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How do you source the data to provide such analytics? Do you have to be constantly scraping Twitter?

Yes :)

On average, I send 3 requests/minute/user to Twitter API.

So you're not really "scraping" Twitter, just using their API (but carefully not to go over rate-limiter/flagger)?

Yes, I only use the official API.