u041b\u0410 \u0412 \u041f\u0410\u0420\u0410\u041c\u0415\u0422\u0420\u0418\u0427\u0415\u0421\u041a\u0418\u0425 \u0422\u0415\u0425\u041d\u041e\u041b\u041e\u0413\u0418\u0427\u0415\u0421\u041a\u0418\u0425 \u041f\u0420\u041e\u0426\u0415\u0421\u0421\u0410\u0425"},"content":{"rendered":"<p><!--vcv no format--><!-- vcwb\/dynamicElementComment:fcb0986f --><\/p>\n<div class=\"vce-row-container\" data-vce-boxed-width=\"true\">\n<div class=\"vce-row vce-row--col-gap-30 vce-row-equal-height vce-row-content--top\" id=\"el-fcb0986f\" data-vce-do-apply=\"all el-fcb0986f\">\n<div class=\"vce-row-content\" data-vce-element-content=\"true\"><!-- vcwb\/dynamicElementComment:7f2cd14c --><\/p>\n<div class=\"vce-col vce-col--md-78p vce-col--xs-1 vce-col--xs-last vce-col--xs-first vce-col--sm-last vce-col--sm-first vce-col--md-first vce-col--lg-first vce-col--xl-first\" id=\"el-7f2cd14c\">\n<div class=\"vce-col-inner\" data-vce-do-apply=\"border margin background  el-7f2cd14c\">\n<div class=\"vce-col-content\" 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href=\"mailto:ciulugbek@list.ru\"><em>ciulugbek@list.ru<\/em><\/a><\/p>\n<p>&nbsp;<\/p>\n<p><span style=\"font-size: 14pt;\"><strong>\u0410\u043d\u043d\u043e\u0442\u0430\u0446\u0438\u044f<\/strong><\/span><\/p>\n<p><em>&nbsp; &nbsp;\u0412 \u0434\u0430\u043d\u043d\u043e\u0439 \u0441\u0442\u0430\u0442\u044c\u0435 \u0440\u0430\u0441\u0441\u043c\u0430\u0442\u0440\u0438\u0432\u0430\u044e\u0442\u0441\u044f \u0431\u0430\u0437\u043e\u0432\u044b\u0435 \u043f\u043e\u043d\u044f\u0442\u0438\u044f \u0438 \u043c\u0435\u0442\u043e\u0434\u044b, \u0438\u0441-\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u043c\u044b\u0435 \u043f\u0440\u0438 \u0440\u0435\u0448\u0435\u043d\u0438\u0438 \u0437\u0430\u0434\u0430\u0447\u0438 \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u0438 \u0432 \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u043c \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0438. \u0414\u0430\u0435\u0442\u0441\u044f \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435-\u043d\u0438\u0435 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\u043a\u0430-\u0447\u0435\u0441\u0442\u0432\u0430 \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0440\u0430. \u0412 \u0437\u0430\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0438 \u0430\u0432\u0442\u043e\u0440 \u0434\u0435\u043b\u0430\u0435\u0442 \u0432\u044b\u0432\u043e\u0434, \u0447\u0442\u043e \u0442\u043e\u0447\u043d\u043e\u0441\u0442\u044c \u043f\u043e \u0442\u0435\u0441\u0442\u043e\u0432\u043e-\u043c\u0443 \u043d\u0430\u0431\u043e\u0440\u0443 Te \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u0435\u0442\u0441\u044f \u043a\u0430\u043a \u0434\u043e\u0441\u0442\u0443\u043f \u0442\u043e\u043b\u044c\u043a\u043e \u043a \u0438\u0441\u0442\u0438\u043d\u043d\u044b\u043c \u043a\u043b\u0430\u0441\u0441\u0430\u043c \u043d\u0435\u0431\u043e\u043b\u044c\u0448\u043e\u0439 \u0447\u0430\u0441\u0442\u0438 \u043f\u0440\u043e\u0441\u0442\u0440\u0430\u043d\u0441\u0442\u0432\u0430 \u044d\u043a\u0437\u0435\u043c\u043f\u043b\u044f\u0440\u043e\u0432, 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\u0441\u043f\u0435\u0446\u0438\u0430\u043b\u0438\u0441\u0442\u043e\u0432 \u0432 \u043e\u0431\u043b\u0430\u0441\u0442\u0438 \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f \u0438 \u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u0434\u0430\u043d\u043d\u044b\u0445.<\/em><\/p>\n<p><span style=\"font-size: 14pt;\"><strong>\u041a\u043b\u044e\u0447\u0435\u0432\u044b\u0435 \u0441\u043b\u043e\u0432\u0430<\/strong><\/span><\/p>\n<p><em>&nbsp;\u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f, \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0435 \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0435, \u0444\u0443\u043d\u043a\u0446\u0438\u044f, \u0444\u0438\u043b\u044c\u0442\u0440\u0430\u0446\u0438\u044f \u0441\u0438\u0433\u043d\u0430\u043b\u0430, \u0431\u0438\u043d\u0432\u0440\u043d\u044b\u0439, \u0434\u0435\u0440\u0435\u0432\u043e \u043f\u0440\u0438\u0437\u043d\u0430\u043a\u043e\u0432, \u0442\u0435\u0441\u0442\u043e\u0432\u044b\u0435 \u044d\u043a\u0437\u0435\u043c\u043f\u043b\u044f\u0440\u044b, \u0432\u0435\u0440\u043e\u044f\u0442\u043d\u043e\u0441\u0442\u044c.<\/em><\/p>\n<\/div>\n<\/div>\n<p><!-- \/vcwb\/dynamicElementComment:406256f0 --><\/div>\n<\/div>\n<\/div>\n<p><!-- \/vcwb\/dynamicElementComment:7f2cd14c --><!-- vcwb\/dynamicElementComment:f6ba29a2 --><\/p>\n<div class=\"vce-col vce-col--md-22p vce-col--xs-1 vce-col--xs-last vce-col--xs-first vce-col--sm-last vce-col--sm-first vce-col--md-last vce-col--lg-last vce-col--xl-last\" id=\"el-f6ba29a2\">\n<div class=\"vce-col-inner\" data-vce-do-apply=\"border margin background  el-f6ba29a2\">\n<div class=\"vce-col-content\" data-vce-element-content=\"true\" data-vce-do-apply=\"padding el-f6ba29a2\"><!-- vcwb\/dynamicElementComment:a27e28fe --><\/p>\n<div class=\"vce-text-block\">\n<div class=\"vce-text-block-wrapper vce\" id=\"el-a27e28fe\" data-vce-do-apply=\"all el-a27e28fe\">\n<table style=\"border-collapse: collapse; width: 100%;\" border=\"1\">\n<tbody>\n<tr>\n<td style=\"width: 100%;\">\n<p style=\"line-height: 1;\"><strong><span style=\"font-size: 14pt;\">\u042f\u0437\u044b\u043a<\/span><\/strong><\/p>\n<p style=\"line-height: 1;\"><span style=\"font-weight: 400; font-style: normal;\">\u0440\u0443\u0441\u0441\u043a\u0438\u0439<\/span><\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<\/div>\n<p><!-- \/vcwb\/dynamicElementComment:a27e28fe --><!-- vcwb\/dynamicElementComment:0e333cbd --><\/p>\n<div class=\"vce-text-block\">\n<div class=\"vce-text-block-wrapper vce\" id=\"el-0e333cbd\" data-vce-do-apply=\"all el-0e333cbd\">\n<table style=\"border-collapse: collapse; width: 100%;\" border=\"1\">\n<tbody>\n<tr>\n<td style=\"width: 100%;\">\n<p style=\"line-height: 1;\"><strong><span style=\"font-size: 14pt;\">\u0422\u0438\u043f<\/span><\/strong><\/p>\n<p style=\"line-height: 1;\"><span style=\"font-weight: 400; font-style: normal;\">\u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0439<\/span><\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<\/div>\n<p><!-- \/vcwb\/dynamicElementComment:0e333cbd --><!-- vcwb\/dynamicElementComment:c9d21231 --><\/p>\n<div class=\"vce-text-block\">\n<div class=\"vce-text-block-wrapper vce\" id=\"el-c9d21231\" data-vce-do-apply=\"all el-c9d21231\">\n<table style=\"border-collapse: collapse; width: 100%;\" border=\"1\">\n<tbody>\n<tr>\n<td style=\"width: 100%;\">\n<p style=\"line-height: 1;\"><strong><span style=\"font-size: 14pt;\">\u0413\u043e\u0434<\/span><\/strong><\/p>\n<p style=\"line-height: 1;\"><span style=\"font-weight: 400; font-style: normal;\">2023<\/span><\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<\/div>\n<p><!-- \/vcwb\/dynamicElementComment:c9d21231 --><!-- vcwb\/dynamicElementComment:7d059d08 --><\/p>\n<div class=\"vce-text-block\">\n<div class=\"vce-text-block-wrapper vce\" id=\"el-7d059d08\" data-vce-do-apply=\"all el-7d059d08\">\n<table style=\"border-collapse: collapse; width: 100%;\" border=\"1\">\n<tbody>\n<tr>\n<td style=\"width: 100%;\">\n<p style=\"line-height: 1;\"><strong><span style=\"font-size: 14pt;\">\u0421\u0442\u0440\u0430\u043d\u0438\u0446\u0430<\/span><\/strong><\/p>\n<p style=\"line-height: 1;\"><span style=\"font-weight: 400;\">20-24<\/span><\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<\/div>\n<p><!-- \/vcwb\/dynamicElementComment:7d059d08 --><\/div>\n<\/div>\n<\/div>\n<p><!-- \/vcwb\/dynamicElementComment:f6ba29a2 --><\/div>\n<\/div>\n<\/div>\n<p><!-- \/vcwb\/dynamicElementComment:fcb0986f --><!-- vcwb\/dynamicElementComment:85184825 --><\/p>\n<div class=\"vce-row-container\" data-vce-boxed-width=\"true\">\n<div class=\"vce-row vce-row--col-gap-30 vce-row-equal-height vce-row-content--top\" id=\"el-85184825\" data-vce-do-apply=\"all el-85184825\">\n<div class=\"vce-row-content\" data-vce-element-content=\"true\"><!-- vcwb\/dynamicElementComment:613b0264 --><\/p>\n<div class=\"vce-col vce-col--md-auto vce-col--xs-1 vce-col--xs-last vce-col--xs-first vce-col--sm-last vce-col--sm-first vce-col--md-last vce-col--lg-last vce-col--xl-last vce-col--md-first vce-col--lg-first vce-col--xl-first\" id=\"el-613b0264\">\n<div class=\"vce-col-inner\" data-vce-do-apply=\"border margin background  el-613b0264\">\n<div class=\"vce-col-content\" data-vce-element-content=\"true\" data-vce-do-apply=\"padding el-613b0264\"><!-- vcwb\/dynamicElementComment:5c6854cd --><\/p>\n<div class=\"vce-text-block\">\n<div class=\"vce-text-block-wrapper vce\" id=\"el-5c6854cd\" data-vce-do-apply=\"all el-5c6854cd\">\n<p><span style=\"font-size: 14pt;\"><strong><em>\u0421\u043f\u0438\u0441\u043e\u043a<\/em><\/strong> <strong><em>\u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u043d\u043e\u0439<\/em><\/strong> <strong><em>\u043b\u0438\u0442\u0435\u0440\u0430\u0442\u0443\u0440\u044b<\/em><\/strong><\/span><\/p>\n<p>&nbsp;<\/p>\n<ol>\n<li style=\"list-style-type: none;\">\n<ol>\n<li><em>\u0410\u0432\u0435\u0437\u043e\u0432 \u0410.\u0425. \u041f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u0438\u0435 \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u043e\u043d\u043d\u044b\u0445 \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u0439 \u0434\u043b\u044f \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f \u043d\u0430\u0443\u0447\u043d\u043e\u043c\u0443 \u0442\u0432\u043e\u0440\u0447\u0435\u0441\u0442\u0432\u0443. \u0412\u0435\u0441\u0442\u043d\u0438\u043a \u0422\u0430\u0434\u0436\u0438\u043a\u0441\u043a\u043e\u0433\u043e \u0433\u043e\u0441\u0443\u0434\u0430\u0440\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0433\u043e \u0443\u043d\u0438\u0432\u0435\u0440\u0441\u0438\u0442\u0435\u0442\u0430 \u043f\u0440\u0430\u0432\u0430, \u0431\u0438\u0437\u043d\u0435\u0441\u0430 \u0438 \u043f\u043e\u043b\u0438\u0442\u0438\u043a\u0438. 2014. \u2116 1 (57). \u0421. 316-327.<\/em><\/li>\n<\/ol>\n<\/li>\n<\/ol>\n<ol>\n<li style=\"list-style-type: none;\">\n<ol start=\"2\">\n<li><em>Allwein, E.L., Schapire, R.E. and Singer, Y. (2000). Reducing multiclass to <\/em><em>binary: A unifying approach for margin classifiers. In P. Langley (ed.), Proceedings of the Seventeenth International Conference on Machine Learning (ICML 2000), pp. 9\u201316.<\/em><\/li>\n<\/ol>\n<\/li>\n<\/ol>\n<ol>\n<li style=\"list-style-type: none;\">\n<ol start=\"3\">\n<li><em>Blockeel, H., De Raedt, L. and Ramon, J. (1998). Top-down induction of clustering trees. In J.W. Shavlik (ed.), Proceedings of the Fifteenth International Conference on Machine Learning (ICML 1998), pp. 55\u201363.<\/em><\/li>\n<\/ol>\n<\/li>\n<\/ol>\n<ol>\n<li style=\"list-style-type: none;\">\n<ol start=\"4\">\n<li><em>Boser, B.E., Guyon, I. and Vapnik, V. (1992). A training algorithm for optimal margin classifiers. In Proceedings of the International Conference on Computational Learning Theory (COLT 1992), pp. 144\u2013152.<\/em><\/li>\n<\/ol>\n<\/li>\n<\/ol>\n<ol>\n<li style=\"list-style-type: none;\">\n<ol start=\"5\">\n<li><em>Breiman, L., Friedman, J.H., Olshen, R.A. and Stone, C.J. (1984). Classification and Regression Trees. Wadsworth.<\/em><\/li>\n<\/ol>\n<\/li>\n<\/ol>\n<\/div>\n<\/div>\n<p><!-- \/vcwb\/dynamicElementComment:5c6854cd --><\/div>\n<\/div>\n<\/div>\n<p><!-- \/vcwb\/dynamicElementComment:613b0264 --><\/div>\n<\/div>\n<\/div>\n<p><!-- \/vcwb\/dynamicElementComment:85184825 --><!-- vcwb\/dynamicElementComment:88f730f5 --><\/p>\n<div class=\"vce-row-container\" data-vce-boxed-width=\"true\">\n<div class=\"vce-row vce-row--col-gap-30 vce-row-equal-height vce-row-content--top\" id=\"el-88f730f5\" data-vce-do-apply=\"all el-88f730f5\">\n<div class=\"vce-row-content\" data-vce-element-content=\"true\"><!-- vcwb\/dynamicElementComment:280454ff --><\/p>\n<div class=\"vce-col vce-col--md-auto vce-col--xs-1 vce-col--xs-last vce-col--xs-first vce-col--sm-last vce-col--sm-first vce-col--md-last vce-col--lg-last vce-col--xl-last vce-col--md-first vce-col--lg-first vce-col--xl-first\" id=\"el-280454ff\">\n<div class=\"vce-col-inner\" data-vce-do-apply=\"border margin background  el-280454ff\">\n<div class=\"vce-col-content\" data-vce-element-content=\"true\" data-vce-do-apply=\"padding el-280454ff\"><!-- vcwb\/dynamicElementComment:8d35d718 --><\/p>\n<div class=\"vce-text-block\">\n<div class=\"vce-text-block-wrapper vce\" id=\"el-8d35d718\" data-vce-do-apply=\"all el-8d35d718\">\n<p><strong><span style=\"font-size: 14pt;\">\u0414\u0430\u0442\u0430 \u043f\u0443\u0431\u043b\u0438\u043a\u0430\u0446\u0438\u044f<\/span><\/strong><\/p>\n<p>2023-10-19<\/p>\n<\/div>\n<\/div>\n<p><!-- \/vcwb\/dynamicElementComment:8d35d718 --><\/div>\n<\/div>\n<\/div>\n<p><!-- \/vcwb\/dynamicElementComment:280454ff --><\/div>\n<\/div>\n<\/div>\n<p><!-- \/vcwb\/dynamicElementComment:88f730f5 --><!--vcv no format--><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u0410\u0432\u0442\u043e\u0440\u044b&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp;\u0418\u0431\u0440\u0430\u0433\u0438\u043c\u043e\u0432 \u0423.\u041c. &#8212; PhD, \u0434\u043e\u0446\u0435\u043d\u0442, \u0411\u0443\u0445\u0430\u0440\u0441\u043a\u0438\u0439 \u0438\u043d\u0436\u0435\u043d\u0435\u0440\u043d\u043e-\u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0438\u043d\u0441\u0442\u0438\u0442\u0443\u0442, \u0433. \u0411\u0443\u0445\u0430\u0440\u0430, \u0423\u0437\u0431\u0435\u043a\u0438\u0441\u0442\u0430\u043d, ciulugbek@list.ru &nbsp; \u0410\u043d\u043d\u043e\u0442\u0430\u0446\u0438\u044f &nbsp; &nbsp;\u0412 \u0434\u0430\u043d\u043d\u043e\u0439 \u0441\u0442\u0430\u0442\u044c\u0435 \u0440\u0430\u0441\u0441\u043c\u0430\u0442\u0440\u0438\u0432\u0430\u044e\u0442\u0441\u044f \u0431\u0430\u0437\u043e\u0432\u044b\u0435 \u043f\u043e\u043d\u044f\u0442\u0438\u044f \u0438 \u043c\u0435\u0442\u043e\u0434\u044b, \u0438\u0441-\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u043c\u044b\u0435 \u043f\u0440\u0438 \u0440\u0435\u0448\u0435\u043d\u0438\u0438 \u0437\u0430\u0434\u0430\u0447\u0438 \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u0438 \u0432 \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u043c \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0438. \u0414\u0430\u0435\u0442\u0441\u044f \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435-\u043d\u0438\u0435 \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u0438 \u043a\u0430\u043a \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u043e\u0442\u043d\u0435\u0441\u0435\u043d\u0438\u044f \u043e\u0431\u044a\u0435\u043a\u0442\u043e\u0432 \u043a \u0437\u0430\u0434\u0430\u043d\u043d\u044b\u043c \u043a\u043b\u0430\u0441\u0441\u0430\u043c \u043d\u0430 \u043e\u0441\u043d\u043e\u0432\u0435 \u0430\u043d\u0430-\u043b\u0438\u0437\u0430 \u043f\u0440\u0438\u0437\u043d\u0430\u043a\u043e\u0432 \u043e\u0431\u044a\u0435\u043a\u0442\u043e\u0432. \u041f\u0440\u0438\u0432\u043e\u0434\u044f\u0442\u0441\u044f \u043f\u0440\u0438\u043c\u0435\u0440\u044b \u0431\u0438\u043d\u0430\u0440\u043d\u043e\u0439 \u0438 \u043c\u043d\u043e\u0433\u043e \u043a\u043b\u0430\u0441\u0441\u043e\u0432\u043e\u0439 \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430-\u0446\u0438\u0438. \u041d\u0430 \u043f\u0440\u0438\u043c\u0435\u0440\u0435 \u043f\u043e\u0441\u0442\u0440\u043e\u0435\u043d\u0438\u044f \u043f\u0440\u043e\u0441\u0442\u0435\u0439\u0448\u0435\u0433\u043e \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0440\u0430 \u0441\u0438\u0433\u043d\u0430\u043b\u043e\u0432 \u0441 \u043f\u043e\u043c\u043e\u0449\u044c\u044e \u0434\u0435\u0440\u0435\u0432\u0430 \u0440\u0435\u0448\u0435\u043d\u0438\u0439 \u043f\u043e\u0434\u0440\u043e\u0431\u043d\u043e \u0440\u0430\u0437\u0431\u0438\u0440\u0430\u0435\u0442\u0441\u044f \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u0441\u043e\u0437\u0434\u0430\u043d\u0438\u044f \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0440\u0430 \u0438 \u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u0435\u0433\u043e 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