How do I scrape pages from the Facebook About section. Can I use Facebook Graph API or should I use a Python web-scraping library like Scrappy of Beautiful Soup?
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The Facebook Graph API is for "apps to read and write to the Facebook social graph" so you cannot use it in this case. Instead, you should use a Python scraping-libary like beautifulsoup.
An example of scraping the Facebook About Page for the organizations mission statement might look like this: