{"id":923136,"date":"2024-06-06T12:46:31","date_gmt":"2024-06-06T12:46:31","guid":{"rendered":"https:\/\/proxyelite.info\/?p=923136"},"modified":"2025-06-04T03:03:34","modified_gmt":"2025-06-04T03:03:34","slug":"web-scraping-with-python-and-beautifulsoup-how-to-do-it-easily","status":"publish","type":"post","link":"https:\/\/proxyelite.info\/ru\/web-scraping-with-python-and-beautifulsoup-how-to-do-it-easily\/","title":{"rendered":"\u041f\u0430\u0440\u0441\u0438\u043d\u0433 \u0432\u0435\u0431-\u0441\u0442\u0440\u0430\u043d\u0438\u0446 \u0441 \u043f\u043e\u043c\u043e\u0449\u044c\u044e Python \u0438 BeautifulSoup: \u043a\u0430\u043a \u044d\u0442\u043e \u0441\u0434\u0435\u043b\u0430\u0442\u044c \u043b\u0435\u0433\u043a\u043e?"},"content":{"rendered":"<p class=\"wp-block-paragraph\">\u0412\u0435\u0431-\u0441\u043a\u0440\u0430\u043f\u0438\u043d\u0433 \u2014 \u044d\u0442\u043e \u0432\u0430\u0436\u043d\u044b\u0439 \u043c\u0435\u0442\u043e\u0434 \u0438\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u044f \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u0438 \u0441 \u0432\u0435\u0431-\u0441\u0430\u0439\u0442\u043e\u0432. \u0415\u0441\u043b\u0438 \u0432\u044b \u0445\u043e\u0442\u0438\u0442\u0435 \u043d\u0430\u0443\u0447\u0438\u0442\u044c\u0441\u044f \u043f\u0430\u0440\u0441\u0438\u0442\u044c \u0434\u0430\u043d\u043d\u044b\u0435 \u0441 \u043f\u043e\u043c\u043e\u0449\u044c\u044e Python \u0438 BeautifulSoup, \u044d\u0442\u043e \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0441\u0442\u0432\u043e \u0448\u0430\u0433 \u0437\u0430 \u0448\u0430\u0433\u043e\u043c \u043f\u0440\u043e\u0432\u0435\u0434\u0435\u0442 \u0432\u0430\u0441 \u0447\u0435\u0440\u0435\u0437 \u044d\u0442\u043e\u0442 \u043f\u0440\u043e\u0446\u0435\u0441\u0441. \u041a \u043a\u043e\u043d\u0446\u0443 \u044d\u0442\u043e\u0439 \u0441\u0442\u0430\u0442\u044c\u0438 \u0432\u044b \u0443\u0437\u043d\u0430\u0435\u0442\u0435, \u043a\u0430\u043a \u043f\u0430\u0440\u0441\u0438\u0442\u044c \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u0441\u0442\u0440\u0430\u043d\u0438\u0446, \u043e\u0431\u0440\u0430\u0431\u0430\u0442\u044b\u0432\u0430\u0442\u044c \u0434\u0438\u043d\u0430\u043c\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u043a\u043e\u043d\u0442\u0435\u043d\u0442 \u0438 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c <a href=\"https:\/\/proxyelite.info\/ru\/solutions\/proxies-for-web-scraping\/\" data-type=\"link\" data-id=\"https:\/\/proxyelite.info\/solutions\/proxies-for-web-scraping\/\">\u043f\u0440\u043e\u043a\u0441\u0438-\u0441\u0435\u0440\u0432\u0435\u0440\u044b<\/a> \u0447\u0442\u043e\u0431\u044b \u043d\u0435 \u0440\u0430\u0441\u043a\u0440\u044b\u0432\u0430\u0442\u044c \u0441\u0432\u043e\u0439 IP-\u0430\u0434\u0440\u0435\u0441. \u0414\u0430\u0432\u0430\u0439\u0442\u0435 \u0441\u0440\u0430\u0437\u0443 \u0436\u0435 \u043f\u0440\u0438\u0441\u0442\u0443\u043f\u0438\u043c!<\/p>\n\n\n\n<div class=\"wp-block-rank-math-toc-block\" id=\"rank-math-toc\"><h2>\u041e\u0433\u043b\u0430\u0432\u043b\u0435\u043d\u0438\u0435<\/h2><nav><div><div><a href=\"#1-introduction-to-web-scraping\">1. \u0412\u0432\u0435\u0434\u0435\u043d\u0438\u0435 \u0432 \u043f\u0430\u0440\u0441\u0438\u043d\u0433 \u0432\u0435\u0431-\u0441\u0442\u0440\u0430\u043d\u0438\u0446<\/a><\/div><div><a href=\"#2-setting-up-your-environment\">2. \u041d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0430 \u0441\u0440\u0435\u0434\u044b<\/a><\/div><div><a href=\"#3-scraping-a-website-with-beautiful-soup\">3. \u041f\u0430\u0440\u0441\u0438\u043d\u0433 \u0432\u0435\u0431-\u0441\u0430\u0439\u0442\u0430 \u0441 \u043f\u043e\u043c\u043e\u0449\u044c\u044e BeautifulSoup<\/a><div><div><a href=\"#importing-libraries\">\u0418\u043c\u043f\u043e\u0440\u0442 \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a<\/a><\/div><div><a href=\"#fetching-the-web-page\">\u041f\u043e\u043b\u0443\u0447\u0435\u043d\u0438\u0435 \u0432\u0435\u0431-\u0441\u0442\u0440\u0430\u043d\u0438\u0446\u044b<\/a><\/div><\/div><\/div><div><a href=\"#4-handling-multiple-pages\">4. \u041e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0430 \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u0438\u0445 \u0441\u0442\u0440\u0430\u043d\u0438\u0446<\/a><div><div><a href=\"#looping-through-pages\">\u041f\u0435\u0440\u0435\u043b\u0438\u0441\u0442\u044b\u0432\u0430\u043d\u0438\u0435 \u0441\u0442\u0440\u0430\u043d\u0438\u0446<\/a><\/div><\/div><\/div><div><a href=\"#5-using-proxies-to-avoid-ip-bans\">5. \u0418\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0435 \u043f\u0440\u043e\u043a\u0441\u0438 \u0432\u043e \u0438\u0437\u0431\u0435\u0436\u0430\u043d\u0438\u0435 \u0431\u0430\u043d\u043e\u0432 \u043f\u043e IP<\/a><div><div><a href=\"#setting-up-a-proxy\">\u041d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0430 \u043f\u0440\u043e\u043a\u0441\u0438<\/a><\/div><\/div><\/div><div><a href=\"#6-storing-data-in-csv-and-excel-formats\">6. \u0425\u0440\u0430\u043d\u0435\u043d\u0438\u0435 \u0434\u0430\u043d\u043d\u044b\u0445 \u0432 \u0444\u043e\u0440\u043c\u0430\u0442\u0430\u0445 CSV \u0438 Excel.<\/a><div><div><a href=\"#saving-data-to-csv\">\u0421\u043e\u0445\u0440\u0430\u043d\u0435\u043d\u0438\u0435 \u0434\u0430\u043d\u043d\u044b\u0445 \u0432 CSV<\/a><\/div><div><a href=\"#saving-data-to-excel\">\u0421\u043e\u0445\u0440\u0430\u043d\u0435\u043d\u0438\u0435 \u0434\u0430\u043d\u043d\u044b\u0445 \u0432 Excel<\/a><\/div><div><a href=\"#sample-table-of-scraped-data\">\u041f\u0440\u0438\u043c\u0435\u0440 \u0442\u0430\u0431\u043b\u0438\u0446\u044b \u043e\u0447\u0438\u0449\u0435\u043d\u043d\u044b\u0445 \u0434\u0430\u043d\u043d\u044b\u0445<\/a><\/div><\/div><\/div><div><a href=\"#7-conclusion\">7. \u0417\u0430\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0435<\/a><\/div><\/div><\/nav><\/div>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"1-introduction-to-web-scraping\">1. \u0412\u0432\u0435\u0434\u0435\u043d\u0438\u0435 \u0432 \u043f\u0430\u0440\u0441\u0438\u043d\u0433 \u0432\u0435\u0431-\u0441\u0442\u0440\u0430\u043d\u0438\u0446<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u0412\u0435\u0431-\u0441\u043a\u0440\u0430\u043f\u0438\u043d\u0433 \u0432\u043a\u043b\u044e\u0447\u0430\u0435\u0442 \u0432 \u0441\u0435\u0431\u044f \u0438\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u0435 \u0434\u0430\u043d\u043d\u044b\u0445 \u0441 \u0432\u0435\u0431-\u0441\u0430\u0439\u0442\u043e\u0432 \u0441 \u043f\u043e\u043c\u043e\u0449\u044c\u044e \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0445 \u0441\u043a\u0440\u0438\u043f\u0442\u043e\u0432. \u042d\u0442\u043e\u0442 \u043c\u0435\u0442\u043e\u0434 \u0448\u0438\u0440\u043e\u043a\u043e \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f \u0434\u043b\u044f \u0440\u0430\u0437\u043b\u0438\u0447\u043d\u044b\u0445 \u0446\u0435\u043b\u0435\u0439, \u0442\u0430\u043a\u0438\u0445 \u043a\u0430\u043a \u0430\u043d\u0430\u043b\u0438\u0437 \u0434\u0430\u043d\u043d\u044b\u0445, \u043c\u043e\u043d\u0438\u0442\u043e\u0440\u0438\u043d\u0433 \u0446\u0435\u043d \u0438 \u0430\u0433\u0440\u0435\u0433\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u043a\u043e\u043d\u0442\u0435\u043d\u0442\u0430. Python \u0441 \u0435\u0433\u043e \u043c\u043e\u0449\u043d\u044b\u043c\u0438 \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430\u043c\u0438, \u0442\u0430\u043a\u0438\u043c\u0438 \u043a\u0430\u043a BeautifulSoup \u0438 Requests, \u0434\u0435\u043b\u0430\u0435\u0442 \u043f\u0430\u0440\u0441\u0438\u043d\u0433 \u0432\u0435\u0431-\u0441\u0442\u0440\u0430\u043d\u0438\u0446 \u043f\u0440\u043e\u0441\u0442\u044b\u043c \u0438 \u044d\u0444\u0444\u0435\u043a\u0442\u0438\u0432\u043d\u044b\u043c.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"2-setting-up-your-environment\">2. \u041d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0430 \u0441\u0440\u0435\u0434\u044b<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u041f\u0440\u0435\u0436\u0434\u0435 \u0447\u0435\u043c \u043c\u044b \u043d\u0430\u0447\u043d\u0435\u043c \u043f\u0430\u0440\u0441\u0438\u043d\u0433, \u043d\u0430\u043c \u043d\u0443\u0436\u043d\u043e \u043d\u0430\u0441\u0442\u0440\u043e\u0438\u0442\u044c \u0441\u0440\u0435\u0434\u0443 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438. \u042d\u0442\u043e \u043f\u0440\u0435\u0434\u043f\u043e\u043b\u0430\u0433\u0430\u0435\u0442 \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0443 \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u044b\u0445 \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a. \u0412\u043e\u0442 \u043a\u0430\u043a \u0432\u044b \u043c\u043e\u0436\u0435\u0442\u0435 \u044d\u0442\u043e \u0441\u0434\u0435\u043b\u0430\u0442\u044c:<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code data-no-translation=\"\">pip install requests beautifulsoup4 pandas<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u042d\u0442\u0438 \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0438 \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u044b:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u0417\u0430\u043f\u0440\u043e\u0441\u044b<\/strong>: \u0434\u043b\u044f \u043f\u043e\u043b\u0443\u0447\u0435\u043d\u0438\u044f \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u043c\u043e\u0433\u043e \u0432\u0435\u0431-\u0441\u0442\u0440\u0430\u043d\u0438\u0446.<\/li>\n\n\n\n<li><strong>\u041a\u0440\u0430\u0441\u0438\u0432\u0430\u044f\u0421\u0443\u043f<\/strong>: \u0414\u043b\u044f \u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u0438 \u0438\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u044f \u0434\u0430\u043d\u043d\u044b\u0445 \u0438\u0437 HTML-\u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432.<\/li>\n\n\n\n<li><strong>\u041f\u0430\u043d\u0434\u044b<\/strong>: \u0414\u043b\u044f \u0445\u0440\u0430\u043d\u0435\u043d\u0438\u044f \u0434\u0430\u043d\u043d\u044b\u0445 \u0438 \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u0438\u043c\u0438.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"3-scraping-a-website-with-beautiful-soup\">3. \u041f\u0430\u0440\u0441\u0438\u043d\u0433 \u0432\u0435\u0431-\u0441\u0430\u0439\u0442\u0430 \u0441 \u043f\u043e\u043c\u043e\u0449\u044c\u044e BeautifulSoup<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u041f\u043e\u0441\u043b\u0435 \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438 \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a \u0432\u044b \u043c\u043e\u0436\u0435\u0442\u0435 \u043f\u0440\u0438\u0441\u0442\u0443\u043f\u0438\u0442\u044c \u043a \u043d\u0430\u043f\u0438\u0441\u0430\u043d\u0438\u044e \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u044f \u043e\u0447\u0438\u0441\u0442\u043a\u0438. \u0414\u0430\u0432\u0430\u0439\u0442\u0435 \u0432\u043e\u0437\u044c\u043c\u0435\u043c \u043f\u0440\u0438\u043c\u0435\u0440 \u043f\u0430\u0440\u0441\u0438\u043d\u0433\u0430 \u0432\u0435\u0431-\u0441\u0430\u0439\u0442\u0430, \u043d\u0430 \u043a\u043e\u0442\u043e\u0440\u043e\u043c \u043f\u0440\u0435\u0434\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u044b \u043a\u043d\u0438\u0433\u0438.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"importing-libraries\">\u0418\u043c\u043f\u043e\u0440\u0442 \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a<\/h4>\n\n\n\n<pre class=\"wp-block-code\"><code data-no-translation=\"\">import requests\nfrom bs4 import BeautifulSoup\nimport pandas as pd<\/code><\/pre>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"fetching-the-web-page\">\u041f\u043e\u043b\u0443\u0447\u0435\u043d\u0438\u0435 \u0432\u0435\u0431-\u0441\u0442\u0440\u0430\u043d\u0438\u0446\u044b<\/h4>\n\n\n\n<pre class=\"wp-block-code\"><code data-no-translation=\"\">url = \"http:\/\/books.toscrape.com\/\"\nresponse = requests.get(url)\nhtml_content = response.text<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u0410\u043d\u0430\u043b\u0438\u0437 HTML<\/strong><\/p>\n\n\n\n<pre class=\"wp-block-code\"><code data-no-translation=\"\">soup = BeautifulSoup(html_content, 'html.parser')<\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"4-handling-multiple-pages\">4. \u041e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0430 \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u0438\u0445 \u0441\u0442\u0440\u0430\u043d\u0438\u0446<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u0427\u0442\u043e\u0431\u044b \u043e\u0447\u0438\u0441\u0442\u0438\u0442\u044c \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u0441\u0442\u0440\u0430\u043d\u0438\u0446, \u0432\u0430\u043c \u043d\u0443\u0436\u043d\u043e \u043f\u0440\u043e\u0441\u043c\u043e\u0442\u0440\u0435\u0442\u044c \u0441\u0442\u0440\u0430\u043d\u0438\u0446\u044b \u0438 \u043f\u043e\u043b\u0443\u0447\u0438\u0442\u044c \u0434\u0430\u043d\u043d\u044b\u0435 \u0441 \u043a\u0430\u0436\u0434\u043e\u0439. \u0412\u043e\u0442 \u043a\u0430\u043a \u0432\u044b \u043c\u043e\u0436\u0435\u0442\u0435 \u044d\u0442\u043e \u0441\u0434\u0435\u043b\u0430\u0442\u044c:<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"looping-through-pages\">\u041f\u0435\u0440\u0435\u043b\u0438\u0441\u0442\u044b\u0432\u0430\u043d\u0438\u0435 \u0441\u0442\u0440\u0430\u043d\u0438\u0446<\/h4>\n\n\n\n<pre class=\"wp-block-code\"><code data-no-translation=\"\">base_url = \"http:\/\/books.toscrape.com\/catalogue\/page-{}.html\"\ndata = &#91;]\n\nfor page_num in range(1, 51):  # Assuming there are 50 pages\n    response = requests.get(base_url.format(page_num))\n    soup = BeautifulSoup(response.text, 'html.parser')\n    \n    # Extract book data here and append to data list\n    books = soup.find_all('article', class_='product_pod')\n    for book in books:\n        title = book.h3.a&#91;'title']\n        price = book.find('p', class_='price_color').text\n        stock = book.find('p', class_='instock availability').text.strip()\n        \n        data.append({\n            \"Title\": title,\n            \"Price\": price,\n            \"Stock\": stock\n        })<\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"5-using-proxies-to-avoid-ip-bans\">5. \u0418\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0435 \u043f\u0440\u043e\u043a\u0441\u0438 \u0432\u043e \u0438\u0437\u0431\u0435\u0436\u0430\u043d\u0438\u0435 \u0431\u0430\u043d\u043e\u0432 \u043f\u043e IP<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u0412\u0435\u0431-\u0441\u0430\u0439\u0442\u044b \u0447\u0430\u0441\u0442\u043e \u043e\u0442\u0441\u043b\u0435\u0436\u0438\u0432\u0430\u044e\u0442 IP-\u0430\u0434\u0440\u0435\u0441\u0430, \u0447\u0442\u043e\u0431\u044b \u043f\u0440\u0435\u0434\u043e\u0442\u0432\u0440\u0430\u0442\u0438\u0442\u044c \u043f\u0430\u0440\u0441\u0438\u043d\u0433. \u0418\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0435 \u043f\u0440\u043e\u043a\u0441\u0438-\u0441\u0435\u0440\u0432\u0435\u0440\u0430 \u043c\u043e\u0436\u0435\u0442 \u043f\u043e\u043c\u043e\u0447\u044c \u0432\u0430\u043c \u0438\u0437\u0431\u0435\u0436\u0430\u0442\u044c \u044d\u0442\u043e\u0439 \u043f\u0440\u043e\u0431\u043b\u0435\u043c\u044b, \u0437\u0430\u043c\u0430\u0441\u043a\u0438\u0440\u043e\u0432\u0430\u0432 \u0432\u0430\u0448 IP-\u0430\u0434\u0440\u0435\u0441.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"setting-up-a-proxy\">\u041d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0430 \u043f\u0440\u043e\u043a\u0441\u0438<\/h4>\n\n\n\n<pre class=\"wp-block-code\"><code data-no-translation=\"\">proxies = {\n    \"http\": \"http:\/\/your_proxy_server:port\",\n    \"https\": \"http:\/\/your_proxy_server:port\",\n}\n\nresponse = requests.get(url, proxies=proxies)<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u041f\u0440\u0438 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0438 \u043f\u0440\u043e\u043a\u0441\u0438 \u0432\u0435\u0441\u044c \u0432\u0430\u0448 \u0442\u0440\u0430\u0444\u0438\u043a \u043d\u0430\u043f\u0440\u0430\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0447\u0435\u0440\u0435\u0437 \u0434\u0440\u0443\u0433\u043e\u0439 \u0441\u0435\u0440\u0432\u0435\u0440, \u043d\u0435 \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u044f \u0446\u0435\u043b\u0435\u0432\u043e\u043c\u0443 \u0432\u0435\u0431-\u0441\u0430\u0439\u0442\u0443 \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0438\u0442\u044c \u0432\u0430\u0448 IP-\u0430\u0434\u0440\u0435\u0441.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"6-storing-data-in-csv-and-excel-formats\">6. \u0425\u0440\u0430\u043d\u0435\u043d\u0438\u0435 \u0434\u0430\u043d\u043d\u044b\u0445 \u0432 \u0444\u043e\u0440\u043c\u0430\u0442\u0430\u0445 CSV \u0438 Excel.<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u041f\u043e\u0441\u043b\u0435 \u043e\u0447\u0438\u0441\u0442\u043a\u0438 \u0434\u0430\u043d\u043d\u044b\u0445 \u0432\u044b \u0437\u0430\u0445\u043e\u0442\u0438\u0442\u0435 \u0441\u043e\u0445\u0440\u0430\u043d\u0438\u0442\u044c \u0438\u0445 \u0434\u043b\u044f \u0434\u0430\u043b\u044c\u043d\u0435\u0439\u0448\u0435\u0433\u043e \u0430\u043d\u0430\u043b\u0438\u0437\u0430. \u0412\u044b \u043c\u043e\u0436\u0435\u0442\u0435 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c Pandas \u0434\u043b\u044f \u0441\u043e\u0445\u0440\u0430\u043d\u0435\u043d\u0438\u044f \u0434\u0430\u043d\u043d\u044b\u0445 \u0432 \u0444\u043e\u0440\u043c\u0430\u0442\u0435 CSV \u0438\u043b\u0438 Excel.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"saving-data-to-csv\">\u0421\u043e\u0445\u0440\u0430\u043d\u0435\u043d\u0438\u0435 \u0434\u0430\u043d\u043d\u044b\u0445 \u0432 CSV<\/h4>\n\n\n\n<pre class=\"wp-block-code\"><code data-no-translation=\"\">df = pd.DataFrame(data)\ndf.to_csv('books.csv', index=False)<\/code><\/pre>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"saving-data-to-excel\">\u0421\u043e\u0445\u0440\u0430\u043d\u0435\u043d\u0438\u0435 \u0434\u0430\u043d\u043d\u044b\u0445 \u0432 Excel<\/h4>\n\n\n\n<pre class=\"wp-block-code\"><code data-no-translation=\"\">df.to_excel('books.xlsx', index=False)<\/code><\/pre>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"sample-table-of-scraped-data\">\u041f\u0440\u0438\u043c\u0435\u0440 \u0442\u0430\u0431\u043b\u0438\u0446\u044b \u043e\u0447\u0438\u0449\u0435\u043d\u043d\u044b\u0445 \u0434\u0430\u043d\u043d\u044b\u0445<\/h4>\n\n\n\n<figure class=\"wp-block-table\"><table><thead><tr><th>\u0417\u0430\u0433\u043e\u043b\u043e\u0432\u043e\u043a<\/th><th>\u0426\u0435\u043d\u0430<\/th><th>\u0417\u0430\u043f\u0430\u0441<\/th><\/tr><\/thead><tbody><tr><td>\u0413\u0440\u0430\u043d\u0434\u0438\u043e\u0437\u043d\u044b\u0439 \u0434\u0438\u0437\u0430\u0439\u043d<\/td><td>\u00a313.76<\/td><td>\u0412 \u043d\u0430\u043b\u0438\u0447\u0438\u0438<\/td><\/tr><tr><td>\u041b\u043e\u0432\u0435\u0446 \u0432\u043e \u0440\u0436\u0438<\/td><td>\u00a35.95<\/td><td>\u0412 \u043d\u0430\u043b\u0438\u0447\u0438\u0438<\/td><\/tr><tr><td>\u0414\u0438\u0432\u043d\u044b\u0439 \u043d\u043e\u0432\u044b\u0439 \u043c\u0438\u0440<\/td><td>\u00a339.74<\/td><td>\u0412 \u043d\u0430\u043b\u0438\u0447\u0438\u0438<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"7-conclusion\">7. \u0417\u0430\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0435<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u041f\u0430\u0440\u0441\u0438\u043d\u0433 \u0432\u0435\u0431-\u0441\u0442\u0440\u0430\u043d\u0438\u0446 \u0441 \u043f\u043e\u043c\u043e\u0449\u044c\u044e Python \u0438 BeautifulSoup \u2014 \u044d\u0442\u043e \u043c\u043e\u0449\u043d\u044b\u0439 \u043c\u0435\u0442\u043e\u0434 \u0438\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u044f \u0434\u0430\u043d\u043d\u044b\u0445 \u0441 \u0432\u0435\u0431-\u0441\u0430\u0439\u0442\u043e\u0432. \u0421\u043b\u0435\u0434\u0443\u044f \u044d\u0442\u043e\u043c\u0443 \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0441\u0442\u0432\u0443, \u0432\u044b \u0441\u043c\u043e\u0436\u0435\u0442\u0435 \u043f\u0430\u0440\u0441\u0438\u0442\u044c \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u0441\u0442\u0440\u0430\u043d\u0438\u0446, \u043e\u0431\u0440\u0430\u0431\u0430\u0442\u044b\u0432\u0430\u0442\u044c \u0434\u0438\u043d\u0430\u043c\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u043a\u043e\u043d\u0442\u0435\u043d\u0442 \u0438 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u043f\u0440\u043e\u043a\u0441\u0438, \u0447\u0442\u043e\u0431\u044b \u0438\u0437\u0431\u0435\u0436\u0430\u0442\u044c \u0431\u0430\u043d\u043e\u0432 \u043f\u043e IP. \u041d\u0435 \u0437\u0430\u0431\u044b\u0432\u0430\u0439\u0442\u0435 \u0432\u0441\u0435\u0433\u0434\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0442\u044c \u0443\u0441\u043b\u043e\u0432\u0438\u044f \u043e\u0431\u0441\u043b\u0443\u0436\u0438\u0432\u0430\u043d\u0438\u044f \u0432\u0435\u0431-\u0441\u0430\u0439\u0442\u0430 \u043f\u0435\u0440\u0435\u0434 \u043e\u0447\u0438\u0441\u0442\u043a\u043e\u0439 \u0438 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u0434\u0430\u043d\u043d\u044b\u0435 \u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0435\u043d\u043d\u043e.<\/p>","protected":false},"excerpt":{"rendered":"<p>Web scraping is an essential technique for extracting information from websites. If you\u2019re looking to learn how to scrape data with Python and BeautifulSoup, this guide will walk you through the process step-by-step. By the end of this article, you\u2019ll know how to scrape multiple pages, handle dynamic content, and use proxy servers to avoid [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":923137,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"inline_featured_image":false,"footnotes":""},"categories":[1],"tags":[],"class_list":["post-923136","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-articles"],"acf":[],"_links":{"self":[{"href":"https:\/\/proxyelite.info\/ru\/wp-json\/wp\/v2\/posts\/923136","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/proxyelite.info\/ru\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/proxyelite.info\/ru\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/proxyelite.info\/ru\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/proxyelite.info\/ru\/wp-json\/wp\/v2\/comments?post=923136"}],"version-history":[{"count":1,"href":"https:\/\/proxyelite.info\/ru\/wp-json\/wp\/v2\/posts\/923136\/revisions"}],"predecessor-version":[{"id":926430,"href":"https:\/\/proxyelite.info\/ru\/wp-json\/wp\/v2\/posts\/923136\/revisions\/926430"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/proxyelite.info\/ru\/wp-json\/wp\/v2\/media\/923137"}],"wp:attachment":[{"href":"https:\/\/proxyelite.info\/ru\/wp-json\/wp\/v2\/media?parent=923136"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/proxyelite.info\/ru\/wp-json\/wp\/v2\/categories?post=923136"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/proxyelite.info\/ru\/wp-json\/wp\/v2\/tags?post=923136"}],"curies":[{"name":"WP","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}