Firebase getting "Uncaught TypeError: Cannot read property 'GoogleAuthProvider' of undefined at script.js:xy

I was trying to follow the documentation on "Adding Firebase to your Google Cloud project" but for the life of me I can't get the authentication to work.

Uncaught TypeError: Cannot read property 'GoogleAuthProvider' of undefined
at script.js:31

Opening Chrome's development console and inspecting firebase.auth will also show that it is undefined.

Anyway, the fix is really easy but it was not apparent, at least for me, that I need to add the following in index.html.

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