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If you have a product or service and offer academic discounts, there's a good chance there's some manual component to the approval process. Perhaps .edu email addresses are automatically approved because, for the most part at least, they're associated with American post-secondary educational institutions. Perhaps .ac.uk email addresses are automatically approved because they're guaranteed to belong to British universities and colleges. Unfortunately, not every country has an education-specific TLD (Top Level Domain) and plenty of schools use .com or .net.

Swot is a community-driven or crowdsourced library for verifying that domain names and email addresses are tied to a legitimate university of college - more specifically, an academic institution providing higher education in tertiary, quaternary or any other kind of post-secondary education in any country in the world.

Install swot with pip:

pip install swot

>>> import swot

>>> swot.is_academic("[email protected]")
True
>>> swot.is_academic("[email protected]")
False

# Url's work as well
>>> swot.is_academic("https://www.brown.edu")
True
>>> swot.is_academic("http://web.mit.edu:8080")
True

# We can also get school names
>>> swot.get_school_name("[email protected]")
["Cornell University"]
>>> swot.get_school_name("harvard.edu")
["Harvard University"]