{"id":580,"date":"2021-01-25T19:11:58","date_gmt":"2021-01-25T19:11:58","guid":{"rendered":"https:\/\/otus.ru\/journal\/?p=580"},"modified":"2021-01-25T19:11:59","modified_gmt":"2021-01-25T19:11:59","slug":"10-bibliotek-dlya-python","status":"publish","type":"post","link":"https:\/\/otus.ru\/journal\/10-bibliotek-dlya-python\/","title":{"rendered":"10 \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a \u0434\u043b\u044f Python"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">\u041e\u0434\u043d\u0430 \u0438\u0437 \u043f\u0440\u0438\u0447\u0438\u043d \u043f\u043e\u043f\u0443\u043b\u044f\u0440\u043d\u043e\u0441\u0442\u0438 <strong>Python <\/strong>\u2014 \u043d\u0430\u043b\u0438\u0447\u0438\u0435 \u0431\u043e\u043b\u044c\u0448\u043e\u0433\u043e \u0447\u0438\u0441\u043b\u0430 \u0444\u0440\u0435\u0439\u043c\u0432\u043e\u0440\u043a\u043e\u0432 \u0438 \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a (libraries, lib). \u0418 \u044d\u0442\u043e \u0445\u043e\u0440\u043e\u0448\u043e, \u0432\u0435\u0434\u044c \u0447\u0435\u043c \u0431\u043e\u043b\u044c\u0448\u0435 \u0434\u043e\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0445 \u043f\u0430\u043a\u0435\u0442\u043e\u0432, \u0442\u0435\u043c \u0431\u043e\u043b\u044c\u0448\u0435 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u043e\u0432 \u043f\u043e \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u044e \u044f\u0437\u044b\u043a\u0430 \u043e\u0442\u043a\u0440\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u043f\u0435\u0440\u0435\u0434 \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043c\u0438\u0441\u0442\u043e\u043c. \u0412 \u044d\u0442\u043e\u0439 \u0441\u0442\u0430\u0442\u044c\u0435 \u043c\u044b \u0440\u0430\u0441\u0441\u043c\u043e\u0442\u0440\u0438\u043c \u0434\u0435\u0441\u044f\u0442\u044c <strong>Python libraries<\/strong>, \u043f\u043e\u0441\u0440\u0435\u0434\u0441\u0442\u0432\u043e\u043c \u043a\u043e\u0442\u043e\u0440\u044b\u0445 \u0440\u0430\u0431\u043e\u0442\u0430 \u0441 Python \u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u0441\u044f \u043f\u0440\u043e\u0449\u0435 \u0438 \u044d\u0444\u0444\u0435\u043a\u0442\u0438\u0432\u043d\u0435\u0435.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Requests<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Requests<\/strong>&nbsp;\u043f\u0440\u0435\u0434\u043d\u0430\u0437\u043d\u0430\u0447\u0435\u043d\u0430 \u0434\u043b\u044f \u0442\u043e\u0433\u043e, <strong>\u0447\u0442\u043e\u0431\u044b \u0441\u0434\u0435\u043b\u0430\u0442\u044c <\/strong><strong>HTTP<\/strong><strong>-\u0437\u0430\u043f\u0440\u043e\u0441\u044b \u043f\u0440\u043e\u0449\u0435<\/strong> \u0438 \u0443\u0434\u043e\u0431\u043d\u0435\u0435. \u042d\u0442\u0430 \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430 (library, lib) \u043d\u0430\u043f\u0438\u0441\u0430\u043d\u0430 \u043d\u0430 Python \u0438 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0443\u0441\u043b\u043e\u0432\u043d\u044b\u043c \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043e\u043c \u0434\u043b\u044f \u043c\u043d\u043e\u0433\u0438\u0445 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0447\u0438\u043a\u043e\u0432. \u041f\u043e\u0437\u0432\u043e\u043b\u044f\u0435\u0442 \u0434\u043e\u0431\u0430\u0432\u043b\u044f\u0442\u044c \u043a HTTP-\u0437\u0430\u043f\u0440\u043e\u0441\u0430\u043c:<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u2014 \u0434\u0430\u043d\u043d\u044b\u0435 \u0444\u043e\u0440\u043c\u044b;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u2014 \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043e\u043a;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u2014 \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u043c\u043e\u0435;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u2014 \u0444\u0430\u0439\u043b\u044b \u0438\u0437 \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u0438\u0445 \u0447\u0430\u0441\u0442\u0435\u0439 \u0438 \u0442\u0430\u043a \u0434\u0430\u043b\u0435\u0435.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0411\u043b\u0430\u0433\u043e\u0434\u0430\u0440\u044f \u0435\u0439, \u0431\u043e\u043b\u044c\u0448\u0435 \u043d\u0435 \u043d\u0430\u0434\u043e \u0434\u043e\u0431\u0430\u0432\u043b\u044f\u0442\u044c \u0437\u0430\u043f\u0440\u043e\u0441 \u0432 URL \u043b\u0438\u0431\u043e \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0442\u044c \u043a\u043e\u0434\u0438\u0440\u043e\u0432\u043a\u0443 POST-\u0434\u0430\u043d\u043d\u044b\u0445 \u0432\u0440\u0443\u0447\u043d\u0443\u044e.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u041e\u0441\u043e\u0431\u0435\u043d\u043d\u043e\u0441\u0442\u0438 <\/strong><strong>Requests<\/strong>:<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>\u043c\u043d\u043e\u0433\u043e\u043a\u043e\u043c\u043f\u043e\u043d\u0435\u043d\u0442\u043d\u0430\u044f \u0437\u0430\u0433\u0440\u0443\u0437\u043a\u0430 \u0444\u0430\u0439\u043b\u043e\u0432, \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u044c \u043f\u043e\u0442\u043e\u043a\u043e\u0432\u043e\u0439 \u0437\u0430\u0433\u0440\u0443\u0437\u043a\u0438;<\/li><li>\u0430\u0432\u0442\u043e\u0434\u0435\u043a\u043e\u0434\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u043a\u043e\u043d\u0442\u0435\u043d\u0442\u0430, \u0430\u0432\u0442\u043e\u0440\u0430\u0441\u043f\u0430\u043a\u043e\u0432\u043a\u0430;<\/li><li>\u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 SSL;<\/li><li>\u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u044c \u043d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0438 \u0438 \u043e\u043f\u0442\u0438\u043c\u0438\u0437\u0430\u0446\u0438\u0438 \u0444\u0443\u043d\u043a\u0446\u0438\u0439 \u0441\u043e\u0433\u043b\u0430\u0441\u043d\u043e \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f\u043c;<\/li><li>Keep-Alive &amp; Connection Pooling;<\/li><li>\u043f\u043e\u0434\u0434\u0435\u0440\u0436\u043a\u0430 \u043c\u0435\u0436\u0434\u0443\u043d\u0430\u0440\u043e\u0434\u043d\u044b\u0445 URL \u0438 \u0434\u043e\u043c\u0435\u043d\u043e\u0432.<\/li><\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Pillow<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Pillow, \u043e\u043d\u0430 \u0436\u0435 PIL&nbsp;\u2014 \u0431\u0435\u0441\u043f\u043b\u0430\u0442\u043d\u0430\u044f \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430 Python, \u043f\u0440\u0435\u0434\u043d\u0430\u0437\u043d\u0430\u0447\u0435\u043d\u043d\u0430\u044f <strong>\u0434\u043b\u044f \u0440\u0430\u0431\u043e\u0442\u044b \u0441 \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f\u043c\u0438<\/strong>, \u0430 \u0442\u0430\u043a\u0436\u0435 \u0434\u043b\u044f \u0430\u0440\u0445\u0438\u0432\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u0438 \u043e\u0442\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f \u043a\u0430\u0440\u0442\u0438\u043d\u043e\u043a \u0438 \u0444\u043e\u0442\u043e.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u041e\u0441\u043e\u0431\u0435\u043d\u043d\u043e\u0441\u0442\u0438 <\/strong><strong>Pillow:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>\u043f\u043e\u0434\u0434\u0435\u0440\u0436\u0438\u0432\u0430\u0435\u0442 \u043e\u0442\u043b\u0430\u0434\u043a\u0443 \u0441 \u043f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u0438\u0435\u043c \u043c\u0435\u0442\u043e\u0434\u0430 <em>show<\/em>;<\/li><li>\u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u0430 \u0441 \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043c\u043d\u044b\u043c\u0438 \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u044f\u043c\u0438 \u043f\u0430\u043a\u0435\u0442\u043d\u043e\u0439 \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0438;<\/li><li>\u043f\u043e\u0434\u0434\u0435\u0440\u0436\u0438\u0432\u0430\u0435\u0442 \u043c\u043d\u043e\u0433\u043e \u0444\u043e\u0440\u043c\u0430\u0442\u043e\u0432 \u0444\u0430\u0439\u043b\u043e\u0432;<\/li><li>\u0438\u043c\u0435\u0435\u0442 \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441\u044b BitmapImage, PhotoImage, \u0430 \u0442\u0430\u043a\u0436\u0435 Window DIB.<\/li><\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u0422\u0430\u043a\u0436\u0435 \u043e\u043d\u0430 \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0438\u0432\u0430\u0435\u0442 \u043f\u043e\u0434\u0434\u0435\u0440\u0436\u043a\u0443:<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u2014 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u043b\u044c\u043d\u044b\u0445&nbsp;\u0430\u0444\u0444\u0438\u043d\u043d\u044b\u0445 \u043f\u0440\u0435\u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u043d\u0438\u0439,<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u2014 \u043f\u0440\u0435\u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u043d\u0438\u0439 \u0446\u0432\u0435\u0442\u043e\u0432\u043e\u0433\u043e \u043f\u0440\u043e\u0441\u0442\u0440\u0430\u043d\u0441\u0442\u0432\u0430,<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u2014 \u0444\u0438\u043b\u044c\u0442\u0440\u0430\u0446\u0438\u0438 \u043f\u043e\u0441\u0440\u0435\u0434\u0441\u0442\u0432\u043e\u043c \u0432\u0441\u0442\u0440\u043e\u0435\u043d\u043d\u044b\u0445 \u044f\u0434\u0435\u0440 \u0441\u0432\u0435\u0440\u0442\u043a\u0438,<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u2014 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f \u0440\u0430\u0437\u043c\u0435\u0440\u0430 \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f,<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u2014 \u043f\u043e\u0432\u043e\u0440\u043e\u0442\u0430 \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f,<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u2014 \u0442\u043e\u0447\u0435\u0447\u043d\u044b\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0412\u0434\u043e\u0431\u0430\u0432\u043e\u043a \u043a \u044d\u0442\u043e\u043c\u0443, \u043f\u043e\u0434\u0434\u0435\u0440\u0436\u0438\u0432\u0430\u0435\u0442\u0441\u044f <strong>\u043c\u0435\u0442\u043e\u0434 \u0433\u0438\u0441\u0442\u043e\u0433\u0440\u0430\u043c\u043c\u044b<\/strong>, \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u044e\u0449\u0438\u0439 \u043f\u043e\u043b\u0443\u0447\u0430\u0442\u044c \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u043a\u0443 \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f, \u0447\u0442\u043e \u043c\u043e\u0436\u0435\u0442 \u043f\u0440\u0438\u043c\u0435\u043d\u044f\u0442\u044c\u0441\u044f \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0447\u0438\u043a\u043e\u043c \u043a\u0430\u043a \u0434\u043b\u044f \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0433\u043e \u0430\u043d\u0430\u043b\u0438\u0437\u0430, \u0442\u0430\u043a \u0438 \u0434\u043b\u044f \u0430\u0432\u0442\u043e\u043f\u043e\u0432\u044b\u0448\u0435\u043d\u0438\u044f \u043a\u043e\u043d\u0442\u0440\u0430\u0441\u0442\u043d\u043e\u0441\u0442\u0438.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Scrapy<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u041e\u0442\u043d\u043e\u0441\u0438\u0442\u0441\u044f \u043a \u0447\u0438\u0441\u043b\u0443 libraries \u0441 \u043e\u0442\u043a\u0440\u044b\u0442\u044b\u043c \u0438\u0441\u0445\u043e\u0434\u043d\u044b\u043c \u043a\u043e\u0434\u043e\u043c, <strong>\u043f\u0440\u0435\u0434\u043d\u0430\u0437\u043d\u0430\u0447\u0435\u043d\u0430 \u0434\u043b\u044f \u0438\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u044f \u0434\u0430\u043d\u043d\u044b\u0445 web-\u0441\u0430\u0439\u0442\u0430<\/strong>, \u0430 \u0442\u0430\u043a\u0436\u0435 \u0434\u043b\u044f \u0430\u0432\u0442\u043e\u0442\u0435\u0441\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f, \u0438\u043d\u0442\u0435\u043b\u043b\u0435\u043a\u0442\u0443\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u0434\u0430\u043d\u043d\u044b\u0445, \u0438\u043d\u0442\u0435\u0440\u043d\u0435\u0442-\u0441\u043a\u0430\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u041f\u043b\u044e\u0441\u044b <\/strong><strong>Scrapy<\/strong>:<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>\u043d\u0430\u043f\u0438\u0441\u0430\u043d\u0438\u0435 \u0440\u0430\u0431\u043e\u0447\u0438\u0445 \u0441\u043a\u0440\u0438\u043f\u0442\u043e\u0432 \u043d\u0435 \u0441\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0435\u0442 \u0442\u0440\u0443\u0434\u0430;<\/li><li>\u043f\u0440\u0435\u0434\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043e\u0431\u043e\u043b\u043e\u0447\u043a\u0430 \u0434\u043b\u044f \u0441\u043a\u0430\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u0441\u0430\u0439\u0442\u043e\u0432 (\u043e\u043d\u0430 \u0436\u0435 \u0434\u0430\u0435\u0442 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u044c \u0442\u0435\u0441\u0442\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043f\u043e\u0432\u0435\u0434\u0435\u043d\u0438\u0435 \u0441\u0430\u0439\u0442\u0430);<\/li><li>\u043f\u043e\u0434\u0434\u0435\u0440\u0436\u043a\u0430 \u044d\u043a\u0441\u043f\u043e\u0440\u0442\u0430 \u043e\u0447\u0438\u0449\u0435\u043d\u043d\u044b\u0445 \u0434\u0430\u043d\u043d\u044b\u0445 \u043f\u043e\u0441\u0440\u0435\u0434\u0441\u0442\u0432\u043e\u043c \u043a\u043e\u043c\u0430\u043d\u0434\u043d\u043e\u0439 \u0441\u0442\u0440\u043e\u043a\u0438.<\/li><\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Asyncio<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u041d\u0443\u0436\u043d\u0430 <strong>\u0434\u043b\u044f \u043e\u0431\u043b\u0435\u0433\u0447\u0435\u043d\u0438\u044f \u0440\u0430\u0431\u043e\u0442\u044b \u0441 \u0430\u0441\u0438\u043d\u0445\u0440\u043e\u043d\u043d\u044b\u043c \u043a\u043e\u0434\u043e\u043c<\/strong>. \u041e\u0431\u044b\u0447\u043d\u043e \u0435\u0435 \u0437\u0430\u0434\u0435\u0439\u0441\u0442\u0432\u0443\u044e\u0442 \u0434\u043b\u044f \u043d\u0430\u043f\u0438\u0441\u0430\u043d\u0438\u044f \u043f\u0430\u0440\u0430\u043b\u043b\u0435\u043b\u044c\u043d\u043e\u0433\u043e \u043a\u043e\u0434\u0430 \u0441 \u043f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u0438\u0435\u043c <strong>async\/await<\/strong>-\u0441\u0438\u043d\u0442\u0430\u043a\u0441\u0438\u0441\u0430.\u00a0\u041f\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0441 \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u0438\u043c\u0438 \u043d\u0438\u0437\u043a\u043e- \u0438 \u0432\u044b\u0441\u043e\u043a\u043e\u0443\u0440\u043e\u0432\u043d\u0435\u0432\u044b\u043c\u0438 API.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u041f\u0440\u0435\u0438\u043c\u0443\u0449\u0435\u0441\u0442\u0432\u0430<\/strong>:<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>\u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0438\u0432\u0430\u0435\u0442 \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u043f\u043e\u0434\u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430\u043c\u0438 \u0438 \u0440\u0430\u0441\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u0435 \u0437\u0430\u0434\u0430\u0447 \u0447\u0435\u0440\u0435\u0437 \u043e\u0447\u0435\u0440\u0435\u0434\u0438;<\/li><li>\u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0435\u0442 \u0441\u0435\u0442\u0435\u0432\u043e\u0439 \u0432\u0432\u043e\u0434-\u0432\u044b\u0432\u043e\u0434, \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0435\u0442 \u0441\u0438\u043d\u0445\u0440\u043e\u043d\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043f\u0430\u0440\u0430\u043b\u043b\u0435\u043b\u044c\u043d\u044b\u0439 \u043a\u043e\u0434;<\/li><li>\u0434\u0430\u0435\u0442 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u044c \u0441\u043e\u0435\u0434\u0438\u043d\u044f\u0442\u044c libraries \u043d\u0430 \u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0438 \u043a\u043e\u0434\u0430 \u0438 \u043e\u0431\u0440\u0430\u0442\u043d\u044b\u0445 \u0432\u044b\u0437\u043e\u0432\u043e\u0432 \u043f\u043e\u0441\u0440\u0435\u0434\u0441\u0442\u0432\u043e\u043c <em>async\/await<\/em>-\u0441\u0438\u043d\u0442\u0430\u043a\u0441\u0438\u0441\u0430 \u0438 \u0441 \u043f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u0438\u0435\u043c \u043d\u0438\u0437\u043a\u043e\u0443\u0440\u043e\u0432\u043d\u0435\u0432\u044b\u0445 API;<\/li><li>\u043d\u0430\u0431\u043e\u0440 \u0432\u044b\u0441\u043e\u043a\u043e\u0443\u0440\u043e\u0432\u043d\u0435\u0432\u044b\u0445 API \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0438\u0432\u0430\u0435\u0442 \u043e\u0434\u043d\u043e\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u0443\u044e \u0440\u0430\u0431\u043e\u0442\u0443 \u0441\u043e\u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043c Python \u0438 \u043f\u043e\u043b\u043d\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044c \u043d\u0430\u0434 \u0438\u0445 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0435\u043c.<\/li><\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Tkinter<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u0411\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430 \u043f\u043e\u0434 \u043d\u0430\u0437\u0432\u0430\u043d\u0438\u0435\u043c Tkinter \u0441\u043b\u0443\u0436\u0438\u0442 <strong>\u0434\u043b\u044f \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u0439 \u0441 \u0433\u0440\u0430\u0444\u0438\u0447\u0435\u0441\u043a\u0438\u043c \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441\u043e\u043c (<\/strong><strong>GUI<\/strong><strong>)<\/strong>.&nbsp;\u041f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044e \u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u044e\u0442\u0441\u044f \u0431\u043e\u043b\u0435\u0435 \u043f\u044f\u0442\u043d\u0430\u0434\u0446\u0430\u0442\u0438 \u0442\u0438\u043f\u043e\u0432 \u0432\u0438\u0434\u0436\u0435\u0442\u043e\u0432, \u0432 \u0442\u043e\u043c \u0447\u0438\u0441\u043b\u0435 \u043c\u0435\u0442\u043a\u0438, \u043a\u043d\u043e\u043f\u043a\u0438, \u0442\u0435\u043a\u0441\u0442\u043e\u0432\u044b\u0435 \u043f\u043e\u043b\u044f.&nbsp;\u0412\u0438\u0434\u0436\u0435\u0442\u044b \u043f\u043e\u0434\u0434\u0435\u0440\u0436\u0438\u0432\u0430\u044e\u0442 \u043c\u0435\u0442\u043e\u0434\u044b \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u0433\u0435\u043e\u043c\u0435\u0442\u0440\u0438\u0435\u0439. Tkinter lib \u0445\u043e\u0440\u043e\u0448\u043e \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0435\u0442 \u0441\u0432\u043e\u0438 \u0444\u0443\u043d\u043a\u0446\u0438\u0438, \u043f\u043e\u0434\u0434\u0435\u0440\u0436\u0438\u0432\u0430\u0435\u0442 \u043e\u0431\u044a\u0435\u043a\u0442\u043d\u043e-\u043e\u0440\u0438\u0435\u043d\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441 \u0438 \u0443\u043f\u0440\u043e\u0449\u0430\u0435\u0442 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0443 \u041f\u041e \u0441 \u0433\u0440\u0430\u0444\u0438\u0447\u0435\u0441\u043a\u0438\u043c \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441\u043e\u043c.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Six<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u041c\u043e\u0449\u043d\u044b\u0439 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442, \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u044e\u0449\u0438\u0439 <strong>\u0443\u043f\u0440\u043e\u0449\u0430\u0442\u044c \u0440\u0430\u0437\u043b\u0438\u0447\u0438\u044f \u043c\u0435\u0436\u0434\u0443 \u0440\u0430\u0437\u043d\u044b\u043c\u0438 \u0432\u0435\u0440\u0441\u0438\u044f\u043c\u0438 Python 2 \u0438 Python 3<\/strong>. \u0415\u0435 \u043c\u043e\u0436\u043d\u043e \u043d\u0430\u0437\u0432\u0430\u0442\u044c \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u043e\u0439 \u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u043e\u0441\u0442\u0438 Python 2 \u0438 Python 3. Six lib \u043f\u043e\u0434\u0434\u0435\u0440\u0436\u0438\u0432\u0430\u0435\u0442 \u0434\u0430\u043d\u043d\u044b\u0435 \u043a\u043e\u0434\u043e\u0432\u043e\u0439 \u0431\u0430\u0437\u044b \u0438 Python 2, \u0438 Python 3, \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u044f \u0440\u0430\u0431\u043e\u0442\u0430\u0442\u044c \u0441 \u0440\u0430\u0437\u043d\u044b\u043c\u0438 \u0432\u0435\u0440\u0441\u0438\u044f\u043c\u0438, \u043f\u0440\u0438\u0447\u0435\u043c \u0431\u0435\u0437 \u043d\u0430\u0434\u043e\u0431\u043d\u043e\u0441\u0442\u0438 \u043c\u043e\u0434\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u0439.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u041f\u043b\u044e\u0441\u044b<\/strong>:<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>\u043f\u0440\u043e\u0441\u0442\u044b\u0435 \u0441\u043b\u0443\u0436\u0435\u0431\u043d\u044b\u0435 \u0444\u0443\u043d\u043a\u0446\u0438\u0438, \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0438\u0432\u0430\u044e\u0449\u0438\u0435 \u043a\u043e\u0434\u043e\u0432\u0443\u044e \u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u043e\u0441\u0442\u044c \u0441 Python 2 \u0438 \u0441 Python 3;<\/li><li>\u043f\u043e\u0434\u0434\u0435\u0440\u0436\u043a\u0430 \u043b\u044e\u0431\u043e\u0439 \u0432\u0435\u0440\u0441\u0438\u0438, \u043d\u0430\u0447\u0438\u043d\u0430\u044f \u0441 Python2.6;<\/li><li>\u043f\u0440\u043e\u0441\u0442\u043e\u0442\u0430 \u0432 \u043f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u0438\u0438 \u2014 \u0432\u0441\u0435 \u043d\u0430\u0445\u043e\u0434\u0438\u0442\u0441\u044f \u0432 \u043e\u0434\u043d\u043e\u043c Python-\u0444\u0430\u0439\u043b\u0435.<\/li><\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Aiohttp<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u0411\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 <strong>\u0430\u0441\u0438\u043d\u0445\u0440\u043e\u043d\u043d\u044b\u043c HTTP-\u043a\u043b\u0438\u0435\u043d\u0442\u043e\u043c \u043b\u0438\u0431\u043e \u0441\u0435\u0440\u0432\u0435\u0440\u043e\u043c<\/strong> \u0432 Python.&nbsp;\u0412\u0434\u043e\u0431\u0430\u0432\u043e\u043a \u043a \u044d\u0442\u043e\u043c\u0443, \u043f\u0440\u0435\u0434\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0433\u043e\u0442\u043e\u0432\u0430\u044f \u043f\u043e\u0434\u0434\u0435\u0440\u0436\u043a\u0430 Client WebSockets\/Server WebSockets.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u041f\u0440\u0435\u0438\u043c\u0443\u0449\u0435\u0441\u0442\u0432\u0430:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>\u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u0442\u0441\u044f web-\u0441\u0435\u0440\u0432\u0435\u0440 \u0441 \u043f\u0440\u043e\u043c\u0435\u0436\u0443\u0442\u043e\u0447\u043d\u044b\u043c \u041f\u041e, \u0441\u0438\u0433\u043d\u0430\u043b\u0430\u043c\u0438 \u0438 \u043f\u043e\u0434\u043a\u043b\u044e\u0447\u0430\u0435\u043c\u043e\u0439 \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0438\u0437\u0430\u0446\u0438\u0435\u0439;<\/li><li>\u0432\u0441\u0442\u0440\u043e\u0435\u043d\u0430 \u043f\u043e\u0434\u0434\u0435\u0440\u0436\u043a\u0430 \u0438 \u043a\u043b\u0438\u0435\u043d\u0442\u0441\u043a\u0438\u0445, \u0438 \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u044b\u0445 web-\u0441\u043e\u043a\u0435\u0442\u043e\u0432.<\/li><\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Pygame<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u0411\u0435\u0441\u043f\u043b\u0430\u0442\u043d\u0430\u044f \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430, \u043f\u0440\u0435\u0434\u043d\u0430\u0437\u043d\u0430\u0447\u0435\u043d\u043d\u0430\u044f <strong>\u0434\u043b\u044f \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u043c\u0443\u043b\u044c\u0442\u0438\u043c\u0435\u0434\u0438\u0439\u043d\u044b\u0445 Python-\u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u0439<\/strong>, \u043f\u0440\u0438\u0447\u0435\u043c \u043e\u0441\u043e\u0431\u0435\u043d\u043d\u043e \u0434\u043b\u044f \u0442\u0435\u0445, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043e\u0442\u043d\u043e\u0441\u044f\u0442\u0441\u044f \u043a 2D-\u043f\u0440\u043e\u0435\u043a\u0442\u0430\u043c \u0438\u0433\u0440\u043e\u0432\u043e\u0439 \u043d\u0430\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u043d\u043e\u0441\u0442\u0438.\u00a0Pygame \u043f\u0440\u0438\u0433\u043e\u0434\u0438\u0442\u0441\u044f \u0438 \u043d\u0430\u0447\u0438\u043d\u0430\u044e\u0449\u0438\u043c\u0438, \u0438 \u043e\u043f\u044b\u0442\u043d\u044b\u043c \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0447\u0438\u043a\u0430\u043c\u0438 \u0438\u0433\u0440 \u043d\u0430 \u044f\u0437\u044b\u043a\u0435 \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043c\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f Python.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0417\u0430\u0434\u0435\u0439\u0441\u0442\u0432\u043e\u0432\u0430\u0432 \u0440\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u0438\u0435\u00a0<em>pgs4a<\/em>, \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u0435 \u043c\u043e\u0436\u043d\u043e \u043f\u043e\u0440\u0442\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043d\u0430 \u0441\u043c\u0430\u0440\u0442\u0444\u043e\u043d\u044b \u0438 \u043f\u043b\u0430\u043d\u0448\u0435\u0442\u044b, \u0440\u0430\u0431\u043e\u0442\u0430\u044e\u0449\u0438\u0435 \u043d\u0430 Android-\u043f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u0435.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u041d\u044e\u0430\u043d\u0441\u044b<\/strong>:<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>\u043d\u0435 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 OpenGL;<\/li><li>\u0443\u043f\u0440\u043e\u0449\u0430\u0435\u0442 \u043f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u0438\u0435 \u043c\u043d\u043e\u0433\u043e\u044f\u0434\u0435\u0440\u043d\u044b\u0445 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0440\u043e\u0432;<\/li><li>\u0447\u0442\u043e\u0431\u044b \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u0432\u0441\u0435 \u0434\u043e\u0441\u0442\u0443\u043f\u043d\u044b\u0435 \u0444\u0443\u043d\u043a\u0446\u0438\u0438, \u0433\u0440\u0430\u0444\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441 \u043d\u0435 \u043d\u0443\u0436\u0435\u043d;<\/li><li>\u043f\u043e\u0434\u0434\u0435\u0440\u0436\u0438\u0432\u0430\u0435\u0442 \u0448\u0438\u0440\u043e\u043a\u0438\u0439 \u0441\u043f\u0435\u043a\u0442\u0440 \u043f\u043b\u0430\u0442\u0444\u043e\u0440\u043c \u0438 \u041e\u0421;<\/li><li>\u043f\u0440\u043e\u0441\u0442\u043e\u0442\u0430 \u0438 \u0443\u0434\u043e\u0431\u0441\u0442\u0432\u043e \u0432 \u043f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u0438\u0438;<\/li><li>\u043f\u0440\u0438 \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438 \u043e\u0441\u043d\u043e\u0432\u043d\u044b\u0445 \u0444\u0443\u043d\u043a\u0446\u0438\u0439 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f \u0430\u0441\u0441\u0435\u043c\u0431\u043b\u0435\u0440\u043d\u044b\u0439 \u043a\u043e\u0434 \u0438 \u043e\u043f\u0442\u0438\u043c\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 C-\u043a\u043e\u0434.<strong><\/strong><\/li><\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Kivy<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Kivy \u043f\u0440\u0438\u0433\u043e\u0434\u0438\u0442\u0441\u044f \u043f\u0440\u0438 <strong>\u0441\u043e\u0437\u0434\u0430\u043d\u0438\u0438 \u043c\u043e\u0431\u0438\u043b\u044c\u043d\u044b\u0445 \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u0439<\/strong>, \u0430 \u0442\u0430\u043a\u0436\u0435 \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u0439 \u0434\u043b\u044f \u0443\u0441\u0442\u0440\u043e\u0439\u0441\u0442\u0432 multi-touch \u0441 Natural User Interface. \u041a\u043e\u0434 \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0438 \u043e\u0442\u043a\u0440\u044b\u0442, \u0440\u0430\u0441\u043f\u0440\u043e\u0441\u0442\u0440\u0430\u043d\u0435\u043d\u0438\u0435 \u043e\u0441\u0443\u0449\u0435\u0441\u0442\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043f\u043e MIT-\u043b\u0438\u0446\u0435\u043d\u0437\u0438\u0438. \u041f\u043e\u0434\u0434\u0435\u0440\u0436\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u0440\u0430\u0431\u043e\u0442\u0430 \u0441\u043e \u043c\u043d\u043e\u0433\u0438\u043c\u0438 \u041e\u0421: iOS, Android, Linux, macOS, Windows. \u0422\u0430\u043a\u0436\u0435 \u043f\u043e\u0434\u0434\u0435\u0440\u0436\u0438\u0432\u0430\u0435\u0442\u0441\u044f Raspberry Pi. \u041f\u0440\u043e\u043c\u0435\u0436\u0443\u0442\u043e\u0447\u043d\u044b\u043c \u044f\u0437\u044b\u043a\u043e\u043c <strong>Kivy<\/strong> \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f <strong>Kv <\/strong>\u2014 \u043e\u043d \u043d\u0443\u0436\u0435\u043d, \u0447\u0442\u043e\u0431\u044b \u043e\u043f\u0438\u0441\u044b\u0432\u0430\u0442\u044c \u0432\u0437\u0430\u0438\u043c\u043e\u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0435 \u0441 \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u0435\u043c \u0438 \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441\u043e\u043c.\u00a0<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u041d\u044e\u0430\u043d\u0441\u044b<\/strong>:<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>\u043a\u0440\u043e\u0441\u0441\u043f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u0435\u043d\u043d\u043e\u0441\u0442\u044c;<\/li><li>\u0431\u043e\u043b\u0435\u0435 \u0434\u0432\u0430\u0434\u0446\u0430\u0442\u0438 \u0440\u0430\u0441\u0448\u0438\u0440\u044f\u0435\u043c\u044b\u0445 \u0432\u0438\u0434\u0436\u0435\u0442\u043e\u0432;<\/li><li>\u043f\u043e\u0434\u0434\u0435\u0440\u0436\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u0433\u0440\u0430\u0444\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0434\u0432\u0438\u0436\u043e\u043a, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u043f\u043e\u0441\u0442\u0440\u043e\u0435\u043d \u043d\u0430 OpenGL ES 2.<\/li><\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Bokeh<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u0418\u043d\u0442\u0435\u0440\u0430\u043a\u0442\u0438\u0432\u043d\u0430\u044f \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430 Python, \u043f\u0440\u0435\u0434\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u044e\u0449\u0430\u044f \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u044c \u044d\u0444\u0444\u0435\u043a\u0442\u0438\u0432\u043d\u043e <strong>\u0432\u0438\u0437\u0443\u0430\u043b\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0434\u0430\u043d\u043d\u044b\u0435<\/strong> \u0432 \u0441\u043e\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u0445 web-\u0431\u0440\u0430\u0443\u0437\u0435\u0440\u0430\u0445.&nbsp;\u0423\u043f\u0440\u043e\u0449\u0430\u0435\u0442 \u0441\u043e\u0437\u0434\u0430\u043d\u0438\u0435 \u0438\u043d\u0444\u043e\u043f\u0430\u043d\u0435\u043b\u0435\u0439, \u0438\u043d\u0442\u0435\u0440\u0430\u043a\u0442\u0438\u0432\u043d\u044b\u0445 \u0433\u0440\u0430\u0444\u0438\u043a\u043e\u0432, \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u0439 \u043e \u0434\u0430\u043d\u043d\u044b\u0445.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u041f\u043b\u044e\u0441\u044b <\/strong><strong>Bokeh:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>\u043f\u0440\u0435\u0434\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0435\u0442 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u044c \u0441\u043e\u0437\u0434\u0430\u0432\u0430\u0442\u044c \u0441\u043b\u043e\u0436\u043d\u044b\u0435 \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0433\u0440\u0430\u0444\u0438\u043a\u0438, \u043f\u0440\u0438\u0447\u0435\u043c \u0434\u0435\u043b\u0430\u0435\u0442 \u044d\u0442\u043e \u043f\u043e\u0441\u0440\u0435\u0434\u0441\u0442\u0432\u043e\u043c \u043e\u0442\u043d\u043e\u0441\u0438\u0442\u0435\u043b\u044c\u043d\u043e \u043f\u0440\u043e\u0441\u0442\u044b\u0445 \u043a\u043e\u043c\u0430\u043d\u0434;<\/li><li>\u0441\u043e\u0437\u0434\u0430\u0435\u0442 \u0438\u043d\u0442\u0435\u0440\u0430\u043a\u0442\u0438\u0432\u043d\u044b\u0435 \u0438 \u044d\u043b\u0435\u0433\u0430\u043d\u0442\u043d\u044b\u0435 \u0432\u0438\u0437\u0443\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438 \u0434\u0430\u043d\u043d\u044b\u0445, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043c\u043e\u0436\u043d\u043e \u0431\u0435\u0437 \u043f\u0440\u043e\u0431\u043b\u0435\u043c \u0432\u0441\u0442\u0440\u0430\u0438\u0432\u0430\u0442\u044c \u0432\u043e \u0444\u0440\u0435\u0439\u043c\u0432\u043e\u0440\u043a\u0438\u00a0Django \u0438 Flask;<\/li><li>\u043f\u043e\u0434\u0434\u0435\u0440\u0436\u0438\u0432\u0430\u0435\u0442 \u0440\u0430\u0437\u043d\u044b\u0435 \u0444\u043e\u0440\u043c\u0430\u0442\u044b \u0432\u044b\u0432\u043e\u0434\u0430 \u0438 \u043c\u043d\u043e\u0433\u043e\u044f\u0437\u044b\u0447\u043d\u044b\u0435 \u043f\u0440\u0438\u0432\u044f\u0437\u043a\u0438 (Julia, \u00ab\u041f\u0430\u0439\u0442\u043e\u043d\u00bb, Lua, R).<\/li><\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u0412\u044b\u0432\u043e\u0434<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u0417\u043d\u0430\u043d\u0438\u0435 \u0432\u044b\u0448\u0435\u043e\u043f\u0438\u0441\u0430\u043d\u043d\u044b\u0445 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u2014 \u043f\u0440\u0435\u043a\u0440\u0430\u0441\u043d\u044b\u0439 \u0448\u0430\u0433 \u043a \u0442\u043e\u043c\u0443, \u0447\u0442\u043e\u0431\u044b \u043f\u043e\u0432\u044b\u0441\u0438\u0442\u044c \u0441\u0432\u043e\u0439 \u0443\u0440\u043e\u0432\u0435\u043d\u044c \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u043d\u0430 \u00ab\u041f\u0438\u0442\u043e\u043d\u0435\u00bb. \u0422\u0430\u043a\u0436\u0435 \u0432\u0430\u0436\u043d\u043e \u043e\u0442\u043c\u0435\u0442\u0438\u0442\u044c, \u0447\u0442\u043e \u044d\u0442\u0438 \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0438 \u043f\u043e\u0441\u0442\u043e\u044f\u043d\u043d\u043e \u0443\u043b\u0443\u0447\u0448\u0430\u044e\u0442\u0441\u044f \u0438 \u043e\u0431\u043d\u043e\u0432\u043b\u044f\u044e\u0442\u0441\u044f. \u0415\u0441\u043b\u0438 \u0442\u0435\u043c\u0430 \u0432\u0430\u043c \u0438\u043d\u0442\u0435\u0440\u0435\u0441\u043d\u0430, \u0438\u0441\u0447\u0435\u0440\u043f\u044b\u0432\u0430\u044e\u0449\u0443\u044e \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u044e \u043c\u043e\u0436\u043d\u043e \u043f\u043e\u043b\u0443\u0447\u0438\u0442\u044c \u0432 <a href=\"https:\/\/docs.python.org\/3\/library\/index.html\">\u043e\u0444\u0438\u0446\u0438\u0430\u043b\u044c\u043d\u043e\u0439 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438<\/a>.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><a href=\"https:\/\/otus.ru\/lessons\/python-professional\/?utm_source=blog&amp;utm_medium=affilate&amp;utm_campaign=python\"><img loading=\"lazy\" decoding=\"async\" width=\"970\" height=\"90\" src=\"https:\/\/otus.ru\/journal\/wp-content\/uploads\/2021\/01\/Python_970x90-20219-8b1a8e-5.png\" alt=\"10 \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a \u0434\u043b\u044f Python\" class=\"wp-image-581\" srcset=\"https:\/\/otus.ru\/journal\/wp-content\/uploads\/2021\/01\/Python_970x90-20219-8b1a8e-5.png 970w, https:\/\/otus.ru\/journal\/wp-content\/uploads\/2021\/01\/Python_970x90-20219-8b1a8e-5-300x28.png 300w, https:\/\/otus.ru\/journal\/wp-content\/uploads\/2021\/01\/Python_970x90-20219-8b1a8e-5-150x14.png 150w, https:\/\/otus.ru\/journal\/wp-content\/uploads\/2021\/01\/Python_970x90-20219-8b1a8e-5-768x71.png 768w\" sizes=\"auto, (max-width: 970px) 100vw, 970px\" \/><script type=\"application\/ld+json\">{\"@context\":\"https:\/\/schema.org\",\"@type\":\"ImageObject\",\"url\":\"https:\/\/otus.ru\/journal\/wp-content\/uploads\/2021\/01\/Python_970x90-20219-8b1a8e-5.png\",\"width\":\"970\",\"height\":\"90\"}<\/script><\/a><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><em>\u0418\u0441\u0442\u043e\u0447\u043d\u0438\u043a: https:\/\/zen.yandex.ru\/media\/itgap\/top10-osnovnyh-bibliotek-na-python-5db2a6823f548700ac5b1908.<\/em><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u041e\u0434\u043d\u0430 \u0438\u0437 \u043f\u0440\u0438\u0447\u0438\u043d \u043f\u043e\u043f\u0443\u043b\u044f\u0440\u043d\u043e\u0441\u0442\u0438 Python \u2014 \u043d\u0430\u043b\u0438\u0447\u0438\u0435 \u0431\u043e\u043b\u044c\u0448\u043e\u0433\u043e \u0447\u0438\u0441\u043b\u0430 \u0444\u0440\u0435\u0439\u043c\u0432\u043e\u0440\u043a\u043e\u0432 \u0438 \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a (libraries, lib). \u0418 \u044d\u0442\u043e \u0445\u043e\u0440\u043e\u0448\u043e, \u0432\u0435\u0434\u044c \u0447\u0435\u043c \u0431\u043e\u043b\u044c\u0448\u0435 \u0434\u043e\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0445 \u043f\u0430\u043a\u0435\u0442\u043e\u0432, \u0442\u0435\u043c \u0431\u043e\u043b\u044c\u0448\u0435 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u043e\u0432 \u043f\u043e \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u044e \u044f\u0437\u044b\u043a\u0430 \u043e\u0442\u043a\u0440\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u043f\u0435\u0440\u0435\u0434 \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043c\u0438\u0441\u0442\u043e\u043c. \u0412 \u044d\u0442\u043e\u0439 \u0441\u0442\u0430\u0442\u044c\u0435 \u043c\u044b \u0440\u0430\u0441\u0441\u043c\u043e\u0442\u0440\u0438\u043c \u0434\u0435\u0441\u044f\u0442\u044c Python libraries, \u043f\u043e\u0441\u0440\u0435\u0434\u0441\u0442\u0432\u043e\u043c \u043a\u043e\u0442\u043e\u0440\u044b\u0445 \u0440\u0430\u0431\u043e\u0442\u0430 \u0441 Python \u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u0441\u044f \u043f\u0440\u043e\u0449\u0435 \u0438 \u044d\u0444\u0444\u0435\u043a\u0442\u0438\u0432\u043d\u0435\u0435. Requests Requests&nbsp;\u043f\u0440\u0435\u0434\u043d\u0430\u0437\u043d\u0430\u0447\u0435\u043d\u0430 \u0434\u043b\u044f \u0442\u043e\u0433\u043e, \u0447\u0442\u043e\u0431\u044b \u0441\u0434\u0435\u043b\u0430\u0442\u044c HTTP-\u0437\u0430\u043f\u0440\u043e\u0441\u044b [&hellip;]<\/p>\n","protected":false},"author":11,"featured_media":582,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[4],"tags":[27],"class_list":["post-580","post","type-post","status-publish","format-standard","has-post-thumbnail","","category-polza","tag-python"],"aioseo_notices":[],"aioseo_head":"\n\t\t<!-- All in One SEO 4.9.9 - aioseo.com -->\n\t<meta name=\"description\" content=\"\u041e\u0434\u043d\u0430 \u0438\u0437 \u043f\u0440\u0438\u0447\u0438\u043d \u043f\u043e\u043f\u0443\u043b\u044f\u0440\u043d\u043e\u0441\u0442\u0438 Python \u2014 \u043d\u0430\u043b\u0438\u0447\u0438\u0435 \u0431\u043e\u043b\u044c\u0448\u043e\u0433\u043e \u0447\u0438\u0441\u043b\u0430 \u0444\u0440\u0435\u0439\u043c\u0432\u043e\u0440\u043a\u043e\u0432 \u0438 \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a (libraries, lib). \u0418 \u044d\u0442\u043e \u0445\u043e\u0440\u043e\u0448\u043e, \u0432\u0435\u0434\u044c \u0447\u0435\u043c \u0431\u043e\u043b\u044c\u0448\u0435 \u0434\u043e\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0445 \u043f\u0430\u043a\u0435\u0442\u043e\u0432, \u0442\u0435\u043c \u0431\u043e\u043b\u044c\u0448\u0435 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u043e\u0432 \u043f\u043e \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u044e \u044f\u0437\u044b\u043a\u0430 \u043e\u0442\u043a\u0440\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u043f\u0435\u0440\u0435\u0434 \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043c\u0438\u0441\u0442\u043e\u043c. \u0412 \u044d\u0442\u043e\u0439 \u0441\u0442\u0430\u0442\u044c\u0435 \u043c\u044b \u0440\u0430\u0441\u0441\u043c\u043e\u0442\u0440\u0438\u043c \u0434\u0435\u0441\u044f\u0442\u044c Python libraries, \u043f\u043e\u0441\u0440\u0435\u0434\u0441\u0442\u0432\u043e\u043c \u043a\u043e\u0442\u043e\u0440\u044b\u0445 \u0440\u0430\u0431\u043e\u0442\u0430 \u0441 Python \u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u0441\u044f \u043f\u0440\u043e\u0449\u0435 \u0438 \u044d\u0444\u0444\u0435\u043a\u0442\u0438\u0432\u043d\u0435\u0435. 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