Can NumPy Be Used with Web Scraping? Exploring Its Role in Data Processing

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can numpy be used with web scraping? Sure, but it’s not the first tool I’d reach for. Numpy is amazing for math-heavy tasks, but scraping usually involves more text and structure.

If you’re scraping tables or structured data, pandas is your best bet. It’s built on numpy, so you still get the speed and power, but with way more flexibility for cleaning and organizing data.

Also, check out Scrapy if you’re doing large-scale scraping—it’s a game-changer.

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