{"id":71817,"date":"2022-06-14T09:46:08","date_gmt":"2022-06-14T04:16:08","guid":{"rendered":"https:\/\/www.mygreatlearning.com\/blog\/python-web-scraping\/"},"modified":"2025-06-09T21:59:19","modified_gmt":"2025-06-09T16:29:19","slug":"python-web-scraping","status":"publish","type":"post","link":"https:\/\/www.mygreatlearning.com\/blog\/python-web-scraping\/","title":{"rendered":"How To Do Web Scraping with Python Using BeautifulSoup"},"content":{"rendered":"\n<p><strong>Web scraping<\/strong> is the automated extraction of data from websites. A web scraper is a tool that performs this data extraction. It works by sending requests to web servers, receiving HTML content, and then parsing that content to pull out specific information. Python is a popular choice for web scraping due to its powerful libraries.<\/p>\n\n\n\n<p>You can scrape web data by following a clear process. This approach helps ensure you gather the right information while respecting website guidelines.<\/p>\n\n\n\n    <div class=\"courses-cta-container\">\n        <div class=\"courses-cta-card\">\n            <div class=\"courses-cta-header\">\n                <div class=\"courses-learn-icon\"><\/div>\n                <span class=\"courses-learn-text\">Academy Pro<\/span>\n            <\/div>\n            <p class=\"courses-cta-title\">\n                <a href=\"https:\/\/www.mygreatlearning.com\/academy\/premium\/master-python-programming\" class=\"courses-cta-title-link\">Python Programming Course<\/a>\n            <\/p>\n            <p class=\"courses-cta-description\">In this course, you will learn the fundamentals of Python: from basic syntax to mastering data structures, loops, and functions. You will also explore OOP concepts and objects to build robust programs.<\/p>\n            <div class=\"courses-cta-stats\">\n                <div class=\"courses-stat-item\">\n                    <div class=\"courses-stat-icon courses-user-icon\"><\/div>\n                    <span>11.5 Hrs<\/span>\n                <\/div>\n                <div class=\"courses-stat-item\">\n                    <div class=\"courses-stat-icon courses-star-icon\"><\/div>\n                    <span>51 Coding Exercises<\/span>\n                <\/div>\n            <\/div>\n            <a href=\"https:\/\/www.mygreatlearning.com\/academy\/premium\/master-python-programming\" class=\"courses-cta-button\">\n                Start Free Trial\n                <div class=\"courses-arrow-icon\"><\/div>\n            <\/a>\n        <\/div>\n    <\/div>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"step-1-understand-website-structure\">Step 1: Understand Website Structure<\/h2>\n\n\n\n<p>Before you write any code, you need to understand the website you plan to scrape.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"inspect-the-websites-html\">Inspect the Website's HTML:<\/h3>\n\n\n\n<p>Open the website in your browser. Right-click on the element you want to scrape and select \"Inspect\" or \"Inspect Element.\" This opens your browser's developer tools, showing you the HTML structure of the page.<\/p>\n\n\n<figure class=\"wp-block-image aligncenter size-large zoomable\" data-full=\"https:\/\/www.mygreatlearning.com\/blog\/wp-content\/uploads\/2022\/06\/inspect-website.png\"><img decoding=\"async\" width=\"1024\" height=\"499\" src=\"http:\/\/www.mygreatlearning.com\/blog\/wp-content\/uploads\/2022\/06\/inspect-website-1024x499.png\" alt=\"Inspect HTML Elements\" class=\"wp-image-108821\" srcset=\"https:\/\/www.mygreatlearning.com\/blog\/wp-content\/uploads\/2022\/06\/inspect-website-1024x499.png 1024w, https:\/\/www.mygreatlearning.com\/blog\/wp-content\/uploads\/2022\/06\/inspect-website-300x146.png 300w, https:\/\/www.mygreatlearning.com\/blog\/wp-content\/uploads\/2022\/06\/inspect-website-768x374.png 768w, https:\/\/www.mygreatlearning.com\/blog\/wp-content\/uploads\/2022\/06\/inspect-website-1536x748.png 1536w, https:\/\/www.mygreatlearning.com\/blog\/wp-content\/uploads\/2022\/06\/inspect-website-150x73.png 150w, https:\/\/www.mygreatlearning.com\/blog\/wp-content\/uploads\/2022\/06\/inspect-website.png 1906w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>You will see tags like <code>&lt;div&gt;<\/code>, <code>&lt;p&gt;<\/code>, <code>&lt;a&gt;<\/code>, <code>&lt;span&gt;<\/code>, and attributes like <code>class<\/code> and <code>id<\/code>. Identify the unique tags or attributes that contain the data you need.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"step-2-set-up-your-python-environment\">Step 2: Set Up Your Python Environment<\/h2>\n\n\n\n<p>You need Python installed on your system. Python 3 is the current standard. You also need to install specific libraries for web scraping.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"install-python\">Install Python:<\/h3>\n\n\n\n<p>Download and install Python from the <a href=\"https:\/\/www.python.org\/downloads\/\" target=\"_blank\" rel=\"noreferrer noopener\">official Python website<\/a> if you do not have it.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"install-required-libraries\">Install Required Libraries:<\/h3>\n\n\n\n<p>You will use <code>requests<\/code> to fetch web page content and Beautiful Soup 4 (<code>bs4<\/code>) to parse the HTML.<\/p>\n\n\n\n<p>Use <code>pip<\/code> to install these libraries:<\/p>\n\n\n<div class=\"wp-block-syntaxhighlighter-code \"><pre class=\"brush: plain; title: ; notranslate\" title=\"\">\npip install requests beautifulsoup4\n<\/pre><\/div>\n\n\n<ul class=\"wp-block-list\">\n<li><strong>requests:<\/strong> This library simplifies sending HTTP requests. You use it to get the raw HTML content of a web page.<\/li>\n\n\n\n<li><strong>BeautifulSoup:<\/strong> This library helps parse HTML and XML documents. It creates a parse tree that lets you navigate, search, and extract data easily.<\/li>\n<\/ul>\n\n\n\n    <div class=\"courses-cta-container\">\n        <div class=\"courses-cta-card\">\n            <div class=\"courses-cta-header\">\n                <div class=\"courses-learn-icon\"><\/div>\n                <span class=\"courses-learn-text\">Academy Pro<\/span>\n            <\/div>\n            <p class=\"courses-cta-title\">\n                <a href=\"https:\/\/www.mygreatlearning.com\/academy\/premium\/hands-on-data-science-using-python\" class=\"courses-cta-title-link\">Master Data Science with Python Course<\/a>\n            <\/p>\n            <p class=\"courses-cta-description\">Learn Data Science with Python in this comprehensive course! From data wrangling to machine learning, gain the expertise to turn raw data into actionable insights with hands-on practice.<\/p>\n            <div class=\"courses-cta-stats\">\n                <div class=\"courses-stat-item\">\n                    <div class=\"courses-stat-icon courses-user-icon\"><\/div>\n                    <span>12.5 Hrs<\/span>\n                <\/div>\n                <div class=\"courses-stat-item\">\n                    <div class=\"courses-stat-icon courses-star-icon\"><\/div>\n                    <span>1 Project<\/span>\n                <\/div>\n            <\/div>\n            <a href=\"https:\/\/www.mygreatlearning.com\/academy\/premium\/hands-on-data-science-using-python\" class=\"courses-cta-button\">\n                Learn Data Science with Python\n                <div class=\"courses-arrow-icon\"><\/div>\n            <\/a>\n        <\/div>\n    <\/div>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"step-3-fetch-the-web-page-content\">Step 3: Fetch the Web Page Content<\/h2>\n\n\n\n<p>You use the <code>requests<\/code> library to download the HTML content of the target URL.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"send-a-get-request\">Send a GET Request:<\/h3>\n\n\n\n<p>The <code>requests.get()<\/code> function sends an HTTP GET request to the specified URL. This fetches the web page.<\/p>\n\n\n\n<p>Here\u2019s how to do it:<\/p>\n\n\n<div class=\"wp-block-syntaxhighlighter-code \"><pre class=\"brush: plain; title: ; notranslate\" title=\"\">\nimport requests\n\nurl = &quot;https:\/\/quotes.toscrape.com\/page\/1\/&quot; # Example URL for practice\nresponse = requests.get(url)\n\nif response.status_code == 200:\n    print(&quot;Successfully retrieved the page.&quot;)\n    html_content = response.text\nelse:\n    print(f&quot;Failed to retrieve the page. Status code: {response.status_code}&quot;)\n<\/pre><\/div>\n\n\n<ul class=\"wp-block-list\">\n<li><code>response.status_code<\/code>: This checks if the request was successful. A <code>200<\/code> status code means the request was successful. Codes like <code>404<\/code> (Not Found) or <code>500<\/code> (Internal Server Error) indicate problems.<\/li>\n\n\n\n<li><code>response.text<\/code>: This contains the raw HTML content of the web page as a string.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"step-4-parse-html-with-beautiful-soup\">Step 4: Parse HTML with Beautiful Soup<\/h2>\n\n\n\n<p>Once you have the HTML content, you use Beautiful Soup to parse it. This converts the raw HTML string into a structured object that you can easily navigate and search.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"create-a-beautiful-soup-object\">Create a Beautiful Soup Object:<\/h3>\n\n\n\n<p>Pass the HTML content and a parser (like <code>html.parser<\/code>) to the <code>BeautifulSoup<\/code> constructor.<\/p>\n\n\n<div class=\"wp-block-syntaxhighlighter-code \"><pre class=\"brush: plain; title: ; notranslate\" title=\"\">\nfrom bs4 import BeautifulSoup\n\n# Assuming html_content is already obtained from Step 3\nsoup = BeautifulSoup(html_content, &#039;html.parser&#039;)\n<\/pre><\/div>\n\n\n<h3 class=\"wp-block-heading\" id=\"find-elements\">Find Elements:<\/h3>\n\n\n\n<p>Beautiful Soup provides methods to find specific HTML elements:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><code>find()<\/code>: Returns the first matching element.<\/li>\n\n\n\n<li><code>find_all()<\/code>: Returns a list of all matching elements.<\/li>\n<\/ul>\n\n\n\n<p>You can search by tag name, attributes (like <code>class<\/code> or <code>id<\/code>), or CSS selectors.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"example-extracting-quotes-from-a-page\">Example: Extracting Quotes from a Page<\/h3>\n\n\n\n<p>Let's say you want to scrape quotes and authors from <a href=\"https:\/\/quotes.toscrape.com\/\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/quotes.toscrape.com\/<\/a>.<\/p>\n\n\n\n<p>Looking at the HTML structure, you might see:<\/p>\n\n\n<div class=\"wp-block-syntaxhighlighter-code \"><pre class=\"brush: plain; title: ; notranslate\" title=\"\">\n&amp;lt;div class=&quot;quote&quot;&gt;\n    &amp;lt;span class=&quot;text&quot; itemprop=&quot;text&quot;&gt;\u201cThe world as we have created it is a process of our thinking. It cannot be changed without changing our thinking.\u201d&amp;lt;\/span&gt;\n    &amp;lt;span&gt;\n        by &amp;lt;small class=&quot;author&quot; itemprop=&quot;author&quot;&gt;Albert Einstein&amp;lt;\/small&gt;\n        &amp;lt;a href=&quot;\/author\/Albert-Einstein&quot;&gt;(about)&amp;lt;\/a&gt;\n    &amp;lt;\/span&gt;\n    &amp;lt;div class=&quot;tags&quot;&gt;\n        Tags:\n        &amp;lt;a class=&quot;tag&quot; href=&quot;\/tag\/change\/ability-labels\/adults\/&quot;&gt;change&amp;lt;\/a&gt;\n        &amp;lt;a class=&quot;tag&quot; href=&quot;\/tag\/deep-thoughts\/life\/thinking\/world\/&quot;&gt;deep-thoughts&amp;lt;\/a&gt;\n        &amp;lt;a class=&quot;tag&quot; href=&quot;\/tag\/thinking\/&quot;&gt;&amp;lt;\/a&gt;\n    &amp;lt;\/div&gt;\n&amp;lt;\/div&gt;\n<\/pre><\/div>\n\n\n<p>To extract quotes and authors:<\/p>\n\n\n<div class=\"wp-block-syntaxhighlighter-code \"><pre class=\"brush: plain; title: ; notranslate\" title=\"\">\nquotes = soup.find_all(&#039;div&#039;, class_=&#039;quote&#039;)\n\nfor quote_div in quotes:\n    text = quote_div.find(&#039;span&#039;, class_=&#039;text&#039;).text.strip()\n    author = quote_div.find(&#039;small&#039;, class_=&#039;author&#039;).text.strip()\n    print(f&quot;Quote: {text}\\nAuthor: {author}\\n---&quot;)\n<\/pre><\/div>\n\n\n<ul class=\"wp-block-list\">\n<li><code>soup.find_all('div', class_='quote')<\/code>: Finds all <code>&lt;div&gt;<\/code> elements with the class <code>quote<\/code>.<\/li>\n\n\n\n<li><code>quote_div.find('span', class_='text')<\/code>: Inside each quote div, finds the <code>&lt;span&gt;<\/code> element with the class <code>text<\/code>.<\/li>\n\n\n\n<li><code>.text.strip()<\/code>: Extracts the visible text content and removes leading\/trailing whitespace.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"step-5-store-the-scraped-data\">Step 5: Store the Scraped Data<\/h2>\n\n\n\n<p>After extracting the data, you need to store it. Common formats include CSV files, JSON files, or databases.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"saving-to-a-csv-file\">Saving to a CSV File:<\/h3>\n\n\n\n<p>CSV (Comma Separated Values) is a simple, human-readable format for tabular data.<\/p>\n\n\n<div class=\"wp-block-syntaxhighlighter-code \"><pre class=\"brush: plain; title: ; notranslate\" title=\"\">\nimport csv\n\n# Assuming you have a list of dictionaries, where each dictionary is a quote\n# For example:\n# scraped_data = &#x5B;\n#     {&#039;quote&#039;: &#039;...&#039;, &#039;author&#039;: &#039;...&#039;},\n#     {&#039;quote&#039;: &#039;...&#039;, &#039;author&#039;: &#039;...&#039;}\n# ]\n\n# Let&#039;s create some sample data for demonstration\nscraped_data = &#x5B;]\nquotes = soup.find_all(&#039;div&#039;, class_=&#039;quote&#039;)\nfor quote_div in quotes:\n    text = quote_div.find(&#039;span&#039;, class_=&#039;text&#039;).text.strip()\n    author = quote_div.find(&#039;small&#039;, class_=&#039;author&#039;).text.strip()\n    scraped_data.append({&#039;quote&#039;: text, &#039;author&#039;: author})\n\ncsv_file = &#039;quotes.csv&#039;\ncsv_columns = &#x5B;&#039;quote&#039;, &#039;author&#039;]\n\ntry:\n    with open(csv_file, &#039;w&#039;, newline=&#039;&#039;, encoding=&#039;utf-8&#039;) as csvfile:\n        writer = csv.DictWriter(csvfile, fieldnames=csv_columns)\n        writer.writeheader()\n        for data in scraped_data:\n            writer.writerow(data)\n    print(f&quot;Data saved to {csv_file}&quot;)\nexcept IOError:\n    print(&quot;I\/O error while writing to CSV.&quot;)\n<\/pre><\/div>\n\n\n<ul class=\"wp-block-list\">\n<li><code>csv.DictWriter<\/code>: Writes dictionaries to a CSV file.<\/li>\n\n\n\n<li><code>fieldnames<\/code>: Specifies the column headers.<\/li>\n\n\n\n<li><code>writer.writeheader()<\/code>: Writes the header row.<\/li>\n\n\n\n<li><code>writer.writerow(data)<\/code>: Writes each row of data.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"saving-to-a-json-file\">Saving to a JSON File:<\/h3>\n\n\n\n<p>JSON (JavaScript Object Notation) is a lightweight data-interchange format, great for structured data.<\/p>\n\n\n<div class=\"wp-block-syntaxhighlighter-code \"><pre class=\"brush: plain; title: ; notranslate\" title=\"\">\nimport json\n\n# Assuming scraped_data is a list of dictionaries as above\njson_file = &#039;quotes.json&#039;\n\ntry:\n    with open(json_file, &#039;w&#039;, encoding=&#039;utf-8&#039;) as f:\n        json.dump(scraped_data, f, ensure_ascii=False, indent=4)\n    print(f&quot;Data saved to {json_file}&quot;)\nexcept IOError:\n    print(&quot;I\/O error while writing to JSON.&quot;)\n<\/pre><\/div>\n\n\n<ul class=\"wp-block-list\">\n<li><code>json.dump()<\/code>: Writes the Python object to a JSON file.<\/li>\n\n\n\n<li><code>ensure_ascii=False<\/code>: Ensures non-ASCII characters are written correctly.<\/li>\n\n\n\n<li><code>indent=4<\/code>: Formats the JSON output with an indent for readability.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"complete-code-example-scraping-quotes\">Complete Code Example: Scraping Quotes<\/h2>\n\n\n\n<p>Here\u2019s a complete Python script that combines all the steps to scrape quotes and authors from quotes.toscrape.com and save them to a CSV file.<\/p>\n\n\n<div class=\"wp-block-syntaxhighlighter-code \"><pre class=\"brush: plain; title: ; notranslate\" title=\"\">\nimport requests\nfrom bs4 import BeautifulSoup\nimport csv\n\ndef scrape_quotes(url):\n    &quot;&quot;&quot;\n    Scrapes quotes and authors from a given URL.\n    &quot;&quot;&quot;\n    response = requests.get(url)\n    scraped_data = &#x5B;]\n\n    if response.status_code == 200:\n        soup = BeautifulSoup(response.text, &#039;html.parser&#039;)\n        quotes = soup.find_all(&#039;div&#039;, class_=&#039;quote&#039;)\n\n        for quote_div in quotes:\n            try:\n                text = quote_div.find(&#039;span&#039;, class_=&#039;text&#039;).text.strip()\n                author = quote_div.find(&#039;small&#039;, class_=&#039;author&#039;).text.strip()\n                scraped_data.append({&#039;quote&#039;: text, &#039;author&#039;: author})\n            except AttributeError:\n                # Handle cases where an element might be missing\n                print(f&quot;Skipping a quote due to missing data in: {quote_div.prettify()}&quot;)\n                continue\n    else:\n        print(f&quot;Failed to retrieve the page. Status code: {response.status_code}&quot;)\n\n    return scraped_data\n\ndef save_to_csv(data, filename=&#039;quotes.csv&#039;):\n    &quot;&quot;&quot;\n    Saves a list of dictionaries to a CSV file.\n    &quot;&quot;&quot;\n    if not data:\n        print(&quot;No data to save.&quot;)\n        return\n\n    csv_columns = list(data&#x5B;0].keys()) # Get column names from the first dictionary\n\n    try:\n        with open(filename, &#039;w&#039;, newline=&#039;&#039;, encoding=&#039;utf-8&#039;) as csvfile:\n            writer = csv.DictWriter(csvfile, fieldnames=csv_columns)\n            writer.writeheader()\n            for row in data:\n                writer.writerow(row)\n        print(f&quot;Data successfully saved to {filename}&quot;)\n    except IOError:\n        print(f&quot;I\/O error while writing to {filename}.&quot;)\n\nif __name__ == &quot;__main__&quot;:\n    target_url = &quot;https:\/\/quotes.toscrape.com\/&quot;\n    all_quotes = scrape_quotes(target_url)\n    save_to_csv(all_quotes)\n<\/pre><\/div>\n\n\n<p>To run this code:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Save it as a Python file (e.g., <code>quote_scraper.py<\/code>).<\/li>\n\n\n\n<li>Make sure you have <code>requests<\/code> and <code>beautifulsoup4<\/code> installed (<code>pip install requests beautifulsoup4<\/code>).<\/li>\n\n\n\n<li>Run the script from your terminal: <code>python quote_scraper.py<\/code>.<\/li>\n<\/ul>\n\n\n\n<p>This script will create a <code>quotes.csv<\/code> file in the same directory, containing the scraped quotes and authors.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"best-practices-for-web-scraping\">Best Practices for Web Scraping<\/h2>\n\n\n\n<p>To ensure your web scraping is effective and responsible, follow these guidelines:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Handle Pagination:<\/strong> Many websites display data across multiple pages. You need to identify the URL pattern for pagination (e.g., <code>page=1<\/code>, <code>page=2<\/code>) and loop through them to scrape all data.<\/li>\n\n\n\n<li><strong>Dynamic Content (JavaScript):<\/strong> If a website loads content using JavaScript after the initial page load, <code>requests<\/code> and Beautiful Soup alone may not be enough. You might need a headless browser like <a href=\"https:\/\/www.selenium.dev\/\" target=\"_blank\" rel=\"noreferrer noopener\">Selenium<\/a>. Selenium automates a real browser (like Chrome or Firefox) to render JavaScript and interact with elements before scraping the content.<\/li>\n\n\n\n<li><strong>Error Handling and Retries:<\/strong> Websites can have temporary issues or change their structure. Implement <code>try-except<\/code> blocks to catch errors (e.g., network issues, missing elements). Use exponential backoff for retries, waiting longer after each failed attempt.<\/li>\n\n\n\n<li><strong>User-Agent Rotation:<\/strong> Websites can block requests from a single User-Agent if they detect excessive scraping. Rotate User-Agents to mimic different browsers.<\/li>\n\n\n\n<li><strong>Proxy Servers:<\/strong> To avoid IP bans, especially for large-scale scraping, use proxy servers to route your requests through different IP addresses.<\/li>\n\n\n\n<li><strong>Data Cleaning:<\/strong> Scraped data often contains inconsistencies or unwanted characters. Clean and normalize the data before storing or using it.<\/li>\n\n\n\n<li><strong>Stay Updated:<\/strong> Websites frequently change their structure. Your scraper might break. Regularly check the website and update your scraping script as needed.<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>Web scraping is the automated extraction of data from websites. A web scraper is a tool that performs this data extraction. It works by sending requests to web servers, receiving HTML content, and then parsing that content to pull out specific information. Python is a popular choice for web scraping due to its powerful libraries. [&hellip;]<\/p>\n","protected":false},"author":41,"featured_media":25314,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"_uag_custom_page_level_css":"","site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"set","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center 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