How to Scrape Visible Webpage Content Effectively
Web scraping involves extracting specific data from web pages, but it can be challenging to limit the results to only the visible text. BeautifulSoup, a popular web scraping library, simplifies this process.
Understanding the Problem
To scrape visible text, it's crucial to exclude elements like scripts (<script>), comments (<!-- -->), CSS (<style>), and other non-visible content.</script>
The Solution with BeautifulSoup
Here's a simple solution using BeautifulSoup's findAll() method and a custom filter:
from bs4 import BeautifulSoup from bs4.element import Comment from urllib.request import urlopen def tag_visible(element): if element.parent.name in ['style', 'script', 'head', 'title', 'meta', '[document]']: return False if isinstance(element, Comment): return False return True def text_from_html(body): soup = BeautifulSoup(body, 'html.parser') texts = soup.findAll(text=True) visible_texts = filter(tag_visible, texts) return " ".join(t.strip() for t in visible_texts) html = urlopen('http://www.nytimes.com/2009/12/21/us/21storm.html').read() print(text_from_html(html))
Explanation
The code:
- Defines a function tag_visible() to exclude unwanted tags and comments.
- Uses filter() to apply the tag_visible() function to all text elements (texts) found in the BeautifulSoup object.
- Joins the visible texts into a single string.
- Fetches the HTML of the specified URL using urlopen().
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