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Unless you need JavaScript support, you don't need Selenium. I've done
similar things in Ruby and Perl using a "mechanize" library. Seems like
the equivalent in Python is
[1]https://github.com/python-mechanize/mechanize, but that's Python 2
only. A similar project for Python 3 exists here:
[2]https://github.com/hickford/MechanicalSoup

References

Visible links
1. https://github.com/python-mechanize/mechanize
2. https://github.com/hickford/MechanicalSoup

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