python_for_analytics
/
2.5_LEC_web_scraping_BS4.ipynb
2424 строки · 402.1 Кб
1{2"cells": [3{4"cell_type": "code",5"execution_count": 1,6"metadata": {7"id": "lbXjphLKGiNM"8},9"outputs": [],10"source": [11"import pandas as pd"12]13},14{15"cell_type": "code",16"execution_count": 2,17"metadata": {18"id": "rTg9fnNKetEh"19},20"outputs": [],21"source": [22"import requests"23]24},25{26"cell_type": "code",27"execution_count": 32,28"metadata": {29"colab": {30"base_uri": "https://localhost:8080/"31},32"id": "N2i5HhZ3GiNN",33"outputId": "5d75cf97-5f53-4e22-fbcc-9d1733b51e8e"34},35"outputs": [36{37"data": {38"text/plain": [39"<Response [200]>"40]41},42"execution_count": 32,43"metadata": {},44"output_type": "execute_result"45}46],47"source": [48"# метод get\n",49"res = requests.get('https://netology.ru/blog/')\n",50"res\n",51"# res.status_code"52]53},54{55"cell_type": "code",56"execution_count": 4,57"metadata": {},58"outputs": [59{60"data": {61"text/plain": [62"200"63]64},65"execution_count": 4,66"metadata": {},67"output_type": "execute_result"68}69],70"source": [71"res.status_code"72]73},74{75"cell_type": "code",76"execution_count": 5,77"metadata": {78"colab": {79"base_uri": "https://localhost:8080/",80"height": 100081},82"id": "Y4LjG-SjGiNP",83"outputId": "d6f134c6-589d-4e3c-945a-a71d7c7ac36c"84},85"outputs": [86{87"data": {88"text/plain": [89"'<!DOCTYPE html>\\n<html lang=\"ru-RU\" prefix=\"og: https://ogp.me/ns#\">\\n<head>\\n<meta charset=\"UTF-8\">\\n<meta name=\"viewport\" content=\"width=device-width, initial-scale=1\">\\n<link rel=\"profile\" href=\"https://gmpg.org/xfn/11\">\\n<title>Медиа Нетологии: об образовании в диджитале</title>\\n\\n<meta name=\"description\" content=\"Издание об онлайн-образовании и карьере в ИТ. Пишем о маркетинге, управлении проектами, дизайне, веб-разработке, Data Science и образовании.\" />\\n<meta name=\"robots\" content=\"max-image-preview:large\" />\\n<link rel=\"canonical\" href=\"https://netology.ru/blog/\" />\\n<link rel=\"next\" href=\"https://netology.ru/blog/page/2\" />\\n<meta property=\"og:locale\" content=\"ru_RU\" />\\n<meta property=\"og:site_name\" content=\"Нетология: образовательная платформа\" />\\n<meta property=\"og:type\" content=\"article\" />\\n<meta property=\"og:title\" content=\"Медиа Нетологии об образовании и карьере в диджитале 🎓\" />\\n<meta property=\"og:description\" content=\"Полезное о маркетинге, управлении проектами, дизайне, веб-разработке, Data Science и образовании.\" />\\n<meta property=\"og:url\" content=\"https://netology.ru/blog/\" />\\n<meta property=\"og:image\" content=\"https://netology.ru/blog/wp-content/uploads/2020/01/netology_media.png\" />\\n<meta property=\"og:image:secure_url\" 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class=\"main-news__item main-news__item--main\">\\n<div class=\"main-news__img\">\\n<a target=\"_blank\" href=\"https://netology.ru/blog/08-2021-vybrat-online-kurs\">\\n<img style=\"width: 100%;\" alt=\"Как выбрать онлайн-курс: форматы, критерии, вопросы менеджеру\" src=\"https://blog-prod-bucket.website.yandexcloud.net/uploads/2021/08/Как-выбрать-онлайн-курс_-форматы-критерии-вопросы-менеджеру-2.png\">\\n</a>\\n<div class=\"tags\">\\n<a href=\"/blog/category/education\" style=\"background:#4bd0a0\" class=\"tags__item\"><span style=\"background:#4bd0a0\">Научиться учиться</span></a>\\n</div>\\n<div class=\"meta\">\\n<div class=\"meta__date\">10 августа 2021</div>\\n<div class=\"meta__views\"><i class=\"icon-views\"></i>33 309</div>\\n</div>\\n</div>\\n<div class=\"main-news__content\">\\n<h2 class=\"main-news__title\"><a target=\"_blank\" href=\"https://netology.ru/blog/08-2021-vybrat-online-kurs\" class=\"main-news__link\">Как выбрать онлайн-курс: форматы, критерии, вопросы менеджеру</a></h2>\\n<div class=\"main-news__txt\">\\n<p></p>\\n</div>\\n</div>\\n</div>\\n<div class=\"main-news__item\">\\n<div class=\"main-news__img \">\\n<a target=\"_blank\" href=\"https://netology.ru/blog/08-2021-diploma\">\\n<img src=\"https://blog-prod-bucket.website.yandexcloud.net/uploads/2021/08/Диплом-сертификат-УПК-2.png\" alt=\"Диплом, сертификат, УПК — какие документы выдаются на онлайн-курсах\">\\n</a>\\n</div>\\n<div class=\"tags\">\\n<a href=\"/blog/category/education\" style=\"background:#4bd0a0\" class=\"tags__item\"><span style=\"background:#4bd0a0\">Научиться учиться</span></a>\\n</div>\\n<h2 class=\"main-news__title\"><a target=\"_blank\" href=\"https://netology.ru/blog/08-2021-diploma\" class=\"main-news__link\">Диплом, сертификат, УПК — какие документы выдаются на онлайн-курсах</a></h2>\\n<div class=\"meta\">\\n<div class=\"meta__date\">11 августа 2021</div>\\n<div class=\"meta__views\"><i class=\"icon-views\"></i>38 476</div>\\n</div>\\n</div>\\n<div 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class=\"posts__item\">\\n<div class=\"posts__img\">\\n<a target=\"_blank\" href=\"https://netology.ru/blog/02-2023-mastermind\">\\n<img src=\"https://blog-prod-bucket.website.yandexcloud.net/uploads/2023/02/Netology-Cover-Mastermind.png\" alt=\"Мастермайнд в обучении: принципы и правила, требования к модератору, польза для студентов, сценарии\">\\n</a>\\n<div class=\"tags\">\\n<a href=\"/blog/category/what-is\" style=\"background:#eb236b\" class=\"tags__item\"><span style=\"background:#eb236b\">Разобраться</span></a>\\n</div>\\n</div>\\n<h2 class=\"posts__title\"><a target=\"_blank\" href=\"https://netology.ru/blog/02-2023-mastermind\" class=\"posts__link\">Мастермайнд в обучении: принципы и правила, требования к модератору, польза для студентов, сценарии</a></h2>\\n<div class=\"posts__txt\">\\n\\n</div>\\n<div class=\"posts__meta\">\\n<div class=\"posts__date\">21 февраля 2023</div>\\n</div>\\n</div>\\n<div id=\"post-41126\" class=\"posts__item\">\\n<div class=\"posts__img\">\\n<a 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такое лендинг\">\\n</a>\\n<div class=\"tags\">\\n<a href=\"/blog/category/easy\" style=\"background:#0066ff\" class=\"tags__item\"><span style=\"background:#0066ff\">Просто о сложном</span></a>\\n</div>\\n</div>\\n<h2 class=\"posts__title\"><a target=\"_blank\" href=\"https://netology.ru/blog/02-2023-what-is-landing-page\" class=\"posts__link\">Что такое лендинг</a></h2>\\n<div class=\"posts__txt\">\\n\\n</div>\\n<div class=\"posts__meta\">\\n<div class=\"posts__date\">17 февраля 2023</div>\\n</div>\\n</div>\\n<div id=\"post-41071\" class=\"posts__item\">\\n<div class=\"posts__img\">\\n<a target=\"_blank\" href=\"https://netology.ru/blog/02-2023-how-to-manage-all\">\\n<img src=\"https://blog-prod-bucket.website.yandexcloud.net/uploads/2023/02/Всё-успевать_превью.jpg\" alt=\"Как всё успевать: совмещать работу, учёбу и активную жизнь\">\\n</a>\\n<div class=\"tags\">\\n<a href=\"/blog/category/how-to\" style=\"background:#5d00f5\" class=\"tags__item\"><span style=\"background:#5d00f5\">Руководство</span></a>\\n</div>\\n</div>\\n<h2 class=\"posts__title\"><a target=\"_blank\" href=\"https://netology.ru/blog/02-2023-how-to-manage-all\" class=\"posts__link\">Как всё успевать: совмещать работу, учёбу и активную жизнь</a></h2>\\n<div class=\"posts__txt\">\\n\\n</div>\\n<div class=\"posts__meta\">\\n<div class=\"posts__date\">16 февраля 2023</div>\\n</div>\\n</div>\\n<div id=\"post-41040\" class=\"posts__item\">\\n<div class=\"posts__img\">\\n<a target=\"_blank\" href=\"https://netology.ru/blog/02-2023-data-science-digest\">\\n<img src=\"https://blog-prod-bucket.website.yandexcloud.net/uploads/2023/02/Дайджест-февраль-23_превью.jpg\" alt=\"ChatGPT и другие сервисы с нейросетями: смотрим, пробуем и читаем\">\\n</a>\\n<div class=\"tags\">\\n<a href=\"/blog/category/books\" style=\"background:#0066ff\" class=\"tags__item\"><span style=\"background:#0066ff\">Книжная полка</span></a>\\n</div>\\n</div>\\n<h2 class=\"posts__title\"><a 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alt=\"Дайджест Нетологии\"></div>\\n<div class=\"digest__title\">Дайджест Нетологии</div>\\n<div class=\"digest__txt\">\\n<p>Свежие статьи, видео, лекции и скидки — раз в две недели по четвергам</p>\\n</div>\\n<form action=\"#\" class=\"digest__form\" method=\"POST\">\\n<div class=\"digest__item\">\\n<input name=\"email\" type=\"email\" class=\"digest__input\" placeholder=\"Email\">\\n</div>\\n<div class=\"digest__item\">\\n<button class=\"btn btn--red\" type=\"submit\">Хочу подписку</button>\\n</div>\\n<div class=\"digest__item\">\\n<p>Нажимая на кнопку, вы даёте согласие на обработку своих персональных данных</p>\\n</div>\\n</form>\\n</div>\\n<div id=\"thanks-text-digest\" class=\"digest\" style=\"display:none;\">\\n<div class=\"digest__img\"><img src=\"wp-content/themes/aquene-child-theme/img/img-11.png\" alt=\"\"></div>\\n<div class=\"digest__title\">Спасибо,<br> что с нами!</div>\\n<div class=\"digest__txt\">\\n<p>Спасибо за подписку!</p>\\n</div>\\n<div class=\"letter\">\\n<img 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id=\"post-40918\" class=\"posts__item\">\\n<div class=\"posts__img\">\\n<a target=\"_blank\" href=\"https://netology.ru/blog/02-2023-start-v-it-purrweb\">\\n<img src=\"https://blog-prod-bucket.website.yandexcloud.net/uploads/2023/02/Обложка_главная_.jpg\" alt=\"Как начать IT-путь и развить свою команду: история основателя Purrweb\">\\n</a>\\n<div class=\"tags\">\\n<a href=\"/blog/category/career\" style=\"background:#0066FF\" class=\"tags__item\"><span style=\"background:#0066FF\">Карьера</span></a>\\n</div>\\n</div>\\n<h2 class=\"posts__title\"><a target=\"_blank\" href=\"https://netology.ru/blog/02-2023-start-v-it-purrweb\" class=\"posts__link\">Как начать IT-путь и развить свою команду: история основателя Purrweb</a></h2>\\n<div class=\"posts__txt\">\\n\\n</div>\\n<div class=\"posts__meta\">\\n<div class=\"posts__date\">13 февраля 2023</div>\\n</div>\\n</div>\\n<div id=\"post-40884\" class=\"posts__item\">\\n<div class=\"posts__img\">\\n<a target=\"_blank\" 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class=\"tags__item\"><span style=\"background:#eb236b\">Разобраться</span></a>\\n</div>\\n</div>\\n<h2 class=\"posts__title\"><a target=\"_blank\" href=\"https://netology.ru/blog/02-2023-mistakes\" class=\"posts__link\">Внешние факторы и собственные прогнозы: почему мы ошибаемся и что с этим делать</a></h2>\\n<div class=\"posts__txt\">\\n\\n</div>\\n<div class=\"posts__meta\">\\n<div class=\"posts__date\">3 февраля 2023</div>\\n</div>\\n</div>\\n<div id=\"post-40653\" class=\"posts__item\">\\n<div class=\"posts__img\">\\n<a target=\"_blank\" href=\"https://netology.ru/blog/02-2023-educational-path\">\\n<img src=\"https://blog-prod-bucket.website.yandexcloud.net/uploads/2023/02/Netology-Cover-Path.jpg\" alt=\"Как построить личную образовательную траекторию в цифровой среде\">\\n</a>\\n<div class=\"tags\">\\n<a href=\"/blog/category/education\" style=\"background:#4bd0a0\" class=\"tags__item\"><span style=\"background:#4bd0a0\">Научиться учиться</span></a>\\n</div>\\n</div>\\n<h2 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Поможет BeautifulSoup.\n",166"from bs4 import BeautifulSoup"167]168},169{170"cell_type": "code",171"execution_count": 9,172"metadata": {173"colab": {174"base_uri": "https://localhost:8080/"175},176"id": "Z-iizfSqApUz",177"outputId": "2b0400c7-c86f-450f-e3cb-8aeda8f27d2e"178},179"outputs": [180{181"data": {182"text/plain": [183"<!DOCTYPE html>\n",184"<html lang=\"ru-RU\" prefix=\"og: https://ogp.me/ns#\">\n",185"<head>\n",186"<meta charset=\"utf-8\"/>\n",187"<meta content=\"width=device-width, initial-scale=1\" name=\"viewport\"/>\n",188"<link href=\"https://gmpg.org/xfn/11\" rel=\"profile\"/>\n",189"<title>Медиа Нетологии: об образовании в диджитале</title>\n",190"<meta content=\"Издание об онлайн-образовании и карьере в ИТ. 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class=\"meta__views\"><i class=\"icon-views\"></i>33 309</div>\n",365"</div>\n",366"</div>\n",367"<div class=\"main-news__content\">\n",368"<h2 class=\"main-news__title\"><a class=\"main-news__link\" href=\"https://netology.ru/blog/08-2021-vybrat-online-kurs\" target=\"_blank\">Как выбрать онлайн-курс: форматы, критерии, вопросы менеджеру</a></h2>\n",369"<div class=\"main-news__txt\">\n",370"<p></p>\n",371"</div>\n",372"</div>\n",373"</div>\n",374"<div class=\"main-news__item\">\n",375"<div class=\"main-news__img\">\n",376"<a href=\"https://netology.ru/blog/08-2021-diploma\" target=\"_blank\">\n",377"<img alt=\"Диплом, сертификат, УПК — какие документы выдаются на онлайн-курсах\" src=\"https://blog-prod-bucket.website.yandexcloud.net/uploads/2021/08/Диплом-сертификат-УПК-2.png\"/>\n",378"</a>\n",379"</div>\n",380"<div class=\"tags\">\n",381"<a class=\"tags__item\" href=\"/blog/category/education\" style=\"background:#4bd0a0\"><span style=\"background:#4bd0a0\">Научиться учиться</span></a>\n",382"</div>\n",383"<h2 class=\"main-news__title\"><a class=\"main-news__link\" href=\"https://netology.ru/blog/08-2021-diploma\" target=\"_blank\">Диплом, сертификат, УПК — какие документы выдаются на онлайн-курсах</a></h2>\n",384"<div class=\"meta\">\n",385"<div class=\"meta__date\">11 августа 2021</div>\n",386"<div class=\"meta__views\"><i class=\"icon-views\"></i>38 476</div>\n",387"</div>\n",388"</div>\n",389"<div class=\"main-news__item\">\n",390"<div class=\"main-news__img main-news__img--lines\">\n",391"<a href=\"https://netology.ru/blog/12-2019-kak-poluchit-nalogovyy-vychet\" target=\"_blank\">\n",392"<img alt=\"Как получить налоговый вычет за обучение: на что обратить внимание и стоит ли оформлять его через посредников\" src=\"https://blog-prod-bucket.website.yandexcloud.net/uploads/2019/12/Как-получить-налоговый-вычет-за-обучение.png\"/>\n",393"</a>\n",394"</div>\n",395"<div class=\"tags\">\n",396"<a class=\"tags__item\" href=\"/blog/category/education\" style=\"background:#4bd0a0\"><span style=\"background:#4bd0a0\">Научиться учиться</span></a>\n",397"</div>\n",398"<h2 class=\"main-news__title\"><a class=\"main-news__link\" href=\"https://netology.ru/blog/12-2019-kak-poluchit-nalogovyy-vychet\" target=\"_blank\">Как получить налоговый вычет за обучение: на что обратить внимание и стоит ли оформлять его через посредников</a></h2>\n",399"<div class=\"meta\">\n",400"<div class=\"meta__date\">11 декабря 2019</div>\n",401"<div class=\"meta__views\"><i class=\"icon-views\"></i>180 073</div>\n",402"</div>\n",403"</div>\n",404"</div>\n",405"</div>\n",406"<div class=\"wrap wrap--gray\" id=\"primary\">\n",407"<div class=\"content\">\n",408"<div class=\"news\">\n",409"<div class=\"news__item\">\n",410"<h3 class=\"news__title\"><a class=\"news__link\" href=\"https://netology.ru/blog/news/01-02-2023-degree-january-results\" target=\"_blank\">Направление «Высшее образование» Нетологии: День студента, практика, стратегии вузов и личностное развитие</a></h3>\n",411"<div class=\"news__txt\">\n",412"<p></p><p>Рассказываем, как отметили День студента, выбираем кейсы для дипломов и места стажировок, участвуем в стратегических сессиях университетов, делимся успехами и советами по work-life balance.Отмечаем День студентаВ линейке…</p>\n",413"</div>\n",414"<div class=\"news__meta\">\n",415"<div class=\"news__date\">1 февраля 2023</div>\n",416"</div>\n",417"</div><div class=\"news__item\">\n",418"<h3 class=\"news__title\"><a class=\"news__link\" href=\"https://netology.ru/blog/news/28-12-2022-degree-december-results\" target=\"_blank\">Направление «Высшее образование» Нетологии: итоги года, новые программы и праздничные активности</a></h3>\n",419"<div class=\"news__txt\">\n",420"<p></p><p>Подводим итоги года, рассказываем про новые программы, первый хакатон и развитие экспертного сообщества, делимся полезными материалами и новогодним настроением.Подводим итоги 2022 годаУже два года наша команда запускает…</p>\n",421"</div>\n",422"<div class=\"news__meta\">\n",423"<div class=\"news__date\">28 декабря 2022</div>\n",424"</div>\n",425"</div><div class=\"news__item\">\n",426"<h3 class=\"news__title\"><a class=\"news__link\" href=\"https://netology.ru/blog/news/08-12-2022-free-courses-netology\" target=\"_blank\">Москвичи могут бесплатно получить новые знания в области программирования и аналитики</a></h3>\n",427"<div class=\"news__txt\">\n",428"<p></p><p>Жители Москвы могут бесплатно пройти курсы по основам программирования, аналитическому мышлению, эмоциональному интеллекту и ораторскому искусству за активное участие в жизни города на площадке «Активный гражданин». Освоить…</p>\n",429"</div>\n",430"<div class=\"news__meta\">\n",431"<div class=\"news__date\">8 декабря 2022</div>\n",432"</div>\n",433"</div><div class=\"news__item\">\n",434"<h3 class=\"news__title\"><a class=\"news__link\" href=\"https://netology.ru/blog/news/30-11-2022-degree-november-results\" target=\"_blank\">Направление «Высшее образование» Нетологии: онлайн-бакалавриат, работа со студентами и EdTech-конференции</a></h3>\n",435"<div class=\"news__txt\">\n",436"<p></p><p>Приглашаем к дискуссии о дистанционном высшем и рассказываем, что помогает студентам справляться со сложностями, как они готовят резюме и где команда направления побывала в ноябре.Обсуждаем онлайн-бакалавриат —…</p>\n",437"</div>\n",438"<div class=\"news__meta\">\n",439"<div class=\"news__date\">30 ноября 2022</div>\n",440"</div>\n",441"</div>\n",442"</div>\n",443"<div id=\"loadmore\">\n",444"<button class=\"btn news-btn\" data-count-news=\"237\" data-paged=\"1\" href=\"#\" type=\"button\">Больше новостей</button>\n",445"</div>\n",446"</div>\n",447"</div>\n",448"<div class=\"wrap\">\n",449"<div class=\"content\">\n",450"<div class=\"posts\">\n",451"<div class=\"posts__item\" id=\"post-41183\">\n",452"<div class=\"posts__img\">\n",453"<a href=\"https://netology.ru/blog/02-2023-attribution-models\" target=\"_blank\">\n",454"<img alt=\"Модели атрибуции: какие бывают и как помогают оценивать эффективность маркетинговых кампаний\" src=\"https://blog-prod-bucket.website.yandexcloud.net/uploads/2023/02/Атрибуции.png\"/>\n",455"</a>\n",456"<div class=\"tags\">\n",457"<a class=\"tags__item\" href=\"/blog/category/what-is\" style=\"background:#eb236b\"><span style=\"background:#eb236b\">Разобраться</span></a>\n",458"</div>\n",459"</div>\n",460"<h2 class=\"posts__title\"><a class=\"posts__link\" href=\"https://netology.ru/blog/02-2023-attribution-models\" target=\"_blank\">Модели атрибуции: какие бывают и как помогают оценивать эффективность маркетинговых кампаний</a></h2>\n",461"<div class=\"posts__txt\">\n",462"</div>\n",463"<div class=\"posts__meta\">\n",464"<div class=\"posts__date\">22 февраля 2023</div>\n",465"</div>\n",466"</div>\n",467"<div class=\"posts__item\" id=\"post-41155\">\n",468"<div class=\"posts__img\">\n",469"<a href=\"https://netology.ru/blog/02-2023-mastermind\" target=\"_blank\">\n",470"<img alt=\"Мастермайнд в обучении: принципы и правила, требования к модератору, польза для студентов, сценарии\" src=\"https://blog-prod-bucket.website.yandexcloud.net/uploads/2023/02/Netology-Cover-Mastermind.png\"/>\n",471"</a>\n",472"<div class=\"tags\">\n",473"<a class=\"tags__item\" href=\"/blog/category/what-is\" style=\"background:#eb236b\"><span style=\"background:#eb236b\">Разобраться</span></a>\n",474"</div>\n",475"</div>\n",476"<h2 class=\"posts__title\"><a class=\"posts__link\" href=\"https://netology.ru/blog/02-2023-mastermind\" target=\"_blank\">Мастермайнд в обучении: принципы и правила, требования к модератору, польза для студентов, сценарии</a></h2>\n",477"<div class=\"posts__txt\">\n",478"</div>\n",479"<div class=\"posts__meta\">\n",480"<div class=\"posts__date\">21 февраля 2023</div>\n",481"</div>\n",482"</div>\n",483"<div class=\"posts__item\" id=\"post-41126\">\n",484"<div class=\"posts__img\">\n",485"<a href=\"https://netology.ru/blog/02-2023-script-writer\" target=\"_blank\">\n",486"<img alt=\"Кто такой сценарист и как им стать\" src=\"https://blog-prod-bucket.website.yandexcloud.net/uploads/2023/02/Сценарист_превью.jpg\"/>\n",487"</a>\n",488"<div class=\"tags\">\n",489"<a class=\"tags__item\" href=\"/blog/category/professions\" style=\"background:#4BD0A0\"><span style=\"background:#4BD0A0\">Современные профессии</span></a>\n",490"</div>\n",491"</div>\n",492"<h2 class=\"posts__title\"><a class=\"posts__link\" href=\"https://netology.ru/blog/02-2023-script-writer\" target=\"_blank\">Кто такой сценарист и как им стать</a></h2>\n",493"<div class=\"posts__txt\">\n",494"</div>\n",495"<div class=\"posts__meta\">\n",496"<div class=\"posts__date\">20 февраля 2023</div>\n",497"</div>\n",498"</div>\n",499"<div class=\"posts__item\" id=\"post-41106\">\n",500"<div class=\"posts__img\">\n",501"<a href=\"https://netology.ru/blog/02-2023-what-is-landing-page\" target=\"_blank\">\n",502"<img alt=\"Что такое лендинг\" src=\"https://blog-prod-bucket.website.yandexcloud.net/uploads/2023/02/Шар.png\"/>\n",503"</a>\n",504"<div class=\"tags\">\n",505"<a class=\"tags__item\" href=\"/blog/category/easy\" style=\"background:#0066ff\"><span style=\"background:#0066ff\">Просто о сложном</span></a>\n",506"</div>\n",507"</div>\n",508"<h2 class=\"posts__title\"><a class=\"posts__link\" href=\"https://netology.ru/blog/02-2023-what-is-landing-page\" target=\"_blank\">Что такое лендинг</a></h2>\n",509"<div class=\"posts__txt\">\n",510"</div>\n",511"<div class=\"posts__meta\">\n",512"<div class=\"posts__date\">17 февраля 2023</div>\n",513"</div>\n",514"</div>\n",515"<div class=\"posts__item\" id=\"post-41071\">\n",516"<div class=\"posts__img\">\n",517"<a href=\"https://netology.ru/blog/02-2023-how-to-manage-all\" target=\"_blank\">\n",518"<img alt=\"Как всё успевать: совмещать работу, учёбу и активную жизнь\" src=\"https://blog-prod-bucket.website.yandexcloud.net/uploads/2023/02/Всё-успевать_превью.jpg\"/>\n",519"</a>\n",520"<div class=\"tags\">\n",521"<a class=\"tags__item\" href=\"/blog/category/how-to\" style=\"background:#5d00f5\"><span style=\"background:#5d00f5\">Руководство</span></a>\n",522"</div>\n",523"</div>\n",524"<h2 class=\"posts__title\"><a class=\"posts__link\" href=\"https://netology.ru/blog/02-2023-how-to-manage-all\" target=\"_blank\">Как всё успевать: совмещать работу, учёбу и активную жизнь</a></h2>\n",525"<div class=\"posts__txt\">\n",526"</div>\n",527"<div class=\"posts__meta\">\n",528"<div class=\"posts__date\">16 февраля 2023</div>\n",529"</div>\n",530"</div>\n",531"<div class=\"posts__item\" id=\"post-41040\">\n",532"<div class=\"posts__img\">\n",533"<a href=\"https://netology.ru/blog/02-2023-data-science-digest\" target=\"_blank\">\n",534"<img alt=\"ChatGPT и другие сервисы с нейросетями: смотрим, пробуем и читаем\" src=\"https://blog-prod-bucket.website.yandexcloud.net/uploads/2023/02/Дайджест-февраль-23_превью.jpg\"/>\n",535"</a>\n",536"<div class=\"tags\">\n",537"<a class=\"tags__item\" href=\"/blog/category/books\" style=\"background:#0066ff\"><span style=\"background:#0066ff\">Книжная полка</span></a>\n",538"</div>\n",539"</div>\n",540"<h2 class=\"posts__title\"><a class=\"posts__link\" href=\"https://netology.ru/blog/02-2023-data-science-digest\" target=\"_blank\">ChatGPT и другие сервисы с нейросетями: смотрим, пробуем и читаем</a></h2>\n",541"<div class=\"posts__txt\">\n",542"</div>\n",543"<div class=\"posts__meta\">\n",544"<div class=\"posts__date\">15 февраля 2023</div>\n",545"</div>\n",546"</div></div>\n",547"<div class=\"post-digest\">\n",548"<div class=\"post\">\n",549"<h3 class=\"post__title\"><a class=\"post__link\" href=\"/blog/07-2022-tenchat\" target=\"_blank\">TenChat: как устроена эта российская деловая соцсеть, кому будет полезна и как там продвигаться</a></h3>\n",550"<div class=\"post__img\">\n",551"<img alt=\"TenChat: как устроена эта российская деловая соцсеть, кому будет полезна и как там продвигаться\" src=\"https://blog-prod-bucket.website.yandexcloud.net/uploads/2022/07/tenchat_на-главную_пост.png\"/>\n",552"</div>\n",553"</div>\n",554"<div class=\"digest\" id=\"subscription-digest\">\n",555"<div class=\"digest__img\"><img alt=\"Дайджест Нетологии\" src=\"wp-content/themes/aquene-child-theme/img/img-11.png\"/></div>\n",556"<div class=\"digest__title\">Дайджест Нетологии</div>\n",557"<div class=\"digest__txt\">\n",558"<p>Свежие статьи, видео, лекции и скидки — раз в две недели по четвергам</p>\n",559"</div>\n",560"<form action=\"#\" class=\"digest__form\" method=\"POST\">\n",561"<div class=\"digest__item\">\n",562"<input class=\"digest__input\" name=\"email\" placeholder=\"Email\" type=\"email\"/>\n",563"</div>\n",564"<div class=\"digest__item\">\n",565"<button class=\"btn btn--red\" type=\"submit\">Хочу подписку</button>\n",566"</div>\n",567"<div class=\"digest__item\">\n",568"<p>Нажимая на кнопку, вы даёте согласие на обработку своих персональных данных</p>\n",569"</div>\n",570"</form>\n",571"</div>\n",572"<div class=\"digest\" id=\"thanks-text-digest\" style=\"display:none;\">\n",573"<div class=\"digest__img\"><img alt=\"\" src=\"wp-content/themes/aquene-child-theme/img/img-11.png\"/></div>\n",574"<div class=\"digest__title\">Спасибо,<br/> что с нами!</div>\n",575"<div class=\"digest__txt\">\n",576"<p>Спасибо за подписку!</p>\n",577"</div>\n",578"<div class=\"letter\">\n",579"<img alt=\"конверт\" src=\"wp-content/themes/aquene-child-theme/img/img-16.png\" srcset=\"\"/>\n",580"</div>\n",581"</div>\n",582"</div>\n",583"<div class=\"posts\">\n",584"<div class=\"posts__item\" id=\"post-40955\">\n",585"<div class=\"posts__img\">\n",586"<a href=\"https://netology.ru/blog/02-2023-kak-izdat-knigu\" target=\"_blank\">\n",587"<img alt=\"Личный опыт: как написать, издать и продвигать книгу\" src=\"https://blog-prod-bucket.website.yandexcloud.net/uploads/2023/02/Обложка_гл_книга.png\"/>\n",588"</a>\n",589"<div class=\"tags\">\n",590"<a class=\"tags__item\" href=\"/blog/category/experience\" style=\"background:#eb236b\"><span style=\"background:#eb236b\">Личный опыт</span></a>\n",591"</div>\n",592"</div>\n",593"<h2 class=\"posts__title\"><a class=\"posts__link\" href=\"https://netology.ru/blog/02-2023-kak-izdat-knigu\" target=\"_blank\">Личный опыт: как написать, издать и продвигать книгу</a></h2>\n",594"<div class=\"posts__txt\">\n",595"</div>\n",596"<div class=\"posts__meta\">\n",597"<div class=\"posts__date\">15 февраля 2023</div>\n",598"</div>\n",599"</div>\n",600"<div class=\"posts__item\" id=\"post-40918\">\n",601"<div class=\"posts__img\">\n",602"<a href=\"https://netology.ru/blog/02-2023-start-v-it-purrweb\" target=\"_blank\">\n",603"<img alt=\"Как начать IT-путь и развить свою команду: история основателя Purrweb\" src=\"https://blog-prod-bucket.website.yandexcloud.net/uploads/2023/02/Обложка_главная_.jpg\"/>\n",604"</a>\n",605"<div class=\"tags\">\n",606"<a class=\"tags__item\" href=\"/blog/category/career\" style=\"background:#0066FF\"><span style=\"background:#0066FF\">Карьера</span></a>\n",607"</div>\n",608"</div>\n",609"<h2 class=\"posts__title\"><a class=\"posts__link\" href=\"https://netology.ru/blog/02-2023-start-v-it-purrweb\" target=\"_blank\">Как начать IT-путь и развить свою команду: история основателя Purrweb</a></h2>\n",610"<div class=\"posts__txt\">\n",611"</div>\n",612"<div class=\"posts__meta\">\n",613"<div class=\"posts__date\">13 февраля 2023</div>\n",614"</div>\n",615"</div>\n",616"<div class=\"posts__item\" id=\"post-40884\">\n",617"<div class=\"posts__img\">\n",618"<a href=\"https://netology.ru/blog/02-2023-books-about-procrastination\" target=\"_blank\">\n",619"<img alt=\"7 книг о лени и прокрастинации: как перестать нервничать из-за дедлайнов и научиться полноценно отдыхать\" src=\"https://blog-prod-bucket.website.yandexcloud.net/uploads/2023/02/Netology-Cover-Books-Procrastion-2.jpg\"/>\n",620"</a>\n",621"<div class=\"tags\">\n",622"<a class=\"tags__item\" href=\"/blog/category/books\" style=\"background:#0066ff\"><span style=\"background:#0066ff\">Книжная полка</span></a>\n",623"</div>\n",624"</div>\n",625"<h2 class=\"posts__title\"><a class=\"posts__link\" href=\"https://netology.ru/blog/02-2023-books-about-procrastination\" target=\"_blank\">7 книг о лени и прокрастинации: как перестать нервничать из-за дедлайнов и научиться полноценно отдыхать</a></h2>\n",626"<div class=\"posts__txt\">\n",627"</div>\n",628"<div class=\"posts__meta\">\n",629"<div class=\"posts__date\">10 февраля 2023</div>\n",630"</div>\n",631"</div>\n",632"<div class=\"posts__item\" id=\"post-40851\">\n",633"<div class=\"posts__img\">\n",634"<a href=\"https://netology.ru/blog/02-2023-how-to-connect-university-and-edtech\" target=\"_blank\">\n",635"<img alt=\"Как связать вуз и EdTech при запуске онлайн-программы высшего образования\" src=\"https://blog-prod-bucket.website.yandexcloud.net/uploads/2023/02/Вуз-и-Нетология.jpg\"/>\n",636"</a>\n",637"<div class=\"tags\">\n",638"<a class=\"tags__item\" href=\"/blog/category/what-is\" style=\"background:#eb236b\"><span style=\"background:#eb236b\">Разобраться</span></a>\n",639"</div>\n",640"</div>\n",641"<h2 class=\"posts__title\"><a class=\"posts__link\" href=\"https://netology.ru/blog/02-2023-how-to-connect-university-and-edtech\" target=\"_blank\">Как связать вуз и EdTech при запуске онлайн-программы высшего образования</a></h2>\n",642"<div class=\"posts__txt\">\n",643"</div>\n",644"<div class=\"posts__meta\">\n",645"<div class=\"posts__date\">9 февраля 2023</div>\n",646"</div>\n",647"</div>\n",648"<div class=\"posts__item\" id=\"post-40809\">\n",649"<div class=\"posts__img\">\n",650"<a href=\"https://netology.ru/blog/02-2023-marketing-analyst\" target=\"_blank\">\n",651"<img alt=\"Маркетинговый аналитик: всё о профессии\" src=\"https://blog-prod-bucket.website.yandexcloud.net/uploads/2023/02/Аналитик-1.jpg\"/>\n",652"</a>\n",653"<div class=\"tags\">\n",654"<a class=\"tags__item\" href=\"/blog/category/professions\" style=\"background:#4BD0A0\"><span style=\"background:#4BD0A0\">Современные профессии</span></a>\n",655"</div>\n",656"</div>\n",657"<h2 class=\"posts__title\"><a class=\"posts__link\" href=\"https://netology.ru/blog/02-2023-marketing-analyst\" target=\"_blank\">Маркетинговый аналитик: всё о профессии</a></h2>\n",658"<div class=\"posts__txt\">\n",659"</div>\n",660"<div class=\"posts__meta\">\n",661"<div class=\"posts__date\">8 февраля 2023</div>\n",662"</div>\n",663"</div>\n",664"<div class=\"posts__item\" id=\"post-40792\">\n",665"<div class=\"posts__img\">\n",666"<a href=\"https://netology.ru/blog/02-2023-kak-vybrat-eksperta\" target=\"_blank\">\n",667"<img alt=\"Как выбрать эксперта для онлайн-школы и снять качественный курс с его участием\" src=\"https://blog-prod-bucket.website.yandexcloud.net/uploads/2023/02/Обл_гл_выбор.png\"/>\n",668"</a>\n",669"<div class=\"tags\">\n",670"<a class=\"tags__item\" href=\"/blog/category/what-is\" style=\"background:#eb236b\"><span style=\"background:#eb236b\">Разобраться</span></a>\n",671"</div>\n",672"</div>\n",673"<h2 class=\"posts__title\"><a class=\"posts__link\" href=\"https://netology.ru/blog/02-2023-kak-vybrat-eksperta\" target=\"_blank\">Как выбрать эксперта для онлайн-школы и снять качественный курс с его участием</a></h2>\n",674"<div class=\"posts__txt\">\n",675"</div>\n",676"<div class=\"posts__meta\">\n",677"<div class=\"posts__date\">7 февраля 2023</div>\n",678"</div>\n",679"</div>\n",680"<div class=\"posts__item\" id=\"post-40756\">\n",681"<div class=\"posts__img\">\n",682"<a href=\"https://netology.ru/blog/02-2023-interior-designer-services\" target=\"_blank\">\n",683"<img alt=\"Какие услуги предлагают дизайнеры интерьера и какие документы для работы с ними стоит подписать\" src=\"https://blog-prod-bucket.website.yandexcloud.net/uploads/2023/02/Обл_гл_дизайн.jpg\"/>\n",684"</a>\n",685"<div class=\"tags\">\n",686"<a class=\"tags__item\" href=\"/blog/category/what-is\" style=\"background:#eb236b\"><span style=\"background:#eb236b\">Разобраться</span></a>\n",687"</div>\n",688"</div>\n",689"<h2 class=\"posts__title\"><a class=\"posts__link\" href=\"https://netology.ru/blog/02-2023-interior-designer-services\" target=\"_blank\">Какие услуги предлагают дизайнеры интерьера и какие документы для работы с ними стоит подписать</a></h2>\n",690"<div class=\"posts__txt\">\n",691"</div>\n",692"<div class=\"posts__meta\">\n",693"<div class=\"posts__date\">7 февраля 2023</div>\n",694"</div>\n",695"</div>\n",696"<div class=\"posts__item\" id=\"post-40682\">\n",697"<div class=\"posts__img\">\n",698"<a href=\"https://netology.ru/blog/02-2023-mistakes\" target=\"_blank\">\n",699"<img alt=\"Внешние факторы и собственные прогнозы: почему мы ошибаемся и что с этим делать\" src=\"https://blog-prod-bucket.website.yandexcloud.net/uploads/2023/02/Ошибки_обложка-1.jpg\"/>\n",700"</a>\n",701"<div class=\"tags\">\n",702"<a class=\"tags__item\" href=\"/blog/category/what-is\" style=\"background:#eb236b\"><span style=\"background:#eb236b\">Разобраться</span></a>\n",703"</div>\n",704"</div>\n",705"<h2 class=\"posts__title\"><a class=\"posts__link\" href=\"https://netology.ru/blog/02-2023-mistakes\" target=\"_blank\">Внешние факторы и собственные прогнозы: почему мы ошибаемся и что с этим делать</a></h2>\n",706"<div class=\"posts__txt\">\n",707"</div>\n",708"<div class=\"posts__meta\">\n",709"<div class=\"posts__date\">3 февраля 2023</div>\n",710"</div>\n",711"</div>\n",712"<div class=\"posts__item\" id=\"post-40653\">\n",713"<div class=\"posts__img\">\n",714"<a href=\"https://netology.ru/blog/02-2023-educational-path\" target=\"_blank\">\n",715"<img alt=\"Как построить личную образовательную траекторию в цифровой среде\" src=\"https://blog-prod-bucket.website.yandexcloud.net/uploads/2023/02/Netology-Cover-Path.jpg\"/>\n",716"</a>\n",717"<div class=\"tags\">\n",718"<a class=\"tags__item\" href=\"/blog/category/education\" style=\"background:#4bd0a0\"><span style=\"background:#4bd0a0\">Научиться учиться</span></a>\n",719"</div>\n",720"</div>\n",721"<h2 class=\"posts__title\"><a class=\"posts__link\" href=\"https://netology.ru/blog/02-2023-educational-path\" target=\"_blank\">Как построить личную образовательную траекторию в цифровой среде</a></h2>\n",722"<div class=\"posts__txt\">\n",723"</div>\n",724"<div class=\"posts__meta\">\n",725"<div class=\"posts__date\">3 февраля 2023</div>\n",726"</div>\n",727"</div> 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\".logo\" ).clone().prependTo( \".m-logo\" );\n",1001"\n",1002" jQuery('div#navigator').mmenu({\n",1003" pageScroll: true,\n",1004" extensions: [\n",1005" 'position-front'\n",1006" ],\n",1007" classNames: {\n",1008" selected: 'active'\n",1009" },\n",1010" navbar: { add: false },\n",1011" navbars: [\n",1012" {\n",1013" position: 'bottom',\n",1014" content: ''+socials+''\n",1015" }\n",1016" ]\n",1017" });\n",1018" jQuery('.actions__add').clone().insertBefore('.mm-listview');\n",1019" jQuery('<a href=\"#mm-0\" aria-owns=\"mm-0\" class=\"close-m\">Закрыть</a>').prependTo('.mm-panels');\n",1020"\n",1021" jQuery(\".m-search\").click(function() {\n",1022"\t\tjQuery('.search').slideToggle();\n",1023"\t\tjQuery('.m-search').toggleClass('active');\n",1024"\t});\n",1025" ////////Перенес из adaptive.js\n",1026" ////////////////////////////\n",1027"</script>\n",1028"<script crossorigin=\"anonymous\" data-cf-beacon='{\"rayId\":\"7a0247c679e77a6d\",\"token\":\"65d09d1502c7464d9d58b7526e4082af\",\"version\":\"2023.2.0\",\"si\":100}' defer=\"\" integrity=\"sha512-0ahDYl866UMhKuYcW078ScMalXqtFJggm7TmlUtp0UlD4eQk0Ixfnm5ykXKvGJNFjLMoortdseTfsRT8oCfgGA==\" src=\"https://static.cloudflareinsights.com/beacon.min.js/vaafb692b2aea4879b33c060e79fe94621666317369993\"></script>\n",1029"</body>\n",1030"</html>"1031]1032},1033"execution_count": 9,1034"metadata": {},1035"output_type": "execute_result"1036}1037],1038"source": [1039"# создаем объекта, через методы которого будем искать нужные теги и извлекать их содержимое\n",1040"soup = BeautifulSoup(res.text)\n",1041"soup"1042]1043},1044{1045"cell_type": "code",1046"execution_count": null,1047"metadata": {},1048"outputs": [],1049"source": [1050"class"1051]1052},1053{1054"cell_type": "code",1055"execution_count": 12,1056"metadata": {1057"colab": {1058"base_uri": "https://localhost:8080/"1059},1060"id": "zgdfDrpcApYj",1061"outputId": "d02c8bec-10e8-49bb-b0e4-437ae1008de2",1062"scrolled": true1063},1064"outputs": [1065{1066"name": "stdout",1067"output_type": "stream",1068"text": [1069"15\n",1070"<div class=\"posts__item\" id=\"post-41183\">\n",1071"<div class=\"posts__img\">\n",1072"<a href=\"https://netology.ru/blog/02-2023-attribution-models\" target=\"_blank\">\n",1073"<img alt=\"Модели атрибуции: какие бывают и как помогают оценивать эффективность маркетинговых кампаний\" src=\"https://blog-prod-bucket.website.yandexcloud.net/uploads/2023/02/Атрибуции.png\"/>\n",1074"</a>\n",1075"<div class=\"tags\">\n",1076"<a class=\"tags__item\" href=\"/blog/category/what-is\" style=\"background:#eb236b\"><span style=\"background:#eb236b\">Разобраться</span></a>\n",1077"</div>\n",1078"</div>\n",1079"<h2 class=\"posts__title\"><a class=\"posts__link\" href=\"https://netology.ru/blog/02-2023-attribution-models\" target=\"_blank\">Модели атрибуции: какие бывают и как помогают оценивать эффективность маркетинговых кампаний</a></h2>\n",1080"<div class=\"posts__txt\">\n",1081"</div>\n",1082"<div class=\"posts__meta\">\n",1083"<div class=\"posts__date\">22 февраля 2023</div>\n",1084"</div>\n",1085"</div>\n"1086]1087}1088],1089"source": [1090"# функция find_all позволяет найти все указанные тег с нужными атрибутами (с вложениями), возвращает список\n",1091"news = soup.find_all('div', class_='posts__item')\n",1092"# news\n",1093"print(len(news))\n",1094"print(news[0])"1095]1096},1097{1098"cell_type": "code",1099"execution_count": 15,1100"metadata": {1101"colab": {1102"base_uri": "https://localhost:8080/"1103},1104"id": "KJR9xMThApa4",1105"outputId": "161798df-58b4-4165-c94d-e9cf34e1e37c"1106},1107"outputs": [1108{1109"name": "stdout",1110"output_type": "stream",1111"text": [1112"Модели атрибуции: какие бывают и как помогают оценивать эффективность маркетинговых кампаний\n",1113"https://netology.ru/blog/02-2023-attribution-models\n",1114"22 февраля 2023\n",1115"Разобраться\n",1116"\n",1117"Мастермайнд в обучении: принципы и правила, требования к модератору, польза для студентов, сценарии\n",1118"https://netology.ru/blog/02-2023-mastermind\n",1119"21 февраля 2023\n",1120"Разобраться\n",1121"\n",1122"Кто такой сценарист и как им стать\n",1123"https://netology.ru/blog/02-2023-script-writer\n",1124"20 февраля 2023\n",1125"Современные профессии\n",1126"\n",1127"Что такое лендинг\n",1128"https://netology.ru/blog/02-2023-what-is-landing-page\n",1129"17 февраля 2023\n",1130"Просто о сложном\n",1131"\n",1132"Как всё успевать: совмещать работу, учёбу и активную жизнь\n",1133"https://netology.ru/blog/02-2023-how-to-manage-all\n",1134"16 февраля 2023\n",1135"Руководство\n",1136"\n",1137"ChatGPT и другие сервисы с нейросетями: смотрим, пробуем и читаем\n",1138"https://netology.ru/blog/02-2023-data-science-digest\n",1139"15 февраля 2023\n",1140"Книжная полка\n",1141"\n",1142"Личный опыт: как написать, издать и продвигать книгу\n",1143"https://netology.ru/blog/02-2023-kak-izdat-knigu\n",1144"15 февраля 2023\n",1145"Личный опыт\n",1146"\n",1147"Как начать IT-путь и развить свою команду: история основателя Purrweb\n",1148"https://netology.ru/blog/02-2023-start-v-it-purrweb\n",1149"13 февраля 2023\n",1150"Карьера\n",1151"\n",1152"7 книг о лени и прокрастинации: как перестать нервничать из-за дедлайнов и научиться полноценно отдыхать\n",1153"https://netology.ru/blog/02-2023-books-about-procrastination\n",1154"10 февраля 2023\n",1155"Книжная полка\n",1156"\n",1157"Как связать вуз и EdTech при запуске онлайн-программы высшего образования\n",1158"https://netology.ru/blog/02-2023-how-to-connect-university-and-edtech\n",1159"9 февраля 2023\n",1160"Разобраться\n",1161"\n",1162"Маркетинговый аналитик: всё о профессии\n",1163"https://netology.ru/blog/02-2023-marketing-analyst\n",1164"8 февраля 2023\n",1165"Современные профессии\n",1166"\n",1167"Как выбрать эксперта для онлайн-школы и снять качественный курс с его участием\n",1168"https://netology.ru/blog/02-2023-kak-vybrat-eksperta\n",1169"7 февраля 2023\n",1170"Разобраться\n",1171"\n",1172"Какие услуги предлагают дизайнеры интерьера и какие документы для работы с ними стоит подписать\n",1173"https://netology.ru/blog/02-2023-interior-designer-services\n",1174"7 февраля 2023\n",1175"Разобраться\n",1176"\n",1177"Внешние факторы и собственные прогнозы: почему мы ошибаемся и что с этим делать\n",1178"https://netology.ru/blog/02-2023-mistakes\n",1179"3 февраля 2023\n",1180"Разобраться\n",1181"\n",1182"Как построить личную образовательную траекторию в цифровой среде\n",1183"https://netology.ru/blog/02-2023-educational-path\n",1184"3 февраля 2023\n",1185"Научиться учиться\n",1186"\n"1187]1188}1189],1190"source": [1191"for el in news:\n",1192" title = el.find('a', 'posts__link').text\n",1193" print(title)\n",1194" link = el.find('a', 'posts__link').get('href')\n",1195" print(link)\n",1196" date = el.find('div', 'posts__date').text\n",1197" print(date)\n",1198" category = el.find('span').text\n",1199" print(category)\n",1200" print()"1201]1202},1203{1204"cell_type": "code",1205"execution_count": 20,1206"metadata": {},1207"outputs": [1208{1209"data": {1210"text/plain": [1211"[]"1212]1213},1214"execution_count": 20,1215"metadata": {},1216"output_type": "execute_result"1217}1218],1219"source": [1220"soup.find_all('script', type_='text/javascript')"1221]1222},1223{1224"cell_type": "code",1225"execution_count": 19,1226"metadata": {1227"scrolled": true1228},1229"outputs": [1230{1231"data": {1232"text/plain": [1233"[<link href=\"//netology.ru\" rel=\"dns-prefetch\"/>,\n",1234" <link href=\"//fonts.googleapis.com\" rel=\"dns-prefetch\"/>,\n",1235" <link href=\"//s.w.org\" rel=\"dns-prefetch\"/>,\n",1236" <link href=\"//blog-prod-bucket.website.yandexcloud.net\" rel=\"dns-prefetch\"/>]"1237]1238},1239"execution_count": 19,1240"metadata": {},1241"output_type": "execute_result"1242}1243],1244"source": [1245"soup.find_all('link', rel='dns-prefetch')"1246]1247},1248{1249"cell_type": "markdown",1250"metadata": {1251"id": "lnEv7TeZfzCZ"1252},1253"source": [1254"Напишем функцию на основе всех предыдущих действий, которая будет возвращать датафрейм с датой, заголовком, категорией и ссылкой на полный текст поста\n"1255]1256},1257{1258"cell_type": "code",1259"execution_count": 21,1260"metadata": {1261"colab": {1262"base_uri": "https://localhost:8080/",1263"height": 5201264},1265"id": "9PZlOK8GBp8y",1266"outputId": "95b9fb80-6fce-430f-e7fa-02de82a00a02"1267},1268"outputs": [1269{1270"data": {1271"text/html": [1272"<div>\n",1273"<style scoped>\n",1274" .dataframe tbody tr th:only-of-type {\n",1275" vertical-align: middle;\n",1276" }\n",1277"\n",1278" .dataframe tbody tr th {\n",1279" vertical-align: top;\n",1280" }\n",1281"\n",1282" .dataframe thead th {\n",1283" text-align: right;\n",1284" }\n",1285"</style>\n",1286"<table border=\"1\" class=\"dataframe\">\n",1287" <thead>\n",1288" <tr style=\"text-align: right;\">\n",1289" <th></th>\n",1290" <th>date</th>\n",1291" <th>title</th>\n",1292" <th>link</th>\n",1293" <th>category</th>\n",1294" </tr>\n",1295" </thead>\n",1296" <tbody>\n",1297" <tr>\n",1298" <th>0</th>\n",1299" <td>22 февраля 2023</td>\n",1300" <td>Модели атрибуции: какие бывают и как помогают ...</td>\n",1301" <td>https://netology.ru/blog/02-2023-attribution-m...</td>\n",1302" <td>Разобраться</td>\n",1303" </tr>\n",1304" <tr>\n",1305" <th>1</th>\n",1306" <td>21 февраля 2023</td>\n",1307" <td>Мастермайнд в обучении: принципы и правила, тр...</td>\n",1308" <td>https://netology.ru/blog/02-2023-mastermind</td>\n",1309" <td>Разобраться</td>\n",1310" </tr>\n",1311" <tr>\n",1312" <th>2</th>\n",1313" <td>20 февраля 2023</td>\n",1314" <td>Кто такой сценарист и как им стать</td>\n",1315" <td>https://netology.ru/blog/02-2023-script-writer</td>\n",1316" <td>Современные профессии</td>\n",1317" </tr>\n",1318" <tr>\n",1319" <th>3</th>\n",1320" <td>17 февраля 2023</td>\n",1321" <td>Что такое лендинг</td>\n",1322" <td>https://netology.ru/blog/02-2023-what-is-landi...</td>\n",1323" <td>Просто о сложном</td>\n",1324" </tr>\n",1325" <tr>\n",1326" <th>4</th>\n",1327" <td>16 февраля 2023</td>\n",1328" <td>Как всё успевать: совмещать работу, учёбу и ак...</td>\n",1329" <td>https://netology.ru/blog/02-2023-how-to-manage...</td>\n",1330" <td>Руководство</td>\n",1331" </tr>\n",1332" <tr>\n",1333" <th>5</th>\n",1334" <td>15 февраля 2023</td>\n",1335" <td>ChatGPT и другие сервисы с нейросетями: смотри...</td>\n",1336" <td>https://netology.ru/blog/02-2023-data-science-...</td>\n",1337" <td>Книжная полка</td>\n",1338" </tr>\n",1339" <tr>\n",1340" <th>6</th>\n",1341" <td>15 февраля 2023</td>\n",1342" <td>Личный опыт: как написать, издать и продвигать...</td>\n",1343" <td>https://netology.ru/blog/02-2023-kak-izdat-knigu</td>\n",1344" <td>Личный опыт</td>\n",1345" </tr>\n",1346" <tr>\n",1347" <th>7</th>\n",1348" <td>13 февраля 2023</td>\n",1349" <td>Как начать IT-путь и развить свою команду: ист...</td>\n",1350" <td>https://netology.ru/blog/02-2023-start-v-it-pu...</td>\n",1351" <td>Карьера</td>\n",1352" </tr>\n",1353" <tr>\n",1354" <th>8</th>\n",1355" <td>10 февраля 2023</td>\n",1356" <td>7 книг о лени и прокрастинации: как перестать ...</td>\n",1357" <td>https://netology.ru/blog/02-2023-books-about-p...</td>\n",1358" <td>Книжная полка</td>\n",1359" </tr>\n",1360" <tr>\n",1361" <th>9</th>\n",1362" <td>9 февраля 2023</td>\n",1363" <td>Как связать вуз и EdTech при запуске онлайн-пр...</td>\n",1364" <td>https://netology.ru/blog/02-2023-how-to-connec...</td>\n",1365" <td>Разобраться</td>\n",1366" </tr>\n",1367" <tr>\n",1368" <th>10</th>\n",1369" <td>8 февраля 2023</td>\n",1370" <td>Маркетинговый аналитик: всё о профессии</td>\n",1371" <td>https://netology.ru/blog/02-2023-marketing-ana...</td>\n",1372" <td>Современные профессии</td>\n",1373" </tr>\n",1374" <tr>\n",1375" <th>11</th>\n",1376" <td>7 февраля 2023</td>\n",1377" <td>Как выбрать эксперта для онлайн-школы и снять ...</td>\n",1378" <td>https://netology.ru/blog/02-2023-kak-vybrat-ek...</td>\n",1379" <td>Разобраться</td>\n",1380" </tr>\n",1381" <tr>\n",1382" <th>12</th>\n",1383" <td>7 февраля 2023</td>\n",1384" <td>Какие услуги предлагают дизайнеры интерьера и ...</td>\n",1385" <td>https://netology.ru/blog/02-2023-interior-desi...</td>\n",1386" <td>Разобраться</td>\n",1387" </tr>\n",1388" <tr>\n",1389" <th>13</th>\n",1390" <td>3 февраля 2023</td>\n",1391" <td>Внешние факторы и собственные прогнозы: почему...</td>\n",1392" <td>https://netology.ru/blog/02-2023-mistakes</td>\n",1393" <td>Разобраться</td>\n",1394" </tr>\n",1395" <tr>\n",1396" <th>14</th>\n",1397" <td>3 февраля 2023</td>\n",1398" <td>Как построить личную образовательную траектори...</td>\n",1399" <td>https://netology.ru/blog/02-2023-educational-path</td>\n",1400" <td>Научиться учиться</td>\n",1401" </tr>\n",1402" </tbody>\n",1403"</table>\n",1404"</div>"1405],1406"text/plain": [1407" date title \\\n",1408"0 22 февраля 2023 Модели атрибуции: какие бывают и как помогают ... \n",1409"1 21 февраля 2023 Мастермайнд в обучении: принципы и правила, тр... \n",1410"2 20 февраля 2023 Кто такой сценарист и как им стать \n",1411"3 17 февраля 2023 Что такое лендинг \n",1412"4 16 февраля 2023 Как всё успевать: совмещать работу, учёбу и ак... \n",1413"5 15 февраля 2023 ChatGPT и другие сервисы с нейросетями: смотри... \n",1414"6 15 февраля 2023 Личный опыт: как написать, издать и продвигать... \n",1415"7 13 февраля 2023 Как начать IT-путь и развить свою команду: ист... \n",1416"8 10 февраля 2023 7 книг о лени и прокрастинации: как перестать ... \n",1417"9 9 февраля 2023 Как связать вуз и EdTech при запуске онлайн-пр... \n",1418"10 8 февраля 2023 Маркетинговый аналитик: всё о профессии \n",1419"11 7 февраля 2023 Как выбрать эксперта для онлайн-школы и снять ... \n",1420"12 7 февраля 2023 Какие услуги предлагают дизайнеры интерьера и ... \n",1421"13 3 февраля 2023 Внешние факторы и собственные прогнозы: почему... \n",1422"14 3 февраля 2023 Как построить личную образовательную траектори... \n",1423"\n",1424" link category \n",1425"0 https://netology.ru/blog/02-2023-attribution-m... Разобраться \n",1426"1 https://netology.ru/blog/02-2023-mastermind Разобраться \n",1427"2 https://netology.ru/blog/02-2023-script-writer Современные профессии \n",1428"3 https://netology.ru/blog/02-2023-what-is-landi... Просто о сложном \n",1429"4 https://netology.ru/blog/02-2023-how-to-manage... Руководство \n",1430"5 https://netology.ru/blog/02-2023-data-science-... Книжная полка \n",1431"6 https://netology.ru/blog/02-2023-kak-izdat-knigu Личный опыт \n",1432"7 https://netology.ru/blog/02-2023-start-v-it-pu... Карьера \n",1433"8 https://netology.ru/blog/02-2023-books-about-p... Книжная полка \n",1434"9 https://netology.ru/blog/02-2023-how-to-connec... Разобраться \n",1435"10 https://netology.ru/blog/02-2023-marketing-ana... Современные профессии \n",1436"11 https://netology.ru/blog/02-2023-kak-vybrat-ek... Разобраться \n",1437"12 https://netology.ru/blog/02-2023-interior-desi... Разобраться \n",1438"13 https://netology.ru/blog/02-2023-mistakes Разобраться \n",1439"14 https://netology.ru/blog/02-2023-educational-path Научиться учиться "1440]1441},1442"execution_count": 21,1443"metadata": {},1444"output_type": "execute_result"1445}1446],1447"source": [1448"def get_netology_blog_posts():\n",1449" url = 'https://netology.ru/blog/'\n",1450" req = requests.get(url).text\n",1451" soup = BeautifulSoup(req)\n",1452"\n",1453" news = soup.find_all('div', class_='posts__item')\n",1454"\n",1455" netology_blog = pd.DataFrame()\n",1456"\n",1457" for el in news:\n",1458" title = el.find('a', 'posts__link').text\n",1459" link = el.find('a', 'posts__link').get('href')\n",1460" date = el.find('div', 'posts__date').text\n",1461" category = el.find('a', 'tags__item').text\n",1462" row = {'date': date, 'title': title, 'link': link, 'category':category}\n",1463" netology_blog = pd.concat([netology_blog, pd.DataFrame([row])]) \n",1464" return netology_blog.reset_index(drop=True)\n",1465"\n",1466"get_netology_blog_posts()"1467]1468},1469{1470"cell_type": "markdown",1471"metadata": {1472"id": "8k2Xxv3-gApp"1473},1474"source": [1475"А теперь поработаем поиском по сайту"1476]1477},1478{1479"cell_type": "code",1480"execution_count": 22,1481"metadata": {1482"id": "lE18-rV2GiNR"1483},1484"outputs": [],1485"source": [1486"# cформируем поисковый запрос, обратите внимание на его формат\n",1487"URL = 'https://netology.ru/blog/?s=python'"1488]1489},1490{1491"cell_type": "markdown",1492"metadata": {},1493"source": [1494"### 403: Forbidden"1495]1496},1497{1498"cell_type": "code",1499"execution_count": 23,1500"metadata": {1501"colab": {1502"base_uri": "https://localhost:8080/",1503"height": 1271504},1505"id": "UUst-lZsGiNR",1506"outputId": "10e21b1c-ea99-48eb-bf95-b9b4a08e1b5c"1507},1508"outputs": [1509{1510"data": {1511"text/plain": [1512"'<!DOCTYPE html>\\n<html lang=\"ru-RU\" prefix=\"og: https://ogp.me/ns#\">\\n<head>\\n<meta charset=\"UTF-8\">\\n<meta name=\"viewport\" content=\"width=device-width, initial-scale=1\">\\n<link rel=\"profile\" href=\"https://gmpg.org/xfn/11\">\\n<title>python | Медиа Нетологии</title>\\n\\n<meta name=\"robots\" content=\"max-image-preview:large\" />\\n<link rel=\"canonical\" href=\"https://netology.ru/blog?s=python\" />\\n<link rel=\"next\" href=\"https://netology.ru/blog/page/2?s=python\" />\\n\\n<link rel=\"preload\" href=\"https://netology.ru/blog/wp-content/plugins/rate-my-post/public/css/fonts/ratemypost.ttf\" type=\"font/ttf\" as=\"font\" crossorigin=\"anonymous\">\\n\\n<script data-cfasync=\"false\" data-pagespeed-no-defer type=\"text/javascript\">//<![CDATA[\\n\\tvar gtm4wp_datalayer_name = \"dataLayer\";\\n\\tvar dataLayer = dataLayer || [];\\n//]]>\\n</script>\\n<link rel=\\'dns-prefetch\\' href=\\'//netology.ru\\' />\\n<link rel=\\'dns-prefetch\\' href=\\'//fonts.googleapis.com\\' />\\n<link rel=\\'dns-prefetch\\' href=\\'//s.w.org\\' />\\n<link 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headers=headers)\n",1569"\n",1570"req.text"1571]1572},1573{1574"cell_type": "code",1575"execution_count": 25,1576"metadata": {1577"colab": {1578"base_uri": "https://localhost:8080/"1579},1580"id": "ulYV4DuqgVUL",1581"outputId": "29f6897e-2742-4ac0-e53d-e4f94cfedc3c",1582"scrolled": true1583},1584"outputs": [1585{1586"data": {1587"text/plain": [1588"6"1589]1590},1591"execution_count": 25,1592"metadata": {},1593"output_type": "execute_result"1594}1595],1596"source": [1597"soup = BeautifulSoup(req.text)\n",1598"articles = soup.find_all('article', class_='status-publish')\n",1599"len(articles)"1600]1601},1602{1603"cell_type": "markdown",1604"metadata": {},1605"source": [1606"## Заголовок h2"1607]1608},1609{1610"cell_type": "code",1611"execution_count": 27,1612"metadata": {},1613"outputs": [1614{1615"data": {1616"text/plain": [1617"<article class=\"post-26555 news type-news status-publish format-standard has-post-thumbnail hentry\" id=\"post-26555\">\n",1618"<a class=\"thumb-link\" href=\"https://netology.ru/blog/news/12-10-2021-python\"><span aria-label=\"\" class=\"featured-image has-background-cover has-animation\" role=\"img\" style=\"background-image: url('https://blog-prod-bucket.website.yandexcloud.net/uploads/2021/09/gradienta-gwE9vXSi7Xw-unsplash-980x460.jpg');\"></span></a> <div class=\"hentry-inner\">\n",1619"<span class=\"posted-on\">\n",1620"<a href=\"https://netology.ru/blog/news/12-10-2021-python\" rel=\"bookmark\">12 октября 2021</a>\n",1621"</span>\n",1622"<header class=\"entry-header primary-font\">\n",1623"<h2 class=\"entry-title\"><a href=\"https://netology.ru/blog/news/12-10-2021-python\" rel=\"bookmark\">Python занял первое место в рейтинге языков программирования TIOBE</a></h2> </header>\n",1624"<footer class=\"entry-footer clear\">\n",1625"</footer>\n",1626"</div>\n",1627"</article>"1628]1629},1630"execution_count": 27,1631"metadata": {},1632"output_type": "execute_result"1633}1634],1635"source": [1636"articles[0]"1637]1638},1639{1640"cell_type": "markdown",1641"metadata": {1642"id": "34sX8gF-9Zxp"1643},1644"source": [1645"Напишем функция для извлечения постов по несколькоим запросам со страницы"1646]1647},1648{1649"cell_type": "code",1650"execution_count": 29,1651"metadata": {},1652"outputs": [],1653"source": [1654"import time"1655]1656},1657{1658"cell_type": "code",1659"execution_count": 30,1660"metadata": {1661"colab": {1662"base_uri": "https://localhost:8080/",1663"height": 4261664},1665"id": "eV7bEHRggcqN",1666"outputId": "3ae66252-cd58-4fc4-f5f1-abb3707517f3"1667},1668"outputs": [1669{1670"data": {1671"text/html": [1672"<div>\n",1673"<style scoped>\n",1674" .dataframe tbody tr th:only-of-type {\n",1675" vertical-align: middle;\n",1676" }\n",1677"\n",1678" .dataframe tbody tr th {\n",1679" vertical-align: top;\n",1680" }\n",1681"\n",1682" .dataframe thead th {\n",1683" text-align: right;\n",1684" }\n",1685"</style>\n",1686"<table border=\"1\" class=\"dataframe\">\n",1687" <thead>\n",1688" <tr style=\"text-align: right;\">\n",1689" <th></th>\n",1690" <th>date</th>\n",1691" <th>title</th>\n",1692" <th>link</th>\n",1693" <th>category</th>\n",1694" </tr>\n",1695" </thead>\n",1696" <tbody>\n",1697" <tr>\n",1698" <th>0</th>\n",1699" <td>12 октября 2021</td>\n",1700" <td>Python занял первое место в рейтинге языков пр...</td>\n",1701" <td>https://netology.ru/blog/news/12-10-2021-python</td>\n",1702" <td>Новость</td>\n",1703" </tr>\n",1704" <tr>\n",1705" <th>1</th>\n",1706" <td>31 июля 2019</td>\n",1707" <td>С чего начать изучение Python: 3 первых шага</td>\n",1708" <td>https://netology.ru/blog/07-2019-python-3-perv...</td>\n",1709" <td>Современные профессии</td>\n",1710" </tr>\n",1711" <tr>\n",1712" <th>2</th>\n",1713" <td>15 марта 2019</td>\n",1714" <td>С чего начать изучение Python: книги для начин...</td>\n",1715" <td>https://netology.ru/blog/03-2019-python-knigi-...</td>\n",1716" <td>Книжная полка</td>\n",1717" </tr>\n",1718" <tr>\n",1719" <th>3</th>\n",1720" <td>16 января 2019</td>\n",1721" <td>Как перейти в Machine learning, если знаешь Py...</td>\n",1722" <td>https://netology.ru/blog/2019-01-machine-learn...</td>\n",1723" <td>Карьера</td>\n",1724" </tr>\n",1725" <tr>\n",1726" <th>4</th>\n",1727" <td>15 января 2019</td>\n",1728" <td>Создание модели распознавания лиц с использова...</td>\n",1729" <td>https://netology.ru/blog/2019-01-modeli-raspoz...</td>\n",1730" <td>Руководство</td>\n",1731" </tr>\n",1732" <tr>\n",1733" <th>5</th>\n",1734" <td>30 декабря 2016</td>\n",1735" <td>Как парсить данные с HTML-страниц на Python</td>\n",1736" <td>https://netology.ru/blog/parsing-python</td>\n",1737" <td>Руководство</td>\n",1738" </tr>\n",1739" <tr>\n",1740" <th>6</th>\n",1741" <td>16 января 2023</td>\n",1742" <td>Data Science-дайджест: что почитать, посмотрет...</td>\n",1743" <td>https://netology.ru/blog/01-2023-data-science-...</td>\n",1744" <td>Книжная полка</td>\n",1745" </tr>\n",1746" <tr>\n",1747" <th>7</th>\n",1748" <td>15 декабря 2022</td>\n",1749" <td>Data Science-дайджест: что почитать, посмотрет...</td>\n",1750" <td>https://netology.ru/blog/12-2022-data-science-...</td>\n",1751" <td>Книжная полка</td>\n",1752" </tr>\n",1753" <tr>\n",1754" <th>8</th>\n",1755" <td>15 ноября 2022</td>\n",1756" <td>Data Science-дайджест: что почитать, посмотрет...</td>\n",1757" <td>https://netology.ru/blog/11-2022-data-science-...</td>\n",1758" <td>Книжная полка</td>\n",1759" </tr>\n",1760" <tr>\n",1761" <th>9</th>\n",1762" <td>12 октября 2022</td>\n",1763" <td>Data Science-дайджест: что почитать, посмотрет...</td>\n",1764" <td>https://netology.ru/blog/10-2022-data-science-...</td>\n",1765" <td>Книжная полка</td>\n",1766" </tr>\n",1767" <tr>\n",1768" <th>10</th>\n",1769" <td>13 сентября 2022</td>\n",1770" <td>Data Science-дайджест: что почитать, посмотрет...</td>\n",1771" <td>https://netology.ru/blog/09-2022-data-science-...</td>\n",1772" <td>Книжная полка</td>\n",1773" </tr>\n",1774" <tr>\n",1775" <th>11</th>\n",1776" <td>17 августа 2022</td>\n",1777" <td>Data Science-дайджест: что почитать, посмотрет...</td>\n",1778" <td>https://netology.ru/blog/08-2022-data-science-...</td>\n",1779" <td>Книжная полка</td>\n",1780" </tr>\n",1781" </tbody>\n",1782"</table>\n",1783"</div>"1784],1785"text/plain": [1786" date title \\\n",1787"0 12 октября 2021 Python занял первое место в рейтинге языков пр... \n",1788"1 31 июля 2019 С чего начать изучение Python: 3 первых шага \n",1789"2 15 марта 2019 С чего начать изучение Python: книги для начин... \n",1790"3 16 января 2019 Как перейти в Machine learning, если знаешь Py... \n",1791"4 15 января 2019 Создание модели распознавания лиц с использова... \n",1792"5 30 декабря 2016 Как парсить данные с HTML-страниц на Python \n",1793"6 16 января 2023 Data Science-дайджест: что почитать, посмотрет... \n",1794"7 15 декабря 2022 Data Science-дайджест: что почитать, посмотрет... \n",1795"8 15 ноября 2022 Data Science-дайджест: что почитать, посмотрет... \n",1796"9 12 октября 2022 Data Science-дайджест: что почитать, посмотрет... \n",1797"10 13 сентября 2022 Data Science-дайджест: что почитать, посмотрет... \n",1798"11 17 августа 2022 Data Science-дайджест: что почитать, посмотрет... \n",1799"\n",1800" link category \n",1801"0 https://netology.ru/blog/news/12-10-2021-python Новость \n",1802"1 https://netology.ru/blog/07-2019-python-3-perv... Современные профессии \n",1803"2 https://netology.ru/blog/03-2019-python-knigi-... Книжная полка \n",1804"3 https://netology.ru/blog/2019-01-machine-learn... Карьера \n",1805"4 https://netology.ru/blog/2019-01-modeli-raspoz... Руководство \n",1806"5 https://netology.ru/blog/parsing-python Руководство \n",1807"6 https://netology.ru/blog/01-2023-data-science-... Книжная полка \n",1808"7 https://netology.ru/blog/12-2022-data-science-... Книжная полка \n",1809"8 https://netology.ru/blog/11-2022-data-science-... Книжная полка \n",1810"9 https://netology.ru/blog/10-2022-data-science-... Книжная полка \n",1811"10 https://netology.ru/blog/09-2022-data-science-... Книжная полка \n",1812"11 https://netology.ru/blog/08-2022-data-science-... Книжная полка "1813]1814},1815"execution_count": 30,1816"metadata": {},1817"output_type": "execute_result"1818}1819],1820"source": [1821"def get_netology_posts(query):\n",1822" netology_blog = pd.DataFrame()\n",1823" for q in query:\n",1824" URL = 'https://netology.ru/blog/'\n",1825" params = {\n",1826" 's': q\n",1827" }\n",1828" req = requests.get(URL, params=params)\n",1829" time.sleep(0.3)\n",1830" soup = BeautifulSoup(req.text)\n",1831" articles = soup.find_all('article', class_='status-publish')\n",1832" for article in articles:\n",1833" title = article.find('h2', class_='entry-title').text\n",1834" link = article.find('h2', class_='entry-title').find('a').get('href')\n",1835" date = article.find('span', class_='posted-on').text.strip()\n",1836" if article.find('div', class_='entry-cats'):\n",1837" category = article.find('div', class_='entry-cats').text\n",1838" else:\n",1839" category = 'Новость'\n",1840" row = {'date': date, 'title': title, 'link': link, 'category':category}\n",1841" netology_blog = pd.concat([netology_blog, pd.DataFrame([row])]) \n",1842" return netology_blog.reset_index(drop=True)\n",1843"\n",1844"res = get_netology_posts(['python', 'data science'])\n",1845"res"1846]1847},1848{1849"cell_type": "markdown",1850"metadata": {1851"id": "qcAfaNqbnURx"1852},1853"source": [1854"А если хотим добавить в датафрейм полные тексты всех постов?"1855]1856},1857{1858"cell_type": "code",1859"execution_count": 31,1860"metadata": {1861"colab": {1862"base_uri": "https://localhost:8080/",1863"height": 78041864},1865"id": "ToWsQ0zXGrgB",1866"outputId": "f01e982c-d985-4933-bee0-c3df16c81843"1867},1868"outputs": [1869{1870"data": {1871"text/html": [1872"<div>\n",1873"<style scoped>\n",1874" .dataframe tbody tr th:only-of-type {\n",1875" vertical-align: middle;\n",1876" }\n",1877"\n",1878" .dataframe tbody tr th {\n",1879" vertical-align: top;\n",1880" }\n",1881"\n",1882" .dataframe thead th {\n",1883" text-align: right;\n",1884" }\n",1885"</style>\n",1886"<table border=\"1\" class=\"dataframe\">\n",1887" <thead>\n",1888" <tr style=\"text-align: right;\">\n",1889" <th></th>\n",1890" <th>date</th>\n",1891" <th>title</th>\n",1892" <th>link</th>\n",1893" <th>category</th>\n",1894" <th>text</th>\n",1895" </tr>\n",1896" </thead>\n",1897" <tbody>\n",1898" <tr>\n",1899" <th>0</th>\n",1900" <td>12 октября 2021</td>\n",1901" <td>Python занял первое место в рейтинге языков пр...</td>\n",1902" <td>https://netology.ru/blog/news/12-10-2021-python</td>\n",1903" <td>Новость</td>\n",1904" <td>Впервые за 20 лет Python стал самым популярным...</td>\n",1905" </tr>\n",1906" <tr>\n",1907" <th>1</th>\n",1908" <td>31 июля 2019</td>\n",1909" <td>С чего начать изучение Python: 3 первых шага</td>\n",1910" <td>https://netology.ru/blog/07-2019-python-3-perv...</td>\n",1911" <td>Современные профессии</td>\n",1912" <td>В прошлой статье мы рассказали, почему стоит и...</td>\n",1913" </tr>\n",1914" <tr>\n",1915" <th>2</th>\n",1916" <td>15 марта 2019</td>\n",1917" <td>С чего начать изучение Python: книги для начин...</td>\n",1918" <td>https://netology.ru/blog/03-2019-python-knigi-...</td>\n",1919" <td>Книжная полка</td>\n",1920" <td>Нетология рассказала, с какой книги начать изу...</td>\n",1921" </tr>\n",1922" <tr>\n",1923" <th>3</th>\n",1924" <td>16 января 2019</td>\n",1925" <td>Как перейти в Machine learning, если знаешь Py...</td>\n",1926" <td>https://netology.ru/blog/2019-01-machine-learn...</td>\n",1927" <td>Карьера</td>\n",1928" <td>Директор разработки и data scientist ДомКлик.р...</td>\n",1929" </tr>\n",1930" <tr>\n",1931" <th>4</th>\n",1932" <td>15 января 2019</td>\n",1933" <td>Создание модели распознавания лиц с использова...</td>\n",1934" <td>https://netology.ru/blog/2019-01-modeli-raspoz...</td>\n",1935" <td>Руководство</td>\n",1936" <td>Адаптировали статью Файзана Шайха о том, как с...</td>\n",1937" </tr>\n",1938" <tr>\n",1939" <th>5</th>\n",1940" <td>30 декабря 2016</td>\n",1941" <td>Как парсить данные с HTML-страниц на Python</td>\n",1942" <td>https://netology.ru/blog/parsing-python</td>\n",1943" <td>Руководство</td>\n",1944" <td>Руководитель проектов Дмитрий Мирошниченко рас...</td>\n",1945" </tr>\n",1946" <tr>\n",1947" <th>6</th>\n",1948" <td>16 января 2023</td>\n",1949" <td>Data Science-дайджест: что почитать, посмотрет...</td>\n",1950" <td>https://netology.ru/blog/01-2023-data-science-...</td>\n",1951" <td>Книжная полка</td>\n",1952" <td>Подушка, которая избавляет от храпа с помощью ...</td>\n",1953" </tr>\n",1954" <tr>\n",1955" <th>7</th>\n",1956" <td>15 декабря 2022</td>\n",1957" <td>Data Science-дайджест: что почитать, посмотрет...</td>\n",1958" <td>https://netology.ru/blog/12-2022-data-science-...</td>\n",1959" <td>Книжная полка</td>\n",1960" <td>Определяем пневмонию по кашлю с помощью ИИ, см...</td>\n",1961" </tr>\n",1962" <tr>\n",1963" <th>8</th>\n",1964" <td>15 ноября 2022</td>\n",1965" <td>Data Science-дайджест: что почитать, посмотрет...</td>\n",1966" <td>https://netology.ru/blog/11-2022-data-science-...</td>\n",1967" <td>Книжная полка</td>\n",1968" <td>В новом дайджесте рассказываем, как ИИ взламыв...</td>\n",1969" </tr>\n",1970" <tr>\n",1971" <th>9</th>\n",1972" <td>12 октября 2022</td>\n",1973" <td>Data Science-дайджест: что почитать, посмотрет...</td>\n",1974" <td>https://netology.ru/blog/10-2022-data-science-...</td>\n",1975" <td>Книжная полка</td>\n",1976" <td>Делаем покемонов из кого угодно, смотрим «Ла-Л...</td>\n",1977" </tr>\n",1978" <tr>\n",1979" <th>10</th>\n",1980" <td>13 сентября 2022</td>\n",1981" <td>Data Science-дайджест: что почитать, посмотрет...</td>\n",1982" <td>https://netology.ru/blog/09-2022-data-science-...</td>\n",1983" <td>Книжная полка</td>\n",1984" <td>Проверяем себя на знание мемов, создаём фон в ...</td>\n",1985" </tr>\n",1986" <tr>\n",1987" <th>11</th>\n",1988" <td>17 августа 2022</td>\n",1989" <td>Data Science-дайджест: что почитать, посмотрет...</td>\n",1990" <td>https://netology.ru/blog/08-2022-data-science-...</td>\n",1991" <td>Книжная полка</td>\n",1992" <td>В новом дайджесте рассказываем, как ИИ помогае...</td>\n",1993" </tr>\n",1994" </tbody>\n",1995"</table>\n",1996"</div>"1997],1998"text/plain": [1999" date title \\\n",2000"0 12 октября 2021 Python занял первое место в рейтинге языков пр... \n",2001"1 31 июля 2019 С чего начать изучение Python: 3 первых шага \n",2002"2 15 марта 2019 С чего начать изучение Python: книги для начин... \n",2003"3 16 января 2019 Как перейти в Machine learning, если знаешь Py... \n",2004"4 15 января 2019 Создание модели распознавания лиц с использова... \n",2005"5 30 декабря 2016 Как парсить данные с HTML-страниц на Python \n",2006"6 16 января 2023 Data Science-дайджест: что почитать, посмотрет... \n",2007"7 15 декабря 2022 Data Science-дайджест: что почитать, посмотрет... \n",2008"8 15 ноября 2022 Data Science-дайджест: что почитать, посмотрет... \n",2009"9 12 октября 2022 Data Science-дайджест: что почитать, посмотрет... \n",2010"10 13 сентября 2022 Data Science-дайджест: что почитать, посмотрет... \n",2011"11 17 августа 2022 Data Science-дайджест: что почитать, посмотрет... \n",2012"\n",2013" link category \\\n",2014"0 https://netology.ru/blog/news/12-10-2021-python Новость \n",2015"1 https://netology.ru/blog/07-2019-python-3-perv... Современные профессии \n",2016"2 https://netology.ru/blog/03-2019-python-knigi-... Книжная полка \n",2017"3 https://netology.ru/blog/2019-01-machine-learn... Карьера \n",2018"4 https://netology.ru/blog/2019-01-modeli-raspoz... Руководство \n",2019"5 https://netology.ru/blog/parsing-python Руководство \n",2020"6 https://netology.ru/blog/01-2023-data-science-... Книжная полка \n",2021"7 https://netology.ru/blog/12-2022-data-science-... Книжная полка \n",2022"8 https://netology.ru/blog/11-2022-data-science-... Книжная полка \n",2023"9 https://netology.ru/blog/10-2022-data-science-... Книжная полка \n",2024"10 https://netology.ru/blog/09-2022-data-science-... Книжная полка \n",2025"11 https://netology.ru/blog/08-2022-data-science-... Книжная полка \n",2026"\n",2027" text \n",2028"0 Впервые за 20 лет Python стал самым популярным... \n",2029"1 В прошлой статье мы рассказали, почему стоит и... \n",2030"2 Нетология рассказала, с какой книги начать изу... \n",2031"3 Директор разработки и data scientist ДомКлик.р... \n",2032"4 Адаптировали статью Файзана Шайха о том, как с... \n",2033"5 Руководитель проектов Дмитрий Мирошниченко рас... \n",2034"6 Подушка, которая избавляет от храпа с помощью ... \n",2035"7 Определяем пневмонию по кашлю с помощью ИИ, см... \n",2036"8 В новом дайджесте рассказываем, как ИИ взламыв... \n",2037"9 Делаем покемонов из кого угодно, смотрим «Ла-Л... \n",2038"10 Проверяем себя на знание мемов, создаём фон в ... \n",2039"11 В новом дайджесте рассказываем, как ИИ помогае... "2040]2041},2042"execution_count": 31,2043"metadata": {},2044"output_type": "execute_result"2045}2046],2047"source": [2048"def add_full_text(posts_df):\n",2049" i = 0\n",2050" for el in posts_df['link']:\n",2051" # print(el)\n",2052" req = requests.get(el).text\n",2053" soup = BeautifulSoup(req)\n",2054" time.sleep(0.3)\n",2055" full_text = soup.find('div', class_='entry-content').text.strip()\n",2056" posts_df.loc[i, 'text'] = full_text\n",2057" i += 1\n",2058" return posts_df\n",2059"\n",2060"add_full_text(res)"2061]2062},2063{2064"cell_type": "markdown",2065"metadata": {2066"id": "XQH4-geQGiNX"2067},2068"source": [2069"Напишем скрипт, который будет собирать новости с сайта Коммерсанта"2070]2071},2072{2073"cell_type": "code",2074"execution_count": null,2075"metadata": {2076"id": "0jJbKObBGiNX"2077},2078"outputs": [],2079"source": [2080"URL = 'https://www.kommersant.ru/search/results'\n",2081"params = {\n",2082" 'search_query': 'python'\n",2083"}"2084]2085},2086{2087"cell_type": "code",2088"execution_count": null,2089"metadata": {2090"id": "YuK_K627GiNX"2091},2092"outputs": [],2093"source": [2094"res = requests.get(URL, params)"2095]2096},2097{2098"cell_type": "code",2099"execution_count": null,2100"metadata": {2101"colab": {2102"base_uri": "https://localhost:8080/",2103"height": 1272104},2105"id": "OK7Sx1CoGiNX",2106"outputId": "d33e280d-1652-40da-8778-df74a14c6186"2107},2108"outputs": [],2109"source": [2110"res.text"2111]2112},2113{2114"cell_type": "code",2115"execution_count": null,2116"metadata": {2117"colab": {2118"base_uri": "https://localhost:8080/"2119},2120"id": "PPQcfLS1GiNY",2121"outputId": "86248ff7-a741-4178-e5b1-316a6a75733f"2122},2123"outputs": [],2124"source": [2125"soup = BeautifulSoup(res.text)\n",2126"soup"2127]2128},2129{2130"cell_type": "code",2131"execution_count": null,2132"metadata": {2133"colab": {2134"base_uri": "https://localhost:8080/"2135},2136"id": "GHGvoLtfGiNY",2137"outputId": "10b7a01c-2a22-4f91-e978-faf1384de261"2138},2139"outputs": [],2140"source": [2141"# собираем все теги со ссылками на полные тексты новостей\n",2142"refs = soup.find_all('a', class_='uho__link')\n",2143"print(len(refs))\n",2144"print(refs)"2145]2146},2147{2148"cell_type": "code",2149"execution_count": null,2150"metadata": {2151"colab": {2152"base_uri": "https://localhost:8080/"2153},2154"id": "UmWvjdwSGiNZ",2155"outputId": "d27aaaa1-86ed-42d0-e438-5830e03ea376"2156},2157"outputs": [],2158"source": [2159"# добираемся до ссылок\n",2160"all_links = []\n",2161"\n",2162"for ref in refs:\n",2163" all_links.append(ref.get('href'))\n",2164"\n",2165"print(len(all_links))\n",2166"print(all_links)"2167]2168},2169{2170"cell_type": "code",2171"execution_count": null,2172"metadata": {2173"colab": {2174"base_uri": "https://localhost:8080/"2175},2176"id": "FqgJynlrvpG-",2177"outputId": "7b3df95e-af28-45f3-c690-55dfb97c6c77"2178},2179"outputs": [],2180"source": [2181"# исключаем дубли\n",2182"all_links = set(all_links)\n",2183"print(len(all_links))\n",2184"print(all_links)"2185]2186},2187{2188"cell_type": "code",2189"execution_count": null,2190"metadata": {2191"colab": {2192"base_uri": "https://localhost:8080/"2193},2194"id": "u2ggCVJ1GiNZ",2195"outputId": "a8b9766a-edb7-4a21-b43b-d89729badb28"2196},2197"outputs": [],2198"source": [2199"# формируем полноценные ссылки\n",2200"all_full_links = list(map(lambda x: 'https://www.kommersant.ru' + x, all_links))\n",2201"print(all_full_links)"2202]2203},2204{2205"cell_type": "code",2206"execution_count": null,2207"metadata": {2208"colab": {2209"base_uri": "https://localhost:8080/"2210},2211"id": "UUpowCcsGiNZ",2212"outputId": "e77c1472-afcb-4719-bb4f-994d72e7560e"2213},2214"outputs": [],2215"source": [2216"# объединим все в одну функцию\n",2217"def get_all_links(query):\n",2218" url = 'https://www.kommersant.ru/search/results'\n",2219" params = {\n",2220" 'search_query': query,\n",2221" }\n",2222" res = requests.get(url, params)\n",2223" soup = BeautifulSoup(res.text)\n",2224" refs = soup.find_all('a', class_='uho__link')\n",2225"\n",2226" all_links = []\n",2227" for ref in refs:\n",2228" all_links.append(ref.get('href'))\n",2229" \n",2230" all_links = set(all_links)\n",2231"\n",2232" all_full_links = list(map(lambda x: 'https://www.kommersant.ru' + x, all_links))\n",2233"\n",2234" return all_full_links\n",2235"\n",2236"all_links = get_all_links('python')\n",2237"print(all_links)"2238]2239},2240{2241"cell_type": "code",2242"execution_count": null,2243"metadata": {2244"colab": {2245"base_uri": "https://localhost:8080/"2246},2247"id": "DWHfadAOGiNa",2248"outputId": "1ad2697e-a0fe-4e1f-d1e1-21ad54d3748b"2249},2250"outputs": [],2251"source": [2252"# но мы же собрали только одну страницу? Хотим ВСЕ новости\n",2253"def get_all_links(query, pages):\n",2254" url = 'https://www.kommersant.ru/search/results'\n",2255" links_list = []\n",2256" params = {\n",2257" 'search_query': query\n",2258" }\n",2259" for i in range(1, pages+1):\n",2260" params['page'] = i\n",2261" res = requests.get(url, params)\n",2262" soup = BeautifulSoup(res.text)\n",2263" # print(res.text)\n",2264" time.sleep(0.33)\n",2265"\n",2266" refs = soup.find_all('a', class_='uho__link')\n",2267" all_links = []\n",2268"\n",2269" for ref in refs:\n",2270" all_links.append(ref.get('href'))\n",2271" \n",2272" all_links = set(all_links)\n",2273"\n",2274" all_full_links = list(map(lambda x: 'https://www.kommersant.ru' + x, all_links))\n",2275"\n",2276" links_list += all_full_links\n",2277" return links_list\n",2278"\n",2279"all_links = get_all_links('python', 3)\n",2280"print(len(all_links))\n",2281"print(all_links)"2282]2283},2284{2285"cell_type": "code",2286"execution_count": null,2287"metadata": {2288"colab": {2289"base_uri": "https://localhost:8080/"2290},2291"id": "ydmESfZBp5Ri",2292"outputId": "1bf5135f-4502-418a-b3f4-00c8dda49f3f"2293},2294"outputs": [],2295"source": [2296"for link in all_links:\n",2297" soup = BeautifulSoup(requests.get(link).text)\n",2298" time.sleep(0.3)\n",2299" date = pd.to_datetime(soup.find('time', class_='doc_header__publish_time').get('datetime'))\n",2300" print(date)\n",2301" title = soup.find('h1', class_='doc_header__name').text.strip()\n",2302" print(title)\n",2303" text = soup.find('div', class_='doc__body').text.strip()\n",2304" print(text)"2305]2306},2307{2308"cell_type": "code",2309"execution_count": null,2310"metadata": {2311"id": "bc9lmKVdGiNc"2312},2313"outputs": [],2314"source": [2315"# обернем в функцию \n",2316"def get_kom_news(links):\n",2317" kom_news = pd.DataFrame()\n",2318" for link in all_links:\n",2319" soup = BeautifulSoup(requests.get(link).text)\n",2320" time.sleep(0.33)\n",2321" date = pd.to_datetime(soup.find('time', class_='doc_header__publish_time').get('datetime'))\n",2322" title = soup.find('h1', class_='doc_header__name').text.strip()\n",2323" text = soup.find('div', class_='doc__body').text.strip().replace('\\n', '')\n",2324" row = {'date': date, 'title': title, 'text': text}\n",2325" kom_news = pd.concat([kom_news, pd.DataFrame([row])]) \n",2326" return kom_news.reset_index(drop=True)"2327]2328},2329{2330"cell_type": "code",2331"execution_count": null,2332"metadata": {2333"colab": {2334"base_uri": "https://localhost:8080/",2335"height": 94402336},2337"id": "hsLfcz_QGiNd",2338"outputId": "679ac464-83bf-43fc-bab6-a55dd37f8628"2339},2340"outputs": [],2341"source": [2342"kom_news = get_kom_news(all_links)\n",2343"display(kom_news)"2344]2345},2346{2347"cell_type": "markdown",2348"metadata": {},2349"source": [2350"# Алгоритм экспоненциальной задержки\n",2351"- короткие мигания сети\n",2352"- небольшие падения самого сервиса (минут на 10)"2353]2354},2355{2356"cell_type": "code",2357"execution_count": 33,2358"metadata": {},2359"outputs": [2360{2361"name": "stdout",2362"output_type": "stream",2363"text": [2364"Жду 1 секунд\n",2365"Жду 2 секунд\n",2366"Жду 4 секунд\n",2367"Жду 8 секунд\n",2368"Жду 16 секунд\n"2369]2370}2371],2372"source": [2373"for i in range(5):\n",2374" try:\n",2375" # response = requests.get()\n",2376" 1 / 0\n",2377" break\n",2378" except:\n",2379" print('Жду ', 2**i, 'секунд')\n",2380" time.sleep(2**i)"2381]2382},2383{2384"cell_type": "code",2385"execution_count": null,2386"metadata": {},2387"outputs": [],2388"source": []2389},2390{2391"cell_type": "code",2392"execution_count": null,2393"metadata": {2394"id": "_eWjVefdGiNd"2395},2396"outputs": [],2397"source": []2398}2399],2400"metadata": {2401"colab": {2402"provenance": []2403},2404"kernelspec": {2405"display_name": "Python 3 (ipykernel)",2406"language": "python",2407"name": "python3"2408},2409"language_info": {2410"codemirror_mode": {2411"name": "ipython",2412"version": 32413},2414"file_extension": ".py",2415"mimetype": "text/x-python",2416"name": "python",2417"nbconvert_exporter": "python",2418"pygments_lexer": "ipython3",2419"version": "3.9.13"2420}2421},2422"nbformat": 4,2423"nbformat_minor": 12424}2425