Extracting links from Google Sheets

I was working with a shared Google Sheet at work and ran into this:

An excerpt of a Google Sheet. Each row contains a cell with a hyperlink labeled Link
An excerpt of a Google Sheet. Each row contains a cell with a hyperlink labeled Link, but the actual URL is not displayed.

I get it, URLs can be long and messy. We want narrow columns that look clean, not cluttered. But I wanted to analyze the URLs and search for certain content and patterns, which were hidden from me behind the link text.

How can I extract all the URLs?
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