2.5_LEC_web_scraping_BS4.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "id": "lbXjphLKGiNM"
   },
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "id": "rTg9fnNKetEh"
   },
   "outputs": [],
   "source": [
    "import requests"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "N2i5HhZ3GiNN",
    "outputId": "5d75cf97-5f53-4e22-fbcc-9d1733b51e8e"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Response [200]>"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# метод get\n",
    "res = requests.get('https://netology.ru/blog/')\n",
    "res\n",
    "# res.status_code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "200"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "res.status_code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 1000
    },
    "id": "Y4LjG-SjGiNP",
    "outputId": "d6f134c6-589d-4e3c-945a-a71d7c7ac36c"
   },
   "outputs": [
    {
     "data": {
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       "'<!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\" content=\"https://netology.ru/blog/wp-content/uploads/2020/01/netology_media.png\" />\\n<meta property=\"article:published_time\" content=\"2023-02-22T15:30:39+00:00\" />\\n<meta property=\"article:modified_time\" content=\"2023-02-23T09:20:11+00:00\" />\\n<meta name=\"twitter:card\" content=\"summary\" />\\n<meta name=\"twitter:domain\" content=\"netology.ru\" />\\n<meta name=\"twitter:title\" content=\"Медиа Нетологии об образовании и карьере в диджитале 🎓\" />\\n<meta name=\"twitter:description\" content=\"Полезное о маркетинге, управлении проектами, дизайне, веб-разработке, Data Science и образовании.\" />\\n<meta name=\"twitter:image\" content=\"https://netology.ru/blog/wp-content/uploads/2020/01/netology_media.png\" />\\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 rel=\\'dns-prefetch\\' href=\\'//blog-prod-bucket.website.yandexcloud.net\\' />\\n<link rel=\"alternate\" type=\"application/rss+xml\" title=\"Медиа Нетологии &raquo; Лента\" href=\"https://netology.ru/blog/feed\" />\\n<link rel=\"alternate\" type=\"application/rss+xml\" title=\"Медиа Нетологии &raquo; Лента комментариев\" href=\"https://netology.ru/blog/comments/feed\" />\\n<script type=\"text/javascript\">\\n\\t\\t\\twindow._wpemojiSettings = 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id=\\'wp-block-library-inline-css\\' type=\\'text/css\\'>\\n.has-text-align-justify{text-align:justify;}\\n</style>\\n<link rel=\\'stylesheet\\' id=\\'rate-my-post-css\\' href=\\'https://netology.ru/blog/wp-content/plugins/rate-my-post/public/css/rate-my-post.css?ver=3.3.4\\' type=\\'text/css\\' media=\\'all\\' />\\n<link rel=\\'stylesheet\\' id=\\'mediaelement-css\\' href=\\'https://netology.ru/blog/wp-includes/js/mediaelement/mediaelementplayer-legacy.min.css?ver=4.2.13-9993131\\' type=\\'text/css\\' media=\\'all\\' />\\n<link rel=\\'stylesheet\\' id=\\'wp-mediaelement-css\\' href=\\'https://netology.ru/blog/wp-includes/js/mediaelement/wp-mediaelement.min.css?ver=5.3.14\\' type=\\'text/css\\' media=\\'all\\' />\\n<link rel=\\'stylesheet\\' id=\\'aquene-style-css\\' href=\\'https://netology.ru/blog/wp-content/themes/aquene-child-theme/style.css?ver=1.8.2\\' type=\\'text/css\\' media=\\'all\\' />\\n<style id=\\'aquene-style-inline-css\\' type=\\'text/css\\'>\\n#page .byline { clip: 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media=\\'all\\' />\\n<link rel=\\'stylesheet\\' id=\\'jetpack_css-css\\' href=\\'https://netology.ru/blog/wp-content/plugins/jetpack/css/jetpack.css?ver=8.2.4\\' type=\\'text/css\\' media=\\'all\\' />\\n<script type=\\'text/javascript\\' src=\\'https://netology.ru/blog/wp-includes/js/jquery/jquery.js?ver=1.12.4-wp\\'></script>\\n<script type=\\'text/javascript\\' src=\\'https://netology.ru/blog/wp-includes/js/jquery/jquery-migrate.min.js?ver=1.4.1\\'></script>\\n<script type=\\'text/javascript\\' src=\\'https://netology.ru/blog/wp-content/themes/aquene-child-theme/assets/js/adaptive.js?ver=1.4.8\\'></script>\\n<script type=\\'text/javascript\\'>\\n/* <![CDATA[ */\\nvar url_name = {\"ajaxurl\":\"https:\\\\/\\\\/netology.ru\\\\/blog\\\\/wp-admin\\\\/admin-ajax.php\"};\\n/* ]]> */\\n</script>\\n<script type=\\'text/javascript\\' src=\\'https://netology.ru/blog/wp-content/themes/aquene-child-theme/assets/js/loadmore.js?ver=6.6.0\\'></script>\\n<script type=\\'text/javascript\\' src=\\'https://netology.ru/blog/wp-content/plugins/jetpack/_inc/build/spin.min.js?ver=1.3\\'></script>\\n<script type=\\'text/javascript\\' src=\\'https://netology.ru/blog/wp-content/plugins/jetpack/_inc/build/jquery.spin.min.js?ver=1.3\\'></script>\\n<link rel=\\'https://api.w.org/\\' href=\\'https://netology.ru/blog/wp-json/\\' />\\n<link rel=\"EditURI\" type=\"application/rsd+xml\" title=\"RSD\" href=\"\" />\\n<link rel=\"wlwmanifest\" type=\"application/wlwmanifest+xml\" href=\"https://netology.ru/blog/wp-includes/wlwmanifest.xml\" />\\n<meta name=\"generator\" content=\"WordPress 5.3.14\" />\\n\\n\\n\\n<script data-cfasync=\"false\" data-pagespeed-no-defer type=\"text/javascript\">//<![CDATA[\\n\\tvar dataLayer_content = [];\\n\\tdataLayer.push( dataLayer_content );//]]>\\n</script>\\n<script data-cfasync=\"false\">//<![CDATA[\\n(function(w,d,s,l,i){w[l]=w[l]||[];w[l].push({\\'gtm.start\\':\\nnew Date().getTime(),event:\\'gtm.js\\'});var f=d.getElementsByTagName(s)[0],\\nj=d.createElement(s),dl=l!=\\'dataLayer\\'?\\'&l=\\'+l:\\'\\';j.async=true;j.src=\\n\\'//www.googletagmanager.com/gtm.\\'+\\'js?id=\\'+i+dl;f.parentNode.insertBefore(j,f);\\n})(window,document,\\'script\\',\\'dataLayer\\',\\'GTM-TN84HZG\\');//]]>\\n</script>\\n\\n<style type=\\'text/css\\'>img#wpstats{display:none}</style><style type=\"text/css\">.broken_link, a.broken_link {\\r\\n\\ttext-decoration: line-through;\\r\\n}</style><link rel=\"icon\" href=\"https://blog-prod-bucket.website.yandexcloud.net/uploads/2020/05/cropped-android-chrome-512x512-32x32.png\" sizes=\"32x32\" />\\n<link rel=\"icon\" href=\"https://blog-prod-bucket.website.yandexcloud.net/uploads/2020/05/cropped-android-chrome-512x512-192x192.png\" sizes=\"192x192\" />\\n<link rel=\"apple-touch-icon-precomposed\" href=\"https://blog-prod-bucket.website.yandexcloud.net/uploads/2020/05/cropped-android-chrome-512x512-180x180.png\" />\\n<meta name=\"msapplication-TileImage\" 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menu-item-object-category menu-item-23461\"><a href=\"https://netology.ru/blog/category/career\">Карьера</a></li>\\n<li id=\"menu-item-23464\" class=\"menu-item menu-item-type-taxonomy menu-item-object-category menu-item-23464\"><a href=\"https://netology.ru/blog/category/productivity\">Продуктивность</a></li>\\n<li id=\"menu-item-23482\" class=\"menu-item menu-item-type-taxonomy menu-item-object-category menu-item-23482\"><a href=\"https://netology.ru/blog/category/experience\">Личный опыт</a></li>\\n<li id=\"menu-item-24335\" class=\"menu-item menu-item-type-taxonomy menu-item-object-category menu-item-24335\"><a href=\"https://netology.ru/blog/category/education\">Научиться учиться</a></li>\\n<li id=\"menu-item-23467\" class=\"menu-item menu-item-type-taxonomy menu-item-object-category menu-item-23467\"><a href=\"https://netology.ru/blog/category/books\">Книжная полка</a></li>\\n<li id=\"menu-item-23483\" class=\"menu-item menu-item-type-taxonomy menu-item-object-category 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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&nbsp;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&nbsp;476</div>\\n</div>\\n</div>\\n<div 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class=\"news__link\">Направление «Высшее образование» Нетологии: итоги года, новые программы и праздничные активности</a></h3>\\n<div class=\"news__txt\">\\n<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&#8230;</p>\\n</p>\\n</div>\\n<div class=\"news__meta\">\\n<div class=\"news__date\">28 декабря 2022</div>\\n</div>\\n</div><div class=\"news__item\">\\n<h3 class=\"news__title\"><a target=\"_blank\" href=\"https://netology.ru/blog/news/08-12-2022-free-courses-netology\" class=\"news__link\">Москвичи могут бесплатно получить новые знания в области программирования и аналитики</a></h3>\\n<div class=\"news__txt\">\\n<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 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id=\"post-41155\" 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 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src=\"https://blog-prod-bucket.website.yandexcloud.net/uploads/2023/02/Шар.png\" alt=\"Что 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 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class=\"digest\">\\n<div class=\"digest__img\"><img src=\"wp-content/themes/aquene-child-theme/img/img-11.png\" 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 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class=\"posts__txt\">\\n\\n</div>\\n<div class=\"posts__meta\">\\n<div class=\"posts__date\">15 февраля 2023</div>\\n</div>\\n</div>\\n<div 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 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     "execution_count": 5,
     "metadata": {},
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   "source": [
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    },
    "id": "eFCH9nBRGiNP",
    "outputId": "482d03b0-dcc3-4c2e-ed8f-fe47f64dc51d"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Response [404]>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# получаем плохой статус\n",
    "bad_request = requests.get('https://netology.ru/blog/some_page')\n",
    "bad_request"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 1000
    },
    "id": "QpYnbIkhGiNQ",
    "outputId": "20db1772-56f8-4cca-9464-ecad7b9144bd"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
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media=\\'all\\' />\\n<script type=\\'text/javascript\\' src=\\'https://netology.ru/blog/wp-includes/js/jquery/jquery.js?ver=1.12.4-wp\\'></script>\\n<script type=\\'text/javascript\\' src=\\'https://netology.ru/blog/wp-includes/js/jquery/jquery-migrate.min.js?ver=1.4.1\\'></script>\\n<link rel=\\'https://api.w.org/\\' href=\\'https://netology.ru/blog/wp-json/\\' />\\n<link rel=\"EditURI\" type=\"application/rsd+xml\" title=\"RSD\" href=\"\" />\\n<link rel=\"wlwmanifest\" type=\"application/wlwmanifest+xml\" href=\"https://netology.ru/blog/wp-includes/wlwmanifest.xml\" />\\n<meta name=\"generator\" content=\"WordPress 5.3.14\" />\\n\\n\\n\\n<script data-cfasync=\"false\" data-pagespeed-no-defer type=\"text/javascript\">//<![CDATA[\\n\\tvar dataLayer_content = [];\\n\\tdataLayer.push( dataLayer_content );//]]>\\n</script>\\n<script data-cfasync=\"false\">//<![CDATA[\\n(function(w,d,s,l,i){w[l]=w[l]||[];w[l].push({\\'gtm.start\\':\\nnew Date().getTime(),event:\\'gtm.js\\'});var 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class=\"clean-button has-icon\" type=\"button\"><span class=\"screen-reader-text\">Close</span></button>\\n<form role=\"search\" method=\"get\" class=\"search-form\" action=\"https://netology.ru/blog/\">\\n<label for=\"search-form-63fcdab65117a\" class=\"th-block\">\\n<span class=\"screen-reader-text\">Search for:</span>\\n<input type=\"search\" id=\"search-form-63fcdab65117a\" class=\"search-field th-block th-w-full\" placeholder=\"Найти статью в Нетологии\" value=\"\" name=\"s\" title=\"Search for:\" />\\n</label>\\n<button type=\"submit\" class=\"submit has-icon clean-button th-text-base\">\\n<span class=\"screen-reader-text\">Search</span>\\n</button>\\n</form>\\n</div>\\n<div id=\"toggle-sidebar\" class=\"toggle-sidebar\" aria-hidden=\"true\">\\n<div class=\"inner-panel\">\\n<button id=\"close-toggle-sidebar\" class=\"has-icon close-button\" type=\"button\">Скрыть меню</button>\\n<nav id=\"mobile-navigation\" class=\"mobile-navigation\" role=\"navigation\" aria-label=\"Mobile 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     });\\n        }\\n    });\\n</script>\\n<script defer src=\"https://static.cloudflareinsights.com/beacon.min.js/vaafb692b2aea4879b33c060e79fe94621666317369993\" integrity=\"sha512-0ahDYl866UMhKuYcW078ScMalXqtFJggm7TmlUtp0UlD4eQk0Ixfnm5ykXKvGJNFjLMoortdseTfsRT8oCfgGA==\" data-cf-beacon=\\'{\"rayId\":\"7a024e91aeb99da8\",\"token\":\"65d09d1502c7464d9d58b7526e4082af\",\"version\":\"2023.2.0\",\"si\":100}\\' crossorigin=\"anonymous\"></script>\\n</body>\\n</html>\\n'"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bad_request.text"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "id": "nMVqKUrce2hM"
   },
   "outputs": [],
   "source": [
    "# как разбирать всю эту разметку? Поможет BeautifulSoup.\n",
    "from bs4 import BeautifulSoup"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "Z-iizfSqApUz",
    "outputId": "2b0400c7-c86f-450f-e3cb-8aeda8f27d2e"
   },
   "outputs": [
    {
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       "<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",
       "<div class=\"news__txt\">\n",
       "<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",
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       "<div class=\"news__meta\">\n",
       "<div class=\"news__date\">1 февраля 2023</div>\n",
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       "<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",
       "<div class=\"news__txt\">\n",
       "<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",
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       "<div class=\"news__meta\">\n",
       "<div class=\"news__date\">28 декабря 2022</div>\n",
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       "<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",
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       "<div class=\"news__meta\">\n",
       "<div class=\"news__date\">8 декабря 2022</div>\n",
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       "<div class=\"news__txt\">\n",
       "<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",
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       "</a>\n",
       "<div class=\"tags\">\n",
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       "<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",
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       "<div class=\"posts__date\">22 февраля 2023</div>\n",
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       "</a>\n",
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       "<a class=\"tags__item\" href=\"/blog/category/what-is\" style=\"background:#eb236b\"><span style=\"background:#eb236b\">Разобраться</span></a>\n",
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       "<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",
       "<div class=\"posts__txt\">\n",
       "</div>\n",
       "<div class=\"posts__meta\">\n",
       "<div class=\"posts__date\">21 февраля 2023</div>\n",
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       "<div class=\"tags\">\n",
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       "<div class=\"posts__txt\">\n",
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       "<div class=\"posts__date\">20 февраля 2023</div>\n",
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       "<img alt=\"Что такое лендинг\" src=\"https://blog-prod-bucket.website.yandexcloud.net/uploads/2023/02/Шар.png\"/>\n",
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       "<a class=\"tags__item\" href=\"/blog/category/easy\" style=\"background:#0066ff\"><span style=\"background:#0066ff\">Просто о сложном</span></a>\n",
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       "<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",
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       "<div class=\"posts__date\">17 февраля 2023</div>\n",
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       "<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",
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       "<div class=\"posts__date\">16 февраля 2023</div>\n",
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       "</a>\n",
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       "<a class=\"tags__item\" href=\"/blog/category/books\" style=\"background:#0066ff\"><span style=\"background:#0066ff\">Книжная полка</span></a>\n",
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       "<div class=\"posts__txt\">\n",
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       "<div class=\"post-digest\">\n",
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       "\n",
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       "    ////////Перенес из adaptive.js\n",
       "    ////////////////////////////\n",
       "</script>\n",
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       "</body>\n",
       "</html>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# создаем объекта, через методы которого будем искать нужные теги и извлекать их содержимое\n",
    "soup = BeautifulSoup(res.text)\n",
    "soup"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "class"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "zgdfDrpcApYj",
    "outputId": "d02c8bec-10e8-49bb-b0e4-437ae1008de2",
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "15\n",
      "<div class=\"posts__item\" id=\"post-41183\">\n",
      "<div class=\"posts__img\">\n",
      "<a href=\"https://netology.ru/blog/02-2023-attribution-models\" target=\"_blank\">\n",
      "<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",
      "</a>\n",
      "<div class=\"tags\">\n",
      "<a class=\"tags__item\" href=\"/blog/category/what-is\" style=\"background:#eb236b\"><span style=\"background:#eb236b\">Разобраться</span></a>\n",
      "</div>\n",
      "</div>\n",
      "<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",
      "<div class=\"posts__txt\">\n",
      "</div>\n",
      "<div class=\"posts__meta\">\n",
      "<div class=\"posts__date\">22 февраля 2023</div>\n",
      "</div>\n",
      "</div>\n"
     ]
    }
   ],
   "source": [
    "# функция find_all позволяет найти все указанные тег с нужными атрибутами (с вложениями), возвращает список\n",
    "news = soup.find_all('div', class_='posts__item')\n",
    "# news\n",
    "print(len(news))\n",
    "print(news[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "KJR9xMThApa4",
    "outputId": "161798df-58b4-4165-c94d-e9cf34e1e37c"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Модели атрибуции: какие бывают и как помогают оценивать эффективность маркетинговых кампаний\n",
      "https://netology.ru/blog/02-2023-attribution-models\n",
      "22 февраля 2023\n",
      "Разобраться\n",
      "\n",
      "Мастермайнд в обучении: принципы и правила, требования к модератору, польза для студентов, сценарии\n",
      "https://netology.ru/blog/02-2023-mastermind\n",
      "21 февраля 2023\n",
      "Разобраться\n",
      "\n",
      "Кто такой сценарист и как им стать\n",
      "https://netology.ru/blog/02-2023-script-writer\n",
      "20 февраля 2023\n",
      "Современные профессии\n",
      "\n",
      "Что такое лендинг\n",
      "https://netology.ru/blog/02-2023-what-is-landing-page\n",
      "17 февраля 2023\n",
      "Просто о сложном\n",
      "\n",
      "Как всё успевать: совмещать работу, учёбу и активную жизнь\n",
      "https://netology.ru/blog/02-2023-how-to-manage-all\n",
      "16 февраля 2023\n",
      "Руководство\n",
      "\n",
      "ChatGPT и другие сервисы с нейросетями: смотрим, пробуем и читаем\n",
      "https://netology.ru/blog/02-2023-data-science-digest\n",
      "15 февраля 2023\n",
      "Книжная полка\n",
      "\n",
      "Личный опыт: как написать, издать и продвигать книгу\n",
      "https://netology.ru/blog/02-2023-kak-izdat-knigu\n",
      "15 февраля 2023\n",
      "Личный опыт\n",
      "\n",
      "Как начать IT-путь и развить свою команду: история основателя Purrweb\n",
      "https://netology.ru/blog/02-2023-start-v-it-purrweb\n",
      "13 февраля 2023\n",
      "Карьера\n",
      "\n",
      "7 книг о лени и прокрастинации: как перестать нервничать из-за дедлайнов и научиться полноценно отдыхать\n",
      "https://netology.ru/blog/02-2023-books-about-procrastination\n",
      "10 февраля 2023\n",
      "Книжная полка\n",
      "\n",
      "Как связать вуз и EdTech при запуске онлайн-программы высшего образования\n",
      "https://netology.ru/blog/02-2023-how-to-connect-university-and-edtech\n",
      "9 февраля 2023\n",
      "Разобраться\n",
      "\n",
      "Маркетинговый аналитик: всё о профессии\n",
      "https://netology.ru/blog/02-2023-marketing-analyst\n",
      "8 февраля 2023\n",
      "Современные профессии\n",
      "\n",
      "Как выбрать эксперта для онлайн-школы и снять качественный курс с его участием\n",
      "https://netology.ru/blog/02-2023-kak-vybrat-eksperta\n",
      "7 февраля 2023\n",
      "Разобраться\n",
      "\n",
      "Какие услуги предлагают дизайнеры интерьера и какие документы для работы с ними стоит подписать\n",
      "https://netology.ru/blog/02-2023-interior-designer-services\n",
      "7 февраля 2023\n",
      "Разобраться\n",
      "\n",
      "Внешние факторы и собственные прогнозы: почему мы ошибаемся и что с этим делать\n",
      "https://netology.ru/blog/02-2023-mistakes\n",
      "3 февраля 2023\n",
      "Разобраться\n",
      "\n",
      "Как построить личную образовательную траекторию в цифровой среде\n",
      "https://netology.ru/blog/02-2023-educational-path\n",
      "3 февраля 2023\n",
      "Научиться учиться\n",
      "\n"
     ]
    }
   ],
   "source": [
    "for el in news:\n",
    "    title = el.find('a', 'posts__link').text\n",
    "    print(title)\n",
    "    link = el.find('a', 'posts__link').get('href')\n",
    "    print(link)\n",
    "    date = el.find('div', 'posts__date').text\n",
    "    print(date)\n",
    "    category = el.find('span').text\n",
    "    print(category)\n",
    "    print()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[]"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "soup.find_all('script', type_='text/javascript')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<link href=\"//netology.ru\" rel=\"dns-prefetch\"/>,\n",
       " <link href=\"//fonts.googleapis.com\" rel=\"dns-prefetch\"/>,\n",
       " <link href=\"//s.w.org\" rel=\"dns-prefetch\"/>,\n",
       " <link href=\"//blog-prod-bucket.website.yandexcloud.net\" rel=\"dns-prefetch\"/>]"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "soup.find_all('link', rel='dns-prefetch')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "lnEv7TeZfzCZ"
   },
   "source": [
    "Напишем функцию на основе всех предыдущих действий, которая будет возвращать датафрейм с датой, заголовком, категорией и ссылкой на полный текст поста\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 520
    },
    "id": "9PZlOK8GBp8y",
    "outputId": "95b9fb80-6fce-430f-e7fa-02de82a00a02"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>date</th>\n",
       "      <th>title</th>\n",
       "      <th>link</th>\n",
       "      <th>category</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>22 февраля 2023</td>\n",
       "      <td>Модели атрибуции: какие бывают и как помогают ...</td>\n",
       "      <td>https://netology.ru/blog/02-2023-attribution-m...</td>\n",
       "      <td>Разобраться</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>21 февраля 2023</td>\n",
       "      <td>Мастермайнд в обучении: принципы и правила, тр...</td>\n",
       "      <td>https://netology.ru/blog/02-2023-mastermind</td>\n",
       "      <td>Разобраться</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>20 февраля 2023</td>\n",
       "      <td>Кто такой сценарист и как им стать</td>\n",
       "      <td>https://netology.ru/blog/02-2023-script-writer</td>\n",
       "      <td>Современные профессии</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>17 февраля 2023</td>\n",
       "      <td>Что такое лендинг</td>\n",
       "      <td>https://netology.ru/blog/02-2023-what-is-landi...</td>\n",
       "      <td>Просто о сложном</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>16 февраля 2023</td>\n",
       "      <td>Как всё успевать: совмещать работу, учёбу и ак...</td>\n",
       "      <td>https://netology.ru/blog/02-2023-how-to-manage...</td>\n",
       "      <td>Руководство</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>15 февраля 2023</td>\n",
       "      <td>ChatGPT и другие сервисы с нейросетями: смотри...</td>\n",
       "      <td>https://netology.ru/blog/02-2023-data-science-...</td>\n",
       "      <td>Книжная полка</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>15 февраля 2023</td>\n",
       "      <td>Личный опыт: как написать, издать и продвигать...</td>\n",
       "      <td>https://netology.ru/blog/02-2023-kak-izdat-knigu</td>\n",
       "      <td>Личный опыт</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>13 февраля 2023</td>\n",
       "      <td>Как начать IT-путь и развить свою команду: ист...</td>\n",
       "      <td>https://netology.ru/blog/02-2023-start-v-it-pu...</td>\n",
       "      <td>Карьера</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>10 февраля 2023</td>\n",
       "      <td>7 книг о лени и прокрастинации: как перестать ...</td>\n",
       "      <td>https://netology.ru/blog/02-2023-books-about-p...</td>\n",
       "      <td>Книжная полка</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>9 февраля 2023</td>\n",
       "      <td>Как связать вуз и EdTech при запуске онлайн-пр...</td>\n",
       "      <td>https://netology.ru/blog/02-2023-how-to-connec...</td>\n",
       "      <td>Разобраться</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>8 февраля 2023</td>\n",
       "      <td>Маркетинговый аналитик: всё о профессии</td>\n",
       "      <td>https://netology.ru/blog/02-2023-marketing-ana...</td>\n",
       "      <td>Современные профессии</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>7 февраля 2023</td>\n",
       "      <td>Как выбрать эксперта для онлайн-школы и снять ...</td>\n",
       "      <td>https://netology.ru/blog/02-2023-kak-vybrat-ek...</td>\n",
       "      <td>Разобраться</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>7 февраля 2023</td>\n",
       "      <td>Какие услуги предлагают дизайнеры интерьера и ...</td>\n",
       "      <td>https://netology.ru/blog/02-2023-interior-desi...</td>\n",
       "      <td>Разобраться</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>3 февраля 2023</td>\n",
       "      <td>Внешние факторы и собственные прогнозы: почему...</td>\n",
       "      <td>https://netology.ru/blog/02-2023-mistakes</td>\n",
       "      <td>Разобраться</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>3 февраля 2023</td>\n",
       "      <td>Как построить личную образовательную траектори...</td>\n",
       "      <td>https://netology.ru/blog/02-2023-educational-path</td>\n",
       "      <td>Научиться учиться</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               date                                              title  \\\n",
       "0   22 февраля 2023  Модели атрибуции: какие бывают и как помогают ...   \n",
       "1   21 февраля 2023  Мастермайнд в обучении: принципы и правила, тр...   \n",
       "2   20 февраля 2023                 Кто такой сценарист и как им стать   \n",
       "3   17 февраля 2023                                  Что такое лендинг   \n",
       "4   16 февраля 2023  Как всё успевать: совмещать работу, учёбу и ак...   \n",
       "5   15 февраля 2023  ChatGPT и другие сервисы с нейросетями: смотри...   \n",
       "6   15 февраля 2023  Личный опыт: как написать, издать и продвигать...   \n",
       "7   13 февраля 2023  Как начать IT-путь и развить свою команду: ист...   \n",
       "8   10 февраля 2023  7 книг о лени и прокрастинации: как перестать ...   \n",
       "9    9 февраля 2023  Как связать вуз и EdTech при запуске онлайн-пр...   \n",
       "10   8 февраля 2023            Маркетинговый аналитик: всё о профессии   \n",
       "11   7 февраля 2023  Как выбрать эксперта для онлайн-школы и снять ...   \n",
       "12   7 февраля 2023  Какие услуги предлагают дизайнеры интерьера и ...   \n",
       "13   3 февраля 2023  Внешние факторы и собственные прогнозы: почему...   \n",
       "14   3 февраля 2023  Как построить личную образовательную траектори...   \n",
       "\n",
       "                                                 link               category  \n",
       "0   https://netology.ru/blog/02-2023-attribution-m...            Разобраться  \n",
       "1         https://netology.ru/blog/02-2023-mastermind            Разобраться  \n",
       "2      https://netology.ru/blog/02-2023-script-writer  Современные профессии  \n",
       "3   https://netology.ru/blog/02-2023-what-is-landi...       Просто о сложном  \n",
       "4   https://netology.ru/blog/02-2023-how-to-manage...            Руководство  \n",
       "5   https://netology.ru/blog/02-2023-data-science-...          Книжная полка  \n",
       "6    https://netology.ru/blog/02-2023-kak-izdat-knigu            Личный опыт  \n",
       "7   https://netology.ru/blog/02-2023-start-v-it-pu...                Карьера  \n",
       "8   https://netology.ru/blog/02-2023-books-about-p...          Книжная полка  \n",
       "9   https://netology.ru/blog/02-2023-how-to-connec...            Разобраться  \n",
       "10  https://netology.ru/blog/02-2023-marketing-ana...  Современные профессии  \n",
       "11  https://netology.ru/blog/02-2023-kak-vybrat-ek...            Разобраться  \n",
       "12  https://netology.ru/blog/02-2023-interior-desi...            Разобраться  \n",
       "13          https://netology.ru/blog/02-2023-mistakes            Разобраться  \n",
       "14  https://netology.ru/blog/02-2023-educational-path      Научиться учиться  "
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def get_netology_blog_posts():\n",
    "    url = 'https://netology.ru/blog/'\n",
    "    req = requests.get(url).text\n",
    "    soup = BeautifulSoup(req)\n",
    "\n",
    "    news = soup.find_all('div', class_='posts__item')\n",
    "\n",
    "    netology_blog = pd.DataFrame()\n",
    "\n",
    "    for el in news:\n",
    "        title = el.find('a', 'posts__link').text\n",
    "        link = el.find('a', 'posts__link').get('href')\n",
    "        date = el.find('div', 'posts__date').text\n",
    "        category = el.find('a', 'tags__item').text\n",
    "        row = {'date': date, 'title': title, 'link': link, 'category':category}\n",
    "        netology_blog = pd.concat([netology_blog, pd.DataFrame([row])]) \n",
    "    return netology_blog.reset_index(drop=True)\n",
    "\n",
    "get_netology_blog_posts()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "8k2Xxv3-gApp"
   },
   "source": [
    "А теперь поработаем поиском по сайту"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "id": "lE18-rV2GiNR"
   },
   "outputs": [],
   "source": [
    "# cформируем поисковый запрос, обратите внимание на его формат\n",
    "URL = 'https://netology.ru/blog/?s=python'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 403: Forbidden"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 127
    },
    "id": "UUst-lZsGiNR",
    "outputId": "10e21b1c-ea99-48eb-bf95-b9b4a08e1b5c"
   },
   "outputs": [
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      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "req = requests.get(URL)\n",
    "req.text"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "7l2_-dN_gH45"
   },
   "source": [
    "В функцию get можно передавать параметры и заголовки запроса в виде словаря"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
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     "height": 127
    },
    "id": "1EOoKwhLGiNT",
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     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
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    "# в request можно передать параметры запроса и заголовки (headers) в виде словарей. \n",
    "URL = 'https://netology.ru/blog/'\n",
    "params = {\n",
    "    's': 'python'\n",
    "}\n",
    "\n",
    "headers = {\n",
    "    'user-agent': 'Mozilla/5.0 (Linux; Android 6.0; Nexus 5 Build/MRA58N) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/91.0.4472.114 Mobile Safari/537.36'\n",
    "}\n",
    "\n",
    "req = requests.get(URL, params=params, headers=headers)\n",
    "\n",
    "req.text"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "ulYV4DuqgVUL",
    "outputId": "29f6897e-2742-4ac0-e53d-e4f94cfedc3c",
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "6"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "soup = BeautifulSoup(req.text)\n",
    "articles = soup.find_all('article', class_='status-publish')\n",
    "len(articles)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Заголовок h2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<article class=\"post-26555 news type-news status-publish format-standard has-post-thumbnail hentry\" id=\"post-26555\">\n",
       "<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",
       "<span class=\"posted-on\">\n",
       "<a href=\"https://netology.ru/blog/news/12-10-2021-python\" rel=\"bookmark\">12 октября 2021</a>\n",
       "</span>\n",
       "<header class=\"entry-header primary-font\">\n",
       "<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",
       "<footer class=\"entry-footer clear\">\n",
       "</footer>\n",
       "</div>\n",
       "</article>"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "articles[0]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "34sX8gF-9Zxp"
   },
   "source": [
    "Напишем функция для извлечения постов по несколькоим запросам со страницы"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "import time"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 426
    },
    "id": "eV7bEHRggcqN",
    "outputId": "3ae66252-cd58-4fc4-f5f1-abb3707517f3"
   },
   "outputs": [
    {
     "data": {
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       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>date</th>\n",
       "      <th>title</th>\n",
       "      <th>link</th>\n",
       "      <th>category</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>12 октября 2021</td>\n",
       "      <td>Python занял первое место в рейтинге языков пр...</td>\n",
       "      <td>https://netology.ru/blog/news/12-10-2021-python</td>\n",
       "      <td>Новость</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>31 июля 2019</td>\n",
       "      <td>С чего начать изучение Python: 3 первых шага</td>\n",
       "      <td>https://netology.ru/blog/07-2019-python-3-perv...</td>\n",
       "      <td>Современные профессии</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>15 марта 2019</td>\n",
       "      <td>С чего начать изучение Python: книги для начин...</td>\n",
       "      <td>https://netology.ru/blog/03-2019-python-knigi-...</td>\n",
       "      <td>Книжная полка</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>16 января 2019</td>\n",
       "      <td>Как перейти в Machine learning, если знаешь Py...</td>\n",
       "      <td>https://netology.ru/blog/2019-01-machine-learn...</td>\n",
       "      <td>Карьера</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>15 января 2019</td>\n",
       "      <td>Создание модели распознавания лиц с использова...</td>\n",
       "      <td>https://netology.ru/blog/2019-01-modeli-raspoz...</td>\n",
       "      <td>Руководство</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>30 декабря 2016</td>\n",
       "      <td>Как парсить данные с HTML-страниц на Python</td>\n",
       "      <td>https://netology.ru/blog/parsing-python</td>\n",
       "      <td>Руководство</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>16 января 2023</td>\n",
       "      <td>Data Science-дайджест: что почитать, посмотрет...</td>\n",
       "      <td>https://netology.ru/blog/01-2023-data-science-...</td>\n",
       "      <td>Книжная полка</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>15 декабря 2022</td>\n",
       "      <td>Data Science-дайджест: что почитать, посмотрет...</td>\n",
       "      <td>https://netology.ru/blog/12-2022-data-science-...</td>\n",
       "      <td>Книжная полка</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>15 ноября 2022</td>\n",
       "      <td>Data Science-дайджест: что почитать, посмотрет...</td>\n",
       "      <td>https://netology.ru/blog/11-2022-data-science-...</td>\n",
       "      <td>Книжная полка</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>12 октября 2022</td>\n",
       "      <td>Data Science-дайджест: что почитать, посмотрет...</td>\n",
       "      <td>https://netology.ru/blog/10-2022-data-science-...</td>\n",
       "      <td>Книжная полка</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>13 сентября 2022</td>\n",
       "      <td>Data Science-дайджест: что почитать, посмотрет...</td>\n",
       "      <td>https://netology.ru/blog/09-2022-data-science-...</td>\n",
       "      <td>Книжная полка</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>17 августа 2022</td>\n",
       "      <td>Data Science-дайджест: что почитать, посмотрет...</td>\n",
       "      <td>https://netology.ru/blog/08-2022-data-science-...</td>\n",
       "      <td>Книжная полка</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
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      ],
      "text/plain": [
       "                date                                              title  \\\n",
       "0    12 октября 2021  Python занял первое место в рейтинге языков пр...   \n",
       "1       31 июля 2019       С чего начать изучение Python: 3 первых шага   \n",
       "2      15 марта 2019  С чего начать изучение Python: книги для начин...   \n",
       "3     16 января 2019  Как перейти в Machine learning, если знаешь Py...   \n",
       "4     15 января 2019  Создание модели распознавания лиц с использова...   \n",
       "5    30 декабря 2016        Как парсить данные с HTML-страниц на Python   \n",
       "6     16 января 2023  Data Science-дайджест: что почитать, посмотрет...   \n",
       "7    15 декабря 2022  Data Science-дайджест: что почитать, посмотрет...   \n",
       "8     15 ноября 2022  Data Science-дайджест: что почитать, посмотрет...   \n",
       "9    12 октября 2022  Data Science-дайджест: что почитать, посмотрет...   \n",
       "10  13 сентября 2022  Data Science-дайджест: что почитать, посмотрет...   \n",
       "11   17 августа 2022  Data Science-дайджест: что почитать, посмотрет...   \n",
       "\n",
       "                                                 link               category  \n",
       "0     https://netology.ru/blog/news/12-10-2021-python                Новость  \n",
       "1   https://netology.ru/blog/07-2019-python-3-perv...  Современные профессии  \n",
       "2   https://netology.ru/blog/03-2019-python-knigi-...          Книжная полка  \n",
       "3   https://netology.ru/blog/2019-01-machine-learn...                Карьера  \n",
       "4   https://netology.ru/blog/2019-01-modeli-raspoz...            Руководство  \n",
       "5             https://netology.ru/blog/parsing-python            Руководство  \n",
       "6   https://netology.ru/blog/01-2023-data-science-...          Книжная полка  \n",
       "7   https://netology.ru/blog/12-2022-data-science-...          Книжная полка  \n",
       "8   https://netology.ru/blog/11-2022-data-science-...          Книжная полка  \n",
       "9   https://netology.ru/blog/10-2022-data-science-...          Книжная полка  \n",
       "10  https://netology.ru/blog/09-2022-data-science-...          Книжная полка  \n",
       "11  https://netology.ru/blog/08-2022-data-science-...          Книжная полка  "
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def get_netology_posts(query):\n",
    "    netology_blog = pd.DataFrame()\n",
    "    for q in query:\n",
    "        URL = 'https://netology.ru/blog/'\n",
    "        params = {\n",
    "            's': q\n",
    "        }\n",
    "        req = requests.get(URL, params=params)\n",
    "        time.sleep(0.3)\n",
    "        soup = BeautifulSoup(req.text)\n",
    "        articles = soup.find_all('article', class_='status-publish')\n",
    "        for article in articles:\n",
    "            title = article.find('h2', class_='entry-title').text\n",
    "            link = article.find('h2', class_='entry-title').find('a').get('href')\n",
    "            date = article.find('span', class_='posted-on').text.strip()\n",
    "            if article.find('div', class_='entry-cats'):\n",
    "                category = article.find('div', class_='entry-cats').text\n",
    "            else:\n",
    "                category = 'Новость'\n",
    "            row = {'date': date, 'title': title, 'link': link, 'category':category}\n",
    "            netology_blog = pd.concat([netology_blog, pd.DataFrame([row])]) \n",
    "    return netology_blog.reset_index(drop=True)\n",
    "\n",
    "res = get_netology_posts(['python', 'data science'])\n",
    "res"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "qcAfaNqbnURx"
   },
   "source": [
    "А если хотим добавить в датафрейм полные тексты всех постов?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 7804
    },
    "id": "ToWsQ0zXGrgB",
    "outputId": "f01e982c-d985-4933-bee0-c3df16c81843"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
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       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>date</th>\n",
       "      <th>title</th>\n",
       "      <th>link</th>\n",
       "      <th>category</th>\n",
       "      <th>text</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>12 октября 2021</td>\n",
       "      <td>Python занял первое место в рейтинге языков пр...</td>\n",
       "      <td>https://netology.ru/blog/news/12-10-2021-python</td>\n",
       "      <td>Новость</td>\n",
       "      <td>Впервые за 20 лет Python стал самым популярным...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>31 июля 2019</td>\n",
       "      <td>С чего начать изучение Python: 3 первых шага</td>\n",
       "      <td>https://netology.ru/blog/07-2019-python-3-perv...</td>\n",
       "      <td>Современные профессии</td>\n",
       "      <td>В прошлой статье мы рассказали, почему стоит и...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>15 марта 2019</td>\n",
       "      <td>С чего начать изучение Python: книги для начин...</td>\n",
       "      <td>https://netology.ru/blog/03-2019-python-knigi-...</td>\n",
       "      <td>Книжная полка</td>\n",
       "      <td>Нетология рассказала, с какой книги начать изу...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>16 января 2019</td>\n",
       "      <td>Как перейти в Machine learning, если знаешь Py...</td>\n",
       "      <td>https://netology.ru/blog/2019-01-machine-learn...</td>\n",
       "      <td>Карьера</td>\n",
       "      <td>Директор разработки и data scientist ДомКлик.р...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>15 января 2019</td>\n",
       "      <td>Создание модели распознавания лиц с использова...</td>\n",
       "      <td>https://netology.ru/blog/2019-01-modeli-raspoz...</td>\n",
       "      <td>Руководство</td>\n",
       "      <td>Адаптировали статью Файзана Шайха о том, как с...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>30 декабря 2016</td>\n",
       "      <td>Как парсить данные с HTML-страниц на Python</td>\n",
       "      <td>https://netology.ru/blog/parsing-python</td>\n",
       "      <td>Руководство</td>\n",
       "      <td>Руководитель проектов Дмитрий Мирошниченко рас...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>16 января 2023</td>\n",
       "      <td>Data Science-дайджест: что почитать, посмотрет...</td>\n",
       "      <td>https://netology.ru/blog/01-2023-data-science-...</td>\n",
       "      <td>Книжная полка</td>\n",
       "      <td>Подушка, которая избавляет от храпа с помощью ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>15 декабря 2022</td>\n",
       "      <td>Data Science-дайджест: что почитать, посмотрет...</td>\n",
       "      <td>https://netology.ru/blog/12-2022-data-science-...</td>\n",
       "      <td>Книжная полка</td>\n",
       "      <td>Определяем пневмонию по кашлю с помощью ИИ, см...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>15 ноября 2022</td>\n",
       "      <td>Data Science-дайджест: что почитать, посмотрет...</td>\n",
       "      <td>https://netology.ru/blog/11-2022-data-science-...</td>\n",
       "      <td>Книжная полка</td>\n",
       "      <td>В новом дайджесте рассказываем, как ИИ взламыв...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>12 октября 2022</td>\n",
       "      <td>Data Science-дайджест: что почитать, посмотрет...</td>\n",
       "      <td>https://netology.ru/blog/10-2022-data-science-...</td>\n",
       "      <td>Книжная полка</td>\n",
       "      <td>Делаем покемонов из кого угодно, смотрим «Ла-Л...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>13 сентября 2022</td>\n",
       "      <td>Data Science-дайджест: что почитать, посмотрет...</td>\n",
       "      <td>https://netology.ru/blog/09-2022-data-science-...</td>\n",
       "      <td>Книжная полка</td>\n",
       "      <td>Проверяем себя на знание мемов, создаём фон в ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>17 августа 2022</td>\n",
       "      <td>Data Science-дайджест: что почитать, посмотрет...</td>\n",
       "      <td>https://netology.ru/blog/08-2022-data-science-...</td>\n",
       "      <td>Книжная полка</td>\n",
       "      <td>В новом дайджесте рассказываем, как ИИ помогае...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                date                                              title  \\\n",
       "0    12 октября 2021  Python занял первое место в рейтинге языков пр...   \n",
       "1       31 июля 2019       С чего начать изучение Python: 3 первых шага   \n",
       "2      15 марта 2019  С чего начать изучение Python: книги для начин...   \n",
       "3     16 января 2019  Как перейти в Machine learning, если знаешь Py...   \n",
       "4     15 января 2019  Создание модели распознавания лиц с использова...   \n",
       "5    30 декабря 2016        Как парсить данные с HTML-страниц на Python   \n",
       "6     16 января 2023  Data Science-дайджест: что почитать, посмотрет...   \n",
       "7    15 декабря 2022  Data Science-дайджест: что почитать, посмотрет...   \n",
       "8     15 ноября 2022  Data Science-дайджест: что почитать, посмотрет...   \n",
       "9    12 октября 2022  Data Science-дайджест: что почитать, посмотрет...   \n",
       "10  13 сентября 2022  Data Science-дайджест: что почитать, посмотрет...   \n",
       "11   17 августа 2022  Data Science-дайджест: что почитать, посмотрет...   \n",
       "\n",
       "                                                 link               category  \\\n",
       "0     https://netology.ru/blog/news/12-10-2021-python                Новость   \n",
       "1   https://netology.ru/blog/07-2019-python-3-perv...  Современные профессии   \n",
       "2   https://netology.ru/blog/03-2019-python-knigi-...          Книжная полка   \n",
       "3   https://netology.ru/blog/2019-01-machine-learn...                Карьера   \n",
       "4   https://netology.ru/blog/2019-01-modeli-raspoz...            Руководство   \n",
       "5             https://netology.ru/blog/parsing-python            Руководство   \n",
       "6   https://netology.ru/blog/01-2023-data-science-...          Книжная полка   \n",
       "7   https://netology.ru/blog/12-2022-data-science-...          Книжная полка   \n",
       "8   https://netology.ru/blog/11-2022-data-science-...          Книжная полка   \n",
       "9   https://netology.ru/blog/10-2022-data-science-...          Книжная полка   \n",
       "10  https://netology.ru/blog/09-2022-data-science-...          Книжная полка   \n",
       "11  https://netology.ru/blog/08-2022-data-science-...          Книжная полка   \n",
       "\n",
       "                                                 text  \n",
       "0   Впервые за 20 лет Python стал самым популярным...  \n",
       "1   В прошлой статье мы рассказали, почему стоит и...  \n",
       "2   Нетология рассказала, с какой книги начать изу...  \n",
       "3   Директор разработки и data scientist ДомКлик.р...  \n",
       "4   Адаптировали статью Файзана Шайха о том, как с...  \n",
       "5   Руководитель проектов Дмитрий Мирошниченко рас...  \n",
       "6   Подушка, которая избавляет от храпа с помощью ...  \n",
       "7   Определяем пневмонию по кашлю с помощью ИИ, см...  \n",
       "8   В новом дайджесте рассказываем, как ИИ взламыв...  \n",
       "9   Делаем покемонов из кого угодно, смотрим «Ла-Л...  \n",
       "10  Проверяем себя на знание мемов, создаём фон в ...  \n",
       "11  В новом дайджесте рассказываем, как ИИ помогае...  "
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def add_full_text(posts_df):\n",
    "    i = 0\n",
    "    for el in posts_df['link']:\n",
    "        # print(el)\n",
    "        req = requests.get(el).text\n",
    "        soup = BeautifulSoup(req)\n",
    "        time.sleep(0.3)\n",
    "        full_text = soup.find('div', class_='entry-content').text.strip()\n",
    "        posts_df.loc[i, 'text'] = full_text\n",
    "        i += 1\n",
    "    return posts_df\n",
    "\n",
    "add_full_text(res)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "XQH4-geQGiNX"
   },
   "source": [
    "Напишем скрипт, который будет собирать новости с сайта Коммерсанта"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "0jJbKObBGiNX"
   },
   "outputs": [],
   "source": [
    "URL = 'https://www.kommersant.ru/search/results'\n",
    "params = {\n",
    "    'search_query': 'python'\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "YuK_K627GiNX"
   },
   "outputs": [],
   "source": [
    "res = requests.get(URL, params)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 127
    },
    "id": "OK7Sx1CoGiNX",
    "outputId": "d33e280d-1652-40da-8778-df74a14c6186"
   },
   "outputs": [],
   "source": [
    "res.text"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "PPQcfLS1GiNY",
    "outputId": "86248ff7-a741-4178-e5b1-316a6a75733f"
   },
   "outputs": [],
   "source": [
    "soup = BeautifulSoup(res.text)\n",
    "soup"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "GHGvoLtfGiNY",
    "outputId": "10b7a01c-2a22-4f91-e978-faf1384de261"
   },
   "outputs": [],
   "source": [
    "# собираем все теги со ссылками на полные тексты новостей\n",
    "refs = soup.find_all('a', class_='uho__link')\n",
    "print(len(refs))\n",
    "print(refs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "UmWvjdwSGiNZ",
    "outputId": "d27aaaa1-86ed-42d0-e438-5830e03ea376"
   },
   "outputs": [],
   "source": [
    "# добираемся до ссылок\n",
    "all_links = []\n",
    "\n",
    "for ref in refs:\n",
    "    all_links.append(ref.get('href'))\n",
    "\n",
    "print(len(all_links))\n",
    "print(all_links)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "FqgJynlrvpG-",
    "outputId": "7b3df95e-af28-45f3-c690-55dfb97c6c77"
   },
   "outputs": [],
   "source": [
    "# исключаем дубли\n",
    "all_links = set(all_links)\n",
    "print(len(all_links))\n",
    "print(all_links)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "u2ggCVJ1GiNZ",
    "outputId": "a8b9766a-edb7-4a21-b43b-d89729badb28"
   },
   "outputs": [],
   "source": [
    "# формируем полноценные ссылки\n",
    "all_full_links = list(map(lambda x: 'https://www.kommersant.ru' + x, all_links))\n",
    "print(all_full_links)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "UUpowCcsGiNZ",
    "outputId": "e77c1472-afcb-4719-bb4f-994d72e7560e"
   },
   "outputs": [],
   "source": [
    "# объединим все в одну функцию\n",
    "def get_all_links(query):\n",
    "    url = 'https://www.kommersant.ru/search/results'\n",
    "    params = {\n",
    "        'search_query': query,\n",
    "    }\n",
    "    res = requests.get(url, params)\n",
    "    soup = BeautifulSoup(res.text)\n",
    "    refs = soup.find_all('a', class_='uho__link')\n",
    "\n",
    "    all_links = []\n",
    "    for ref in refs:\n",
    "        all_links.append(ref.get('href'))\n",
    "    \n",
    "    all_links = set(all_links)\n",
    "\n",
    "    all_full_links = list(map(lambda x: 'https://www.kommersant.ru' + x, all_links))\n",
    "\n",
    "    return all_full_links\n",
    "\n",
    "all_links = get_all_links('python')\n",
    "print(all_links)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "DWHfadAOGiNa",
    "outputId": "1ad2697e-a0fe-4e1f-d1e1-21ad54d3748b"
   },
   "outputs": [],
   "source": [
    "# но мы же собрали только одну страницу? Хотим ВСЕ новости\n",
    "def get_all_links(query, pages):\n",
    "    url = 'https://www.kommersant.ru/search/results'\n",
    "    links_list = []\n",
    "    params = {\n",
    "        'search_query': query\n",
    "    }\n",
    "    for i in range(1, pages+1):\n",
    "        params['page'] = i\n",
    "        res = requests.get(url, params)\n",
    "        soup = BeautifulSoup(res.text)\n",
    "        # print(res.text)\n",
    "        time.sleep(0.33)\n",
    "\n",
    "        refs = soup.find_all('a', class_='uho__link')\n",
    "        all_links = []\n",
    "\n",
    "        for ref in refs:\n",
    "            all_links.append(ref.get('href'))\n",
    "        \n",
    "        all_links = set(all_links)\n",
    "\n",
    "        all_full_links = list(map(lambda x: 'https://www.kommersant.ru' + x, all_links))\n",
    "\n",
    "        links_list += all_full_links\n",
    "    return links_list\n",
    "\n",
    "all_links = get_all_links('python', 3)\n",
    "print(len(all_links))\n",
    "print(all_links)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "ydmESfZBp5Ri",
    "outputId": "1bf5135f-4502-418a-b3f4-00c8dda49f3f"
   },
   "outputs": [],
   "source": [
    "for link in all_links:\n",
    "    soup = BeautifulSoup(requests.get(link).text)\n",
    "    time.sleep(0.3)\n",
    "    date = pd.to_datetime(soup.find('time', class_='doc_header__publish_time').get('datetime'))\n",
    "    print(date)\n",
    "    title = soup.find('h1', class_='doc_header__name').text.strip()\n",
    "    print(title)\n",
    "    text = soup.find('div', class_='doc__body').text.strip()\n",
    "    print(text)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "bc9lmKVdGiNc"
   },
   "outputs": [],
   "source": [
    "# обернем в функцию \n",
    "def get_kom_news(links):\n",
    "    kom_news = pd.DataFrame()\n",
    "    for link in all_links:\n",
    "        soup = BeautifulSoup(requests.get(link).text)\n",
    "        time.sleep(0.33)\n",
    "        date = pd.to_datetime(soup.find('time', class_='doc_header__publish_time').get('datetime'))\n",
    "        title = soup.find('h1', class_='doc_header__name').text.strip()\n",
    "        text = soup.find('div', class_='doc__body').text.strip().replace('\\n', '')\n",
    "        row = {'date': date, 'title': title, 'text': text}\n",
    "        kom_news = pd.concat([kom_news, pd.DataFrame([row])])  \n",
    "    return kom_news.reset_index(drop=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 9440
    },
    "id": "hsLfcz_QGiNd",
    "outputId": "679ac464-83bf-43fc-bab6-a55dd37f8628"
   },
   "outputs": [],
   "source": [
    "kom_news = get_kom_news(all_links)\n",
    "display(kom_news)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Алгоритм экспоненциальной задержки\n",
    "- короткие мигания сети\n",
    "- небольшие падения самого сервиса (минут на 10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Жду  1 секунд\n",
      "Жду  2 секунд\n",
      "Жду  4 секунд\n",
      "Жду  8 секунд\n",
      "Жду  16 секунд\n"
     ]
    }
   ],
   "source": [
    "for i in range(5):\n",
    "    try:\n",
    "        # response = requests.get()\n",
    "        1 / 0\n",
    "        break\n",
    "    except:\n",
    "        print('Жду ', 2**i, 'секунд')\n",
    "        time.sleep(2**i)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "_eWjVefdGiNd"
   },
   "outputs": [],
   "source": []
  }
 ],
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   "language": "python",
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  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
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   "file_extension": ".py",
   "mimetype": "text/x-python",
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