{"id":3552,"date":"2022-05-05T20:14:01","date_gmt":"2022-05-05T20:14:01","guid":{"rendered":"https:\/\/otus.ru\/journal\/?p=3552"},"modified":"2022-05-05T20:14:02","modified_gmt":"2022-05-05T20:14:02","slug":"bd-i-python-chto-nuzhno-znat-chast-2","status":"publish","type":"post","link":"https:\/\/otus.ru\/journal\/bd-i-python-chto-nuzhno-znat-chast-2\/","title":{"rendered":"\u0411\u0414 \u0438 Python: \u0447\u0442\u043e \u043d\u0443\u0436\u043d\u043e \u0437\u043d\u0430\u0442\u044c. \u0427\u0430\u0441\u0442\u044c 2"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">\u0421\u043b\u0435\u0434\u0443\u044e\u0449\u0430\u044f \u0447\u0430\u0441\u0442\u044c \u0441\u0442\u0430\u0442\u044c\u0438 \u043f\u043e\u0441\u0432\u044f\u0449\u0435\u043d\u0430 \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u0438\u043c \u0431\u0430\u0437\u0430\u043c \u0434\u0430\u043d\u043d\u044b\u0445 \u0438 \u0438\u0445 \u0440\u0430\u0431\u043e\u0442\u0435 \u0432 \u041f\u0438\u0442\u043e\u043d\u0435. \u041d\u0430\u0447\u0430\u043b\u043e <a href=\"https:\/\/otus.ru\/journal\/bd-i-python-chto-nuzhno-znat\/\">\u0437\u0434\u0435\u0441\u044c<\/a>. <\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u041a\u0430\u043a \u043f\u043e\u0434\u0440\u0443\u0436\u0438\u0442\u044c Python \u0441 \u0411\u0414 \u2013 \u043a\u043b\u044e\u0447\u0435\u0432\u044b\u0435 \u043c\u043e\u043c\u0435\u043d\u0442\u044b<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u0414\u043b\u044f \u043d\u0430\u0447\u0430\u043b\u0430 \u0441\u0442\u043e\u0438\u0442 \u0440\u0430\u0441\u0441\u043c\u043e\u0442\u0440\u0435\u0442\u044c \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443 (\u0441\u0445\u0435\u043c\u0443) \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u043c\u043e\u0433\u043e \u0432 \u0434\u0430\u043b\u044c\u043d\u0435\u0439\u0448\u0438\u0445 \u043f\u0440\u0438\u043c\u0435\u0440\u0430\u0445 \u00ab\u0445\u0440\u0430\u043d\u0438\u043b\u0438\u0449\u0430 \u044d\u043b\u0435\u043a\u0442\u0440\u043e\u043d\u043d\u044b\u0445 \u043c\u0430\u0442\u0435\u0440\u0438\u0430\u043b\u043e\u0432\u00bb.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u041f\u0443\u0441\u0442\u044c \u0411\u041b \u0441\u043e\u0441\u0442\u043e\u0438\u0442 \u0438\u0437 \u0447\u0435\u0442\u044b\u0440\u0435\u0445 \u0442\u0430\u0431\u043b\u0438\u0447\u0435\u043a:<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>users;<\/li><li>posts;<\/li><li>comments;<\/li><li>likes.<\/li><\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u0422\u043e\u0447\u043d\u0430\u044f \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430 \u0434\u043b\u044f Python \u043f\u043e\u043a\u0430\u0437\u0430\u043d\u0430 \u043d\u0430 \u043a\u0430\u0440\u0442\u0438\u043d\u043a\u0435 \u043d\u0438\u0436\u0435. \u041e\u043d\u0430 \u043f\u0440\u0438\u0433\u043e\u0434\u0438\u0442\u0441\u044f \u043f\u0440\u0438 \u043d\u0435\u043f\u043e\u0441\u0440\u0435\u0434\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0439 \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0435 \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u0438.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"641\" height=\"468\" src=\"https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/1-9.jpg\" alt=\"\u0411\u0414 \u0438 Python: \u0447\u0442\u043e \u043d\u0443\u0436\u043d\u043e \u0437\u043d\u0430\u0442\u044c. \u0427\u0430\u0441\u0442\u044c 2\" class=\"wp-image-3556\" srcset=\"https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/1-9.jpg 641w, https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/1-9-300x219.jpg 300w, https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/1-9-150x110.jpg 150w\" sizes=\"auto, (max-width: 641px) 100vw, 641px\" \/><script type=\"application\/ld+json\">{\"@context\":\"https:\/\/schema.org\",\"@type\":\"ImageObject\",\"url\":\"https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/1-9.jpg\",\"width\":\"641\",\"height\":\"468\"}<\/script><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u0417\u0434\u0435\u0441\u044c \u0441\u0442\u043e\u0438\u0442 \u043e\u0431\u0440\u0430\u0442\u0438\u0442\u044c \u0432\u043d\u0438\u043c\u0430\u043d\u0438\u0435 \u043d\u0430 \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0435 \u043c\u043e\u043c\u0435\u043d\u0442\u044b:<\/p>\n\n\n\n<ol class=\"wp-block-list\" type=\"1\"><li>\u041f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u0438 \u0438 \u043f\u0443\u0431\u043b\u0438\u043a\u0430\u0446\u0438\u0438 \u2013 \u0438\u043c\u0435\u044e\u0442 \u0442\u0438\u043f \u0441\u0432\u044f\u0437\u0438 \u00ab\u043e\u0434\u0438\u043d \u043a\u043e \u043c\u043d\u043e\u0433\u0438\u043c\u00bb.<\/li><li>\u041a\u0430\u0436\u0434\u044b\u0439 \u043a\u043b\u0438\u0435\u043d\u0442 \u0438\u043c\u0435\u0435\u0442 \u043f\u0440\u0430\u0432\u043e \u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0442\u044c \u043c\u043d\u043e\u0436\u0435\u0441\u0442\u0432\u043e \u043a\u043e\u043c\u043c\u0435\u043d\u0442\u0430\u0440\u0438\u0435\u0432.<\/li><li>\u0423 \u043f\u043e\u0441\u0442\u0430 \u043c\u043e\u0436\u0435\u0442 \u0431\u044b\u0442\u044c \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u043a\u043e\u043c\u043c\u0435\u043d\u0442\u043e\u0432.<\/li><li>\u041b\u0430\u0439\u043a\u0438 \u043e\u0431\u043b\u0430\u0434\u0430\u044e\u0442 \u0438\u0434\u0435\u043d\u0442\u0438\u0447\u043d\u044b\u043c\u0438 \u0445\u0430\u0440\u0430\u043a\u0442\u0435\u0440\u0438\u0441\u0442\u0438\u043a\u0430\u043c\u0438, \u0447\u0442\u043e \u0438 \u043a\u043e\u043c\u043c\u0435\u043d\u0442\u0430\u0440\u0438\u0438.<\/li><\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">\u0415\u0441\u043b\u0438 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0447\u0438\u043a \u043d\u0435 \u043f\u043e\u043d\u0438\u043c\u0430\u0435\u0442 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443 \u0438\u043c\u0435\u044e\u0449\u0438\u0445\u0441\u044f \u0434\u0430\u043d\u043d\u044b\u0445, \u043e\u043d \u043d\u0435 \u0441\u043c\u043e\u0436\u0435\u0442 \u0433\u0440\u0430\u043c\u043e\u0442\u043d\u043e \u0441\u043e\u0441\u0442\u0430\u0432\u0438\u0442\u044c \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u0435, \u043a\u043e\u0442\u043e\u0440\u043e\u0435 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0441 \u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0443\u044e\u0449\u0435\u0439 \u0411\u0414.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u041f\u043e\u0434\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0435<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u041f\u0435\u0440\u0435\u0434 \u0442\u0435\u043c, \u043a\u0430\u043a \u043d\u0430\u0447\u0430\u0442\u044c \u0440\u0430\u0431\u043e\u0442\u0443 \u0441 \u0434\u0430\u043d\u043d\u044b\u043c\u0438 \u0432 Python (\u0438\u0445 \u00ab\u0445\u0440\u0430\u043d\u0438\u043b\u0438\u0449\u0430\u043c\u0438\u00bb), \u0442\u0440\u0435\u0431\u0443\u0435\u0442\u0441\u044f \u043e\u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0438\u0442\u044c \u043f\u0440\u0435\u0434\u0432\u0430\u0440\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0435 \u043f\u043e\u0434\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0435 \u043e\u043d\u044b\u0445. SQLite \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0441 \u041f\u0438\u0442\u043e\u043d\u043e\u043c \u043f\u043e \u0443\u043c\u043e\u043b\u0447\u0430\u043d\u0438\u044e. \u0414\u043b\u044f MySQL \u043f\u043e\u0442\u0440\u0435\u0431\u0443\u0435\u0442\u0441\u044f \u0434\u043e\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c\u043d\u0430\u044f \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430 \u043f\u043e\u0434 \u043d\u0430\u0437\u0432\u0430\u043d\u0438\u0435\u043c PyMySQL. \u041e\u043d\u0430 \u043f\u0440\u0435\u0434\u0441\u0442\u0430\u0432\u043b\u044f\u0435\u0442 \u0441\u043e\u0431\u043e\u0439 \u043d\u0430\u0431\u043e\u0440 \u043a\u043e\u0434\u043e\u0432, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043f\u043e\u0434\u0445\u043e\u0434\u044f\u0442 \u0434\u043b\u044f \u0440\u0430\u0431\u043e\u0442\u044b \u0441 MySQL \u0432 \u041f\u0438\u0442\u043e\u043d\u0435 \u043e\u0442 \u0432\u0435\u0440\u0441\u0438\u0438 3.0. \u0415\u0441\u043b\u0438 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0430 \u0432\u0435\u0434\u0435\u0442\u0441\u044f \u043d\u0430 \u0431\u043e\u043b\u0435\u0435 \u0441\u0442\u0430\u0440\u044b\u0445 \u0432\u0430\u0440\u0438\u0430\u0446\u0438\u044f\u0445 \u042f\u041f, \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430 \u043d\u0435 \u043f\u0440\u0438\u0433\u043e\u0434\u0438\u0442\u0441\u044f.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0414\u0430\u043b\u044c\u043d\u0435\u0439\u0448\u0438\u0435 \u043f\u0440\u0438\u043c\u0435\u0440\u044b \u0431\u0443\u0434\u0443\u0442 \u043f\u0440\u0438\u0432\u0435\u0434\u0435\u043d\u044b \u043d\u0430 \u043e\u0441\u043d\u043e\u0432\u0435 SQLite, MySQL \u0438 PostgreSQL. \u0418\u043c\u0435\u043d\u043d\u043e \u0442\u0430\u043a\u0430\u044f \u043f\u043e\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u044c \u0440\u0430\u0441\u0441\u043c\u0430\u0442\u0440\u0438\u0432\u0430\u0435\u0442\u0441\u044f \u0434\u043b\u044f \u0432\u0441\u0435\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0439 \u0438 \u043c\u0430\u043d\u0438\u043f\u0443\u043b\u044f\u0446\u0438\u0439.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">SQLite \u2013 \u0441\u0430\u043c\u044b\u0439 \u043f\u0440\u043e\u0441\u0442\u043e\u0439 \u0432\u0430\u0440\u0438\u0430\u043d\u0442. \u041f\u043e\u0434\u043a\u043b\u044e\u0447\u0438\u0442\u044c\u0441\u044f \u043a \u043d\u0435\u0439 \u043c\u043e\u0436\u043d\u043e \u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0435\u0440\u0435\u0437 \u0441\u0440\u0435\u0434\u0441\u0442\u0432\u0430 Python \u0431\u0435\u0437 \u0434\u043e\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0439. \u041f\u043e \u0443\u043c\u043e\u043b\u0447\u0430\u043d\u0438\u044e \u042f\u041f \u0438\u043c\u0435\u0435\u0442 \u043c\u043e\u0434\u0443\u043b\u044c sqlite3 \u0434\u043b\u044f \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u044d\u043b\u0435\u043a\u0442\u0440\u043e\u043d\u043d\u044b\u0445 \u043c\u0430\u0442\u0435\u0440\u0438\u0430\u043b\u043e\u0432.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"537\" height=\"329\" src=\"https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/2-8.jpg\" alt=\"\u0411\u0414 \u0438 Python: \u0447\u0442\u043e \u043d\u0443\u0436\u043d\u043e \u0437\u043d\u0430\u0442\u044c. \u0427\u0430\u0441\u0442\u044c 2\" class=\"wp-image-3557\" srcset=\"https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/2-8.jpg 537w, https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/2-8-300x184.jpg 300w, https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/2-8-150x92.jpg 150w\" sizes=\"auto, (max-width: 537px) 100vw, 537px\" \/><script type=\"application\/ld+json\">{\"@context\":\"https:\/\/schema.org\",\"@type\":\"ImageObject\",\"url\":\"https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/2-8.jpg\",\"width\":\"537\",\"height\":\"329\"}<\/script><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u0410 \u0432\u043e\u0442 \u0441\u043a\u0440\u0438\u043f\u0442, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u043f\u043e\u043c\u043e\u0436\u0435\u0442 \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u044c \u0441\u043e\u0435\u0434\u0438\u043d\u0435\u043d\u0438\u0435 \u0441 SQLite: <\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"493\" height=\"51\" src=\"https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/3-7.jpg\" alt=\"\u0411\u0414 \u0438 Python: \u0447\u0442\u043e \u043d\u0443\u0436\u043d\u043e \u0437\u043d\u0430\u0442\u044c. \u0427\u0430\u0441\u0442\u044c 2\" class=\"wp-image-3558\" srcset=\"https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/3-7.jpg 493w, https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/3-7-300x31.jpg 300w, https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/3-7-150x16.jpg 150w\" sizes=\"auto, (max-width: 493px) 100vw, 493px\" \/><script type=\"application\/ld+json\">{\"@context\":\"https:\/\/schema.org\",\"@type\":\"ImageObject\",\"url\":\"https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/3-7.jpg\",\"width\":\"493\",\"height\":\"51\"}<\/script><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u0412 \u0441\u043b\u0443\u0447\u0430\u0435 \u0441 MySQL \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u0438 \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0434\u044f\u0442 \u0447\u0443\u0442\u044c \u0438\u043d\u0430\u0447\u0435. \u041e\u043d\u0438 \u0442\u0440\u0435\u0431\u0443\u044e\u0442:<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>\u0441\u043a\u0430\u0447\u0438\u0432\u0430\u043d\u0438\u044f \u0438 \u0438\u043d\u0438\u0446\u0438\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438 \u0434\u0440\u0430\u0439\u0432\u0435\u0440\u043e\u0432 mysql-connector-python.<\/li><li>\u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438 \u0441\u043e\u0435\u0434\u0438\u043d\u0435\u043d\u0438\u044f \u0441 \u0441\u0435\u0440\u0432\u0435\u0440\u043e\u043c;<\/li><li>\u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u0437\u0430\u043f\u0440\u043e\u0441\u0430.<\/li><\/ul>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"385\" height=\"51\" src=\"https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/4-7.jpg\" alt=\"\u0411\u0414 \u0438 Python: \u0447\u0442\u043e \u043d\u0443\u0436\u043d\u043e \u0437\u043d\u0430\u0442\u044c. \u0427\u0430\u0441\u0442\u044c 2\" class=\"wp-image-3559\" srcset=\"https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/4-7.jpg 385w, https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/4-7-300x40.jpg 300w, https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/4-7-150x20.jpg 150w\" sizes=\"auto, (max-width: 385px) 100vw, 385px\" \/><script type=\"application\/ld+json\">{\"@context\":\"https:\/\/schema.org\",\"@type\":\"ImageObject\",\"url\":\"https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/4-7.jpg\",\"width\":\"385\",\"height\":\"51\"}<\/script><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u041a\u0430\u0440\u0442\u0438\u043d\u043a\u0430 \u0432\u044b\u0448\u0435 \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u043f\u0440\u0438\u043d\u0446\u0438\u043f \u0437\u0430\u0433\u0440\u0443\u0437\u043a\u0438 \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e\u0433\u043e \u043c\u043e\u0434\u0443\u043b\u044f \u0434\u043b\u044f Python. \u0414\u0430\u043b\u0435\u0435 \u2013 \u043a\u043e\u0434, \u043e\u0442\u0432\u0435\u0447\u0430\u044e\u0449\u0438\u0439 \u0437\u0430 \u043f\u043e\u0434\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0435 \u043a \u0441\u0435\u0440\u0432\u0435\u0440\u0443 MySQL, \u0430 \u0442\u0430\u043a\u0436\u0435 \u0437\u0430 \u0432\u043e\u0437\u0432\u0440\u0430\u0442 \u043e\u0431\u044a\u0435\u043a\u0442\u0430 \u043f\u043e\u0434\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u044f:<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"526\" height=\"337\" src=\"https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/5-6.jpg\" alt=\"\u0411\u0414 \u0438 Python: \u0447\u0442\u043e \u043d\u0443\u0436\u043d\u043e \u0437\u043d\u0430\u0442\u044c. \u0427\u0430\u0441\u0442\u044c 2\" class=\"wp-image-3560\" srcset=\"https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/5-6.jpg 526w, https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/5-6-300x192.jpg 300w, https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/5-6-150x96.jpg 150w\" sizes=\"auto, (max-width: 526px) 100vw, 526px\" \/><script type=\"application\/ld+json\">{\"@context\":\"https:\/\/schema.org\",\"@type\":\"ImageObject\",\"url\":\"https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/5-6.jpg\",\"width\":\"526\",\"height\":\"337\"}<\/script><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"492\" height=\"96\" src=\"https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/6-2.jpg\" alt=\"\u0411\u0414 \u0438 Python: \u0447\u0442\u043e \u043d\u0443\u0436\u043d\u043e \u0437\u043d\u0430\u0442\u044c. \u0427\u0430\u0441\u0442\u044c 2\" class=\"wp-image-3561\" srcset=\"https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/6-2.jpg 492w, https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/6-2-300x59.jpg 300w, https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/6-2-150x29.jpg 150w\" sizes=\"auto, (max-width: 492px) 100vw, 492px\" \/><script type=\"application\/ld+json\">{\"@context\":\"https:\/\/schema.org\",\"@type\":\"ImageObject\",\"url\":\"https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/6-2.jpg\",\"width\":\"492\",\"height\":\"96\"}<\/script><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u0414\u043b\u044f PorstgreSQL \u043d\u0443\u0436\u043d\u043e \u0434\u0435\u0439\u0441\u0442\u0432\u043e\u0432\u0430\u0442\u044c \u0442\u0430\u043a \u0436\u0435, \u043a\u0430\u043a \u0438 \u0432 \u0441\u043b\u0443\u0447\u0430\u0435 \u0441 MySQL \u2013 \u0441\u043d\u0430\u0447\u0430\u043b\u0430 \u0441\u043a\u0430\u0447\u0430\u0442\u044c \u043c\u043e\u0434\u0443\u043b\u044c \u0434\u0440\u0430\u0439\u0432\u0435\u0440\u043e\u0432 \u0438 \u0438\u043d\u0438\u0446\u0438\u0430\u043b\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0435\u0433\u043e:<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"203\" height=\"49\" src=\"https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/7-2.jpg\" alt=\"\u0411\u0414 \u0438 Python: \u0447\u0442\u043e \u043d\u0443\u0436\u043d\u043e \u0437\u043d\u0430\u0442\u044c. \u0427\u0430\u0441\u0442\u044c 2\" class=\"wp-image-3562\" srcset=\"https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/7-2.jpg 203w, https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/7-2-150x36.jpg 150w\" sizes=\"auto, (max-width: 203px) 100vw, 203px\" \/><script type=\"application\/ld+json\">{\"@context\":\"https:\/\/schema.org\",\"@type\":\"ImageObject\",\"url\":\"https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/7-2.jpg\",\"width\":\"203\",\"height\":\"49\"}<\/script><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"584\" height=\"350\" src=\"https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/8-1.jpg\" alt=\"\u0411\u0414 \u0438 Python: \u0447\u0442\u043e \u043d\u0443\u0436\u043d\u043e \u0437\u043d\u0430\u0442\u044c. \u0427\u0430\u0441\u0442\u044c 2\" class=\"wp-image-3563\" srcset=\"https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/8-1.jpg 584w, https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/8-1-300x180.jpg 300w, https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/8-1-150x90.jpg 150w\" sizes=\"auto, (max-width: 584px) 100vw, 584px\" \/><script type=\"application\/ld+json\">{\"@context\":\"https:\/\/schema.org\",\"@type\":\"ImageObject\",\"url\":\"https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/8-1.jpg\",\"width\":\"584\",\"height\":\"350\"}<\/script><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"522\" height=\"103\" src=\"https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/9-1.jpg\" alt=\"\u0411\u0414 \u0438 Python: \u0447\u0442\u043e \u043d\u0443\u0436\u043d\u043e \u0437\u043d\u0430\u0442\u044c. \u0427\u0430\u0441\u0442\u044c 2\" class=\"wp-image-3564\" srcset=\"https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/9-1.jpg 522w, https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/9-1-300x59.jpg 300w, https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/9-1-150x30.jpg 150w\" sizes=\"auto, (max-width: 522px) 100vw, 522px\" \/><script type=\"application\/ld+json\">{\"@context\":\"https:\/\/schema.org\",\"@type\":\"ImageObject\",\"url\":\"https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/9-1.jpg\",\"width\":\"522\",\"height\":\"103\"}<\/script><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"461\" height=\"81\" src=\"https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/10-1.jpg\" alt=\"\u0411\u0414 \u0438 Python: \u0447\u0442\u043e \u043d\u0443\u0436\u043d\u043e \u0437\u043d\u0430\u0442\u044c. \u0427\u0430\u0441\u0442\u044c 2\" class=\"wp-image-3565\" srcset=\"https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/10-1.jpg 461w, https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/10-1-300x53.jpg 300w, https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/10-1-150x26.jpg 150w\" sizes=\"auto, (max-width: 461px) 100vw, 461px\" \/><script type=\"application\/ld+json\">{\"@context\":\"https:\/\/schema.org\",\"@type\":\"ImageObject\",\"url\":\"https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/10-1.jpg\",\"width\":\"461\",\"height\":\"81\"}<\/script><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u0412\u044b\u0448\u0435 \u043f\u0440\u0435\u0434\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u044b \u0444\u0443\u043d\u043a\u0446\u0438\u0438 \u0434\u043b\u044f \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u044f \u0445\u0440\u0430\u043d\u0438\u043b\u0438\u0449\u0430 \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u0438, \u0430 \u0442\u0430\u043a\u0436\u0435 \u043d\u0435\u043f\u043e\u0441\u0440\u0435\u0434\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0433\u043e \u043f\u043e\u0434\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u044f.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u0421\u043e\u0437\u0434\u0430\u043d\u0438\u0435 \u0442\u0430\u0431\u043b\u0438\u0446<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u0427\u0442\u043e\u0431\u044b \u0441\u043e\u0437\u0434\u0430\u0432\u0430\u0442\u044c \u0442\u0430\u0431\u043b\u0438\u0446\u044b, \u043d\u0443\u0436\u043d\u043e \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u043c\u0435\u0442\u043e\u0434 cursor.execute().<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"400\" height=\"203\" src=\"https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/11-1.jpg\" alt=\"\u0411\u0414 \u0438 Python: \u0447\u0442\u043e \u043d\u0443\u0436\u043d\u043e \u0437\u043d\u0430\u0442\u044c. \u0427\u0430\u0441\u0442\u044c 2\" class=\"wp-image-3566\" srcset=\"https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/11-1.jpg 400w, https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/11-1-300x152.jpg 300w, https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/11-1-150x76.jpg 150w\" sizes=\"auto, (max-width: 400px) 100vw, 400px\" \/><script type=\"application\/ld+json\">{\"@context\":\"https:\/\/schema.org\",\"@type\":\"ImageObject\",\"url\":\"https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/11-1.jpg\",\"width\":\"400\",\"height\":\"203\"}<\/script><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u0414\u0430\u043b\u0435\u0435 \u043d\u0443\u0436\u043d\u043e \u0441\u0444\u043e\u0440\u043c\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043f\u0435\u0440\u0435\u0434\u0430\u0432\u0430\u0435\u043c\u044b\u0439 \u0437\u0430\u043f\u0440\u043e\u0441. \u041e\u043d \u0431\u0443\u0434\u0435\u0442 \u043d\u043e\u0441\u0438\u0442\u044c \u043d\u0430\u0437\u0432\u0430\u043d\u0438\u0435 query:<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"444\" height=\"230\" src=\"https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/12-1.jpg\" alt=\"\u0411\u0414 \u0438 Python: \u0447\u0442\u043e \u043d\u0443\u0436\u043d\u043e \u0437\u043d\u0430\u0442\u044c. \u0427\u0430\u0441\u0442\u044c 2\" class=\"wp-image-3567\" srcset=\"https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/12-1.jpg 444w, https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/12-1-300x155.jpg 300w, https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/12-1-150x78.jpg 150w\" sizes=\"auto, (max-width: 444px) 100vw, 444px\" \/><script type=\"application\/ld+json\">{\"@context\":\"https:\/\/schema.org\",\"@type\":\"ImageObject\",\"url\":\"https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/12-1.jpg\",\"width\":\"444\",\"height\":\"230\"}<\/script><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u0410 \u0432\u043e\u0442 \u0437\u0430\u043f\u0440\u043e\u0441, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0437\u0430\u0441\u0442\u0430\u0432\u0438\u0442 \u0442\u0430\u0431\u043b\u0438\u0447\u043a\u0443 \u043f\u043e\u044f\u0432\u0438\u0442\u044c\u0441\u044f:<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"418\" height=\"49\" src=\"https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/13.jpg\" alt=\"\u0411\u0414 \u0438 Python: \u0447\u0442\u043e \u043d\u0443\u0436\u043d\u043e \u0437\u043d\u0430\u0442\u044c. \u0427\u0430\u0441\u0442\u044c 2\" class=\"wp-image-3568\" srcset=\"https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/13.jpg 418w, https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/13-300x35.jpg 300w, https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/13-150x18.jpg 150w\" sizes=\"auto, (max-width: 418px) 100vw, 418px\" \/><script type=\"application\/ld+json\">{\"@context\":\"https:\/\/schema.org\",\"@type\":\"ImageObject\",\"url\":\"https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/13.jpg\",\"width\":\"418\",\"height\":\"49\"}<\/script><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u0427\u0442\u043e\u0431\u044b \u0441\u043e\u0437\u0434\u0430\u0442\u044c posts, \u043f\u043e\u0442\u0440\u0435\u0431\u0443\u0435\u0442\u0441\u044f \u043a\u043e\u0434:<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"389\" height=\"214\" src=\"https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/14.jpg\" alt=\"\u0411\u0414 \u0438 Python: \u0447\u0442\u043e \u043d\u0443\u0436\u043d\u043e \u0437\u043d\u0430\u0442\u044c. \u0427\u0430\u0441\u0442\u044c 2\" class=\"wp-image-3569\" srcset=\"https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/14.jpg 389w, https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/14-300x165.jpg 300w, https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/14-150x83.jpg 150w\" sizes=\"auto, (max-width: 389px) 100vw, 389px\" \/><script type=\"application\/ld+json\">{\"@context\":\"https:\/\/schema.org\",\"@type\":\"ImageObject\",\"url\":\"https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/14.jpg\",\"width\":\"389\",\"height\":\"214\"}<\/script><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u0414\u043b\u044f \u043a\u043e\u043c\u043c\u0435\u043d\u0442\u043e\u0432 \u0438 \u043b\u0430\u0439\u043a\u043e\u0432:<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"629\" height=\"351\" src=\"https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/15.jpg\" alt=\"\u0411\u0414 \u0438 Python: \u0447\u0442\u043e \u043d\u0443\u0436\u043d\u043e \u0437\u043d\u0430\u0442\u044c. \u0427\u0430\u0441\u0442\u044c 2\" class=\"wp-image-3570\" srcset=\"https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/15.jpg 629w, https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/15-300x167.jpg 300w, https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/15-150x84.jpg 150w\" sizes=\"auto, (max-width: 629px) 100vw, 629px\" \/><script type=\"application\/ld+json\">{\"@context\":\"https:\/\/schema.org\",\"@type\":\"ImageObject\",\"url\":\"https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/15.jpg\",\"width\":\"629\",\"height\":\"351\"}<\/script><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"641\" height=\"157\" src=\"https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/16.jpg\" alt=\"\u0411\u0414 \u0438 Python: \u0447\u0442\u043e \u043d\u0443\u0436\u043d\u043e \u0437\u043d\u0430\u0442\u044c. \u0427\u0430\u0441\u0442\u044c 2\" class=\"wp-image-3571\" srcset=\"https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/16.jpg 641w, https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/16-300x73.jpg 300w, https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/16-150x37.jpg 150w\" sizes=\"auto, (max-width: 641px) 100vw, 641px\" \/><script type=\"application\/ld+json\">{\"@context\":\"https:\/\/schema.org\",\"@type\":\"ImageObject\",\"url\":\"https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/16.jpg\",\"width\":\"641\",\"height\":\"157\"}<\/script><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u042d\u0442\u043e \u2013 \u043f\u0440\u0438\u043c\u0435\u0440\u044b \u0434\u043b\u044f SQLite. \u041f\u043e <a href=\"https:\/\/proglib.io\/p\/kak-podruzhit-python-i-bazy-dannyh-sql-podrobnoe-rukovodstvo-2020-02-27\">\u0434\u0430\u043d\u043d\u043e\u0439 \u0441\u0441\u044b\u043b\u043a\u0435<\/a> \u043c\u043e\u0436\u043d\u043e \u0443\u0432\u0438\u0434\u0435\u0442\u044c \u043a\u043e\u0434\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u0438 \u0434\u043b\u044f MySQL \u0438 PostgreSQL. \u0414\u0430\u043b\u0435\u0435 \u0432 \u043e\u0441\u043d\u043e\u0432\u0435 \u0431\u0443\u0434\u0435\u0442 \u0437\u0430\u043b\u043e\u0436\u0435\u043d \u0438\u043c\u0435\u043d\u043d\u043e SQLite<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u0412\u0441\u0442\u0430\u0432\u043a\u0430 \u0437\u0430\u043f\u0438\u0441\u0435\u0439<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u0417\u0434\u0435\u0441\u044c \u043c\u043e\u0436\u043d\u043e \u0432\u043e\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c\u0441\u044f \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u043c\u0438 \u043e\u0441\u043e\u0431\u0435\u043d\u043d\u043e\u0441\u0442\u044f\u043c\u0438:<\/p>\n\n\n\n<ol class=\"wp-block-list\" type=\"1\"><li>\u041c\u043e\u0436\u043d\u043e \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u0444\u0443\u043d\u043a\u0446\u0438\u044e, \u0447\u0442\u043e \u0438 \u0434\u043b\u044f \u0441\u043e\u0437\u0434\u0430\u043d\u0438\u044f \u0442\u0430\u0431\u043b\u0438\u0447\u0435\u043a \u2013 execute_query().<\/li><li>\u0427\u0442\u043e\u0431\u044b \u0432\u043e\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c\u0441\u044f \u0442\u0430\u043a\u0438\u043c \u043f\u0440\u0438\u0435\u043c\u043e\u043c, \u043d\u0443\u0436\u043d\u043e \u0441\u043d\u0430\u0447\u0430\u043b\u0430 \u0441\u043e\u0445\u0440\u0430\u043d\u0438\u0442\u044c \u0437\u0430\u043f\u0440\u043e\u0441 insert into \u0432 \u0432\u0438\u0434\u0435 \u0441\u0442\u0440\u043e\u043a\u0438.<\/li><li>\u0414\u0430\u043b\u0435\u0435 \u2013 \u043e\u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0438\u0442\u044c \u043f\u0435\u0440\u0435\u0434\u0430\u0447\u0443 \u043e\u0431\u044a\u0435\u043a\u0442\u0430 connection \u0438 \u0441\u0442\u0440\u043e\u043a\u0443 (\u0437\u0430\u043f\u0440\u043e\u0441) \u0432 execute_query.<\/li><\/ol>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"515\" height=\"291\" src=\"https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/17.jpg\" alt=\"\u0411\u0414 \u0438 Python: \u0447\u0442\u043e \u043d\u0443\u0436\u043d\u043e \u0437\u043d\u0430\u0442\u044c. \u0427\u0430\u0441\u0442\u044c 2\" class=\"wp-image-3572\" srcset=\"https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/17.jpg 515w, https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/17-300x170.jpg 300w, https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/17-150x85.jpg 150w\" sizes=\"auto, (max-width: 515px) 100vw, 515px\" \/><script type=\"application\/ld+json\">{\"@context\":\"https:\/\/schema.org\",\"@type\":\"ImageObject\",\"url\":\"https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/17.jpg\",\"width\":\"515\",\"height\":\"291\"}<\/script><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"563\" height=\"320\" src=\"https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/18.jpg\" alt=\"\u0411\u0414 \u0438 Python: \u0447\u0442\u043e \u043d\u0443\u0436\u043d\u043e \u0437\u043d\u0430\u0442\u044c. \u0427\u0430\u0441\u0442\u044c 2\" class=\"wp-image-3573\" srcset=\"https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/18.jpg 563w, https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/18-300x171.jpg 300w, https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/18-150x85.jpg 150w\" sizes=\"auto, (max-width: 563px) 100vw, 563px\" \/><script type=\"application\/ld+json\">{\"@context\":\"https:\/\/schema.org\",\"@type\":\"ImageObject\",\"url\":\"https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/18.jpg\",\"width\":\"563\",\"height\":\"320\"}<\/script><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"516\" height=\"279\" src=\"https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/19.jpg\" alt=\"\u0411\u0414 \u0438 Python: \u0447\u0442\u043e \u043d\u0443\u0436\u043d\u043e \u0437\u043d\u0430\u0442\u044c. \u0427\u0430\u0441\u0442\u044c 2\" class=\"wp-image-3574\" srcset=\"https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/19.jpg 516w, https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/19-300x162.jpg 300w, https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/19-150x81.jpg 150w\" sizes=\"auto, (max-width: 516px) 100vw, 516px\" \/><script type=\"application\/ld+json\">{\"@context\":\"https:\/\/schema.org\",\"@type\":\"ImageObject\",\"url\":\"https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/19.jpg\",\"width\":\"516\",\"height\":\"279\"}<\/script><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"557\" height=\"351\" src=\"https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/20.jpg\" alt=\"\u0411\u0414 \u0438 Python: \u0447\u0442\u043e \u043d\u0443\u0436\u043d\u043e \u0437\u043d\u0430\u0442\u044c. \u0427\u0430\u0441\u0442\u044c 2\" class=\"wp-image-3575\" srcset=\"https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/20.jpg 557w, https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/20-300x189.jpg 300w, https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/20-150x95.jpg 150w\" sizes=\"auto, (max-width: 557px) 100vw, 557px\" \/><script type=\"application\/ld+json\">{\"@context\":\"https:\/\/schema.org\",\"@type\":\"ImageObject\",\"url\":\"https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/20.jpg\",\"width\":\"557\",\"height\":\"351\"}<\/script><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u0412\u044b\u0448\u0435 \u2013 \u043f\u0440\u0438\u043c\u0435\u0440\u044b \u0434\u043e\u0431\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u044d\u043b\u0435\u043a\u0442\u0440\u043e\u043d\u043d\u044b\u0445 \u043c\u0430\u0442\u0435\u0440\u0438\u0430\u043b\u043e\u0432 \u0434\u043b\u044f \u0432\u0441\u0435\u0445 \u0441\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u044e\u0449\u0438\u0445 \u00ab\u0445\u0440\u0430\u043d\u0438\u043b\u0438\u0449\u0430\u00bb.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u0418\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u0435 \u0438\u0437 \u0437\u0430\u043f\u0438\u0441\u0435\u0439<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u0410 \u0432\u043e\u0442 \u0435\u0449\u0435 \u043e\u0434\u043d\u0430 \u0432\u0430\u0436\u043d\u0430\u044f \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u044c. \u041e\u043d\u0430 \u043f\u043e\u043c\u043e\u0433\u0430\u0435\u0442 \u0432\u044b\u0431\u0438\u0440\u0430\u0442\u044c \u0437\u0430\u043f\u0438\u0441\u0438 \u0438 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u0438\u0445. \u0412 SQLite \u043f\u0440\u0438\u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f cursor.execute(). \u041d\u043e \u043f\u043e\u0441\u043b\u0435 \u044d\u0442\u043e\u0433\u043e \u043f\u0440\u0438\u0434\u0435\u0442\u0441\u044f \u043e\u0431\u0440\u0430\u0442\u0438\u0442\u044c\u0441\u044f \u043a \u043c\u0435\u0442\u043e\u0434\u0443 fetchall(). \u041e\u043d \u0431\u0443\u0434\u0435\u0442 \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0442\u044c \u0441\u043f\u0438\u0441\u043e\u043a \u043a\u043e\u0440\u0442\u0435\u0436\u0435\u0439, \u0433\u0434\u0435 \u043a\u0430\u0436\u0434\u044b\u0439 \u00ab\u044d\u043b\u0435\u043c\u0435\u043d\u0442\u00bb \u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0443\u0435\u0442 \u0441\u0442\u0440\u043e\u043a\u0435 \u0432 \u0438\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u043d\u044b\u0445 \u0437\u0430\u043f\u0438\u0441\u044f\u0445. \u0412\u043e\u0442 \u043f\u0440\u0438\u043c\u0435\u0440 \u0444\u0443\u043d\u043a\u0446\u0438\u0438 \u0434\u043b\u044f \u0443\u043f\u0440\u043e\u0449\u0435\u043d\u0438\u044f \u0440\u0435\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438 \u043f\u043e\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u043d\u043e\u0439 \u0437\u0430\u0434\u0430\u0447\u0438:<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"507\" height=\"223\" src=\"https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/21.jpg\" alt=\"\u0411\u0414 \u0438 Python: \u0447\u0442\u043e \u043d\u0443\u0436\u043d\u043e \u0437\u043d\u0430\u0442\u044c. \u0427\u0430\u0441\u0442\u044c 2\" class=\"wp-image-3576\" srcset=\"https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/21.jpg 507w, https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/21-300x132.jpg 300w, https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/21-150x66.jpg 150w\" sizes=\"auto, (max-width: 507px) 100vw, 507px\" \/><script type=\"application\/ld+json\">{\"@context\":\"https:\/\/schema.org\",\"@type\":\"ImageObject\",\"url\":\"https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/21.jpg\",\"width\":\"507\",\"height\":\"223\"}<\/script><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u0422\u0435\u043f\u0435\u0440\u044c \u043c\u043e\u0436\u043d\u043e \u0432\u044b\u0431\u0440\u0430\u0442\u044c \u0432\u0441\u0435 \u0437\u0430\u043f\u0438\u0441\u0438 \u0438\u0437 \u0442\u0430\u0431\u043b\u0438\u0447\u043a\u0438 users. \u0414\u043b\u044f \u044d\u0442\u043e\u0433\u043e \u043f\u043e\u0434\u043e\u0439\u0434\u0435\u0442 \u043e\u043f\u0435\u0440\u0430\u0442\u043e\u0440 Select:<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"464\" height=\"138\" src=\"https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/22.jpg\" alt=\"\u0411\u0414 \u0438 Python: \u0447\u0442\u043e \u043d\u0443\u0436\u043d\u043e \u0437\u043d\u0430\u0442\u044c. \u0427\u0430\u0441\u0442\u044c 2\" class=\"wp-image-3577\" srcset=\"https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/22.jpg 464w, https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/22-300x89.jpg 300w, https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/22-150x45.jpg 150w\" sizes=\"auto, (max-width: 464px) 100vw, 464px\" \/><script type=\"application\/ld+json\">{\"@context\":\"https:\/\/schema.org\",\"@type\":\"ImageObject\",\"url\":\"https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/22.jpg\",\"width\":\"464\",\"height\":\"138\"}<\/script><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u0414\u043b\u044f \u043f\u043e\u0441\u0442\u043e\u0432 \u044d\u0442\u043e\u0442 \u044d\u043b\u0435\u043c\u0435\u043d\u0442 \u043a\u043e\u0434\u0430 \u0431\u0443\u0434\u0435\u0442 \u0438\u043c\u0435\u0442\u044c \u0430\u043d\u0430\u043b\u043e\u0433:<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"489\" height=\"138\" src=\"https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/23.jpg\" alt=\"\u0411\u0414 \u0438 Python: \u0447\u0442\u043e \u043d\u0443\u0436\u043d\u043e \u0437\u043d\u0430\u0442\u044c. \u0427\u0430\u0441\u0442\u044c 2\" class=\"wp-image-3578\" srcset=\"https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/23.jpg 489w, https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/23-300x85.jpg 300w, https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/23-150x42.jpg 150w\" sizes=\"auto, (max-width: 489px) 100vw, 489px\" \/><script type=\"application\/ld+json\">{\"@context\":\"https:\/\/schema.org\",\"@type\":\"ImageObject\",\"url\":\"https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/23.jpg\",\"width\":\"489\",\"height\":\"138\"}<\/script><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u0412 Python \u0435\u0441\u0442\u044c \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u044c \u0444\u043e\u0440\u043c\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u0431\u043e\u043b\u0435\u0435 \u0441\u043b\u043e\u0436\u043d\u044b\u0445 \u0437\u0430\u043f\u0440\u043e\u0441\u043e\u0432. \u0412 \u044d\u0442\u043e\u043c \u043f\u043e\u043c\u043e\u0436\u0435\u0442 \u043a\u043e\u043c\u0430\u043d\u0434\u0430 join. \u0421 \u0435\u0435 \u043f\u043e\u043c\u043e\u0449\u044c\u044e \u0443\u0434\u0430\u0435\u0442\u0441\u044f \u0438\u0437\u0432\u043b\u0435\u0447\u044c \u0441\u0432\u0435\u0434\u0435\u043d\u0438\u044f \u0438\u0437 \u0441\u0432\u044f\u0437\u0430\u043d\u043d\u044b\u0445 \u0442\u0430\u0431\u043b\u0438\u0446. \u0412\u043e\u0442 \u0438\u0434\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0440\u044b \u0438 \u0438\u043c\u0435\u043d\u0430 \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u0435\u0439 \u0438 \u0438\u0445 \u043f\u043e\u0441\u0442\u044b:<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"605\" height=\"336\" src=\"https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/24.jpg\" alt=\"\u0411\u0414 \u0438 Python: \u0447\u0442\u043e \u043d\u0443\u0436\u043d\u043e \u0437\u043d\u0430\u0442\u044c. \u0427\u0430\u0441\u0442\u044c 2\" class=\"wp-image-3579\" srcset=\"https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/24.jpg 605w, https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/24-300x167.jpg 300w, https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/24-150x83.jpg 150w\" sizes=\"auto, (max-width: 605px) 100vw, 605px\" \/><script type=\"application\/ld+json\">{\"@context\":\"https:\/\/schema.org\",\"@type\":\"ImageObject\",\"url\":\"https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/24.jpg\",\"width\":\"605\",\"height\":\"336\"}<\/script><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u0410 \u043c\u043e\u0436\u043d\u043e \u0432\u043e\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c\u0441\u044f Select-\u0437\u0430\u043f\u0440\u043e\u0441\u043e\u043c, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0431\u0443\u0434\u0435\u0442 \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0442\u044c \u0442\u0435\u043a\u0441\u0442 \u043f\u043e\u0441\u0442\u0430 \u0438 \u043e\u0431\u0449\u0435\u0435 \u043a\u043e\u043b\u0438\u0447\u0435\u0441\u0442\u0432\u043e \u0441\u043e\u0431\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0445 \u043b\u0430\u0439\u043a\u043e\u0432. \u0414\u043b\u044f \u044d\u0442\u043e\u0433\u043e \u043d\u0430 \u043f\u043e\u043c\u043e\u0449\u044c \u043f\u0440\u0438\u0434\u0435\u0442 Where:<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"556\" height=\"343\" src=\"https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/25.jpg\" alt=\"\u0411\u0414 \u0438 Python: \u0447\u0442\u043e \u043d\u0443\u0436\u043d\u043e \u0437\u043d\u0430\u0442\u044c. \u0427\u0430\u0441\u0442\u044c 2\" class=\"wp-image-3580\" srcset=\"https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/25.jpg 556w, https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/25-300x185.jpg 300w, https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/25-150x93.jpg 150w, https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/25-554x343.jpg 554w\" sizes=\"auto, (max-width: 556px) 100vw, 556px\" \/><script type=\"application\/ld+json\">{\"@context\":\"https:\/\/schema.org\",\"@type\":\"ImageObject\",\"url\":\"https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/25.jpg\",\"width\":\"556\",\"height\":\"343\"}<\/script><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"624\" height=\"69\" src=\"https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/26.jpg\" alt=\"\u0411\u0414 \u0438 Python: \u0447\u0442\u043e \u043d\u0443\u0436\u043d\u043e \u0437\u043d\u0430\u0442\u044c. \u0427\u0430\u0441\u0442\u044c 2\" class=\"wp-image-3581\" srcset=\"https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/26.jpg 624w, https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/26-300x33.jpg 300w, https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/26-150x17.jpg 150w\" sizes=\"auto, (max-width: 624px) 100vw, 624px\" \/><script type=\"application\/ld+json\">{\"@context\":\"https:\/\/schema.org\",\"@type\":\"ImageObject\",\"url\":\"https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/26.jpg\",\"width\":\"624\",\"height\":\"69\"}<\/script><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">\u041e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u0421\u0442\u043e\u0438\u0442 \u043e\u0431\u0440\u0430\u0442\u0438\u0442\u044c \u0432\u043d\u0438\u043c\u0430\u043d\u0438\u0435 \u043d\u0430 \u0435\u0449\u0435 \u043e\u0434\u043d\u0443 \u0432\u0430\u0436\u043d\u0443\u044e \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044e. \u0420\u0435\u0447\u044c \u0438\u0434\u0435\u0442 \u043e\u0431 \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0438. \u0422\u0443\u0442 \u043d\u0443\u0436\u043d\u043e \u0443\u0447\u0438\u0442\u044b\u0432\u0430\u0442\u044c \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0435 \u043c\u043e\u043c\u0435\u043d\u0442\u044b:<\/p>\n\n\n\n<ul class=\"wp-block-list\" type=\"1\"><li>\u041c\u043e\u0436\u043d\u043e \u043f\u0440\u0438\u043c\u0435\u043d\u044f\u0442\u044c execute_query().<\/li><li>\u041f\u0440\u0438\u043c\u0435\u0440 \u043f\u043e\u0437\u0432\u043e\u043b\u0438\u0442 \u043e\u0431\u043d\u043e\u0432\u0438\u0442\u044c \u0442\u0435\u043a\u0441\u0442 \u0441\u043e\u043e\u0431\u0449\u0435\u043d\u0438\u044f \u0441 id \u043f\u043e\u0434 \u043d\u043e\u043c\u0435\u0440\u043e\u043c 2.<\/li><li>\u0421\u043d\u0430\u0447\u0430\u043b\u0430 \u043d\u0443\u0436\u043d\u043e \u043d\u0430\u043f\u0438\u0441\u0430\u0442\u044c \u043e\u043f\u0438\u0441\u0430\u043d\u0438\u0435 \u0434\u043b\u044f Select.<\/li><\/ul>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"620\" height=\"150\" src=\"https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/27.jpg\" alt=\"\u0411\u0414 \u0438 Python: \u0447\u0442\u043e \u043d\u0443\u0436\u043d\u043e \u0437\u043d\u0430\u0442\u044c. \u0427\u0430\u0441\u0442\u044c 2\" class=\"wp-image-3582\" srcset=\"https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/27.jpg 620w, https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/27-300x73.jpg 300w, https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/27-150x36.jpg 150w\" sizes=\"auto, (max-width: 620px) 100vw, 620px\" \/><script type=\"application\/ld+json\">{\"@context\":\"https:\/\/schema.org\",\"@type\":\"ImageObject\",\"url\":\"https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/27.jpg\",\"width\":\"620\",\"height\":\"150\"}<\/script><\/figure>\n\n\n\n<ul class=\"wp-block-list\" type=\"1\"><li>\u0410 \u0432\u043e\u0442 \u0441\u043a\u0440\u0438\u043f\u0442, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u043e\u0431\u043d\u043e\u0432\u0438\u0442 \u043e\u043f\u0438\u0441\u0430\u043d\u0438\u0435: <\/li><\/ul>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"537\" height=\"244\" src=\"https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/28.jpg\" alt=\"\u0411\u0414 \u0438 Python: \u0447\u0442\u043e \u043d\u0443\u0436\u043d\u043e \u0437\u043d\u0430\u0442\u044c. \u0427\u0430\u0441\u0442\u044c 2\" class=\"wp-image-3583\" srcset=\"https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/28.jpg 537w, https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/28-300x136.jpg 300w, https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/28-150x68.jpg 150w\" sizes=\"auto, (max-width: 537px) 100vw, 537px\" \/><script type=\"application\/ld+json\">{\"@context\":\"https:\/\/schema.org\",\"@type\":\"ImageObject\",\"url\":\"https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/28.jpg\",\"width\":\"537\",\"height\":\"244\"}<\/script><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u0417\u0430\u0432\u0435\u0440\u0448\u0430\u044e\u0449\u0438\u0439 \u044d\u0442\u0430\u043f \u2013 \u044d\u0442\u043e \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0435 Select-\u0437\u0430\u043f\u0440\u043e\u0441\u0430. \u0414\u0430\u043d\u043d\u044b\u0439 \u0430\u043b\u0433\u043e\u0440\u0438\u0442\u043c \u043f\u0440\u0438\u0432\u0435\u0434\u0435\u0442 \u043a \u043e\u0431\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u044e \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e\u0439 \u0437\u0430\u043f\u0438\u0441\u0438.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u0423\u0434\u0430\u043b\u0435\u043d\u0438\u0435<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u0414\u043b\u044f \u0443\u0434\u0430\u043b\u0435\u043d\u0438\u044f \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u0438 \u043d\u0443\u0436\u043d\u043e \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u043a\u043e\u043c\u0430\u043d\u0434\u0443 Delete. \u0412 \u043f\u0440\u0438\u043c\u0435\u0440\u0435, \u043f\u0440\u0438\u0432\u0435\u0434\u0435\u043d\u043d\u043e\u043c \u043d\u0438\u0436\u0435, \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0434\u0438\u0442 \u0441\u0442\u0438\u0440\u0430\u043d\u0438\u0435 \u043a\u043e\u043c\u043c\u0435\u043d\u0442\u0430\u0440\u0438\u044f \u0441 id = 5:<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"463\" height=\"74\" src=\"https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/29.jpg\" alt=\"\u0411\u0414 \u0438 Python: \u0447\u0442\u043e \u043d\u0443\u0436\u043d\u043e \u0437\u043d\u0430\u0442\u044c. \u0427\u0430\u0441\u0442\u044c 2\" class=\"wp-image-3584\" srcset=\"https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/29.jpg 463w, https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/29-300x48.jpg 300w, https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/29-150x24.jpg 150w\" sizes=\"auto, (max-width: 463px) 100vw, 463px\" \/><script type=\"application\/ld+json\">{\"@context\":\"https:\/\/schema.org\",\"@type\":\"ImageObject\",\"url\":\"https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/29.jpg\",\"width\":\"463\",\"height\":\"74\"}<\/script><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u0411\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0438 \u0434\u043b\u044f \u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u0434\u0430\u043d\u043d\u044b\u0445<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u0423 Python \u0434\u043e\u0432\u043e\u043b\u044c\u043d\u043e \u043c\u043e\u0449\u043d\u044b\u0439 \u0444\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b. \u0414\u043e\u043f\u043e\u043b\u043d\u0438\u0442\u044c \u0435\u0433\u043e \u043c\u043e\u0436\u043d\u043e \u0447\u0435\u0440\u0435\u0437 \u0441\u043f\u0435\u0446\u0438\u0430\u043b\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0438. \u041f\u0440\u0438 \u043b\u044e\u0431\u043e\u043c \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043c\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0438 \u044d\u0442\u043e \u2013 \u043f\u043e\u043b\u0435\u0437\u043d\u044b\u0439 \u043f\u0440\u0438\u0435\u043c, \u043e\u0431\u043b\u0435\u0433\u0447\u0430\u044e\u0449\u0438\u0439 \u043f\u0440\u043e\u0446\u0435\u0434\u0443\u0440\u0443 \u043a\u043e\u0434\u0434\u0438\u043d\u0433\u0430.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u0424\u043e\u0440\u043c\u0430\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u0438 \u043e\u0447\u0438\u0441\u0442\u043a\u0430<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u041f\u0435\u0440\u0432\u044b\u0439 \u0442\u0438\u043f \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a \u043f\u043e\u043c\u043e\u0433\u0430\u044e\u0442 \u0444\u043e\u0440\u043c\u0430\u0442\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0438 \u043e\u0447\u0438\u0449\u0430\u0442\u044c \u0434\u0430\u043d\u043d\u044b\u0435. \u041e\u043d \u0437\u043d\u0430\u0447\u0438\u0442\u0435\u043b\u044c\u043d\u043e \u0443\u043f\u0440\u043e\u0449\u0430\u0435\u0442 \u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0443\u044e\u0449\u0438\u0435 \u0437\u0430\u0434\u0430\u0447\u0438, \u0434\u0435\u043b\u0430\u044f \u0438\u0445 \u043c\u0430\u043a\u0441\u0438\u043c\u0430\u043b\u044c\u043d\u043e \u043f\u043e\u043d\u044f\u0442\u043d\u044b\u043c\u0438 \u0434\u0430\u0436\u0435 \u043d\u043e\u0432\u0438\u0447\u043a\u0443:<\/p>\n\n\n\n<ol class=\"wp-block-list\" type=\"1\"><li>Dora. \u041d\u0443\u0436\u043d\u0430 \u0434\u043b\u044f \u0440\u0430\u0437\u0432\u0435\u0434\u0435\u043d\u043d\u043e\u0433\u043e \u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u0434\u0430\u043d\u043d\u044b\u0445. \u0410\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0438\u0440\u0443\u0435\u0442 \u043a\u043b\u044e\u0447\u0435\u0432\u044b\u0435 \u0447\u0430\u0441\u0442\u0438 \u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0443\u044e\u0449\u0435\u0433\u043e \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430.<\/li><li>DataCleaner. \u041f\u0440\u043e\u0435\u043a\u0442, \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u044e\u0449\u0438\u0439 \u043d\u0430 \u0432\u0445\u043e\u0434 \u043c\u0430\u0442\u0435\u0440\u0438\u0430\u043b\u044b \u0432 DataFrame, \u0430 \u0437\u0430\u0442\u0435\u043c \u0432\u044b\u0431\u0438\u0440\u0430\u0435\u0442 \u043d\u0435\u043a\u043e\u0440\u0440\u0435\u043a\u0442\u043d\u044b\u0435 \u0438 \u0438\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u043d\u044b\u0435 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f.<\/li><li>PrettyPandas. \u041f\u043e\u043c\u043e\u0433\u0430\u0435\u0442 \u043f\u0440\u0438\u0432\u043e\u0434\u0438\u0442\u044c \u0434\u0430\u0442\u0430\u0439\u0444\u0440\u0435\u0439\u043c\u044b \u0432 \u0443\u0434\u043e\u0431\u043d\u044b\u0439 \u0432\u0438\u0434. \u0414\u043b\u044f \u044d\u0442\u043e\u0433\u043e \u043f\u0440\u0438\u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f pandas Style API.<\/li><li>Tabulate. \u0412\u044b\u0432\u043e\u0434\u0438\u0442 \u0447\u0438\u0442\u0430\u0431\u0435\u043b\u044c\u043d\u043e\u0439 \u0444\u043e\u0440\u043c\u0435 \u0441\u043f\u0438\u0441\u043a\u0438 \u0441\u043f\u0438\u0441\u043a\u043e\u0432, \u0441\u043f\u0438\u0441\u043a\u0438, \u0430 \u0442\u0430\u043a\u0436\u0435 \u0438\u043d\u044b\u0435 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b. \u0423\u043c\u0435\u0435\u0442 \u0440\u0430\u0431\u043e\u0442\u0430\u0442\u044c \u0441 \u043c\u0430\u0441\u0441\u0438\u0432\u0430\u043c\u0438 NumPy.<\/li><li>Scrubadub. \u0418\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442 \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u043a\u043e\u043d\u0444\u0438\u0434\u0435\u043d\u0446\u0438\u0430\u043b\u044c\u043d\u044b\u0445 \u0434\u0430\u043d\u043d\u044b\u0445 \u0432 Python.<\/li><li>Arrow. \u041e\u043f\u0442\u0438\u043c\u0438\u0437\u0438\u0440\u0443\u0435\u0442 \u0440\u0430\u0431\u043e\u0442\u0443 \u0441\u043e \u0432\u0440\u0435\u043c\u0435\u043d\u0435\u043c, \u043a\u043e\u0442\u043e\u0440\u0430\u044f \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043f\u0440\u043e\u0431\u043b\u0435\u043c\u043e\u0439 \u0434\u043b\u044f \u043d\u0430\u0442\u0438\u0432\u043d\u043e\u0439 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u0432 \u0432\u044b\u0431\u0440\u0430\u043d\u043d\u043e\u043c \u042f\u041f.<\/li><li>Beautifier. \u0423\u043f\u0440\u043e\u0449\u0430\u0435\u0442 \u043a\u043e\u043d\u0442\u0430\u043a\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u0441 \u044d\u043b\u0435\u043a\u0442\u0440\u043e\u043d\u043d\u044b\u043c\u0438 \u044f\u0449\u0438\u043a\u0430\u043c\u0438 \u0438 URL-\u0430\u0434\u0440\u0435\u0441\u0430\u043c\u0438.<\/li><li>Ftfy. \u0411\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430, \u043f\u0440\u0435\u0432\u0440\u0430\u0449\u0430\u044e\u0449\u0430\u044f \u043f\u043b\u043e\u0445\u0438\u0435 \u0441\u0442\u0440\u043e\u043a\u0438 Unicode \u0432 \u0445\u043e\u0440\u043e\u0448\u0438\u0435.<\/li><\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">\u0412\u0441\u0435 \u044d\u0442\u043e \u2013 \u0442\u043e\u043b\u044c\u043a\u043e \u043d\u0430\u0447\u0430\u043b\u043e. \u041d\u043e \u0434\u0430\u043d\u043d\u044b\u0445 \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a \u0445\u0432\u0430\u0442\u0438\u0442 \u0434\u043b\u044f \u0432\u0435\u0441\u044c\u043c\u0430 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0439 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043c\u043d\u043e\u0433\u043e \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0435\u043d\u0438\u044f \u043d\u0430 Python.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u0412\u0438\u0437\u0443\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u0423 \u041f\u0438\u0442\u043e\u043d\u0430 \u0435\u0441\u0442\u044c \u0441\u043f\u0435\u0446\u0438\u0430\u043b\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0438 \u043f\u0440\u0430\u043a\u0442\u0438\u0447\u0435\u0441\u043a\u0438 \u0434\u043b\u044f \u0432\u0441\u0435\u0445 \u0441\u043f\u043e\u0441\u043e\u0431\u043e\u0432 \u043e\u0442\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f \u044d\u043b\u0435\u043a\u0442\u0440\u043e\u043d\u043d\u044b\u0445 \u0441\u0432\u0435\u0434\u0435\u043d\u0438\u0439. \u0414\u0430\u043b\u0435\u0435 \u043f\u0440\u0435\u0434\u043b\u043e\u0436\u0435\u043d\u044b 10 \u0443\u043d\u0438\u0432\u0435\u0440\u0441\u0430\u043b\u044c\u043d\u044b\u0445 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u043e\u0432. \u042d\u0442\u043e \u2013 \u043d\u0435\u043f\u0440\u0435\u0432\u0437\u043e\u0439\u0434\u0435\u043d\u043d\u044b\u0435 \u043b\u0438\u0434\u0435\u0440\u044b \u043a\u0430\u043a \u0434\u043b\u044f \u043d\u043e\u0432\u0438\u0447\u043a\u043e\u0432, \u0442\u0430\u043a \u0438 \u0434\u043b\u044f \u043e\u043f\u044b\u0442\u043d\u044b\u0445 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0432:<\/p>\n\n\n\n<ol class=\"wp-block-list\" type=\"1\"><li>Matplotlib. \u041e\u0434\u0438\u043d \u0438\u0437 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043e\u0432 \u0432\u0438\u0437\u0443\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438. \u0414\u043b\u044f \u043f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u0439 \u043f\u043e\u0434\u043e\u0439\u0434\u0435\u0442 \u043d\u0435 \u043b\u0443\u0447\u0448\u0438\u043c \u043e\u0431\u0440\u0430\u0437\u043e\u043c \u0438\u0437-\u0437\u0430 \u0441\u0442\u0438\u043b\u044f 90-\u0445 \u0433\u043e\u0434\u043e\u0432.<\/li><li>Seaborn. \u0421\u0432\u043e\u0435\u043e\u0431\u0440\u0430\u0437\u043d\u0430\u044f \u00ab\u043e\u0431\u0435\u0440\u0442\u043a\u0430\u00bb Matplotlib. \u0423 \u043d\u0435\u0435 \u0435\u0441\u0442\u044c \u0440\u044f\u0434 \u0443\u043b\u0443\u0447\u0448\u0435\u043d\u0438\u0439, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0441\u043a\u0430\u0437\u0430\u043b\u0438\u0441\u044c \u043d\u0430 \u044d\u0441\u0442\u0435\u0442\u0438\u043a\u0435.<\/li><li>Ggplot. \u0420\u0430\u0431\u043e\u0442\u0430 \u0431\u0430\u0437\u0438\u0440\u0443\u0435\u0442\u0441\u044f \u043d\u0430 \u0433\u0440\u0430\u0444\u0438\u043a\u0430\u0445. \u0421\u043b\u043e\u0436\u043d\u044b\u0435 \u043f\u0435\u0440\u0441\u043e\u043d\u0430\u043b\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u0437\u0434\u0435\u0441\u044c \u0441\u043e\u0437\u0434\u0430\u0442\u044c \u043f\u0440\u043e\u0431\u043b\u0435\u043c\u0430\u0442\u0438\u0447\u043d\u043e, \u0430 \u0432\u043e\u0442 \u044d\u043b\u0435\u043c\u0435\u043d\u0442\u0430\u0440\u043d\u044b\u0435 \u0438 \u043d\u0435\u0431\u043e\u043b\u044c\u0448\u0438\u0435 \u2013 \u0437\u0430\u043f\u0440\u043e\u0441\u0442\u043e.<\/li><li>Bokeh. \u0418\u043c\u0435\u0435\u0442 \u043f\u043e\u0434\u0434\u0435\u0440\u0436\u043a\u0443 \u0432\u044b\u0433\u0440\u0443\u0437\u043a\u0438 \u044d\u043b\u0435\u043c\u0435\u043d\u0442\u043e\u0432 JSON, \u0432 HTML \u0438 \u0438\u043d\u0442\u0435\u0440\u0430\u043a\u0442\u0438\u0432\u043d\u044b\u0435 \u0432\u0435\u0431-\u0443\u0442\u0438\u043b\u0438\u0442\u044b. \u0423\u043c\u0435\u0435\u0442 \u043f\u0435\u0440\u0435\u0434\u0430\u0432\u0430\u0442\u044c \u043c\u0430\u0442\u0435\u0440\u0438\u0430\u043b\u044b \u0432 \u0440\u0435\u0436\u0438\u043c\u0435 \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u0432\u0440\u0435\u043c\u0435\u043d\u0438. \u041f\u0440\u0435\u0434\u0443\u0441\u043c\u0430\u0442\u0440\u0438\u0432\u0430\u0435\u0442 \u043f\u043e\u0442\u043e\u043a\u043e\u0432\u044b\u0439 \u043c\u0435\u0442\u043e\u0434 \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0438.<\/li><li>PyGal. \u041f\u0440\u043e\u0441\u0442\u0430\u044f \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430, \u043a\u043e\u0442\u043e\u0440\u0430\u044f \u0443\u043c\u0435\u0435\u0442 \u0432\u044b\u0433\u0440\u0443\u0436\u0430\u0442\u044c \u043c\u0430\u0442\u0435\u0440\u0438\u0430\u043b\u044b \u0432 SVG. \u0420\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u044b \u0443\u0434\u0430\u0435\u0442\u0441\u044f \u0432\u0441\u0442\u0440\u043e\u0438\u0442\u044c \u0432 \u0432\u0435\u0431-\u043a\u043e\u043d\u0442\u0435\u043d\u0442.<\/li><li>Plotly. \u041e\u0431\u043b\u0430\u0434\u0430\u0435\u0442 \u0430\u0434\u0430\u043f\u0442\u0430\u0446\u0438\u0435\u0439 \u0434\u043b\u044f \u0438\u043d\u0442\u0435\u0440\u0430\u043a\u0442\u0438\u0432\u043d\u044b\u0445 \u0432\u0435\u0431-\u0443\u0442\u0438\u043b\u0438\u0442. \u041f\u043e\u0437\u0432\u043e\u043b\u044f\u0435\u0442 \u0441\u043e\u0437\u0434\u0430\u0432\u0430\u0442\u044c \u043a\u043e\u043d\u0442\u0443\u0440\u043d\u044b\u0435 \u0433\u0440\u0430\u0444\u0438\u043a\u0438, \u0434\u0435\u043d\u0434\u043e\u0433\u0440\u0430\u043c\u043c\u044b, \u0442\u0440\u0435\u0445\u043c\u0435\u0440\u043d\u044b\u0435 \u0447\u0435\u0440\u0442\u0435\u0436\u0438.<\/li><li>Geoplotlib. \u041d\u0443\u0436\u043d\u0430 \u0434\u043b\u044f \u0442\u043e\u0433\u043e, \u0447\u0442\u043e\u0431\u044b \u0440\u0430\u0431\u043e\u0442\u0430\u0442\u044c \u0441 \u043a\u0430\u0440\u0442\u0430\u043c\u0438. \u0427\u0442\u043e\u0431\u044b \u0437\u0430\u043f\u0443\u0441\u0442\u0438\u0442\u044c \u043e\u043d\u0443\u044e, \u0442\u0440\u0435\u0431\u0443\u0435\u0442\u0441\u044f Pyglet.<\/li><li>Gleam. \u041f\u0440\u0435\u0432\u0440\u0430\u0449\u0430\u0435\u0442 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u044b \u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u0432 \u0438\u043d\u0442\u0435\u0440\u0430\u043a\u0442\u0438\u0432\u043d\u044b\u0435 \u0443\u0442\u0438\u043b\u0438\u0442\u044b \u043d\u0430 \u041f\u0438\u0442\u043e\u043d\u0435 \u0447\u0435\u0440\u0435\u0437 \u0435\u0433\u043e \u0441\u043a\u0440\u0438\u043f\u0442\u044b. \u041d\u0435 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u0441\u043f\u0435\u0446\u0438\u0430\u043b\u044c\u043d\u044b\u0445 \u043d\u0430\u0432\u044b\u043a\u043e\u0432 \u0438 \u0437\u043d\u0430\u043d\u0438\u0439 HTML \u0438\u043b\u0438 CSS.<\/li><li>Missingno. \u0421\u043b\u0443\u0436\u0438\u0442 \u0434\u043b\u044f \u043e\u0442\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f \u043f\u043e\u043b\u043d\u043e\u0442\u044b \u044d\u043b\u0435\u043a\u0442\u0440\u043e\u043d\u043d\u044b\u0445 \u043c\u0430\u0442\u0435\u0440\u0438\u0430\u043b\u043e\u0432. \u041f\u043e\u043c\u043e\u0433\u0430\u0435\u0442 \u0442\u043e\u0433\u0434\u0430, \u043a\u043e\u0433\u0434\u0430 \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0438 \u043e\u0447\u0438\u0441\u0442\u043a\u0438 \u0432\u0432\u043e\u0434\u043d\u044b\u0445 \u043e\u0442 \u043f\u0440\u043e\u043f\u0443\u0449\u0435\u043d\u043d\u044b\u0445 \u043f\u043e\u043b\u0435\u0439 \u043d\u0435 \u0434\u0430\u044e\u0442 \u0436\u0435\u043b\u0430\u0435\u043c\u043e\u0433\u043e \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430.<\/li><li>Leather. \u041f\u0440\u0435\u0434\u0441\u0442\u0430\u0432\u043b\u044f\u0435\u0442 \u0447\u0435\u0440\u0442\u0435\u0436\u043d\u0443\u044e \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0443 \u0434\u043b\u044f Python. \u041f\u043e\u0437\u0432\u043e\u043b\u044f\u0435\u0442 \u0441\u043e\u0437\u0434\u0430\u0432\u0430\u0442\u044c \u0433\u0440\u0430\u0444\u0438\u043a\u0438 \u00ab\u0437\u0434\u0435\u0441\u044c \u0438 \u0441\u0435\u0439\u0447\u0430\u0441\u00bb. \u041f\u043e\u0434\u0445\u043e\u0434\u0438\u0442 \u0434\u043b\u044f \u043b\u044e\u0431\u044b\u0445 \u0442\u0438\u043f\u043e\u0432 \u0434\u0430\u043d\u043d\u044b\u0445.<\/li><\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">\u0420\u0430\u0431\u043e\u0442\u0430 \u0441 \u0411\u0414 \u0438 \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0430 \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u0438 \u0432 \u041f\u0438\u0442\u043e\u043d\u0435 \u2013 \u044d\u0442\u043e \u043d\u0435 \u0442\u0430\u043a \u0442\u0440\u0443\u0434\u043d\u043e. \u0410 \u043e\u0441\u0432\u043e\u0438\u0442\u044c \u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0443\u044e\u0449\u0435\u0435 \u043d\u0430\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u0441 \u043d\u0443\u043b\u044f \u043f\u043e\u043c\u043e\u0433\u0443\u0442 \u0441\u043f\u0435\u0446\u0438\u0430\u043b\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u043e\u043d\u043b\u0430\u0439\u043d \u043a\u0443\u0440\u0441\u044b.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><a href=\"https:\/\/otus.ru\/lessons\/python-professional\/?utm_source=oj&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\/2022\/05\/Python_970x90-20219-8b1a8e-6.png\" alt=\"\u0411\u0414 \u0438 Python: \u0447\u0442\u043e \u043d\u0443\u0436\u043d\u043e \u0437\u043d\u0430\u0442\u044c. \u0427\u0430\u0441\u0442\u044c 2\" class=\"wp-image-3554\" srcset=\"https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/Python_970x90-20219-8b1a8e-6.png 970w, https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/Python_970x90-20219-8b1a8e-6-300x28.png 300w, https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/Python_970x90-20219-8b1a8e-6-150x14.png 150w, https:\/\/otus.ru\/journal\/wp-content\/uploads\/2022\/05\/Python_970x90-20219-8b1a8e-6-768x71.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\/2022\/05\/Python_970x90-20219-8b1a8e-6.png\",\"width\":\"970\",\"height\":\"90\"}<\/script><\/a><\/figure>\n","protected":false},"excerpt":{"rendered":"<p>\u0421\u043b\u0435\u0434\u0443\u044e\u0449\u0430\u044f \u0447\u0430\u0441\u0442\u044c \u0441\u0442\u0430\u0442\u044c\u0438 \u043f\u043e\u0441\u0432\u044f\u0449\u0435\u043d\u0430 \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u0438\u043c \u0431\u0430\u0437\u0430\u043c \u0434\u0430\u043d\u043d\u044b\u0445 \u0438 \u0438\u0445 \u0440\u0430\u0431\u043e\u0442\u0435 \u0432 \u041f\u0438\u0442\u043e\u043d\u0435. \u041d\u0430\u0447\u0430\u043b\u043e \u0437\u0434\u0435\u0441\u044c. \u041a\u0430\u043a \u043f\u043e\u0434\u0440\u0443\u0436\u0438\u0442\u044c Python \u0441 \u0411\u0414 \u2013 \u043a\u043b\u044e\u0447\u0435\u0432\u044b\u0435 \u043c\u043e\u043c\u0435\u043d\u0442\u044b \u0414\u043b\u044f \u043d\u0430\u0447\u0430\u043b\u0430 \u0441\u0442\u043e\u0438\u0442 \u0440\u0430\u0441\u0441\u043c\u043e\u0442\u0440\u0435\u0442\u044c \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443 (\u0441\u0445\u0435\u043c\u0443) \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u043c\u043e\u0433\u043e \u0432 \u0434\u0430\u043b\u044c\u043d\u0435\u0439\u0448\u0438\u0445 \u043f\u0440\u0438\u043c\u0435\u0440\u0430\u0445 \u00ab\u0445\u0440\u0430\u043d\u0438\u043b\u0438\u0449\u0430 \u044d\u043b\u0435\u043a\u0442\u0440\u043e\u043d\u043d\u044b\u0445 \u043c\u0430\u0442\u0435\u0440\u0438\u0430\u043b\u043e\u0432\u00bb. \u041f\u0443\u0441\u0442\u044c \u0411\u041b \u0441\u043e\u0441\u0442\u043e\u0438\u0442 \u0438\u0437 \u0447\u0435\u0442\u044b\u0440\u0435\u0445 \u0442\u0430\u0431\u043b\u0438\u0447\u0435\u043a: users; posts; comments; likes. \u0422\u043e\u0447\u043d\u0430\u044f \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430 \u0434\u043b\u044f Python \u043f\u043e\u043a\u0430\u0437\u0430\u043d\u0430 \u043d\u0430 \u043a\u0430\u0440\u0442\u0438\u043d\u043a\u0435 \u043d\u0438\u0436\u0435. \u041e\u043d\u0430 \u043f\u0440\u0438\u0433\u043e\u0434\u0438\u0442\u0441\u044f [&hellip;]<\/p>\n","protected":false},"author":11,"featured_media":3553,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[4],"tags":[27],"class_list":["post-3552","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=\"\u0421\u043b\u0435\u0434\u0443\u044e\u0449\u0430\u044f \u0447\u0430\u0441\u0442\u044c \u0441\u0442\u0430\u0442\u044c\u0438 \u043f\u043e\u0441\u0432\u044f\u0449\u0435\u043d\u0430 \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u0438\u043c \u0431\u0430\u0437\u0430\u043c \u0434\u0430\u043d\u043d\u044b\u0445 \u0438 \u0438\u0445 \u0440\u0430\u0431\u043e\u0442\u0435 \u0432 \u041f\u0438\u0442\u043e\u043d\u0435. \u041d\u0430\u0447\u0430\u043b\u043e \u0437\u0434\u0435\u0441\u044c. \u041a\u0430\u043a \u043f\u043e\u0434\u0440\u0443\u0436\u0438\u0442\u044c Python \u0441 \u0411\u0414 \u2013 \u043a\u043b\u044e\u0447\u0435\u0432\u044b\u0435 \u043c\u043e\u043c\u0435\u043d\u0442\u044b \u0414\u043b\u044f \u043d\u0430\u0447\u0430\u043b\u0430 \u0441\u0442\u043e\u0438\u0442 \u0440\u0430\u0441\u0441\u043c\u043e\u0442\u0440\u0435\u0442\u044c \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443 (\u0441\u0445\u0435\u043c\u0443) \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u043c\u043e\u0433\u043e \u0432 \u0434\u0430\u043b\u044c\u043d\u0435\u0439\u0448\u0438\u0445 \u043f\u0440\u0438\u043c\u0435\u0440\u0430\u0445 \u00ab\u0445\u0440\u0430\u043d\u0438\u043b\u0438\u0449\u0430 \u044d\u043b\u0435\u043a\u0442\u0440\u043e\u043d\u043d\u044b\u0445 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